2023-12-23 13:04:10,521 - pyskl - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] CUDA available: True GPU 0: GeForce RTX 3090 CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 11.2, V11.2.67 GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 PyTorch: 1.9.1 PyTorch compiling details: PyTorch built with: - GCC 7.3 - C++ Version: 201402 - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) - OpenMP 201511 (a.k.a. OpenMP 4.5) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 11.1 - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 - CuDNN 8.0.5 - Magma 2.5.2 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, TorchVision: 0.10.1 OpenCV: 4.6.0 MMCV: 1.6.0 MMCV Compiler: GCC 9.3 MMCV CUDA Compiler: 11.2 pyskl: 0.1.0+ ------------------------------------------------------------ 2023-12-23 13:04:10,831 - pyskl - INFO - Config: modality = 'km' graph = 'nturgb+d' work_dir = './work_dirs/test_prototype/ntu60_xsub/km' 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=['km']), 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=['km']), 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=['km']), 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=['km']), 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=['km']), 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=['km']), dict(type='UniformSampleDecode', clip_len=100, num_clips=10), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='xsub_val')) optimizer = dict( type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) optimizer_config = dict(grad_clip=None) lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) total_epochs = 150 checkpoint_config = dict(interval=1) evaluation = dict(interval=1, metrics=['top_k_accuracy']) log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) dist_params = dict(backend='nccl') gpu_ids = range(0, 1) 2023-12-23 13:04:10,831 - pyskl - INFO - Set random seed to 1617222456, deterministic: False 2023-12-23 13:04:15,927 - pyskl - INFO - 40091 videos remain after valid thresholding 2023-12-23 13:04:23,986 - pyskl - INFO - 16487 videos remain after valid thresholding 2023-12-23 13:04:23,993 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/km 2023-12-23 13:04:23,993 - pyskl - INFO - Hooks will be executed in the following order: before_run: (VERY_HIGH ) CosineAnnealingLrUpdaterHook (NORMAL ) CheckpointHook (NORMAL ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_epoch: (VERY_HIGH ) CosineAnnealingLrUpdaterHook (NORMAL ) DistSamplerSeedHook (NORMAL ) DistEvalHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_train_iter: (VERY_HIGH ) CosineAnnealingLrUpdaterHook (NORMAL ) DistEvalHook (LOW ) IterTimerHook -------------------- after_train_iter: (ABOVE_NORMAL) OptimizerHook (NORMAL ) CheckpointHook (NORMAL ) DistEvalHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- after_train_epoch: (NORMAL ) CheckpointHook (NORMAL ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_val_epoch: (NORMAL ) DistSamplerSeedHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_val_iter: (LOW ) IterTimerHook -------------------- after_val_iter: (LOW ) IterTimerHook -------------------- after_val_epoch: (VERY_LOW ) TextLoggerHook -------------------- after_run: (VERY_LOW ) TextLoggerHook -------------------- 2023-12-23 13:04:23,994 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs 2023-12-23 13:04:23,994 - pyskl - INFO - Checkpoints will be saved to /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/km by HardDiskBackend. 2023-12-23 13:05:07,287 - pyskl - INFO - Epoch [1][100/2506] lr: 2.500e-02, eta: 1 day, 21:11:16, time: 0.433, data_time: 0.194, memory: 6499, top1_acc: 0.0488, top5_acc: 0.1888, loss_cls: 4.8516, loss: 4.8516 2023-12-23 13:05:30,556 - pyskl - INFO - Epoch [1][200/2506] lr: 2.500e-02, eta: 1 day, 10:43:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.0675, top5_acc: 0.2412, loss_cls: 4.5527, loss: 4.5527 2023-12-23 13:05:53,820 - pyskl - INFO - Epoch [1][300/2506] lr: 2.500e-02, eta: 1 day, 7:14:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.0781, top5_acc: 0.3081, loss_cls: 4.5568, loss: 4.5568 2023-12-23 13:06:17,080 - pyskl - INFO - Epoch [1][400/2506] lr: 2.500e-02, eta: 1 day, 5:29:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.0825, top5_acc: 0.3181, loss_cls: 4.6074, loss: 4.6074 2023-12-23 13:06:40,340 - pyskl - INFO - Epoch [1][500/2506] lr: 2.500e-02, eta: 1 day, 4:26:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.0806, top5_acc: 0.3412, loss_cls: 4.3458, loss: 4.3458 2023-12-23 13:07:03,629 - pyskl - INFO - Epoch [1][600/2506] lr: 2.500e-02, eta: 1 day, 3:44:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.1094, top5_acc: 0.3981, loss_cls: 4.2871, loss: 4.2871 2023-12-23 13:07:26,902 - pyskl - INFO - Epoch [1][700/2506] lr: 2.500e-02, eta: 1 day, 3:13:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.1106, top5_acc: 0.4056, loss_cls: 4.5315, loss: 4.5315 2023-12-23 13:07:50,140 - pyskl - INFO - Epoch [1][800/2506] lr: 2.500e-02, eta: 1 day, 2:50:52, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.1350, top5_acc: 0.4444, loss_cls: 4.4496, loss: 4.4496 2023-12-23 13:08:13,466 - pyskl - INFO - Epoch [1][900/2506] lr: 2.500e-02, eta: 1 day, 2:33:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.1306, top5_acc: 0.4769, loss_cls: 4.1397, loss: 4.1397 2023-12-23 13:08:36,818 - pyskl - INFO - Epoch [1][1000/2506] lr: 2.500e-02, eta: 1 day, 2:19:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.1638, top5_acc: 0.5112, loss_cls: 4.0134, loss: 4.0134 2023-12-23 13:09:00,137 - pyskl - INFO - Epoch [1][1100/2506] lr: 2.500e-02, eta: 1 day, 2:08:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.1825, top5_acc: 0.5469, loss_cls: 3.7144, loss: 3.7144 2023-12-23 13:09:23,483 - pyskl - INFO - Epoch [1][1200/2506] lr: 2.500e-02, eta: 1 day, 1:58:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.2100, top5_acc: 0.5844, loss_cls: 3.6318, loss: 3.6318 2023-12-23 13:09:46,837 - pyskl - INFO - Epoch [1][1300/2506] lr: 2.500e-02, eta: 1 day, 1:50:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.2281, top5_acc: 0.6312, loss_cls: 3.4600, loss: 3.4600 2023-12-23 13:10:10,140 - pyskl - INFO - Epoch [1][1400/2506] lr: 2.500e-02, eta: 1 day, 1:43:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.2431, top5_acc: 0.6100, loss_cls: 3.3876, loss: 3.3876 2023-12-23 13:10:33,419 - pyskl - INFO - Epoch [1][1500/2506] lr: 2.500e-02, eta: 1 day, 1:36:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.2475, top5_acc: 0.6469, loss_cls: 3.2369, loss: 3.2369 2023-12-23 13:10:56,661 - pyskl - INFO - Epoch [1][1600/2506] lr: 2.500e-02, eta: 1 day, 1:30:56, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.2687, top5_acc: 0.6663, loss_cls: 3.1590, loss: 3.1590 2023-12-23 13:11:19,938 - pyskl - INFO - Epoch [1][1700/2506] lr: 2.500e-02, eta: 1 day, 1:25:53, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.3006, top5_acc: 0.7125, loss_cls: 3.0444, loss: 3.0444 2023-12-23 13:11:43,241 - pyskl - INFO - Epoch [1][1800/2506] lr: 2.500e-02, eta: 1 day, 1:21:26, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.3387, top5_acc: 0.7269, loss_cls: 2.9002, loss: 2.9002 2023-12-23 13:12:06,531 - pyskl - INFO - Epoch [1][1900/2506] lr: 2.500e-02, eta: 1 day, 1:17:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.3088, top5_acc: 0.7369, loss_cls: 2.9085, loss: 2.9085 2023-12-23 13:12:29,853 - pyskl - INFO - Epoch [1][2000/2506] lr: 2.500e-02, eta: 1 day, 1:13:48, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.3513, top5_acc: 0.7462, loss_cls: 2.8200, loss: 2.8200 2023-12-23 13:12:53,145 - pyskl - INFO - Epoch [1][2100/2506] lr: 2.500e-02, eta: 1 day, 1:10:25, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.3569, top5_acc: 0.7525, loss_cls: 2.7868, loss: 2.7868 2023-12-23 13:13:16,495 - pyskl - INFO - Epoch [1][2200/2506] lr: 2.500e-02, eta: 1 day, 1:07:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.3869, top5_acc: 0.7669, loss_cls: 2.6901, loss: 2.6901 2023-12-23 13:13:39,872 - pyskl - INFO - Epoch [1][2300/2506] lr: 2.500e-02, eta: 1 day, 1:04:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.3825, top5_acc: 0.7775, loss_cls: 2.6242, loss: 2.6242 2023-12-23 13:14:03,241 - pyskl - INFO - Epoch [1][2400/2506] lr: 2.500e-02, eta: 1 day, 1:02:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.4238, top5_acc: 0.8106, loss_cls: 2.4761, loss: 2.4761 2023-12-23 13:14:26,568 - pyskl - INFO - Epoch [1][2500/2506] lr: 2.500e-02, eta: 1 day, 0:59:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.4288, top5_acc: 0.8350, loss_cls: 2.3535, loss: 2.3535 2023-12-23 13:14:28,482 - pyskl - INFO - Saving checkpoint at 1 epochs 2023-12-23 13:15:51,387 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 13:15:51,458 - pyskl - INFO - top1_acc 0.3119 top5_acc 0.7282 2023-12-23 13:15:51,593 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. 2023-12-23 13:15:51,593 - pyskl - INFO - Best top1_acc is 0.3119 at 1 epoch. 2023-12-23 13:15:51,597 - pyskl - INFO - Epoch(val) [1][1031] top1_acc: 0.3119, top5_acc: 0.7282 2023-12-23 13:16:34,522 - pyskl - INFO - Epoch [2][100/2506] lr: 2.500e-02, eta: 1 day, 1:41:00, time: 0.429, data_time: 0.195, memory: 6499, top1_acc: 0.4431, top5_acc: 0.8275, loss_cls: 2.3381, loss: 2.3381 2023-12-23 13:16:57,827 - pyskl - INFO - Epoch [2][200/2506] lr: 2.500e-02, eta: 1 day, 1:37:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.4550, top5_acc: 0.8313, loss_cls: 2.3053, loss: 2.3053 2023-12-23 13:17:21,138 - pyskl - INFO - Epoch [2][300/2506] lr: 2.500e-02, eta: 1 day, 1:33:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.4650, top5_acc: 0.8550, loss_cls: 2.1651, loss: 2.1651 2023-12-23 13:17:44,609 - pyskl - INFO - Epoch [2][400/2506] lr: 2.500e-02, eta: 1 day, 1:30:44, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.4806, top5_acc: 0.8431, loss_cls: 2.2251, loss: 2.2251 2023-12-23 13:18:08,050 - pyskl - INFO - Epoch [2][500/2506] lr: 2.500e-02, eta: 1 day, 1:27:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.4756, top5_acc: 0.8600, loss_cls: 2.1545, loss: 2.1545 2023-12-23 13:18:31,509 - pyskl - INFO - Epoch [2][600/2506] lr: 2.500e-02, eta: 1 day, 1:25:13, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.4925, top5_acc: 0.8556, loss_cls: 2.1058, loss: 2.1058 2023-12-23 13:18:54,870 - pyskl - INFO - Epoch [2][700/2506] lr: 2.500e-02, eta: 1 day, 1:22:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.5100, top5_acc: 0.8775, loss_cls: 2.0368, loss: 2.0368 2023-12-23 13:19:18,208 - pyskl - INFO - Epoch [2][800/2506] lr: 2.500e-02, eta: 1 day, 1:19:53, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.5050, top5_acc: 0.8656, loss_cls: 2.0298, loss: 2.0298 2023-12-23 13:19:41,623 - pyskl - INFO - Epoch [2][900/2506] lr: 2.499e-02, eta: 1 day, 1:17:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.5094, top5_acc: 0.8656, loss_cls: 1.9769, loss: 1.9769 2023-12-23 13:20:05,008 - pyskl - INFO - Epoch [2][1000/2506] lr: 2.499e-02, eta: 1 day, 1:15:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.5150, top5_acc: 0.8812, loss_cls: 1.9810, loss: 1.9810 2023-12-23 13:20:28,370 - pyskl - INFO - Epoch [2][1100/2506] lr: 2.499e-02, eta: 1 day, 1:13:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.5288, top5_acc: 0.8912, loss_cls: 1.9158, loss: 1.9158 2023-12-23 13:20:51,701 - pyskl - INFO - Epoch [2][1200/2506] lr: 2.499e-02, eta: 1 day, 1:10:52, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.5219, top5_acc: 0.8956, loss_cls: 1.9445, loss: 1.9445 2023-12-23 13:21:14,939 - pyskl - INFO - Epoch [2][1300/2506] lr: 2.499e-02, eta: 1 day, 1:08:39, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.5356, top5_acc: 0.8788, loss_cls: 1.9198, loss: 1.9198 2023-12-23 13:21:38,271 - pyskl - INFO - Epoch [2][1400/2506] lr: 2.499e-02, eta: 1 day, 1:06:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.5312, top5_acc: 0.8888, loss_cls: 1.8911, loss: 1.8911 2023-12-23 13:22:01,606 - pyskl - INFO - Epoch [2][1500/2506] lr: 2.499e-02, eta: 1 day, 1:04:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.5531, top5_acc: 0.8888, loss_cls: 1.8873, loss: 1.8873 2023-12-23 13:22:24,984 - pyskl - INFO - Epoch [2][1600/2506] lr: 2.499e-02, eta: 1 day, 1:03:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.5425, top5_acc: 0.8812, loss_cls: 1.8498, loss: 1.8498 2023-12-23 13:22:48,335 - pyskl - INFO - Epoch [2][1700/2506] lr: 2.499e-02, eta: 1 day, 1:01:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.5656, top5_acc: 0.8888, loss_cls: 1.8097, loss: 1.8097 2023-12-23 13:23:11,671 - pyskl - INFO - Epoch [2][1800/2506] lr: 2.499e-02, eta: 1 day, 0:59:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.5481, top5_acc: 0.9012, loss_cls: 1.8102, loss: 1.8102 2023-12-23 13:23:35,009 - pyskl - INFO - Epoch [2][1900/2506] lr: 2.499e-02, eta: 1 day, 0:57:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.5656, top5_acc: 0.8962, loss_cls: 1.7646, loss: 1.7646 2023-12-23 13:23:58,398 - pyskl - INFO - Epoch [2][2000/2506] lr: 2.499e-02, eta: 1 day, 0:56:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.5637, top5_acc: 0.8888, loss_cls: 1.7761, loss: 1.7761 2023-12-23 13:24:21,656 - pyskl - INFO - Epoch [2][2100/2506] lr: 2.499e-02, eta: 1 day, 0:54:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.5744, top5_acc: 0.9050, loss_cls: 1.7418, loss: 1.7418 2023-12-23 13:24:44,971 - pyskl - INFO - Epoch [2][2200/2506] lr: 2.499e-02, eta: 1 day, 0:53:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.5606, top5_acc: 0.8994, loss_cls: 1.7578, loss: 1.7578 2023-12-23 13:25:08,412 - pyskl - INFO - Epoch [2][2300/2506] lr: 2.499e-02, eta: 1 day, 0:51:58, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.5694, top5_acc: 0.9069, loss_cls: 1.7145, loss: 1.7145 2023-12-23 13:25:31,771 - pyskl - INFO - Epoch [2][2400/2506] lr: 2.499e-02, eta: 1 day, 0:50:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.5931, top5_acc: 0.9075, loss_cls: 1.7041, loss: 1.7041 2023-12-23 13:25:55,124 - pyskl - INFO - Epoch [2][2500/2506] lr: 2.499e-02, eta: 1 day, 0:49:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6144, top5_acc: 0.9200, loss_cls: 1.6098, loss: 1.6098 2023-12-23 13:25:57,021 - pyskl - INFO - Saving checkpoint at 2 epochs 2023-12-23 13:27:20,413 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 13:27:20,486 - pyskl - INFO - top1_acc 0.5788 top5_acc 0.8912 2023-12-23 13:27:20,490 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/km/best_top1_acc_epoch_1.pth was removed 2023-12-23 13:27:20,615 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2023-12-23 13:27:20,616 - pyskl - INFO - Best top1_acc is 0.5788 at 2 epoch. 2023-12-23 13:27:20,619 - pyskl - INFO - Epoch(val) [2][1031] top1_acc: 0.5788, top5_acc: 0.8912 2023-12-23 13:28:02,958 - pyskl - INFO - Epoch [3][100/2506] lr: 2.499e-02, eta: 1 day, 1:09:09, time: 0.423, data_time: 0.189, memory: 6499, top1_acc: 0.5975, top5_acc: 0.9075, loss_cls: 1.6503, loss: 1.6503 2023-12-23 13:28:26,357 - pyskl - INFO - Epoch [3][200/2506] lr: 2.499e-02, eta: 1 day, 1:07:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6106, top5_acc: 0.9200, loss_cls: 1.5758, loss: 1.5758 2023-12-23 13:28:49,817 - pyskl - INFO - Epoch [3][300/2506] lr: 2.499e-02, eta: 1 day, 1:06:02, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.5956, top5_acc: 0.9131, loss_cls: 1.6374, loss: 1.6374 2023-12-23 13:29:13,135 - pyskl - INFO - Epoch [3][400/2506] lr: 2.499e-02, eta: 1 day, 1:04:25, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.5981, top5_acc: 0.9044, loss_cls: 1.6302, loss: 1.6302 2023-12-23 13:29:36,412 - pyskl - INFO - Epoch [3][500/2506] lr: 2.499e-02, eta: 1 day, 1:02:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6162, top5_acc: 0.9237, loss_cls: 1.5459, loss: 1.5459 2023-12-23 13:29:59,688 - pyskl - INFO - Epoch [3][600/2506] lr: 2.499e-02, eta: 1 day, 1:01:12, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6212, top5_acc: 0.9169, loss_cls: 1.5564, loss: 1.5564 2023-12-23 13:30:23,033 - pyskl - INFO - Epoch [3][700/2506] lr: 2.499e-02, eta: 1 day, 0:59:44, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6150, top5_acc: 0.9194, loss_cls: 1.5358, loss: 1.5358 2023-12-23 13:30:46,251 - pyskl - INFO - Epoch [3][800/2506] lr: 2.499e-02, eta: 1 day, 0:58:11, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6225, top5_acc: 0.9287, loss_cls: 1.5216, loss: 1.5216 2023-12-23 13:31:09,563 - pyskl - INFO - Epoch [3][900/2506] lr: 2.498e-02, eta: 1 day, 0:56:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6025, top5_acc: 0.9237, loss_cls: 1.5752, loss: 1.5752 2023-12-23 13:31:32,837 - pyskl - INFO - Epoch [3][1000/2506] lr: 2.498e-02, eta: 1 day, 0:55:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6025, top5_acc: 0.9081, loss_cls: 1.6263, loss: 1.6263 2023-12-23 13:31:56,098 - pyskl - INFO - Epoch [3][1100/2506] lr: 2.498e-02, eta: 1 day, 0:53:55, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6350, top5_acc: 0.9237, loss_cls: 1.5156, loss: 1.5156 2023-12-23 13:32:19,387 - pyskl - INFO - Epoch [3][1200/2506] lr: 2.498e-02, eta: 1 day, 0:52:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6412, top5_acc: 0.9144, loss_cls: 1.4912, loss: 1.4912 2023-12-23 13:32:42,669 - pyskl - INFO - Epoch [3][1300/2506] lr: 2.498e-02, eta: 1 day, 0:51:15, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6269, top5_acc: 0.9213, loss_cls: 1.4975, loss: 1.4975 2023-12-23 13:33:05,952 - pyskl - INFO - Epoch [3][1400/2506] lr: 2.498e-02, eta: 1 day, 0:49:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6100, top5_acc: 0.9181, loss_cls: 1.5660, loss: 1.5660 2023-12-23 13:33:29,307 - pyskl - INFO - Epoch [3][1500/2506] lr: 2.498e-02, eta: 1 day, 0:48:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6388, top5_acc: 0.9250, loss_cls: 1.4616, loss: 1.4616 2023-12-23 13:33:52,679 - pyskl - INFO - Epoch [3][1600/2506] lr: 2.498e-02, eta: 1 day, 0:47:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6206, top5_acc: 0.9231, loss_cls: 1.5297, loss: 1.5297 2023-12-23 13:34:15,879 - pyskl - INFO - Epoch [3][1700/2506] lr: 2.498e-02, eta: 1 day, 0:46:18, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6194, top5_acc: 0.9038, loss_cls: 1.5695, loss: 1.5695 2023-12-23 13:34:39,166 - pyskl - INFO - Epoch [3][1800/2506] lr: 2.498e-02, eta: 1 day, 0:45:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6669, top5_acc: 0.9381, loss_cls: 1.4061, loss: 1.4061 2023-12-23 13:35:02,442 - pyskl - INFO - Epoch [3][1900/2506] lr: 2.498e-02, eta: 1 day, 0:43:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6412, top5_acc: 0.9344, loss_cls: 1.4426, loss: 1.4426 2023-12-23 13:35:25,658 - pyskl - INFO - Epoch [3][2000/2506] lr: 2.498e-02, eta: 1 day, 0:42:44, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6531, top5_acc: 0.9337, loss_cls: 1.3930, loss: 1.3930 2023-12-23 13:35:49,086 - pyskl - INFO - Epoch [3][2100/2506] lr: 2.498e-02, eta: 1 day, 0:41:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6531, top5_acc: 0.9337, loss_cls: 1.3939, loss: 1.3939 2023-12-23 13:36:12,438 - pyskl - INFO - Epoch [3][2200/2506] lr: 2.498e-02, eta: 1 day, 0:40:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6569, top5_acc: 0.9369, loss_cls: 1.3799, loss: 1.3799 2023-12-23 13:36:35,687 - pyskl - INFO - Epoch [3][2300/2506] lr: 2.498e-02, eta: 1 day, 0:39:35, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6500, top5_acc: 0.9237, loss_cls: 1.4292, loss: 1.4292 2023-12-23 13:36:58,875 - pyskl - INFO - Epoch [3][2400/2506] lr: 2.498e-02, eta: 1 day, 0:38:26, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6512, top5_acc: 0.9250, loss_cls: 1.4331, loss: 1.4331 2023-12-23 13:37:22,160 - pyskl - INFO - Epoch [3][2500/2506] lr: 2.498e-02, eta: 1 day, 0:37:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6687, top5_acc: 0.9381, loss_cls: 1.3684, loss: 1.3684 2023-12-23 13:37:24,073 - pyskl - INFO - Saving checkpoint at 3 epochs 2023-12-23 13:38:46,923 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 13:38:46,995 - pyskl - INFO - top1_acc 0.2507 top5_acc 0.6415 2023-12-23 13:38:46,999 - pyskl - INFO - Epoch(val) [3][1031] top1_acc: 0.2507, top5_acc: 0.6415 2023-12-23 13:39:29,846 - pyskl - INFO - Epoch [4][100/2506] lr: 2.497e-02, eta: 1 day, 0:50:56, time: 0.428, data_time: 0.196, memory: 6499, top1_acc: 0.6663, top5_acc: 0.9431, loss_cls: 1.3887, loss: 1.3887 2023-12-23 13:39:53,127 - pyskl - INFO - Epoch [4][200/2506] lr: 2.497e-02, eta: 1 day, 0:49:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6881, top5_acc: 0.9356, loss_cls: 1.3610, loss: 1.3610 2023-12-23 13:40:16,469 - pyskl - INFO - Epoch [4][300/2506] lr: 2.497e-02, eta: 1 day, 0:48:35, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6262, top5_acc: 0.9206, loss_cls: 1.4754, loss: 1.4754 2023-12-23 13:40:39,751 - pyskl - INFO - Epoch [4][400/2506] lr: 2.497e-02, eta: 1 day, 0:47:25, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6869, top5_acc: 0.9431, loss_cls: 1.3060, loss: 1.3060 2023-12-23 13:41:03,035 - pyskl - INFO - Epoch [4][500/2506] lr: 2.497e-02, eta: 1 day, 0:46:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6913, top5_acc: 0.9369, loss_cls: 1.2900, loss: 1.2900 2023-12-23 13:41:26,331 - pyskl - INFO - Epoch [4][600/2506] lr: 2.497e-02, eta: 1 day, 0:45:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6569, top5_acc: 0.9237, loss_cls: 1.4047, loss: 1.4047 2023-12-23 13:41:49,654 - pyskl - INFO - Epoch [4][700/2506] lr: 2.497e-02, eta: 1 day, 0:44:04, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6575, top5_acc: 0.9306, loss_cls: 1.3844, loss: 1.3844 2023-12-23 13:42:12,974 - pyskl - INFO - Epoch [4][800/2506] lr: 2.497e-02, eta: 1 day, 0:43:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6706, top5_acc: 0.9331, loss_cls: 1.3389, loss: 1.3389 2023-12-23 13:42:36,403 - pyskl - INFO - Epoch [4][900/2506] lr: 2.497e-02, eta: 1 day, 0:42:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6681, top5_acc: 0.9300, loss_cls: 1.3426, loss: 1.3426 2023-12-23 13:42:59,706 - pyskl - INFO - Epoch [4][1000/2506] lr: 2.497e-02, eta: 1 day, 0:41:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6750, top5_acc: 0.9419, loss_cls: 1.2851, loss: 1.2851 2023-12-23 13:43:23,016 - pyskl - INFO - Epoch [4][1100/2506] lr: 2.497e-02, eta: 1 day, 0:39:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6837, top5_acc: 0.9469, loss_cls: 1.2626, loss: 1.2626 2023-12-23 13:43:46,260 - pyskl - INFO - Epoch [4][1200/2506] lr: 2.497e-02, eta: 1 day, 0:38:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6831, top5_acc: 0.9369, loss_cls: 1.2741, loss: 1.2741 2023-12-23 13:44:09,603 - pyskl - INFO - Epoch [4][1300/2506] lr: 2.497e-02, eta: 1 day, 0:37:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6763, top5_acc: 0.9394, loss_cls: 1.3183, loss: 1.3183 2023-12-23 13:44:32,948 - pyskl - INFO - Epoch [4][1400/2506] lr: 2.497e-02, eta: 1 day, 0:36:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6881, top5_acc: 0.9394, loss_cls: 1.2828, loss: 1.2828 2023-12-23 13:44:56,200 - pyskl - INFO - Epoch [4][1500/2506] lr: 2.496e-02, eta: 1 day, 0:35:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9544, loss_cls: 1.2466, loss: 1.2466 2023-12-23 13:45:19,507 - pyskl - INFO - Epoch [4][1600/2506] lr: 2.496e-02, eta: 1 day, 0:35:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6725, top5_acc: 0.9387, loss_cls: 1.2852, loss: 1.2852 2023-12-23 13:45:42,819 - pyskl - INFO - Epoch [4][1700/2506] lr: 2.496e-02, eta: 1 day, 0:34:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6656, top5_acc: 0.9400, loss_cls: 1.3528, loss: 1.3528 2023-12-23 13:46:06,071 - pyskl - INFO - Epoch [4][1800/2506] lr: 2.496e-02, eta: 1 day, 0:33:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6681, top5_acc: 0.9394, loss_cls: 1.3609, loss: 1.3609 2023-12-23 13:46:29,310 - pyskl - INFO - Epoch [4][1900/2506] lr: 2.496e-02, eta: 1 day, 0:32:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6894, top5_acc: 0.9444, loss_cls: 1.2517, loss: 1.2517 2023-12-23 13:46:52,600 - pyskl - INFO - Epoch [4][2000/2506] lr: 2.496e-02, eta: 1 day, 0:31:12, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6744, top5_acc: 0.9444, loss_cls: 1.2856, loss: 1.2856 2023-12-23 13:47:16,033 - pyskl - INFO - Epoch [4][2100/2506] lr: 2.496e-02, eta: 1 day, 0:30:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6856, top5_acc: 0.9419, loss_cls: 1.2970, loss: 1.2970 2023-12-23 13:47:39,354 - pyskl - INFO - Epoch [4][2200/2506] lr: 2.496e-02, eta: 1 day, 0:29:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6906, top5_acc: 0.9425, loss_cls: 1.2494, loss: 1.2494 2023-12-23 13:48:02,602 - pyskl - INFO - Epoch [4][2300/2506] lr: 2.496e-02, eta: 1 day, 0:28:34, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6787, top5_acc: 0.9363, loss_cls: 1.3224, loss: 1.3224 2023-12-23 13:48:25,824 - pyskl - INFO - Epoch [4][2400/2506] lr: 2.496e-02, eta: 1 day, 0:27:39, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6925, top5_acc: 0.9494, loss_cls: 1.2392, loss: 1.2392 2023-12-23 13:48:49,095 - pyskl - INFO - Epoch [4][2500/2506] lr: 2.496e-02, eta: 1 day, 0:26:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6831, top5_acc: 0.9475, loss_cls: 1.2556, loss: 1.2556 2023-12-23 13:48:51,048 - pyskl - INFO - Saving checkpoint at 4 epochs 2023-12-23 13:50:14,015 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 13:50:14,096 - pyskl - INFO - top1_acc 0.6244 top5_acc 0.9042 2023-12-23 13:50:14,103 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/km/best_top1_acc_epoch_2.pth was removed 2023-12-23 13:50:14,242 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2023-12-23 13:50:14,243 - pyskl - INFO - Best top1_acc is 0.6244 at 4 epoch. 2023-12-23 13:50:14,247 - pyskl - INFO - Epoch(val) [4][1031] top1_acc: 0.6244, top5_acc: 0.9042 2023-12-23 13:50:56,655 - pyskl - INFO - Epoch [5][100/2506] lr: 2.496e-02, eta: 1 day, 0:36:32, time: 0.424, data_time: 0.191, memory: 6499, top1_acc: 0.6994, top5_acc: 0.9506, loss_cls: 1.1925, loss: 1.1925 2023-12-23 13:51:19,966 - pyskl - INFO - Epoch [5][200/2506] lr: 2.495e-02, eta: 1 day, 0:35:35, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9506, loss_cls: 1.1800, loss: 1.1800 2023-12-23 13:51:43,378 - pyskl - INFO - Epoch [5][300/2506] lr: 2.495e-02, eta: 1 day, 0:34:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6906, top5_acc: 0.9519, loss_cls: 1.2216, loss: 1.2216 2023-12-23 13:52:06,760 - pyskl - INFO - Epoch [5][400/2506] lr: 2.495e-02, eta: 1 day, 0:33:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7094, top5_acc: 0.9506, loss_cls: 1.1918, loss: 1.1918 2023-12-23 13:52:30,140 - pyskl - INFO - Epoch [5][500/2506] lr: 2.495e-02, eta: 1 day, 0:32:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7006, top5_acc: 0.9506, loss_cls: 1.2045, loss: 1.2045 2023-12-23 13:52:53,443 - pyskl - INFO - Epoch [5][600/2506] lr: 2.495e-02, eta: 1 day, 0:32:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9544, loss_cls: 1.1515, loss: 1.1515 2023-12-23 13:53:16,685 - pyskl - INFO - Epoch [5][700/2506] lr: 2.495e-02, eta: 1 day, 0:31:06, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6731, top5_acc: 0.9281, loss_cls: 1.3294, loss: 1.3294 2023-12-23 13:53:40,072 - pyskl - INFO - Epoch [5][800/2506] lr: 2.495e-02, eta: 1 day, 0:30:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9469, loss_cls: 1.2002, loss: 1.2002 2023-12-23 13:54:03,501 - pyskl - INFO - Epoch [5][900/2506] lr: 2.495e-02, eta: 1 day, 0:29:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6987, top5_acc: 0.9437, loss_cls: 1.2331, loss: 1.2331 2023-12-23 13:54:26,875 - pyskl - INFO - Epoch [5][1000/2506] lr: 2.495e-02, eta: 1 day, 0:28:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9531, loss_cls: 1.1539, loss: 1.1539 2023-12-23 13:54:50,315 - pyskl - INFO - Epoch [5][1100/2506] lr: 2.495e-02, eta: 1 day, 0:27:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6894, top5_acc: 0.9456, loss_cls: 1.2787, loss: 1.2787 2023-12-23 13:55:13,679 - pyskl - INFO - Epoch [5][1200/2506] lr: 2.495e-02, eta: 1 day, 0:26:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9481, loss_cls: 1.1820, loss: 1.1820 2023-12-23 13:55:37,002 - pyskl - INFO - Epoch [5][1300/2506] lr: 2.494e-02, eta: 1 day, 0:26:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6975, top5_acc: 0.9431, loss_cls: 1.2398, loss: 1.2398 2023-12-23 13:56:00,316 - pyskl - INFO - Epoch [5][1400/2506] lr: 2.494e-02, eta: 1 day, 0:25:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9413, loss_cls: 1.2025, loss: 1.2025 2023-12-23 13:56:23,620 - pyskl - INFO - Epoch [5][1500/2506] lr: 2.494e-02, eta: 1 day, 0:24:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6913, top5_acc: 0.9381, loss_cls: 1.2689, loss: 1.2689 2023-12-23 13:56:46,915 - pyskl - INFO - Epoch [5][1600/2506] lr: 2.494e-02, eta: 1 day, 0:23:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7063, top5_acc: 0.9437, loss_cls: 1.2119, loss: 1.2119 2023-12-23 13:57:10,209 - pyskl - INFO - Epoch [5][1700/2506] lr: 2.494e-02, eta: 1 day, 0:22:50, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6913, top5_acc: 0.9463, loss_cls: 1.2273, loss: 1.2273 2023-12-23 13:57:33,596 - pyskl - INFO - Epoch [5][1800/2506] lr: 2.494e-02, eta: 1 day, 0:22:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9525, loss_cls: 1.1649, loss: 1.1649 2023-12-23 13:57:56,969 - pyskl - INFO - Epoch [5][1900/2506] lr: 2.494e-02, eta: 1 day, 0:21:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9481, loss_cls: 1.1876, loss: 1.1876 2023-12-23 13:58:20,366 - pyskl - INFO - Epoch [5][2000/2506] lr: 2.494e-02, eta: 1 day, 0:20:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7100, top5_acc: 0.9463, loss_cls: 1.2058, loss: 1.2058 2023-12-23 13:58:43,606 - pyskl - INFO - Epoch [5][2100/2506] lr: 2.494e-02, eta: 1 day, 0:19:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6994, top5_acc: 0.9431, loss_cls: 1.1750, loss: 1.1750 2023-12-23 13:59:06,937 - pyskl - INFO - Epoch [5][2200/2506] lr: 2.493e-02, eta: 1 day, 0:18:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6931, top5_acc: 0.9331, loss_cls: 1.3338, loss: 1.3338 2023-12-23 13:59:30,279 - pyskl - INFO - Epoch [5][2300/2506] lr: 2.493e-02, eta: 1 day, 0:18:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9500, loss_cls: 1.1335, loss: 1.1335 2023-12-23 13:59:53,674 - pyskl - INFO - Epoch [5][2400/2506] lr: 2.493e-02, eta: 1 day, 0:17:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6987, top5_acc: 0.9425, loss_cls: 1.2343, loss: 1.2343 2023-12-23 14:00:16,968 - pyskl - INFO - Epoch [5][2500/2506] lr: 2.493e-02, eta: 1 day, 0:16:41, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7000, top5_acc: 0.9475, loss_cls: 1.2046, loss: 1.2046 2023-12-23 14:00:18,940 - pyskl - INFO - Saving checkpoint at 5 epochs 2023-12-23 14:01:41,652 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 14:01:41,724 - pyskl - INFO - top1_acc 0.2356 top5_acc 0.7030 2023-12-23 14:01:41,727 - pyskl - INFO - Epoch(val) [5][1031] top1_acc: 0.2356, top5_acc: 0.7030 2023-12-23 14:02:24,578 - pyskl - INFO - Epoch [6][100/2506] lr: 2.493e-02, eta: 1 day, 0:24:35, time: 0.428, data_time: 0.195, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9513, loss_cls: 1.1748, loss: 1.1748 2023-12-23 14:02:47,831 - pyskl - INFO - Epoch [6][200/2506] lr: 2.493e-02, eta: 1 day, 0:23:44, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9581, loss_cls: 1.1164, loss: 1.1164 2023-12-23 14:03:11,175 - pyskl - INFO - Epoch [6][300/2506] lr: 2.493e-02, eta: 1 day, 0:22:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9569, loss_cls: 1.1176, loss: 1.1176 2023-12-23 14:03:34,510 - pyskl - INFO - Epoch [6][400/2506] lr: 2.493e-02, eta: 1 day, 0:22:08, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7081, top5_acc: 0.9437, loss_cls: 1.1826, loss: 1.1826 2023-12-23 14:03:57,761 - pyskl - INFO - Epoch [6][500/2506] lr: 2.493e-02, eta: 1 day, 0:21:18, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7219, top5_acc: 0.9475, loss_cls: 1.1608, loss: 1.1608 2023-12-23 14:04:21,015 - pyskl - INFO - Epoch [6][600/2506] lr: 2.492e-02, eta: 1 day, 0:20:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9631, loss_cls: 1.1006, loss: 1.1006 2023-12-23 14:04:44,380 - pyskl - INFO - Epoch [6][700/2506] lr: 2.492e-02, eta: 1 day, 0:19:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6994, top5_acc: 0.9481, loss_cls: 1.2346, loss: 1.2346 2023-12-23 14:05:07,757 - pyskl - INFO - Epoch [6][800/2506] lr: 2.492e-02, eta: 1 day, 0:18:58, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9406, loss_cls: 1.1882, loss: 1.1882 2023-12-23 14:05:31,041 - pyskl - INFO - Epoch [6][900/2506] lr: 2.492e-02, eta: 1 day, 0:18:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6981, top5_acc: 0.9506, loss_cls: 1.1813, loss: 1.1813 2023-12-23 14:05:54,338 - pyskl - INFO - Epoch [6][1000/2506] lr: 2.492e-02, eta: 1 day, 0:17:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7031, top5_acc: 0.9406, loss_cls: 1.2146, loss: 1.2146 2023-12-23 14:06:17,613 - pyskl - INFO - Epoch [6][1100/2506] lr: 2.492e-02, eta: 1 day, 0:16:37, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9556, loss_cls: 1.1398, loss: 1.1398 2023-12-23 14:06:40,931 - pyskl - INFO - Epoch [6][1200/2506] lr: 2.492e-02, eta: 1 day, 0:15:52, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9494, loss_cls: 1.1127, loss: 1.1127 2023-12-23 14:07:04,156 - pyskl - INFO - Epoch [6][1300/2506] lr: 2.492e-02, eta: 1 day, 0:15:04, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9531, loss_cls: 1.1332, loss: 1.1332 2023-12-23 14:07:27,528 - pyskl - INFO - Epoch [6][1400/2506] lr: 2.492e-02, eta: 1 day, 0:14:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9487, loss_cls: 1.1415, loss: 1.1415 2023-12-23 14:07:50,858 - pyskl - INFO - Epoch [6][1500/2506] lr: 2.491e-02, eta: 1 day, 0:13:37, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9463, loss_cls: 1.1708, loss: 1.1708 2023-12-23 14:08:14,245 - pyskl - INFO - Epoch [6][1600/2506] lr: 2.491e-02, eta: 1 day, 0:12:54, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9569, loss_cls: 1.1417, loss: 1.1417 2023-12-23 14:08:37,580 - pyskl - INFO - Epoch [6][1700/2506] lr: 2.491e-02, eta: 1 day, 0:12:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9444, loss_cls: 1.1665, loss: 1.1665 2023-12-23 14:09:00,862 - pyskl - INFO - Epoch [6][1800/2506] lr: 2.491e-02, eta: 1 day, 0:11:26, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7031, top5_acc: 0.9481, loss_cls: 1.1496, loss: 1.1496 2023-12-23 14:09:24,114 - pyskl - INFO - Epoch [6][1900/2506] lr: 2.491e-02, eta: 1 day, 0:10:41, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7006, top5_acc: 0.9394, loss_cls: 1.2125, loss: 1.2125 2023-12-23 14:09:47,353 - pyskl - INFO - Epoch [6][2000/2506] lr: 2.491e-02, eta: 1 day, 0:09:56, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9537, loss_cls: 1.1117, loss: 1.1117 2023-12-23 14:10:10,653 - pyskl - INFO - Epoch [6][2100/2506] lr: 2.491e-02, eta: 1 day, 0:09:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9575, loss_cls: 1.1341, loss: 1.1341 2023-12-23 14:10:34,014 - pyskl - INFO - Epoch [6][2200/2506] lr: 2.491e-02, eta: 1 day, 0:08:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9644, loss_cls: 1.0220, loss: 1.0220 2023-12-23 14:10:57,361 - pyskl - INFO - Epoch [6][2300/2506] lr: 2.490e-02, eta: 1 day, 0:07:50, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9456, loss_cls: 1.1599, loss: 1.1599 2023-12-23 14:11:20,624 - pyskl - INFO - Epoch [6][2400/2506] lr: 2.490e-02, eta: 1 day, 0:07:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9637, loss_cls: 1.1270, loss: 1.1270 2023-12-23 14:11:44,055 - pyskl - INFO - Epoch [6][2500/2506] lr: 2.490e-02, eta: 1 day, 0:06:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9500, loss_cls: 1.1353, loss: 1.1353 2023-12-23 14:11:46,021 - pyskl - INFO - Saving checkpoint at 6 epochs 2023-12-23 14:13:08,563 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 14:13:08,634 - pyskl - INFO - top1_acc 0.4770 top5_acc 0.8109 2023-12-23 14:13:08,638 - pyskl - INFO - Epoch(val) [6][1031] top1_acc: 0.4770, top5_acc: 0.8109 2023-12-23 14:13:50,883 - pyskl - INFO - Epoch [7][100/2506] lr: 2.490e-02, eta: 1 day, 0:12:41, time: 0.422, data_time: 0.189, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9531, loss_cls: 1.0952, loss: 1.0952 2023-12-23 14:14:14,228 - pyskl - INFO - Epoch [7][200/2506] lr: 2.490e-02, eta: 1 day, 0:11:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9569, loss_cls: 1.0923, loss: 1.0923 2023-12-23 14:14:37,635 - pyskl - INFO - Epoch [7][300/2506] lr: 2.490e-02, eta: 1 day, 0:11:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9550, loss_cls: 1.1261, loss: 1.1261 2023-12-23 14:15:00,955 - pyskl - INFO - Epoch [7][400/2506] lr: 2.490e-02, eta: 1 day, 0:10:33, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9563, loss_cls: 1.0866, loss: 1.0866 2023-12-23 14:15:24,383 - pyskl - INFO - Epoch [7][500/2506] lr: 2.489e-02, eta: 1 day, 0:09:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9513, loss_cls: 1.1369, loss: 1.1369 2023-12-23 14:15:47,773 - pyskl - INFO - Epoch [7][600/2506] lr: 2.489e-02, eta: 1 day, 0:09:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7262, top5_acc: 0.9550, loss_cls: 1.0741, loss: 1.0741 2023-12-23 14:16:11,211 - pyskl - INFO - Epoch [7][700/2506] lr: 2.489e-02, eta: 1 day, 0:08:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9531, loss_cls: 1.0928, loss: 1.0928 2023-12-23 14:16:34,629 - pyskl - INFO - Epoch [7][800/2506] lr: 2.489e-02, eta: 1 day, 0:07:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9463, loss_cls: 1.1032, loss: 1.1032 2023-12-23 14:16:57,974 - pyskl - INFO - Epoch [7][900/2506] lr: 2.489e-02, eta: 1 day, 0:07:08, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9550, loss_cls: 1.1184, loss: 1.1184 2023-12-23 14:17:21,311 - pyskl - INFO - Epoch [7][1000/2506] lr: 2.489e-02, eta: 1 day, 0:06:26, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9519, loss_cls: 1.0836, loss: 1.0836 2023-12-23 14:17:44,659 - pyskl - INFO - Epoch [7][1100/2506] lr: 2.489e-02, eta: 1 day, 0:05:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9463, loss_cls: 1.1344, loss: 1.1344 2023-12-23 14:18:08,072 - pyskl - INFO - Epoch [7][1200/2506] lr: 2.489e-02, eta: 1 day, 0:05:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9481, loss_cls: 1.1347, loss: 1.1347 2023-12-23 14:18:31,447 - pyskl - INFO - Epoch [7][1300/2506] lr: 2.488e-02, eta: 1 day, 0:04:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9469, loss_cls: 1.1309, loss: 1.1309 2023-12-23 14:18:54,883 - pyskl - INFO - Epoch [7][1400/2506] lr: 2.488e-02, eta: 1 day, 0:03:46, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9556, loss_cls: 1.0650, loss: 1.0650 2023-12-23 14:19:18,211 - pyskl - INFO - Epoch [7][1500/2506] lr: 2.488e-02, eta: 1 day, 0:03:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9494, loss_cls: 1.1475, loss: 1.1475 2023-12-23 14:19:41,644 - pyskl - INFO - Epoch [7][1600/2506] lr: 2.488e-02, eta: 1 day, 0:02:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9494, loss_cls: 1.1070, loss: 1.1070 2023-12-23 14:20:05,051 - pyskl - INFO - Epoch [7][1700/2506] lr: 2.488e-02, eta: 1 day, 0:01:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7044, top5_acc: 0.9531, loss_cls: 1.1403, loss: 1.1403 2023-12-23 14:20:28,418 - pyskl - INFO - Epoch [7][1800/2506] lr: 2.488e-02, eta: 1 day, 0:01:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9531, loss_cls: 1.0754, loss: 1.0754 2023-12-23 14:20:51,898 - pyskl - INFO - Epoch [7][1900/2506] lr: 2.488e-02, eta: 1 day, 0:00:32, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9575, loss_cls: 1.0499, loss: 1.0499 2023-12-23 14:21:15,207 - pyskl - INFO - Epoch [7][2000/2506] lr: 2.487e-02, eta: 23:59:52, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9525, loss_cls: 1.0724, loss: 1.0724 2023-12-23 14:21:38,574 - pyskl - INFO - Epoch [7][2100/2506] lr: 2.487e-02, eta: 23:59:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9544, loss_cls: 1.1557, loss: 1.1557 2023-12-23 14:22:01,986 - pyskl - INFO - Epoch [7][2200/2506] lr: 2.487e-02, eta: 23:58:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9619, loss_cls: 1.0399, loss: 1.0399 2023-12-23 14:22:25,390 - pyskl - INFO - Epoch [7][2300/2506] lr: 2.487e-02, eta: 23:57:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9519, loss_cls: 1.1117, loss: 1.1117 2023-12-23 14:22:48,818 - pyskl - INFO - Epoch [7][2400/2506] lr: 2.487e-02, eta: 23:57:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9600, loss_cls: 1.1238, loss: 1.1238 2023-12-23 14:23:12,206 - pyskl - INFO - Epoch [7][2500/2506] lr: 2.487e-02, eta: 23:56:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9531, loss_cls: 1.0953, loss: 1.0953 2023-12-23 14:23:14,230 - pyskl - INFO - Saving checkpoint at 7 epochs 2023-12-23 14:24:37,265 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 14:24:37,342 - pyskl - INFO - top1_acc 0.3513 top5_acc 0.7704 2023-12-23 14:24:37,350 - pyskl - INFO - Epoch(val) [7][1031] top1_acc: 0.3513, top5_acc: 0.7704 2023-12-23 14:25:19,945 - pyskl - INFO - Epoch [8][100/2506] lr: 2.486e-02, eta: 1 day, 0:02:04, time: 0.426, data_time: 0.192, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9637, loss_cls: 1.0380, loss: 1.0380 2023-12-23 14:25:43,306 - pyskl - INFO - Epoch [8][200/2506] lr: 2.486e-02, eta: 1 day, 0:01:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9550, loss_cls: 1.0835, loss: 1.0835 2023-12-23 14:26:06,773 - pyskl - INFO - Epoch [8][300/2506] lr: 2.486e-02, eta: 1 day, 0:00:46, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9556, loss_cls: 1.0603, loss: 1.0603 2023-12-23 14:26:30,111 - pyskl - INFO - Epoch [8][400/2506] lr: 2.486e-02, eta: 1 day, 0:00:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9494, loss_cls: 1.0684, loss: 1.0684 2023-12-23 14:26:53,489 - pyskl - INFO - Epoch [8][500/2506] lr: 2.486e-02, eta: 23:59:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9656, loss_cls: 0.9292, loss: 0.9292 2023-12-23 14:27:16,896 - pyskl - INFO - Epoch [8][600/2506] lr: 2.486e-02, eta: 23:58:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9619, loss_cls: 1.1063, loss: 1.1063 2023-12-23 14:27:40,459 - pyskl - INFO - Epoch [8][700/2506] lr: 2.486e-02, eta: 23:58:13, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.6856, top5_acc: 0.9287, loss_cls: 1.2849, loss: 1.2849 2023-12-23 14:28:03,774 - pyskl - INFO - Epoch [8][800/2506] lr: 2.485e-02, eta: 23:57:33, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7081, top5_acc: 0.9431, loss_cls: 1.1733, loss: 1.1733 2023-12-23 14:28:27,181 - pyskl - INFO - Epoch [8][900/2506] lr: 2.485e-02, eta: 23:56:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9481, loss_cls: 1.1172, loss: 1.1172 2023-12-23 14:28:50,644 - pyskl - INFO - Epoch [8][1000/2506] lr: 2.485e-02, eta: 23:56:18, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9481, loss_cls: 1.1386, loss: 1.1386 2023-12-23 14:29:13,983 - pyskl - INFO - Epoch [8][1100/2506] lr: 2.485e-02, eta: 23:55:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9513, loss_cls: 1.0910, loss: 1.0910 2023-12-23 14:29:37,350 - pyskl - INFO - Epoch [8][1200/2506] lr: 2.485e-02, eta: 23:55:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9581, loss_cls: 1.0666, loss: 1.0666 2023-12-23 14:30:00,761 - pyskl - INFO - Epoch [8][1300/2506] lr: 2.485e-02, eta: 23:54:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9506, loss_cls: 1.0908, loss: 1.0908 2023-12-23 14:30:24,220 - pyskl - INFO - Epoch [8][1400/2506] lr: 2.484e-02, eta: 23:53:47, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9494, loss_cls: 1.0719, loss: 1.0719 2023-12-23 14:30:47,685 - pyskl - INFO - Epoch [8][1500/2506] lr: 2.484e-02, eta: 23:53:11, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9537, loss_cls: 1.1061, loss: 1.1061 2023-12-23 14:31:11,111 - pyskl - INFO - Epoch [8][1600/2506] lr: 2.484e-02, eta: 23:52:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9519, loss_cls: 1.0810, loss: 1.0810 2023-12-23 14:31:34,588 - pyskl - INFO - Epoch [8][1700/2506] lr: 2.484e-02, eta: 23:51:59, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9587, loss_cls: 1.0635, loss: 1.0635 2023-12-23 14:31:57,975 - pyskl - INFO - Epoch [8][1800/2506] lr: 2.484e-02, eta: 23:51:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9450, loss_cls: 1.0928, loss: 1.0928 2023-12-23 14:32:21,292 - pyskl - INFO - Epoch [8][1900/2506] lr: 2.484e-02, eta: 23:50:44, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9600, loss_cls: 1.1022, loss: 1.1022 2023-12-23 14:32:44,687 - pyskl - INFO - Epoch [8][2000/2506] lr: 2.483e-02, eta: 23:50:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9556, loss_cls: 1.1252, loss: 1.1252 2023-12-23 14:33:08,135 - pyskl - INFO - Epoch [8][2100/2506] lr: 2.483e-02, eta: 23:49:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9575, loss_cls: 1.0443, loss: 1.0443 2023-12-23 14:33:31,546 - pyskl - INFO - Epoch [8][2200/2506] lr: 2.483e-02, eta: 23:48:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9569, loss_cls: 1.0085, loss: 1.0085 2023-12-23 14:33:54,904 - pyskl - INFO - Epoch [8][2300/2506] lr: 2.483e-02, eta: 23:48:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9506, loss_cls: 1.0495, loss: 1.0495 2023-12-23 14:34:18,287 - pyskl - INFO - Epoch [8][2400/2506] lr: 2.483e-02, eta: 23:47:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9625, loss_cls: 1.0043, loss: 1.0043 2023-12-23 14:34:41,737 - pyskl - INFO - Epoch [8][2500/2506] lr: 2.483e-02, eta: 23:47:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9525, loss_cls: 1.0529, loss: 1.0529 2023-12-23 14:34:43,767 - pyskl - INFO - Saving checkpoint at 8 epochs 2023-12-23 14:36:06,520 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 14:36:06,594 - pyskl - INFO - top1_acc 0.7290 top5_acc 0.9440 2023-12-23 14:36:06,600 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/km/best_top1_acc_epoch_4.pth was removed 2023-12-23 14:36:06,748 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. 2023-12-23 14:36:06,749 - pyskl - INFO - Best top1_acc is 0.7290 at 8 epoch. 2023-12-23 14:36:06,754 - pyskl - INFO - Epoch(val) [8][1031] top1_acc: 0.7290, top5_acc: 0.9440 2023-12-23 14:36:49,643 - pyskl - INFO - Epoch [9][100/2506] lr: 2.482e-02, eta: 23:51:49, time: 0.429, data_time: 0.195, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9625, loss_cls: 1.0156, loss: 1.0156 2023-12-23 14:37:12,895 - pyskl - INFO - Epoch [9][200/2506] lr: 2.482e-02, eta: 23:51:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9587, loss_cls: 0.9866, loss: 0.9866 2023-12-23 14:37:36,193 - pyskl - INFO - Epoch [9][300/2506] lr: 2.482e-02, eta: 23:50:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9544, loss_cls: 1.0351, loss: 1.0351 2023-12-23 14:37:59,469 - pyskl - INFO - Epoch [9][400/2506] lr: 2.482e-02, eta: 23:49:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9587, loss_cls: 1.0098, loss: 1.0098 2023-12-23 14:38:22,789 - pyskl - INFO - Epoch [9][500/2506] lr: 2.482e-02, eta: 23:49:12, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9688, loss_cls: 1.0236, loss: 1.0236 2023-12-23 14:38:46,149 - pyskl - INFO - Epoch [9][600/2506] lr: 2.481e-02, eta: 23:48:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9506, loss_cls: 1.0664, loss: 1.0664 2023-12-23 14:39:09,470 - pyskl - INFO - Epoch [9][700/2506] lr: 2.481e-02, eta: 23:47:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9600, loss_cls: 1.0157, loss: 1.0157 2023-12-23 14:39:32,885 - pyskl - INFO - Epoch [9][800/2506] lr: 2.481e-02, eta: 23:47:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9637, loss_cls: 0.9952, loss: 0.9952 2023-12-23 14:39:56,256 - pyskl - INFO - Epoch [9][900/2506] lr: 2.481e-02, eta: 23:46:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9663, loss_cls: 1.0587, loss: 1.0587 2023-12-23 14:40:19,700 - pyskl - INFO - Epoch [9][1000/2506] lr: 2.481e-02, eta: 23:46:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9631, loss_cls: 1.0497, loss: 1.0497 2023-12-23 14:40:42,971 - pyskl - INFO - Epoch [9][1100/2506] lr: 2.481e-02, eta: 23:45:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9550, loss_cls: 1.0093, loss: 1.0093 2023-12-23 14:41:06,290 - pyskl - INFO - Epoch [9][1200/2506] lr: 2.480e-02, eta: 23:44:53, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9475, loss_cls: 1.1388, loss: 1.1388 2023-12-23 14:41:29,646 - pyskl - INFO - Epoch [9][1300/2506] lr: 2.480e-02, eta: 23:44:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9550, loss_cls: 1.0475, loss: 1.0475 2023-12-23 14:41:52,931 - pyskl - INFO - Epoch [9][1400/2506] lr: 2.480e-02, eta: 23:43:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7262, top5_acc: 0.9456, loss_cls: 1.1324, loss: 1.1324 2023-12-23 14:42:16,200 - pyskl - INFO - Epoch [9][1500/2506] lr: 2.480e-02, eta: 23:43:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9531, loss_cls: 1.0374, loss: 1.0374 2023-12-23 14:42:39,453 - pyskl - INFO - Epoch [9][1600/2506] lr: 2.480e-02, eta: 23:42:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9619, loss_cls: 1.0989, loss: 1.0989 2023-12-23 14:43:02,747 - pyskl - INFO - Epoch [9][1700/2506] lr: 2.479e-02, eta: 23:41:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9600, loss_cls: 1.0160, loss: 1.0160 2023-12-23 14:43:26,006 - pyskl - INFO - Epoch [9][1800/2506] lr: 2.479e-02, eta: 23:41:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9613, loss_cls: 0.9556, loss: 0.9556 2023-12-23 14:43:49,294 - pyskl - INFO - Epoch [9][1900/2506] lr: 2.479e-02, eta: 23:40:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9587, loss_cls: 0.9989, loss: 0.9989 2023-12-23 14:44:12,747 - pyskl - INFO - Epoch [9][2000/2506] lr: 2.479e-02, eta: 23:39:57, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9631, loss_cls: 0.9950, loss: 0.9950 2023-12-23 14:44:36,107 - pyskl - INFO - Epoch [9][2100/2506] lr: 2.479e-02, eta: 23:39:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9606, loss_cls: 1.0422, loss: 1.0422 2023-12-23 14:44:59,486 - pyskl - INFO - Epoch [9][2200/2506] lr: 2.478e-02, eta: 23:38:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9587, loss_cls: 1.0282, loss: 1.0282 2023-12-23 14:45:22,832 - pyskl - INFO - Epoch [9][2300/2506] lr: 2.478e-02, eta: 23:38:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9525, loss_cls: 1.0894, loss: 1.0894 2023-12-23 14:45:46,265 - pyskl - INFO - Epoch [9][2400/2506] lr: 2.478e-02, eta: 23:37:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9613, loss_cls: 1.0230, loss: 1.0230 2023-12-23 14:46:09,576 - pyskl - INFO - Epoch [9][2500/2506] lr: 2.478e-02, eta: 23:37:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9537, loss_cls: 1.0786, loss: 1.0786 2023-12-23 14:46:11,458 - pyskl - INFO - Saving checkpoint at 9 epochs 2023-12-23 14:47:33,850 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 14:47:33,922 - pyskl - INFO - top1_acc 0.6657 top5_acc 0.9253 2023-12-23 14:47:33,926 - pyskl - INFO - Epoch(val) [9][1031] top1_acc: 0.6657, top5_acc: 0.9253 2023-12-23 14:48:16,025 - pyskl - INFO - Epoch [10][100/2506] lr: 2.478e-02, eta: 23:40:54, time: 0.421, data_time: 0.187, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9631, loss_cls: 0.9721, loss: 0.9721 2023-12-23 14:48:39,378 - pyskl - INFO - Epoch [10][200/2506] lr: 2.477e-02, eta: 23:40:18, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9575, loss_cls: 1.0100, loss: 1.0100 2023-12-23 14:49:02,683 - pyskl - INFO - Epoch [10][300/2506] lr: 2.477e-02, eta: 23:39:41, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9519, loss_cls: 1.0231, loss: 1.0231 2023-12-23 14:49:25,993 - pyskl - INFO - Epoch [10][400/2506] lr: 2.477e-02, eta: 23:39:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9513, loss_cls: 1.0453, loss: 1.0453 2023-12-23 14:49:49,382 - pyskl - INFO - Epoch [10][500/2506] lr: 2.477e-02, eta: 23:38:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9525, loss_cls: 1.0186, loss: 1.0186 2023-12-23 14:50:12,700 - pyskl - INFO - Epoch [10][600/2506] lr: 2.477e-02, eta: 23:37:53, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9675, loss_cls: 0.9971, loss: 0.9971 2023-12-23 14:50:36,018 - pyskl - INFO - Epoch [10][700/2506] lr: 2.476e-02, eta: 23:37:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9600, loss_cls: 1.0297, loss: 1.0297 2023-12-23 14:50:59,396 - pyskl - INFO - Epoch [10][800/2506] lr: 2.476e-02, eta: 23:36:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9575, loss_cls: 1.0462, loss: 1.0462 2023-12-23 14:51:22,764 - pyskl - INFO - Epoch [10][900/2506] lr: 2.476e-02, eta: 23:36:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9556, loss_cls: 1.0067, loss: 1.0067 2023-12-23 14:51:46,084 - pyskl - INFO - Epoch [10][1000/2506] lr: 2.476e-02, eta: 23:35:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9600, loss_cls: 0.9978, loss: 0.9978 2023-12-23 14:52:09,465 - pyskl - INFO - Epoch [10][1100/2506] lr: 2.476e-02, eta: 23:34:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9531, loss_cls: 1.0251, loss: 1.0251 2023-12-23 14:52:32,827 - pyskl - INFO - Epoch [10][1200/2506] lr: 2.475e-02, eta: 23:34:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9594, loss_cls: 0.9869, loss: 0.9869 2023-12-23 14:52:56,189 - pyskl - INFO - Epoch [10][1300/2506] lr: 2.475e-02, eta: 23:33:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9644, loss_cls: 0.9309, loss: 0.9309 2023-12-23 14:53:19,539 - pyskl - INFO - Epoch [10][1400/2506] lr: 2.475e-02, eta: 23:33:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9613, loss_cls: 0.9999, loss: 0.9999 2023-12-23 14:53:42,814 - pyskl - INFO - Epoch [10][1500/2506] lr: 2.475e-02, eta: 23:32:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9631, loss_cls: 1.0059, loss: 1.0059 2023-12-23 14:54:06,294 - pyskl - INFO - Epoch [10][1600/2506] lr: 2.475e-02, eta: 23:32:01, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9563, loss_cls: 1.0062, loss: 1.0062 2023-12-23 14:54:29,703 - pyskl - INFO - Epoch [10][1700/2506] lr: 2.474e-02, eta: 23:31:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9519, loss_cls: 1.0925, loss: 1.0925 2023-12-23 14:54:53,217 - pyskl - INFO - Epoch [10][1800/2506] lr: 2.474e-02, eta: 23:30:55, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9513, loss_cls: 1.0272, loss: 1.0272 2023-12-23 14:55:16,598 - pyskl - INFO - Epoch [10][1900/2506] lr: 2.474e-02, eta: 23:30:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9594, loss_cls: 0.9823, loss: 0.9823 2023-12-23 14:55:39,881 - pyskl - INFO - Epoch [10][2000/2506] lr: 2.474e-02, eta: 23:29:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9569, loss_cls: 0.9998, loss: 0.9998 2023-12-23 14:56:03,189 - pyskl - INFO - Epoch [10][2100/2506] lr: 2.474e-02, eta: 23:29:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9569, loss_cls: 1.0343, loss: 1.0343 2023-12-23 14:56:26,566 - pyskl - INFO - Epoch [10][2200/2506] lr: 2.473e-02, eta: 23:28:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9637, loss_cls: 0.9751, loss: 0.9751 2023-12-23 14:56:49,957 - pyskl - INFO - Epoch [10][2300/2506] lr: 2.473e-02, eta: 23:28:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9563, loss_cls: 1.0087, loss: 1.0087 2023-12-23 14:57:13,438 - pyskl - INFO - Epoch [10][2400/2506] lr: 2.473e-02, eta: 23:27:30, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9525, loss_cls: 1.0852, loss: 1.0852 2023-12-23 14:57:36,761 - pyskl - INFO - Epoch [10][2500/2506] lr: 2.473e-02, eta: 23:26:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9537, loss_cls: 1.0032, loss: 1.0032 2023-12-23 14:57:38,689 - pyskl - INFO - Saving checkpoint at 10 epochs 2023-12-23 14:59:01,476 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 14:59:01,547 - pyskl - INFO - top1_acc 0.5083 top5_acc 0.8350 2023-12-23 14:59:01,551 - pyskl - INFO - Epoch(val) [10][1031] top1_acc: 0.5083, top5_acc: 0.8350 2023-12-23 14:59:44,270 - pyskl - INFO - Epoch [11][100/2506] lr: 2.472e-02, eta: 23:30:30, time: 0.427, data_time: 0.193, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9669, loss_cls: 0.9098, loss: 0.9098 2023-12-23 15:00:07,651 - pyskl - INFO - Epoch [11][200/2506] lr: 2.472e-02, eta: 23:29:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9487, loss_cls: 1.0271, loss: 1.0271 2023-12-23 15:00:31,071 - pyskl - INFO - Epoch [11][300/2506] lr: 2.472e-02, eta: 23:29:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9625, loss_cls: 0.9786, loss: 0.9786 2023-12-23 15:00:54,615 - pyskl - INFO - Epoch [11][400/2506] lr: 2.472e-02, eta: 23:28:50, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9600, loss_cls: 0.9996, loss: 0.9996 2023-12-23 15:01:18,013 - pyskl - INFO - Epoch [11][500/2506] lr: 2.472e-02, eta: 23:28:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9637, loss_cls: 0.9474, loss: 0.9474 2023-12-23 15:01:41,426 - pyskl - INFO - Epoch [11][600/2506] lr: 2.471e-02, eta: 23:27:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9569, loss_cls: 1.0090, loss: 1.0090 2023-12-23 15:02:04,806 - pyskl - INFO - Epoch [11][700/2506] lr: 2.471e-02, eta: 23:27:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9544, loss_cls: 1.0406, loss: 1.0406 2023-12-23 15:02:28,228 - pyskl - INFO - Epoch [11][800/2506] lr: 2.471e-02, eta: 23:26:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9606, loss_cls: 0.9546, loss: 0.9546 2023-12-23 15:02:51,680 - pyskl - INFO - Epoch [11][900/2506] lr: 2.471e-02, eta: 23:26:01, time: 0.235, data_time: 0.001, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9575, loss_cls: 1.0636, loss: 1.0636 2023-12-23 15:03:15,220 - pyskl - INFO - Epoch [11][1000/2506] lr: 2.470e-02, eta: 23:25:30, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9706, loss_cls: 0.9288, loss: 0.9288 2023-12-23 15:03:38,715 - pyskl - INFO - Epoch [11][1100/2506] lr: 2.470e-02, eta: 23:24:57, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9631, loss_cls: 0.9376, loss: 0.9376 2023-12-23 15:04:02,153 - pyskl - INFO - Epoch [11][1200/2506] lr: 2.470e-02, eta: 23:24:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9600, loss_cls: 0.9918, loss: 0.9918 2023-12-23 15:04:25,670 - pyskl - INFO - Epoch [11][1300/2506] lr: 2.470e-02, eta: 23:23:53, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9531, loss_cls: 0.9976, loss: 0.9976 2023-12-23 15:04:49,104 - pyskl - INFO - Epoch [11][1400/2506] lr: 2.470e-02, eta: 23:23:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9569, loss_cls: 1.0017, loss: 1.0017 2023-12-23 15:05:12,444 - pyskl - INFO - Epoch [11][1500/2506] lr: 2.469e-02, eta: 23:22:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9669, loss_cls: 0.9734, loss: 0.9734 2023-12-23 15:05:35,815 - pyskl - INFO - Epoch [11][1600/2506] lr: 2.469e-02, eta: 23:22:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9606, loss_cls: 1.0294, loss: 1.0294 2023-12-23 15:05:59,205 - pyskl - INFO - Epoch [11][1700/2506] lr: 2.469e-02, eta: 23:21:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9575, loss_cls: 1.0001, loss: 1.0001 2023-12-23 15:06:22,649 - pyskl - INFO - Epoch [11][1800/2506] lr: 2.469e-02, eta: 23:21:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9631, loss_cls: 0.9542, loss: 0.9542 2023-12-23 15:06:46,183 - pyskl - INFO - Epoch [11][1900/2506] lr: 2.468e-02, eta: 23:20:35, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9681, loss_cls: 0.9621, loss: 0.9621 2023-12-23 15:07:09,688 - pyskl - INFO - Epoch [11][2000/2506] lr: 2.468e-02, eta: 23:20:04, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9581, loss_cls: 1.0340, loss: 1.0340 2023-12-23 15:07:33,089 - pyskl - INFO - Epoch [11][2100/2506] lr: 2.468e-02, eta: 23:19:31, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9563, loss_cls: 1.0282, loss: 1.0282 2023-12-23 15:07:56,486 - pyskl - INFO - Epoch [11][2200/2506] lr: 2.468e-02, eta: 23:18:58, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9494, loss_cls: 1.0275, loss: 1.0275 2023-12-23 15:08:19,910 - pyskl - INFO - Epoch [11][2300/2506] lr: 2.467e-02, eta: 23:18:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9637, loss_cls: 0.9697, loss: 0.9697 2023-12-23 15:08:43,272 - pyskl - INFO - Epoch [11][2400/2506] lr: 2.467e-02, eta: 23:17:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9519, loss_cls: 1.0192, loss: 1.0192 2023-12-23 15:09:06,661 - pyskl - INFO - Epoch [11][2500/2506] lr: 2.467e-02, eta: 23:17:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9563, loss_cls: 0.9626, loss: 0.9626 2023-12-23 15:09:08,604 - pyskl - INFO - Saving checkpoint at 11 epochs 2023-12-23 15:10:31,616 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 15:10:31,687 - pyskl - INFO - top1_acc 0.6921 top5_acc 0.9344 2023-12-23 15:10:31,691 - pyskl - INFO - Epoch(val) [11][1031] top1_acc: 0.6921, top5_acc: 0.9344 2023-12-23 15:11:14,393 - pyskl - INFO - Epoch [12][100/2506] lr: 2.467e-02, eta: 23:20:31, time: 0.427, data_time: 0.193, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9725, loss_cls: 0.8758, loss: 0.8758 2023-12-23 15:11:37,771 - pyskl - INFO - Epoch [12][200/2506] lr: 2.466e-02, eta: 23:19:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9594, loss_cls: 1.0209, loss: 1.0209 2023-12-23 15:12:01,164 - pyskl - INFO - Epoch [12][300/2506] lr: 2.466e-02, eta: 23:19:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9656, loss_cls: 0.9247, loss: 0.9247 2023-12-23 15:12:24,594 - pyskl - INFO - Epoch [12][400/2506] lr: 2.466e-02, eta: 23:18:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9613, loss_cls: 0.9662, loss: 0.9662 2023-12-23 15:12:47,969 - pyskl - INFO - Epoch [12][500/2506] lr: 2.466e-02, eta: 23:18:18, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9637, loss_cls: 0.9827, loss: 0.9827 2023-12-23 15:13:11,338 - pyskl - INFO - Epoch [12][600/2506] lr: 2.466e-02, eta: 23:17:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9563, loss_cls: 0.9884, loss: 0.9884 2023-12-23 15:13:34,823 - pyskl - INFO - Epoch [12][700/2506] lr: 2.465e-02, eta: 23:17:12, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9694, loss_cls: 0.9450, loss: 0.9450 2023-12-23 15:13:58,262 - pyskl - INFO - Epoch [12][800/2506] lr: 2.465e-02, eta: 23:16:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9575, loss_cls: 1.0401, loss: 1.0401 2023-12-23 15:14:21,611 - pyskl - INFO - Epoch [12][900/2506] lr: 2.465e-02, eta: 23:16:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9537, loss_cls: 0.9928, loss: 0.9928 2023-12-23 15:14:45,012 - pyskl - INFO - Epoch [12][1000/2506] lr: 2.465e-02, eta: 23:15:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9719, loss_cls: 0.9588, loss: 0.9588 2023-12-23 15:15:08,427 - pyskl - INFO - Epoch [12][1100/2506] lr: 2.464e-02, eta: 23:15:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9569, loss_cls: 0.9604, loss: 0.9604 2023-12-23 15:15:31,838 - pyskl - INFO - Epoch [12][1200/2506] lr: 2.464e-02, eta: 23:14:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9613, loss_cls: 0.9580, loss: 0.9580 2023-12-23 15:15:55,244 - pyskl - INFO - Epoch [12][1300/2506] lr: 2.464e-02, eta: 23:13:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9513, loss_cls: 1.0437, loss: 1.0437 2023-12-23 15:16:18,564 - pyskl - INFO - Epoch [12][1400/2506] lr: 2.464e-02, eta: 23:13:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9631, loss_cls: 0.9787, loss: 0.9787 2023-12-23 15:16:41,952 - pyskl - INFO - Epoch [12][1500/2506] lr: 2.463e-02, eta: 23:12:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9675, loss_cls: 0.9272, loss: 0.9272 2023-12-23 15:17:05,360 - pyskl - INFO - Epoch [12][1600/2506] lr: 2.463e-02, eta: 23:12:18, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9587, loss_cls: 0.9964, loss: 0.9964 2023-12-23 15:17:28,762 - pyskl - INFO - Epoch [12][1700/2506] lr: 2.463e-02, eta: 23:11:46, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9644, loss_cls: 0.9709, loss: 0.9709 2023-12-23 15:17:52,121 - pyskl - INFO - Epoch [12][1800/2506] lr: 2.463e-02, eta: 23:11:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9619, loss_cls: 0.9938, loss: 0.9938 2023-12-23 15:18:15,584 - pyskl - INFO - Epoch [12][1900/2506] lr: 2.462e-02, eta: 23:10:41, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9563, loss_cls: 0.9662, loss: 0.9662 2023-12-23 15:18:39,082 - pyskl - INFO - Epoch [12][2000/2506] lr: 2.462e-02, eta: 23:10:10, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9594, loss_cls: 0.9339, loss: 0.9339 2023-12-23 15:19:02,587 - pyskl - INFO - Epoch [12][2100/2506] lr: 2.462e-02, eta: 23:09:40, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9587, loss_cls: 0.9611, loss: 0.9611 2023-12-23 15:19:26,041 - pyskl - INFO - Epoch [12][2200/2506] lr: 2.462e-02, eta: 23:09:08, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9537, loss_cls: 0.9870, loss: 0.9870 2023-12-23 15:19:49,466 - pyskl - INFO - Epoch [12][2300/2506] lr: 2.461e-02, eta: 23:08:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9531, loss_cls: 0.9844, loss: 0.9844 2023-12-23 15:20:12,919 - pyskl - INFO - Epoch [12][2400/2506] lr: 2.461e-02, eta: 23:08:05, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9644, loss_cls: 0.9721, loss: 0.9721 2023-12-23 15:20:36,363 - pyskl - INFO - Epoch [12][2500/2506] lr: 2.461e-02, eta: 23:07:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9631, loss_cls: 0.9791, loss: 0.9791 2023-12-23 15:20:38,237 - pyskl - INFO - Saving checkpoint at 12 epochs 2023-12-23 15:22:00,898 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 15:22:00,969 - pyskl - INFO - top1_acc 0.6959 top5_acc 0.9340 2023-12-23 15:22:00,974 - pyskl - INFO - Epoch(val) [12][1031] top1_acc: 0.6959, top5_acc: 0.9340 2023-12-23 15:22:43,335 - pyskl - INFO - Epoch [13][100/2506] lr: 2.460e-02, eta: 23:10:21, time: 0.424, data_time: 0.189, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9681, loss_cls: 0.9037, loss: 0.9037 2023-12-23 15:23:06,804 - pyskl - INFO - Epoch [13][200/2506] lr: 2.460e-02, eta: 23:09:50, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9663, loss_cls: 0.9034, loss: 0.9034 2023-12-23 15:23:30,093 - pyskl - INFO - Epoch [13][300/2506] lr: 2.460e-02, eta: 23:09:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9581, loss_cls: 0.9741, loss: 0.9741 2023-12-23 15:23:53,345 - pyskl - INFO - Epoch [13][400/2506] lr: 2.460e-02, eta: 23:08:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9675, loss_cls: 0.9489, loss: 0.9489 2023-12-23 15:24:16,618 - pyskl - INFO - Epoch [13][500/2506] lr: 2.459e-02, eta: 23:08:08, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9569, loss_cls: 0.9497, loss: 0.9497 2023-12-23 15:24:39,913 - pyskl - INFO - Epoch [13][600/2506] lr: 2.459e-02, eta: 23:07:35, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9544, loss_cls: 0.9879, loss: 0.9879 2023-12-23 15:25:03,301 - pyskl - INFO - Epoch [13][700/2506] lr: 2.459e-02, eta: 23:07:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9556, loss_cls: 0.9351, loss: 0.9351 2023-12-23 15:25:26,674 - pyskl - INFO - Epoch [13][800/2506] lr: 2.459e-02, eta: 23:06:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9625, loss_cls: 0.9310, loss: 0.9310 2023-12-23 15:25:50,034 - pyskl - INFO - Epoch [13][900/2506] lr: 2.458e-02, eta: 23:05:58, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9581, loss_cls: 1.0014, loss: 1.0014 2023-12-23 15:26:13,340 - pyskl - INFO - Epoch [13][1000/2506] lr: 2.458e-02, eta: 23:05:25, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9613, loss_cls: 0.9783, loss: 0.9783 2023-12-23 15:26:36,714 - pyskl - INFO - Epoch [13][1100/2506] lr: 2.458e-02, eta: 23:04:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9656, loss_cls: 0.8872, loss: 0.8872 2023-12-23 15:27:00,013 - pyskl - INFO - Epoch [13][1200/2506] lr: 2.458e-02, eta: 23:04:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9600, loss_cls: 0.9345, loss: 0.9345 2023-12-23 15:27:23,457 - pyskl - INFO - Epoch [13][1300/2506] lr: 2.457e-02, eta: 23:03:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9750, loss_cls: 0.8898, loss: 0.8898 2023-12-23 15:27:46,847 - pyskl - INFO - Epoch [13][1400/2506] lr: 2.457e-02, eta: 23:03:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9613, loss_cls: 0.9788, loss: 0.9788 2023-12-23 15:28:10,260 - pyskl - INFO - Epoch [13][1500/2506] lr: 2.457e-02, eta: 23:02:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9606, loss_cls: 0.9652, loss: 0.9652 2023-12-23 15:28:33,577 - pyskl - INFO - Epoch [13][1600/2506] lr: 2.456e-02, eta: 23:02:12, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9544, loss_cls: 0.9903, loss: 0.9903 2023-12-23 15:28:56,936 - pyskl - INFO - Epoch [13][1700/2506] lr: 2.456e-02, eta: 23:01:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9587, loss_cls: 1.0099, loss: 1.0099 2023-12-23 15:29:20,336 - pyskl - INFO - Epoch [13][1800/2506] lr: 2.456e-02, eta: 23:01:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9569, loss_cls: 0.9692, loss: 0.9692 2023-12-23 15:29:43,721 - pyskl - INFO - Epoch [13][1900/2506] lr: 2.456e-02, eta: 23:00:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9637, loss_cls: 0.9722, loss: 0.9722 2023-12-23 15:30:07,036 - pyskl - INFO - Epoch [13][2000/2506] lr: 2.455e-02, eta: 23:00:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9631, loss_cls: 0.9301, loss: 0.9301 2023-12-23 15:30:30,313 - pyskl - INFO - Epoch [13][2100/2506] lr: 2.455e-02, eta: 22:59:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9675, loss_cls: 0.9487, loss: 0.9487 2023-12-23 15:30:53,744 - pyskl - INFO - Epoch [13][2200/2506] lr: 2.455e-02, eta: 22:59:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9650, loss_cls: 1.0371, loss: 1.0371 2023-12-23 15:31:17,042 - pyskl - INFO - Epoch [13][2300/2506] lr: 2.455e-02, eta: 22:58:28, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9725, loss_cls: 0.8417, loss: 0.8417 2023-12-23 15:31:40,413 - pyskl - INFO - Epoch [13][2400/2506] lr: 2.454e-02, eta: 22:57:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9575, loss_cls: 0.9588, loss: 0.9588 2023-12-23 15:32:03,660 - pyskl - INFO - Epoch [13][2500/2506] lr: 2.454e-02, eta: 22:57:24, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9644, loss_cls: 0.8483, loss: 0.8483 2023-12-23 15:32:05,597 - pyskl - INFO - Saving checkpoint at 13 epochs 2023-12-23 15:33:28,395 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 15:33:28,469 - pyskl - INFO - top1_acc 0.7032 top5_acc 0.9418 2023-12-23 15:33:28,473 - pyskl - INFO - Epoch(val) [13][1031] top1_acc: 0.7032, top5_acc: 0.9418 2023-12-23 15:34:11,438 - pyskl - INFO - Epoch [14][100/2506] lr: 2.454e-02, eta: 23:00:02, time: 0.430, data_time: 0.195, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9513, loss_cls: 0.9998, loss: 0.9998 2023-12-23 15:34:34,888 - pyskl - INFO - Epoch [14][200/2506] lr: 2.453e-02, eta: 22:59:31, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9663, loss_cls: 0.8794, loss: 0.8794 2023-12-23 15:34:58,304 - pyskl - INFO - Epoch [14][300/2506] lr: 2.453e-02, eta: 22:58:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9712, loss_cls: 0.8886, loss: 0.8886 2023-12-23 15:35:21,746 - pyskl - INFO - Epoch [14][400/2506] lr: 2.453e-02, eta: 22:58:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9637, loss_cls: 0.9462, loss: 0.9462 2023-12-23 15:35:45,129 - pyskl - INFO - Epoch [14][500/2506] lr: 2.453e-02, eta: 22:57:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9631, loss_cls: 0.9313, loss: 0.9313 2023-12-23 15:36:08,535 - pyskl - INFO - Epoch [14][600/2506] lr: 2.452e-02, eta: 22:57:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 0.8449, loss: 0.8449 2023-12-23 15:36:31,964 - pyskl - INFO - Epoch [14][700/2506] lr: 2.452e-02, eta: 22:56:54, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9544, loss_cls: 0.9761, loss: 0.9761 2023-12-23 15:36:55,388 - pyskl - INFO - Epoch [14][800/2506] lr: 2.452e-02, eta: 22:56:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9681, loss_cls: 0.8758, loss: 0.8758 2023-12-23 15:37:18,862 - pyskl - INFO - Epoch [14][900/2506] lr: 2.451e-02, eta: 22:55:52, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9587, loss_cls: 0.9474, loss: 0.9474 2023-12-23 15:37:42,342 - pyskl - INFO - Epoch [14][1000/2506] lr: 2.451e-02, eta: 22:55:21, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9606, loss_cls: 0.9612, loss: 0.9612 2023-12-23 15:38:05,766 - pyskl - INFO - Epoch [14][1100/2506] lr: 2.451e-02, eta: 22:54:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9637, loss_cls: 0.9710, loss: 0.9710 2023-12-23 15:38:29,185 - pyskl - INFO - Epoch [14][1200/2506] lr: 2.451e-02, eta: 22:54:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9519, loss_cls: 0.9636, loss: 0.9636 2023-12-23 15:38:52,612 - pyskl - INFO - Epoch [14][1300/2506] lr: 2.450e-02, eta: 22:53:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9706, loss_cls: 0.9326, loss: 0.9326 2023-12-23 15:39:15,965 - pyskl - INFO - Epoch [14][1400/2506] lr: 2.450e-02, eta: 22:53:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9594, loss_cls: 1.0233, loss: 1.0233 2023-12-23 15:39:39,365 - pyskl - INFO - Epoch [14][1500/2506] lr: 2.450e-02, eta: 22:52:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9544, loss_cls: 0.9681, loss: 0.9681 2023-12-23 15:40:02,789 - pyskl - INFO - Epoch [14][1600/2506] lr: 2.449e-02, eta: 22:52:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9637, loss_cls: 0.9027, loss: 0.9027 2023-12-23 15:40:26,179 - pyskl - INFO - Epoch [14][1700/2506] lr: 2.449e-02, eta: 22:51:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9650, loss_cls: 0.9322, loss: 0.9322 2023-12-23 15:40:49,505 - pyskl - INFO - Epoch [14][1800/2506] lr: 2.449e-02, eta: 22:51:12, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9650, loss_cls: 0.9328, loss: 0.9328 2023-12-23 15:41:12,891 - pyskl - INFO - Epoch [14][1900/2506] lr: 2.448e-02, eta: 22:50:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9663, loss_cls: 0.9424, loss: 0.9424 2023-12-23 15:41:36,252 - pyskl - INFO - Epoch [14][2000/2506] lr: 2.448e-02, eta: 22:50:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9456, loss_cls: 1.0476, loss: 1.0476 2023-12-23 15:41:59,623 - pyskl - INFO - Epoch [14][2100/2506] lr: 2.448e-02, eta: 22:49:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9613, loss_cls: 0.9251, loss: 0.9251 2023-12-23 15:42:22,993 - pyskl - INFO - Epoch [14][2200/2506] lr: 2.448e-02, eta: 22:49:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9606, loss_cls: 0.9477, loss: 0.9477 2023-12-23 15:42:46,526 - pyskl - INFO - Epoch [14][2300/2506] lr: 2.447e-02, eta: 22:48:38, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9587, loss_cls: 0.9149, loss: 0.9149 2023-12-23 15:43:09,991 - pyskl - INFO - Epoch [14][2400/2506] lr: 2.447e-02, eta: 22:48:08, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9669, loss_cls: 0.9034, loss: 0.9034 2023-12-23 15:43:33,515 - pyskl - INFO - Epoch [14][2500/2506] lr: 2.447e-02, eta: 22:47:38, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9637, loss_cls: 0.9725, loss: 0.9725 2023-12-23 15:43:35,433 - pyskl - INFO - Saving checkpoint at 14 epochs 2023-12-23 15:44:58,253 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 15:44:58,329 - pyskl - INFO - top1_acc 0.7437 top5_acc 0.9483 2023-12-23 15:44:58,334 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/km/best_top1_acc_epoch_8.pth was removed 2023-12-23 15:44:58,479 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. 2023-12-23 15:44:58,480 - pyskl - INFO - Best top1_acc is 0.7437 at 14 epoch. 2023-12-23 15:44:58,483 - pyskl - INFO - Epoch(val) [14][1031] top1_acc: 0.7437, top5_acc: 0.9483 2023-12-23 15:45:40,631 - pyskl - INFO - Epoch [15][100/2506] lr: 2.446e-02, eta: 22:49:54, time: 0.421, data_time: 0.189, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9613, loss_cls: 0.9184, loss: 0.9184 2023-12-23 15:46:03,961 - pyskl - INFO - Epoch [15][200/2506] lr: 2.446e-02, eta: 22:49:22, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9663, loss_cls: 0.9395, loss: 0.9395 2023-12-23 15:46:27,232 - pyskl - INFO - Epoch [15][300/2506] lr: 2.446e-02, eta: 22:48:50, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9625, loss_cls: 0.8910, loss: 0.8910 2023-12-23 15:46:50,590 - pyskl - INFO - Epoch [15][400/2506] lr: 2.445e-02, eta: 22:48:18, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9681, loss_cls: 0.9174, loss: 0.9174 2023-12-23 15:47:13,906 - pyskl - INFO - Epoch [15][500/2506] lr: 2.445e-02, eta: 22:47:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9700, loss_cls: 0.8269, loss: 0.8269 2023-12-23 15:47:37,167 - pyskl - INFO - Epoch [15][600/2506] lr: 2.445e-02, eta: 22:47:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9725, loss_cls: 0.8824, loss: 0.8824 2023-12-23 15:48:00,497 - pyskl - INFO - Epoch [15][700/2506] lr: 2.445e-02, eta: 22:46:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9775, loss_cls: 0.8548, loss: 0.8548 2023-12-23 15:48:23,778 - pyskl - INFO - Epoch [15][800/2506] lr: 2.444e-02, eta: 22:46:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9600, loss_cls: 0.9375, loss: 0.9375 2023-12-23 15:48:47,066 - pyskl - INFO - Epoch [15][900/2506] lr: 2.444e-02, eta: 22:45:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9656, loss_cls: 0.9387, loss: 0.9387 2023-12-23 15:49:10,383 - pyskl - INFO - Epoch [15][1000/2506] lr: 2.444e-02, eta: 22:45:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9650, loss_cls: 0.9177, loss: 0.9177 2023-12-23 15:49:33,652 - pyskl - INFO - Epoch [15][1100/2506] lr: 2.443e-02, eta: 22:44:35, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9613, loss_cls: 0.8711, loss: 0.8711 2023-12-23 15:49:56,901 - pyskl - INFO - Epoch [15][1200/2506] lr: 2.443e-02, eta: 22:44:03, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9537, loss_cls: 0.9384, loss: 0.9384 2023-12-23 15:50:20,170 - pyskl - INFO - Epoch [15][1300/2506] lr: 2.443e-02, eta: 22:43:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9650, loss_cls: 0.8958, loss: 0.8958 2023-12-23 15:50:43,476 - pyskl - INFO - Epoch [15][1400/2506] lr: 2.442e-02, eta: 22:43:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9556, loss_cls: 0.9796, loss: 0.9796 2023-12-23 15:51:06,770 - pyskl - INFO - Epoch [15][1500/2506] lr: 2.442e-02, eta: 22:42:28, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9644, loss_cls: 0.9071, loss: 0.9071 2023-12-23 15:51:30,071 - pyskl - INFO - Epoch [15][1600/2506] lr: 2.442e-02, eta: 22:41:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9513, loss_cls: 0.9482, loss: 0.9482 2023-12-23 15:51:53,295 - pyskl - INFO - Epoch [15][1700/2506] lr: 2.441e-02, eta: 22:41:25, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 0.8823, loss: 0.8823 2023-12-23 15:52:16,597 - pyskl - INFO - Epoch [15][1800/2506] lr: 2.441e-02, eta: 22:40:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9556, loss_cls: 0.9434, loss: 0.9434 2023-12-23 15:52:39,862 - pyskl - INFO - Epoch [15][1900/2506] lr: 2.441e-02, eta: 22:40:22, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9644, loss_cls: 0.9051, loss: 0.9051 2023-12-23 15:53:03,087 - pyskl - INFO - Epoch [15][2000/2506] lr: 2.440e-02, eta: 22:39:50, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9625, loss_cls: 0.9736, loss: 0.9736 2023-12-23 15:53:26,303 - pyskl - INFO - Epoch [15][2100/2506] lr: 2.440e-02, eta: 22:39:18, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9594, loss_cls: 0.9529, loss: 0.9529 2023-12-23 15:53:49,536 - pyskl - INFO - Epoch [15][2200/2506] lr: 2.440e-02, eta: 22:38:46, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9594, loss_cls: 0.9083, loss: 0.9083 2023-12-23 15:54:12,956 - pyskl - INFO - Epoch [15][2300/2506] lr: 2.439e-02, eta: 22:38:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9644, loss_cls: 0.9153, loss: 0.9153 2023-12-23 15:54:36,244 - pyskl - INFO - Epoch [15][2400/2506] lr: 2.439e-02, eta: 22:37:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9563, loss_cls: 0.9746, loss: 0.9746 2023-12-23 15:54:59,585 - pyskl - INFO - Epoch [15][2500/2506] lr: 2.439e-02, eta: 22:37:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9537, loss_cls: 1.0054, loss: 1.0054 2023-12-23 15:55:01,437 - pyskl - INFO - Saving checkpoint at 15 epochs 2023-12-23 15:56:24,220 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 15:56:24,290 - pyskl - INFO - top1_acc 0.7631 top5_acc 0.9566 2023-12-23 15:56:24,294 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/km/best_top1_acc_epoch_14.pth was removed 2023-12-23 15:56:24,451 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. 2023-12-23 15:56:24,452 - pyskl - INFO - Best top1_acc is 0.7631 at 15 epoch. 2023-12-23 15:56:24,457 - pyskl - INFO - Epoch(val) [15][1031] top1_acc: 0.7631, top5_acc: 0.9566 2023-12-23 15:57:07,368 - pyskl - INFO - Epoch [16][100/2506] lr: 2.439e-02, eta: 22:39:25, time: 0.429, data_time: 0.196, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9625, loss_cls: 0.9276, loss: 0.9276 2023-12-23 15:57:30,638 - pyskl - INFO - Epoch [16][200/2506] lr: 2.438e-02, eta: 22:38:53, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9700, loss_cls: 0.8621, loss: 0.8621 2023-12-23 15:57:53,958 - pyskl - INFO - Epoch [16][300/2506] lr: 2.438e-02, eta: 22:38:22, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9719, loss_cls: 0.8872, loss: 0.8872 2023-12-23 15:58:17,158 - pyskl - INFO - Epoch [16][400/2506] lr: 2.438e-02, eta: 22:37:50, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9650, loss_cls: 0.9383, loss: 0.9383 2023-12-23 15:58:40,566 - pyskl - INFO - Epoch [16][500/2506] lr: 2.437e-02, eta: 22:37:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9606, loss_cls: 0.9477, loss: 0.9477 2023-12-23 15:59:03,814 - pyskl - INFO - Epoch [16][600/2506] lr: 2.437e-02, eta: 22:36:48, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9681, loss_cls: 0.8902, loss: 0.8902 2023-12-23 15:59:27,108 - pyskl - INFO - Epoch [16][700/2506] lr: 2.437e-02, eta: 22:36:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9594, loss_cls: 0.8773, loss: 0.8773 2023-12-23 15:59:50,471 - pyskl - INFO - Epoch [16][800/2506] lr: 2.436e-02, eta: 22:35:46, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9600, loss_cls: 0.9396, loss: 0.9396 2023-12-23 16:00:13,702 - pyskl - INFO - Epoch [16][900/2506] lr: 2.436e-02, eta: 22:35:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9619, loss_cls: 0.8728, loss: 0.8728 2023-12-23 16:00:37,024 - pyskl - INFO - Epoch [16][1000/2506] lr: 2.436e-02, eta: 22:34:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9688, loss_cls: 0.8758, loss: 0.8758 2023-12-23 16:01:00,410 - pyskl - INFO - Epoch [16][1100/2506] lr: 2.435e-02, eta: 22:34:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9712, loss_cls: 0.8763, loss: 0.8763 2023-12-23 16:01:23,731 - pyskl - INFO - Epoch [16][1200/2506] lr: 2.435e-02, eta: 22:33:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9681, loss_cls: 0.9140, loss: 0.9140 2023-12-23 16:01:46,951 - pyskl - INFO - Epoch [16][1300/2506] lr: 2.435e-02, eta: 22:33:10, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9525, loss_cls: 0.9411, loss: 0.9411 2023-12-23 16:02:10,201 - pyskl - INFO - Epoch [16][1400/2506] lr: 2.434e-02, eta: 22:32:39, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9637, loss_cls: 0.9345, loss: 0.9345 2023-12-23 16:02:33,501 - pyskl - INFO - Epoch [16][1500/2506] lr: 2.434e-02, eta: 22:32:08, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9625, loss_cls: 0.9217, loss: 0.9217 2023-12-23 16:02:56,769 - pyskl - INFO - Epoch [16][1600/2506] lr: 2.434e-02, eta: 22:31:37, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9569, loss_cls: 0.9836, loss: 0.9836 2023-12-23 16:03:20,041 - pyskl - INFO - Epoch [16][1700/2506] lr: 2.433e-02, eta: 22:31:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9688, loss_cls: 0.9343, loss: 0.9343 2023-12-23 16:03:43,380 - pyskl - INFO - Epoch [16][1800/2506] lr: 2.433e-02, eta: 22:30:35, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9681, loss_cls: 0.8712, loss: 0.8712 2023-12-23 16:04:06,743 - pyskl - INFO - Epoch [16][1900/2506] lr: 2.433e-02, eta: 22:30:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9669, loss_cls: 0.8834, loss: 0.8834 2023-12-23 16:04:30,001 - pyskl - INFO - Epoch [16][2000/2506] lr: 2.432e-02, eta: 22:29:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9681, loss_cls: 0.9084, loss: 0.9084 2023-12-23 16:04:53,230 - pyskl - INFO - Epoch [16][2100/2506] lr: 2.432e-02, eta: 22:29:03, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9613, loss_cls: 0.9228, loss: 0.9228 2023-12-23 16:05:16,611 - pyskl - INFO - Epoch [16][2200/2506] lr: 2.432e-02, eta: 22:28:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9650, loss_cls: 0.9172, loss: 0.9172 2023-12-23 16:05:39,951 - pyskl - INFO - Epoch [16][2300/2506] lr: 2.431e-02, eta: 22:28:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9656, loss_cls: 0.9063, loss: 0.9063 2023-12-23 16:06:03,240 - pyskl - INFO - Epoch [16][2400/2506] lr: 2.431e-02, eta: 22:27:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9644, loss_cls: 0.8698, loss: 0.8698 2023-12-23 16:06:26,579 - pyskl - INFO - Epoch [16][2500/2506] lr: 2.430e-02, eta: 22:27:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9637, loss_cls: 0.9158, loss: 0.9158 2023-12-23 16:06:28,547 - pyskl - INFO - Saving checkpoint at 16 epochs 2023-12-23 16:07:51,523 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 16:07:51,594 - pyskl - INFO - top1_acc 0.7081 top5_acc 0.9340 2023-12-23 16:07:51,598 - pyskl - INFO - Epoch(val) [16][1031] top1_acc: 0.7081, top5_acc: 0.9340 2023-12-23 16:08:33,810 - pyskl - INFO - Epoch [17][100/2506] lr: 2.430e-02, eta: 22:28:56, time: 0.422, data_time: 0.188, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9669, loss_cls: 0.8706, loss: 0.8706 2023-12-23 16:08:57,170 - pyskl - INFO - Epoch [17][200/2506] lr: 2.430e-02, eta: 22:28:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9625, loss_cls: 0.9039, loss: 0.9039 2023-12-23 16:09:20,521 - pyskl - INFO - Epoch [17][300/2506] lr: 2.429e-02, eta: 22:27:55, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9594, loss_cls: 0.8998, loss: 0.8998 2023-12-23 16:09:43,860 - pyskl - INFO - Epoch [17][400/2506] lr: 2.429e-02, eta: 22:27:25, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9650, loss_cls: 0.9296, loss: 0.9296 2023-12-23 16:10:07,223 - pyskl - INFO - Epoch [17][500/2506] lr: 2.429e-02, eta: 22:26:54, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9656, loss_cls: 0.8725, loss: 0.8725 2023-12-23 16:10:30,519 - pyskl - INFO - Epoch [17][600/2506] lr: 2.428e-02, eta: 22:26:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9613, loss_cls: 0.9455, loss: 0.9455 2023-12-23 16:10:53,973 - pyskl - INFO - Epoch [17][700/2506] lr: 2.428e-02, eta: 22:25:54, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9738, loss_cls: 0.8184, loss: 0.8184 2023-12-23 16:11:17,319 - pyskl - INFO - Epoch [17][800/2506] lr: 2.428e-02, eta: 22:25:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9694, loss_cls: 0.8396, loss: 0.8396 2023-12-23 16:11:40,721 - pyskl - INFO - Epoch [17][900/2506] lr: 2.427e-02, eta: 22:24:54, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9694, loss_cls: 0.8521, loss: 0.8521 2023-12-23 16:12:04,165 - pyskl - INFO - Epoch [17][1000/2506] lr: 2.427e-02, eta: 22:24:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9669, loss_cls: 0.9640, loss: 0.9640 2023-12-23 16:12:27,627 - pyskl - INFO - Epoch [17][1100/2506] lr: 2.427e-02, eta: 22:23:56, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9637, loss_cls: 0.8613, loss: 0.8613 2023-12-23 16:12:51,049 - pyskl - INFO - Epoch [17][1200/2506] lr: 2.426e-02, eta: 22:23:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9644, loss_cls: 0.8782, loss: 0.8782 2023-12-23 16:13:14,352 - pyskl - INFO - Epoch [17][1300/2506] lr: 2.426e-02, eta: 22:22:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9631, loss_cls: 0.9100, loss: 0.9100 2023-12-23 16:13:37,735 - pyskl - INFO - Epoch [17][1400/2506] lr: 2.426e-02, eta: 22:22:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9594, loss_cls: 0.9261, loss: 0.9261 2023-12-23 16:14:01,149 - pyskl - INFO - Epoch [17][1500/2506] lr: 2.425e-02, eta: 22:21:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9625, loss_cls: 0.8923, loss: 0.8923 2023-12-23 16:14:24,502 - pyskl - INFO - Epoch [17][1600/2506] lr: 2.425e-02, eta: 22:21:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9663, loss_cls: 0.8801, loss: 0.8801 2023-12-23 16:14:47,843 - pyskl - INFO - Epoch [17][1700/2506] lr: 2.425e-02, eta: 22:20:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9581, loss_cls: 0.9603, loss: 0.9603 2023-12-23 16:15:11,058 - pyskl - INFO - Epoch [17][1800/2506] lr: 2.424e-02, eta: 22:20:25, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9700, loss_cls: 0.9068, loss: 0.9068 2023-12-23 16:15:34,428 - pyskl - INFO - Epoch [17][1900/2506] lr: 2.424e-02, eta: 22:19:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9669, loss_cls: 0.8653, loss: 0.8653 2023-12-23 16:15:57,905 - pyskl - INFO - Epoch [17][2000/2506] lr: 2.423e-02, eta: 22:19:27, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9613, loss_cls: 0.9599, loss: 0.9599 2023-12-23 16:16:21,419 - pyskl - INFO - Epoch [17][2100/2506] lr: 2.423e-02, eta: 22:18:58, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9706, loss_cls: 0.8811, loss: 0.8811 2023-12-23 16:16:44,784 - pyskl - INFO - Epoch [17][2200/2506] lr: 2.423e-02, eta: 22:18:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 0.8880, loss: 0.8880 2023-12-23 16:17:08,159 - pyskl - INFO - Epoch [17][2300/2506] lr: 2.422e-02, eta: 22:17:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9663, loss_cls: 0.9035, loss: 0.9035 2023-12-23 16:17:31,481 - pyskl - INFO - Epoch [17][2400/2506] lr: 2.422e-02, eta: 22:17:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9637, loss_cls: 0.9072, loss: 0.9072 2023-12-23 16:17:54,825 - pyskl - INFO - Epoch [17][2500/2506] lr: 2.422e-02, eta: 22:16:59, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9650, loss_cls: 0.9395, loss: 0.9395 2023-12-23 16:17:56,888 - pyskl - INFO - Saving checkpoint at 17 epochs 2023-12-23 16:19:19,674 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 16:19:19,749 - pyskl - INFO - top1_acc 0.7070 top5_acc 0.9420 2023-12-23 16:19:19,753 - pyskl - INFO - Epoch(val) [17][1031] top1_acc: 0.7070, top5_acc: 0.9420 2023-12-23 16:20:02,059 - pyskl - INFO - Epoch [18][100/2506] lr: 2.421e-02, eta: 22:18:45, time: 0.423, data_time: 0.190, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9738, loss_cls: 0.8212, loss: 0.8212 2023-12-23 16:20:25,411 - pyskl - INFO - Epoch [18][200/2506] lr: 2.421e-02, eta: 22:18:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9725, loss_cls: 0.7955, loss: 0.7955 2023-12-23 16:20:48,673 - pyskl - INFO - Epoch [18][300/2506] lr: 2.421e-02, eta: 22:17:44, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9569, loss_cls: 0.9570, loss: 0.9570 2023-12-23 16:21:11,869 - pyskl - INFO - Epoch [18][400/2506] lr: 2.420e-02, eta: 22:17:13, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7262, top5_acc: 0.9531, loss_cls: 1.0605, loss: 1.0605 2023-12-23 16:21:35,190 - pyskl - INFO - Epoch [18][500/2506] lr: 2.420e-02, eta: 22:16:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9544, loss_cls: 1.0039, loss: 1.0039 2023-12-23 16:21:58,581 - pyskl - INFO - Epoch [18][600/2506] lr: 2.419e-02, eta: 22:16:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9637, loss_cls: 0.9352, loss: 0.9352 2023-12-23 16:22:21,919 - pyskl - INFO - Epoch [18][700/2506] lr: 2.419e-02, eta: 22:15:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9606, loss_cls: 0.8703, loss: 0.8703 2023-12-23 16:22:45,134 - pyskl - INFO - Epoch [18][800/2506] lr: 2.419e-02, eta: 22:15:12, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9637, loss_cls: 0.8565, loss: 0.8565 2023-12-23 16:23:08,439 - pyskl - INFO - Epoch [18][900/2506] lr: 2.418e-02, eta: 22:14:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9637, loss_cls: 0.8951, loss: 0.8951 2023-12-23 16:23:31,729 - pyskl - INFO - Epoch [18][1000/2506] lr: 2.418e-02, eta: 22:14:12, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9613, loss_cls: 0.9198, loss: 0.9198 2023-12-23 16:23:55,155 - pyskl - INFO - Epoch [18][1100/2506] lr: 2.418e-02, eta: 22:13:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9694, loss_cls: 0.8400, loss: 0.8400 2023-12-23 16:24:18,433 - pyskl - INFO - Epoch [18][1200/2506] lr: 2.417e-02, eta: 22:13:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9600, loss_cls: 0.9163, loss: 0.9163 2023-12-23 16:24:41,684 - pyskl - INFO - Epoch [18][1300/2506] lr: 2.417e-02, eta: 22:12:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9663, loss_cls: 0.9020, loss: 0.9020 2023-12-23 16:25:05,096 - pyskl - INFO - Epoch [18][1400/2506] lr: 2.416e-02, eta: 22:12:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 0.8677, loss: 0.8677 2023-12-23 16:25:28,482 - pyskl - INFO - Epoch [18][1500/2506] lr: 2.416e-02, eta: 22:11:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9619, loss_cls: 0.9280, loss: 0.9280 2023-12-23 16:25:51,846 - pyskl - INFO - Epoch [18][1600/2506] lr: 2.416e-02, eta: 22:11:14, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9663, loss_cls: 0.8682, loss: 0.8682 2023-12-23 16:26:15,186 - pyskl - INFO - Epoch [18][1700/2506] lr: 2.415e-02, eta: 22:10:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9694, loss_cls: 0.9351, loss: 0.9351 2023-12-23 16:26:38,530 - pyskl - INFO - Epoch [18][1800/2506] lr: 2.415e-02, eta: 22:10:15, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9575, loss_cls: 0.9377, loss: 0.9377 2023-12-23 16:27:01,806 - pyskl - INFO - Epoch [18][1900/2506] lr: 2.415e-02, eta: 22:09:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9637, loss_cls: 0.8727, loss: 0.8727 2023-12-23 16:27:25,175 - pyskl - INFO - Epoch [18][2000/2506] lr: 2.414e-02, eta: 22:09:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 0.8883, loss: 0.8883 2023-12-23 16:27:48,511 - pyskl - INFO - Epoch [18][2100/2506] lr: 2.414e-02, eta: 22:08:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9644, loss_cls: 0.9064, loss: 0.9064 2023-12-23 16:28:11,757 - pyskl - INFO - Epoch [18][2200/2506] lr: 2.413e-02, eta: 22:08:16, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9569, loss_cls: 0.9406, loss: 0.9406 2023-12-23 16:28:35,108 - pyskl - INFO - Epoch [18][2300/2506] lr: 2.413e-02, eta: 22:07:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9669, loss_cls: 0.8787, loss: 0.8787 2023-12-23 16:28:58,437 - pyskl - INFO - Epoch [18][2400/2506] lr: 2.413e-02, eta: 22:07:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9681, loss_cls: 0.8936, loss: 0.8936 2023-12-23 16:29:21,894 - pyskl - INFO - Epoch [18][2500/2506] lr: 2.412e-02, eta: 22:06:49, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9688, loss_cls: 0.8450, loss: 0.8450 2023-12-23 16:29:23,855 - pyskl - INFO - Saving checkpoint at 18 epochs 2023-12-23 16:30:46,712 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 16:30:46,781 - pyskl - INFO - top1_acc 0.7200 top5_acc 0.9478 2023-12-23 16:30:46,785 - pyskl - INFO - Epoch(val) [18][1031] top1_acc: 0.7200, top5_acc: 0.9478 2023-12-23 16:31:29,247 - pyskl - INFO - Epoch [19][100/2506] lr: 2.412e-02, eta: 22:08:27, time: 0.425, data_time: 0.191, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9700, loss_cls: 0.8656, loss: 0.8656 2023-12-23 16:31:52,523 - pyskl - INFO - Epoch [19][200/2506] lr: 2.411e-02, eta: 22:07:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9650, loss_cls: 0.8700, loss: 0.8700 2023-12-23 16:32:16,074 - pyskl - INFO - Epoch [19][300/2506] lr: 2.411e-02, eta: 22:07:29, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9781, loss_cls: 0.7974, loss: 0.7974 2023-12-23 16:32:39,416 - pyskl - INFO - Epoch [19][400/2506] lr: 2.411e-02, eta: 22:06:59, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9712, loss_cls: 0.8478, loss: 0.8478 2023-12-23 16:33:02,718 - pyskl - INFO - Epoch [19][500/2506] lr: 2.410e-02, eta: 22:06:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9688, loss_cls: 0.8329, loss: 0.8329 2023-12-23 16:33:26,025 - pyskl - INFO - Epoch [19][600/2506] lr: 2.410e-02, eta: 22:06:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9706, loss_cls: 0.8598, loss: 0.8598 2023-12-23 16:33:49,304 - pyskl - INFO - Epoch [19][700/2506] lr: 2.410e-02, eta: 22:05:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9656, loss_cls: 0.8787, loss: 0.8787 2023-12-23 16:34:12,539 - pyskl - INFO - Epoch [19][800/2506] lr: 2.409e-02, eta: 22:04:59, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9756, loss_cls: 0.7926, loss: 0.7926 2023-12-23 16:34:35,878 - pyskl - INFO - Epoch [19][900/2506] lr: 2.409e-02, eta: 22:04:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9581, loss_cls: 0.9464, loss: 0.9464 2023-12-23 16:34:59,333 - pyskl - INFO - Epoch [19][1000/2506] lr: 2.408e-02, eta: 22:04:01, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9650, loss_cls: 0.9120, loss: 0.9120 2023-12-23 16:35:22,771 - pyskl - INFO - Epoch [19][1100/2506] lr: 2.408e-02, eta: 22:03:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9587, loss_cls: 0.9196, loss: 0.9196 2023-12-23 16:35:46,167 - pyskl - INFO - Epoch [19][1200/2506] lr: 2.408e-02, eta: 22:03:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 0.8679, loss: 0.8679 2023-12-23 16:36:09,512 - pyskl - INFO - Epoch [19][1300/2506] lr: 2.407e-02, eta: 22:02:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9625, loss_cls: 0.9206, loss: 0.9206 2023-12-23 16:36:32,922 - pyskl - INFO - Epoch [19][1400/2506] lr: 2.407e-02, eta: 22:02:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9637, loss_cls: 0.9324, loss: 0.9324 2023-12-23 16:36:56,354 - pyskl - INFO - Epoch [19][1500/2506] lr: 2.406e-02, eta: 22:01:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9688, loss_cls: 0.8440, loss: 0.8440 2023-12-23 16:37:19,661 - pyskl - INFO - Epoch [19][1600/2506] lr: 2.406e-02, eta: 22:01:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9619, loss_cls: 0.8689, loss: 0.8689 2023-12-23 16:37:42,972 - pyskl - INFO - Epoch [19][1700/2506] lr: 2.406e-02, eta: 22:00:37, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9625, loss_cls: 0.9754, loss: 0.9754 2023-12-23 16:38:06,439 - pyskl - INFO - Epoch [19][1800/2506] lr: 2.405e-02, eta: 22:00:09, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 0.9268, loss: 0.9268 2023-12-23 16:38:29,822 - pyskl - INFO - Epoch [19][1900/2506] lr: 2.405e-02, eta: 21:59:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9631, loss_cls: 0.8644, loss: 0.8644 2023-12-23 16:38:53,184 - pyskl - INFO - Epoch [19][2000/2506] lr: 2.404e-02, eta: 21:59:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9550, loss_cls: 0.9539, loss: 0.9539 2023-12-23 16:39:16,525 - pyskl - INFO - Epoch [19][2100/2506] lr: 2.404e-02, eta: 21:58:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9637, loss_cls: 0.9069, loss: 0.9069 2023-12-23 16:39:39,859 - pyskl - INFO - Epoch [19][2200/2506] lr: 2.404e-02, eta: 21:58:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9619, loss_cls: 0.8373, loss: 0.8373 2023-12-23 16:40:03,133 - pyskl - INFO - Epoch [19][2300/2506] lr: 2.403e-02, eta: 21:57:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9594, loss_cls: 0.9375, loss: 0.9375 2023-12-23 16:40:26,406 - pyskl - INFO - Epoch [19][2400/2506] lr: 2.403e-02, eta: 21:57:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9600, loss_cls: 0.9062, loss: 0.9062 2023-12-23 16:40:49,756 - pyskl - INFO - Epoch [19][2500/2506] lr: 2.402e-02, eta: 21:56:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9688, loss_cls: 0.8546, loss: 0.8546 2023-12-23 16:40:51,634 - pyskl - INFO - Saving checkpoint at 19 epochs 2023-12-23 16:42:14,027 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 16:42:14,098 - pyskl - INFO - top1_acc 0.7000 top5_acc 0.9264 2023-12-23 16:42:14,103 - pyskl - INFO - Epoch(val) [19][1031] top1_acc: 0.7000, top5_acc: 0.9264 2023-12-23 16:42:55,950 - pyskl - INFO - Epoch [20][100/2506] lr: 2.402e-02, eta: 21:58:11, time: 0.418, data_time: 0.186, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9619, loss_cls: 0.9359, loss: 0.9359 2023-12-23 16:43:19,253 - pyskl - INFO - Epoch [20][200/2506] lr: 2.402e-02, eta: 21:57:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9700, loss_cls: 0.8508, loss: 0.8508 2023-12-23 16:43:42,671 - pyskl - INFO - Epoch [20][300/2506] lr: 2.401e-02, eta: 21:57:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9656, loss_cls: 0.8627, loss: 0.8627 2023-12-23 16:44:06,195 - pyskl - INFO - Epoch [20][400/2506] lr: 2.401e-02, eta: 21:56:45, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9644, loss_cls: 0.8387, loss: 0.8387 2023-12-23 16:44:29,540 - pyskl - INFO - Epoch [20][500/2506] lr: 2.400e-02, eta: 21:56:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9656, loss_cls: 0.9044, loss: 0.9044 2023-12-23 16:44:52,941 - pyskl - INFO - Epoch [20][600/2506] lr: 2.400e-02, eta: 21:55:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9637, loss_cls: 0.8718, loss: 0.8718 2023-12-23 16:45:16,328 - pyskl - INFO - Epoch [20][700/2506] lr: 2.399e-02, eta: 21:55:18, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9625, loss_cls: 0.8199, loss: 0.8199 2023-12-23 16:45:39,651 - pyskl - INFO - Epoch [20][800/2506] lr: 2.399e-02, eta: 21:54:49, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9719, loss_cls: 0.8174, loss: 0.8174 2023-12-23 16:46:02,942 - pyskl - INFO - Epoch [20][900/2506] lr: 2.399e-02, eta: 21:54:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 0.7971, loss: 0.7971 2023-12-23 16:46:26,304 - pyskl - INFO - Epoch [20][1000/2506] lr: 2.398e-02, eta: 21:53:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9644, loss_cls: 0.9285, loss: 0.9285 2023-12-23 16:46:49,752 - pyskl - INFO - Epoch [20][1100/2506] lr: 2.398e-02, eta: 21:53:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9631, loss_cls: 0.8009, loss: 0.8009 2023-12-23 16:47:13,116 - pyskl - INFO - Epoch [20][1200/2506] lr: 2.397e-02, eta: 21:52:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9738, loss_cls: 0.8734, loss: 0.8734 2023-12-23 16:47:36,463 - pyskl - INFO - Epoch [20][1300/2506] lr: 2.397e-02, eta: 21:52:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9444, loss_cls: 0.9734, loss: 0.9734 2023-12-23 16:47:59,852 - pyskl - INFO - Epoch [20][1400/2506] lr: 2.397e-02, eta: 21:51:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9656, loss_cls: 0.8569, loss: 0.8569 2023-12-23 16:48:23,283 - pyskl - INFO - Epoch [20][1500/2506] lr: 2.396e-02, eta: 21:51:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9650, loss_cls: 0.9351, loss: 0.9351 2023-12-23 16:48:46,603 - pyskl - INFO - Epoch [20][1600/2506] lr: 2.396e-02, eta: 21:50:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9669, loss_cls: 0.9016, loss: 0.9016 2023-12-23 16:49:10,015 - pyskl - INFO - Epoch [20][1700/2506] lr: 2.395e-02, eta: 21:50:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9587, loss_cls: 0.9454, loss: 0.9454 2023-12-23 16:49:33,355 - pyskl - INFO - Epoch [20][1800/2506] lr: 2.395e-02, eta: 21:50:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9688, loss_cls: 0.8847, loss: 0.8847 2023-12-23 16:49:56,666 - pyskl - INFO - Epoch [20][1900/2506] lr: 2.394e-02, eta: 21:49:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9663, loss_cls: 0.9282, loss: 0.9282 2023-12-23 16:50:19,936 - pyskl - INFO - Epoch [20][2000/2506] lr: 2.394e-02, eta: 21:49:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9663, loss_cls: 0.8262, loss: 0.8262 2023-12-23 16:50:43,279 - pyskl - INFO - Epoch [20][2100/2506] lr: 2.394e-02, eta: 21:48:33, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9650, loss_cls: 0.8796, loss: 0.8796 2023-12-23 16:51:06,645 - pyskl - INFO - Epoch [20][2200/2506] lr: 2.393e-02, eta: 21:48:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9681, loss_cls: 0.8474, loss: 0.8474 2023-12-23 16:51:29,935 - pyskl - INFO - Epoch [20][2300/2506] lr: 2.393e-02, eta: 21:47:35, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9681, loss_cls: 0.9278, loss: 0.9278 2023-12-23 16:51:53,213 - pyskl - INFO - Epoch [20][2400/2506] lr: 2.392e-02, eta: 21:47:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9613, loss_cls: 0.9062, loss: 0.9062 2023-12-23 16:52:16,564 - pyskl - INFO - Epoch [20][2500/2506] lr: 2.392e-02, eta: 21:46:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9600, loss_cls: 0.8887, loss: 0.8887 2023-12-23 16:52:18,595 - pyskl - INFO - Saving checkpoint at 20 epochs 2023-12-23 16:53:41,225 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 16:53:41,302 - pyskl - INFO - top1_acc 0.7336 top5_acc 0.9475 2023-12-23 16:53:41,309 - pyskl - INFO - Epoch(val) [20][1031] top1_acc: 0.7336, top5_acc: 0.9475 2023-12-23 16:54:23,495 - pyskl - INFO - Epoch [21][100/2506] lr: 2.392e-02, eta: 21:48:00, time: 0.422, data_time: 0.188, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9656, loss_cls: 0.8376, loss: 0.8376 2023-12-23 16:54:46,815 - pyskl - INFO - Epoch [21][200/2506] lr: 2.391e-02, eta: 21:47:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9738, loss_cls: 0.8160, loss: 0.8160 2023-12-23 16:55:10,128 - pyskl - INFO - Epoch [21][300/2506] lr: 2.391e-02, eta: 21:47:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9744, loss_cls: 0.8168, loss: 0.8168 2023-12-23 16:55:33,488 - pyskl - INFO - Epoch [21][400/2506] lr: 2.390e-02, eta: 21:46:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9700, loss_cls: 0.8502, loss: 0.8502 2023-12-23 16:55:56,915 - pyskl - INFO - Epoch [21][500/2506] lr: 2.390e-02, eta: 21:46:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9644, loss_cls: 0.8983, loss: 0.8983 2023-12-23 16:56:20,265 - pyskl - INFO - Epoch [21][600/2506] lr: 2.389e-02, eta: 21:45:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9675, loss_cls: 0.8626, loss: 0.8626 2023-12-23 16:56:43,594 - pyskl - INFO - Epoch [21][700/2506] lr: 2.389e-02, eta: 21:45:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9744, loss_cls: 0.8030, loss: 0.8030 2023-12-23 16:57:07,011 - pyskl - INFO - Epoch [21][800/2506] lr: 2.389e-02, eta: 21:44:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9738, loss_cls: 0.8307, loss: 0.8307 2023-12-23 16:57:30,313 - pyskl - INFO - Epoch [21][900/2506] lr: 2.388e-02, eta: 21:44:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9606, loss_cls: 0.8896, loss: 0.8896 2023-12-23 16:57:53,594 - pyskl - INFO - Epoch [21][1000/2506] lr: 2.388e-02, eta: 21:43:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9675, loss_cls: 0.9053, loss: 0.9053 2023-12-23 16:58:16,958 - pyskl - INFO - Epoch [21][1100/2506] lr: 2.387e-02, eta: 21:43:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9738, loss_cls: 0.8330, loss: 0.8330 2023-12-23 16:58:40,331 - pyskl - INFO - Epoch [21][1200/2506] lr: 2.387e-02, eta: 21:42:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9681, loss_cls: 0.8639, loss: 0.8639 2023-12-23 16:59:03,635 - pyskl - INFO - Epoch [21][1300/2506] lr: 2.386e-02, eta: 21:42:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9681, loss_cls: 0.8437, loss: 0.8437 2023-12-23 16:59:27,046 - pyskl - INFO - Epoch [21][1400/2506] lr: 2.386e-02, eta: 21:41:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9681, loss_cls: 0.8293, loss: 0.8293 2023-12-23 16:59:50,390 - pyskl - INFO - Epoch [21][1500/2506] lr: 2.385e-02, eta: 21:41:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 0.8381, loss: 0.8381 2023-12-23 17:00:13,745 - pyskl - INFO - Epoch [21][1600/2506] lr: 2.385e-02, eta: 21:40:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9519, loss_cls: 0.9839, loss: 0.9839 2023-12-23 17:00:37,049 - pyskl - INFO - Epoch [21][1700/2506] lr: 2.385e-02, eta: 21:40:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9594, loss_cls: 0.9192, loss: 0.9192 2023-12-23 17:01:00,579 - pyskl - INFO - Epoch [21][1800/2506] lr: 2.384e-02, eta: 21:39:52, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9712, loss_cls: 0.8384, loss: 0.8384 2023-12-23 17:01:23,900 - pyskl - INFO - Epoch [21][1900/2506] lr: 2.384e-02, eta: 21:39:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9681, loss_cls: 0.8257, loss: 0.8257 2023-12-23 17:01:47,207 - pyskl - INFO - Epoch [21][2000/2506] lr: 2.383e-02, eta: 21:38:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9625, loss_cls: 0.8211, loss: 0.8211 2023-12-23 17:02:10,537 - pyskl - INFO - Epoch [21][2100/2506] lr: 2.383e-02, eta: 21:38:26, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9663, loss_cls: 0.9027, loss: 0.9027 2023-12-23 17:02:33,832 - pyskl - INFO - Epoch [21][2200/2506] lr: 2.382e-02, eta: 21:37:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9656, loss_cls: 0.8695, loss: 0.8695 2023-12-23 17:02:57,171 - pyskl - INFO - Epoch [21][2300/2506] lr: 2.382e-02, eta: 21:37:28, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 0.8181, loss: 0.8181 2023-12-23 17:03:20,537 - pyskl - INFO - Epoch [21][2400/2506] lr: 2.382e-02, eta: 21:37:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9656, loss_cls: 0.8384, loss: 0.8384 2023-12-23 17:03:43,846 - pyskl - INFO - Epoch [21][2500/2506] lr: 2.381e-02, eta: 21:36:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9706, loss_cls: 0.8251, loss: 0.8251 2023-12-23 17:03:45,903 - pyskl - INFO - Saving checkpoint at 21 epochs 2023-12-23 17:05:08,461 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 17:05:08,541 - pyskl - INFO - top1_acc 0.7244 top5_acc 0.9475 2023-12-23 17:05:08,545 - pyskl - INFO - Epoch(val) [21][1031] top1_acc: 0.7244, top5_acc: 0.9475 2023-12-23 17:05:51,130 - pyskl - INFO - Epoch [22][100/2506] lr: 2.381e-02, eta: 21:37:50, time: 0.426, data_time: 0.192, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9700, loss_cls: 0.8999, loss: 0.8999 2023-12-23 17:06:14,490 - pyskl - INFO - Epoch [22][200/2506] lr: 2.380e-02, eta: 21:37:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9719, loss_cls: 0.8663, loss: 0.8663 2023-12-23 17:06:37,984 - pyskl - INFO - Epoch [22][300/2506] lr: 2.380e-02, eta: 21:36:54, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9631, loss_cls: 0.8380, loss: 0.8380 2023-12-23 17:07:01,345 - pyskl - INFO - Epoch [22][400/2506] lr: 2.379e-02, eta: 21:36:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 0.7731, loss: 0.7731 2023-12-23 17:07:24,818 - pyskl - INFO - Epoch [22][500/2506] lr: 2.379e-02, eta: 21:35:57, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9587, loss_cls: 0.9245, loss: 0.9245 2023-12-23 17:07:48,186 - pyskl - INFO - Epoch [22][600/2506] lr: 2.378e-02, eta: 21:35:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9663, loss_cls: 0.8749, loss: 0.8749 2023-12-23 17:08:11,605 - pyskl - INFO - Epoch [22][700/2506] lr: 2.378e-02, eta: 21:35:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 0.7807, loss: 0.7807 2023-12-23 17:08:35,112 - pyskl - INFO - Epoch [22][800/2506] lr: 2.377e-02, eta: 21:34:33, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9587, loss_cls: 0.8826, loss: 0.8826 2023-12-23 17:08:58,465 - pyskl - INFO - Epoch [22][900/2506] lr: 2.377e-02, eta: 21:34:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9600, loss_cls: 0.9186, loss: 0.9186 2023-12-23 17:09:21,841 - pyskl - INFO - Epoch [22][1000/2506] lr: 2.377e-02, eta: 21:33:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9694, loss_cls: 0.8838, loss: 0.8838 2023-12-23 17:09:45,320 - pyskl - INFO - Epoch [22][1100/2506] lr: 2.376e-02, eta: 21:33:09, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9644, loss_cls: 0.8491, loss: 0.8491 2023-12-23 17:10:08,736 - pyskl - INFO - Epoch [22][1200/2506] lr: 2.376e-02, eta: 21:32:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 0.8883, loss: 0.8883 2023-12-23 17:10:32,162 - pyskl - INFO - Epoch [22][1300/2506] lr: 2.375e-02, eta: 21:32:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9594, loss_cls: 0.8506, loss: 0.8506 2023-12-23 17:10:55,536 - pyskl - INFO - Epoch [22][1400/2506] lr: 2.375e-02, eta: 21:31:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9513, loss_cls: 0.9741, loss: 0.9741 2023-12-23 17:11:18,876 - pyskl - INFO - Epoch [22][1500/2506] lr: 2.374e-02, eta: 21:31:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9688, loss_cls: 0.8520, loss: 0.8520 2023-12-23 17:11:42,281 - pyskl - INFO - Epoch [22][1600/2506] lr: 2.374e-02, eta: 21:30:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9675, loss_cls: 0.8651, loss: 0.8651 2023-12-23 17:12:05,766 - pyskl - INFO - Epoch [22][1700/2506] lr: 2.373e-02, eta: 21:30:20, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9600, loss_cls: 0.8455, loss: 0.8455 2023-12-23 17:12:29,224 - pyskl - INFO - Epoch [22][1800/2506] lr: 2.373e-02, eta: 21:29:52, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9631, loss_cls: 0.8243, loss: 0.8243 2023-12-23 17:12:52,593 - pyskl - INFO - Epoch [22][1900/2506] lr: 2.372e-02, eta: 21:29:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9650, loss_cls: 0.9174, loss: 0.9174 2023-12-23 17:13:15,986 - pyskl - INFO - Epoch [22][2000/2506] lr: 2.372e-02, eta: 21:28:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9650, loss_cls: 0.9169, loss: 0.9169 2023-12-23 17:13:39,357 - pyskl - INFO - Epoch [22][2100/2506] lr: 2.372e-02, eta: 21:28:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9663, loss_cls: 0.8508, loss: 0.8508 2023-12-23 17:14:02,741 - pyskl - INFO - Epoch [22][2200/2506] lr: 2.371e-02, eta: 21:28:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9750, loss_cls: 0.7734, loss: 0.7734 2023-12-23 17:14:26,106 - pyskl - INFO - Epoch [22][2300/2506] lr: 2.371e-02, eta: 21:27:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9700, loss_cls: 0.8244, loss: 0.8244 2023-12-23 17:14:49,618 - pyskl - INFO - Epoch [22][2400/2506] lr: 2.370e-02, eta: 21:27:04, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9631, loss_cls: 0.8494, loss: 0.8494 2023-12-23 17:15:13,085 - pyskl - INFO - Epoch [22][2500/2506] lr: 2.370e-02, eta: 21:26:37, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 0.8666, loss: 0.8666 2023-12-23 17:15:15,010 - pyskl - INFO - Saving checkpoint at 22 epochs 2023-12-23 17:16:37,403 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 17:16:37,478 - pyskl - INFO - top1_acc 0.7120 top5_acc 0.9370 2023-12-23 17:16:37,482 - pyskl - INFO - Epoch(val) [22][1031] top1_acc: 0.7120, top5_acc: 0.9370 2023-12-23 17:17:19,683 - pyskl - INFO - Epoch [23][100/2506] lr: 2.369e-02, eta: 21:27:48, time: 0.422, data_time: 0.189, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9719, loss_cls: 0.8675, loss: 0.8675 2023-12-23 17:17:42,981 - pyskl - INFO - Epoch [23][200/2506] lr: 2.369e-02, eta: 21:27:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9675, loss_cls: 0.8851, loss: 0.8851 2023-12-23 17:18:06,262 - pyskl - INFO - Epoch [23][300/2506] lr: 2.368e-02, eta: 21:26:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9750, loss_cls: 0.8004, loss: 0.8004 2023-12-23 17:18:29,608 - pyskl - INFO - Epoch [23][400/2506] lr: 2.368e-02, eta: 21:26:22, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9688, loss_cls: 0.8228, loss: 0.8228 2023-12-23 17:18:53,049 - pyskl - INFO - Epoch [23][500/2506] lr: 2.367e-02, eta: 21:25:54, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9731, loss_cls: 0.8564, loss: 0.8564 2023-12-23 17:19:16,473 - pyskl - INFO - Epoch [23][600/2506] lr: 2.367e-02, eta: 21:25:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9694, loss_cls: 0.8594, loss: 0.8594 2023-12-23 17:19:39,745 - pyskl - INFO - Epoch [23][700/2506] lr: 2.366e-02, eta: 21:24:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9719, loss_cls: 0.8247, loss: 0.8247 2023-12-23 17:20:03,022 - pyskl - INFO - Epoch [23][800/2506] lr: 2.366e-02, eta: 21:24:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9694, loss_cls: 0.8758, loss: 0.8758 2023-12-23 17:20:26,383 - pyskl - INFO - Epoch [23][900/2506] lr: 2.365e-02, eta: 21:24:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9669, loss_cls: 0.8629, loss: 0.8629 2023-12-23 17:20:49,860 - pyskl - INFO - Epoch [23][1000/2506] lr: 2.365e-02, eta: 21:23:33, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9644, loss_cls: 0.9194, loss: 0.9194 2023-12-23 17:21:13,321 - pyskl - INFO - Epoch [23][1100/2506] lr: 2.364e-02, eta: 21:23:05, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9631, loss_cls: 0.8852, loss: 0.8852 2023-12-23 17:21:36,639 - pyskl - INFO - Epoch [23][1200/2506] lr: 2.364e-02, eta: 21:22:37, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9631, loss_cls: 0.8598, loss: 0.8598 2023-12-23 17:21:59,943 - pyskl - INFO - Epoch [23][1300/2506] lr: 2.364e-02, eta: 21:22:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9694, loss_cls: 0.8788, loss: 0.8788 2023-12-23 17:22:23,375 - pyskl - INFO - Epoch [23][1400/2506] lr: 2.363e-02, eta: 21:21:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9587, loss_cls: 0.8686, loss: 0.8686 2023-12-23 17:22:46,661 - pyskl - INFO - Epoch [23][1500/2506] lr: 2.363e-02, eta: 21:21:12, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9637, loss_cls: 0.8843, loss: 0.8843 2023-12-23 17:23:09,964 - pyskl - INFO - Epoch [23][1600/2506] lr: 2.362e-02, eta: 21:20:44, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9613, loss_cls: 0.8581, loss: 0.8581 2023-12-23 17:23:33,352 - pyskl - INFO - Epoch [23][1700/2506] lr: 2.362e-02, eta: 21:20:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9744, loss_cls: 0.7852, loss: 0.7852 2023-12-23 17:23:56,726 - pyskl - INFO - Epoch [23][1800/2506] lr: 2.361e-02, eta: 21:19:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9656, loss_cls: 0.8681, loss: 0.8681 2023-12-23 17:24:20,147 - pyskl - INFO - Epoch [23][1900/2506] lr: 2.361e-02, eta: 21:19:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9688, loss_cls: 0.8857, loss: 0.8857 2023-12-23 17:24:43,590 - pyskl - INFO - Epoch [23][2000/2506] lr: 2.360e-02, eta: 21:18:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9556, loss_cls: 0.9238, loss: 0.9238 2023-12-23 17:25:07,044 - pyskl - INFO - Epoch [23][2100/2506] lr: 2.360e-02, eta: 21:18:25, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9694, loss_cls: 0.8467, loss: 0.8467 2023-12-23 17:25:30,521 - pyskl - INFO - Epoch [23][2200/2506] lr: 2.359e-02, eta: 21:17:58, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9656, loss_cls: 0.8405, loss: 0.8405 2023-12-23 17:25:53,884 - pyskl - INFO - Epoch [23][2300/2506] lr: 2.359e-02, eta: 21:17:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9650, loss_cls: 0.8872, loss: 0.8872 2023-12-23 17:26:17,181 - pyskl - INFO - Epoch [23][2400/2506] lr: 2.358e-02, eta: 21:17:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9631, loss_cls: 0.8643, loss: 0.8643 2023-12-23 17:26:40,507 - pyskl - INFO - Epoch [23][2500/2506] lr: 2.358e-02, eta: 21:16:33, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9681, loss_cls: 0.8395, loss: 0.8395 2023-12-23 17:26:42,458 - pyskl - INFO - Saving checkpoint at 23 epochs 2023-12-23 17:28:05,099 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 17:28:05,171 - pyskl - INFO - top1_acc 0.7519 top5_acc 0.9528 2023-12-23 17:28:05,174 - pyskl - INFO - Epoch(val) [23][1031] top1_acc: 0.7519, top5_acc: 0.9528 2023-12-23 17:28:48,144 - pyskl - INFO - Epoch [24][100/2506] lr: 2.357e-02, eta: 21:17:44, time: 0.430, data_time: 0.196, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9725, loss_cls: 0.7922, loss: 0.7922 2023-12-23 17:29:11,486 - pyskl - INFO - Epoch [24][200/2506] lr: 2.357e-02, eta: 21:17:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9663, loss_cls: 0.9087, loss: 0.9087 2023-12-23 17:29:34,916 - pyskl - INFO - Epoch [24][300/2506] lr: 2.356e-02, eta: 21:16:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 0.7590, loss: 0.7590 2023-12-23 17:29:58,266 - pyskl - INFO - Epoch [24][400/2506] lr: 2.356e-02, eta: 21:16:20, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9631, loss_cls: 0.9082, loss: 0.9082 2023-12-23 17:30:21,642 - pyskl - INFO - Epoch [24][500/2506] lr: 2.355e-02, eta: 21:15:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9756, loss_cls: 0.7599, loss: 0.7599 2023-12-23 17:30:45,109 - pyskl - INFO - Epoch [24][600/2506] lr: 2.355e-02, eta: 21:15:24, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9694, loss_cls: 0.7970, loss: 0.7970 2023-12-23 17:31:08,579 - pyskl - INFO - Epoch [24][700/2506] lr: 2.354e-02, eta: 21:14:57, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9694, loss_cls: 0.8272, loss: 0.8272 2023-12-23 17:31:32,083 - pyskl - INFO - Epoch [24][800/2506] lr: 2.354e-02, eta: 21:14:29, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9794, loss_cls: 0.8068, loss: 0.8068 2023-12-23 17:31:55,432 - pyskl - INFO - Epoch [24][900/2506] lr: 2.353e-02, eta: 21:14:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 0.8402, loss: 0.8402 2023-12-23 17:32:18,774 - pyskl - INFO - Epoch [24][1000/2506] lr: 2.353e-02, eta: 21:13:33, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9700, loss_cls: 0.8503, loss: 0.8503 2023-12-23 17:32:42,076 - pyskl - INFO - Epoch [24][1100/2506] lr: 2.352e-02, eta: 21:13:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9625, loss_cls: 0.8970, loss: 0.8970 2023-12-23 17:33:05,439 - pyskl - INFO - Epoch [24][1200/2506] lr: 2.352e-02, eta: 21:12:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9581, loss_cls: 0.8810, loss: 0.8810 2023-12-23 17:33:29,001 - pyskl - INFO - Epoch [24][1300/2506] lr: 2.351e-02, eta: 21:12:10, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9569, loss_cls: 0.9384, loss: 0.9384 2023-12-23 17:33:52,443 - pyskl - INFO - Epoch [24][1400/2506] lr: 2.351e-02, eta: 21:11:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9675, loss_cls: 0.8203, loss: 0.8203 2023-12-23 17:34:15,855 - pyskl - INFO - Epoch [24][1500/2506] lr: 2.350e-02, eta: 21:11:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9712, loss_cls: 0.8161, loss: 0.8161 2023-12-23 17:34:39,334 - pyskl - INFO - Epoch [24][1600/2506] lr: 2.350e-02, eta: 21:10:48, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 0.8525, loss: 0.8525 2023-12-23 17:35:02,763 - pyskl - INFO - Epoch [24][1700/2506] lr: 2.349e-02, eta: 21:10:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9681, loss_cls: 0.8303, loss: 0.8303 2023-12-23 17:35:26,124 - pyskl - INFO - Epoch [24][1800/2506] lr: 2.349e-02, eta: 21:09:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9637, loss_cls: 0.8599, loss: 0.8599 2023-12-23 17:35:49,429 - pyskl - INFO - Epoch [24][1900/2506] lr: 2.348e-02, eta: 21:09:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 0.8145, loss: 0.8145 2023-12-23 17:36:12,792 - pyskl - INFO - Epoch [24][2000/2506] lr: 2.348e-02, eta: 21:08:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9669, loss_cls: 0.9133, loss: 0.9133 2023-12-23 17:36:36,264 - pyskl - INFO - Epoch [24][2100/2506] lr: 2.347e-02, eta: 21:08:29, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9600, loss_cls: 0.9059, loss: 0.9059 2023-12-23 17:36:59,717 - pyskl - INFO - Epoch [24][2200/2506] lr: 2.347e-02, eta: 21:08:01, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 0.8488, loss: 0.8488 2023-12-23 17:37:23,195 - pyskl - INFO - Epoch [24][2300/2506] lr: 2.346e-02, eta: 21:07:34, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9656, loss_cls: 0.8629, loss: 0.8629 2023-12-23 17:37:46,635 - pyskl - INFO - Epoch [24][2400/2506] lr: 2.346e-02, eta: 21:07:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9706, loss_cls: 0.7949, loss: 0.7949 2023-12-23 17:38:09,995 - pyskl - INFO - Epoch [24][2500/2506] lr: 2.345e-02, eta: 21:06:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9619, loss_cls: 0.8246, loss: 0.8246 2023-12-23 17:38:11,997 - pyskl - INFO - Saving checkpoint at 24 epochs 2023-12-23 17:39:34,906 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 17:39:34,981 - pyskl - INFO - top1_acc 0.7554 top5_acc 0.9531 2023-12-23 17:39:34,985 - pyskl - INFO - Epoch(val) [24][1031] top1_acc: 0.7554, top5_acc: 0.9531 2023-12-23 17:40:17,491 - pyskl - INFO - Epoch [25][100/2506] lr: 2.345e-02, eta: 21:07:43, time: 0.425, data_time: 0.192, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 0.7516, loss: 0.7516 2023-12-23 17:40:40,842 - pyskl - INFO - Epoch [25][200/2506] lr: 2.344e-02, eta: 21:07:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9619, loss_cls: 0.8616, loss: 0.8616 2023-12-23 17:41:04,101 - pyskl - INFO - Epoch [25][300/2506] lr: 2.344e-02, eta: 21:06:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9725, loss_cls: 0.8313, loss: 0.8313 2023-12-23 17:41:27,371 - pyskl - INFO - Epoch [25][400/2506] lr: 2.343e-02, eta: 21:06:18, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9688, loss_cls: 0.7803, loss: 0.7803 2023-12-23 17:41:50,745 - pyskl - INFO - Epoch [25][500/2506] lr: 2.343e-02, eta: 21:05:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9712, loss_cls: 0.8114, loss: 0.8114 2023-12-23 17:42:14,083 - pyskl - INFO - Epoch [25][600/2506] lr: 2.342e-02, eta: 21:05:22, time: 0.233, data_time: 0.001, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9656, loss_cls: 0.8056, loss: 0.8056 2023-12-23 17:42:37,376 - pyskl - INFO - Epoch [25][700/2506] lr: 2.342e-02, eta: 21:04:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9750, loss_cls: 0.7771, loss: 0.7771 2023-12-23 17:43:00,717 - pyskl - INFO - Epoch [25][800/2506] lr: 2.341e-02, eta: 21:04:26, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9650, loss_cls: 0.8650, loss: 0.8650 2023-12-23 17:43:24,126 - pyskl - INFO - Epoch [25][900/2506] lr: 2.341e-02, eta: 21:03:58, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9719, loss_cls: 0.7862, loss: 0.7862 2023-12-23 17:43:47,426 - pyskl - INFO - Epoch [25][1000/2506] lr: 2.340e-02, eta: 21:03:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9663, loss_cls: 0.8317, loss: 0.8317 2023-12-23 17:44:10,790 - pyskl - INFO - Epoch [25][1100/2506] lr: 2.340e-02, eta: 21:03:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9681, loss_cls: 0.8419, loss: 0.8419 2023-12-23 17:44:34,164 - pyskl - INFO - Epoch [25][1200/2506] lr: 2.339e-02, eta: 21:02:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9581, loss_cls: 0.9036, loss: 0.9036 2023-12-23 17:44:57,629 - pyskl - INFO - Epoch [25][1300/2506] lr: 2.339e-02, eta: 21:02:07, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9650, loss_cls: 0.8905, loss: 0.8905 2023-12-23 17:45:20,989 - pyskl - INFO - Epoch [25][1400/2506] lr: 2.338e-02, eta: 21:01:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9600, loss_cls: 0.9248, loss: 0.9248 2023-12-23 17:45:44,436 - pyskl - INFO - Epoch [25][1500/2506] lr: 2.338e-02, eta: 21:01:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9644, loss_cls: 0.8513, loss: 0.8513 2023-12-23 17:46:07,801 - pyskl - INFO - Epoch [25][1600/2506] lr: 2.337e-02, eta: 21:00:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9694, loss_cls: 0.8416, loss: 0.8416 2023-12-23 17:46:31,183 - pyskl - INFO - Epoch [25][1700/2506] lr: 2.337e-02, eta: 21:00:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9706, loss_cls: 0.8502, loss: 0.8502 2023-12-23 17:46:54,535 - pyskl - INFO - Epoch [25][1800/2506] lr: 2.336e-02, eta: 20:59:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9650, loss_cls: 0.8838, loss: 0.8838 2023-12-23 17:47:17,785 - pyskl - INFO - Epoch [25][1900/2506] lr: 2.336e-02, eta: 20:59:21, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 0.8755, loss: 0.8755 2023-12-23 17:47:41,195 - pyskl - INFO - Epoch [25][2000/2506] lr: 2.335e-02, eta: 20:58:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9775, loss_cls: 0.7702, loss: 0.7702 2023-12-23 17:48:04,486 - pyskl - INFO - Epoch [25][2100/2506] lr: 2.335e-02, eta: 20:58:25, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9637, loss_cls: 0.8190, loss: 0.8190 2023-12-23 17:48:27,897 - pyskl - INFO - Epoch [25][2200/2506] lr: 2.334e-02, eta: 20:57:58, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9756, loss_cls: 0.7870, loss: 0.7870 2023-12-23 17:48:51,416 - pyskl - INFO - Epoch [25][2300/2506] lr: 2.334e-02, eta: 20:57:31, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9606, loss_cls: 0.8230, loss: 0.8230 2023-12-23 17:49:14,836 - pyskl - INFO - Epoch [25][2400/2506] lr: 2.333e-02, eta: 20:57:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9581, loss_cls: 0.9536, loss: 0.9536 2023-12-23 17:49:38,195 - pyskl - INFO - Epoch [25][2500/2506] lr: 2.333e-02, eta: 20:56:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9675, loss_cls: 0.8434, loss: 0.8434 2023-12-23 17:49:40,106 - pyskl - INFO - Saving checkpoint at 25 epochs 2023-12-23 17:51:02,819 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 17:51:02,896 - pyskl - INFO - top1_acc 0.6689 top5_acc 0.9185 2023-12-23 17:51:02,904 - pyskl - INFO - Epoch(val) [25][1031] top1_acc: 0.6689, top5_acc: 0.9185 2023-12-23 17:51:45,637 - pyskl - INFO - Epoch [26][100/2506] lr: 2.332e-02, eta: 20:57:36, time: 0.427, data_time: 0.193, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9706, loss_cls: 0.8396, loss: 0.8396 2023-12-23 17:52:09,191 - pyskl - INFO - Epoch [26][200/2506] lr: 2.331e-02, eta: 20:57:10, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9738, loss_cls: 0.8369, loss: 0.8369 2023-12-23 17:52:32,590 - pyskl - INFO - Epoch [26][300/2506] lr: 2.331e-02, eta: 20:56:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9725, loss_cls: 0.7813, loss: 0.7813 2023-12-23 17:52:55,992 - pyskl - INFO - Epoch [26][400/2506] lr: 2.330e-02, eta: 20:56:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 0.8279, loss: 0.8279 2023-12-23 17:53:19,402 - pyskl - INFO - Epoch [26][500/2506] lr: 2.330e-02, eta: 20:55:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9706, loss_cls: 0.7920, loss: 0.7920 2023-12-23 17:53:42,766 - pyskl - INFO - Epoch [26][600/2506] lr: 2.329e-02, eta: 20:55:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9731, loss_cls: 0.7888, loss: 0.7888 2023-12-23 17:54:06,249 - pyskl - INFO - Epoch [26][700/2506] lr: 2.329e-02, eta: 20:54:52, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9744, loss_cls: 0.7347, loss: 0.7347 2023-12-23 17:54:29,758 - pyskl - INFO - Epoch [26][800/2506] lr: 2.328e-02, eta: 20:54:25, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9675, loss_cls: 0.8417, loss: 0.8417 2023-12-23 17:54:53,183 - pyskl - INFO - Epoch [26][900/2506] lr: 2.328e-02, eta: 20:53:58, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9675, loss_cls: 0.8853, loss: 0.8853 2023-12-23 17:55:16,746 - pyskl - INFO - Epoch [26][1000/2506] lr: 2.327e-02, eta: 20:53:31, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9619, loss_cls: 0.8940, loss: 0.8940 2023-12-23 17:55:40,244 - pyskl - INFO - Epoch [26][1100/2506] lr: 2.327e-02, eta: 20:53:04, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9750, loss_cls: 0.7978, loss: 0.7978 2023-12-23 17:56:03,756 - pyskl - INFO - Epoch [26][1200/2506] lr: 2.326e-02, eta: 20:52:37, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9744, loss_cls: 0.8045, loss: 0.8045 2023-12-23 17:56:27,241 - pyskl - INFO - Epoch [26][1300/2506] lr: 2.326e-02, eta: 20:52:10, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9719, loss_cls: 0.8464, loss: 0.8464 2023-12-23 17:56:50,727 - pyskl - INFO - Epoch [26][1400/2506] lr: 2.325e-02, eta: 20:51:43, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 0.8437, loss: 0.8437 2023-12-23 17:57:14,256 - pyskl - INFO - Epoch [26][1500/2506] lr: 2.325e-02, eta: 20:51:17, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9656, loss_cls: 0.8260, loss: 0.8260 2023-12-23 17:57:37,652 - pyskl - INFO - Epoch [26][1600/2506] lr: 2.324e-02, eta: 20:50:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9706, loss_cls: 0.8813, loss: 0.8813 2023-12-23 17:58:01,045 - pyskl - INFO - Epoch [26][1700/2506] lr: 2.324e-02, eta: 20:50:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9669, loss_cls: 0.8476, loss: 0.8476 2023-12-23 17:58:24,438 - pyskl - INFO - Epoch [26][1800/2506] lr: 2.323e-02, eta: 20:49:54, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 0.7958, loss: 0.7958 2023-12-23 17:58:47,913 - pyskl - INFO - Epoch [26][1900/2506] lr: 2.322e-02, eta: 20:49:27, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 0.7900, loss: 0.7900 2023-12-23 17:59:11,285 - pyskl - INFO - Epoch [26][2000/2506] lr: 2.322e-02, eta: 20:49:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9656, loss_cls: 0.8717, loss: 0.8717 2023-12-23 17:59:34,709 - pyskl - INFO - Epoch [26][2100/2506] lr: 2.321e-02, eta: 20:48:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9694, loss_cls: 0.8147, loss: 0.8147 2023-12-23 17:59:58,118 - pyskl - INFO - Epoch [26][2200/2506] lr: 2.321e-02, eta: 20:48:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9631, loss_cls: 0.8626, loss: 0.8626 2023-12-23 18:00:21,592 - pyskl - INFO - Epoch [26][2300/2506] lr: 2.320e-02, eta: 20:47:38, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9675, loss_cls: 0.8448, loss: 0.8448 2023-12-23 18:00:44,991 - pyskl - INFO - Epoch [26][2400/2506] lr: 2.320e-02, eta: 20:47:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 0.8283, loss: 0.8283 2023-12-23 18:01:08,465 - pyskl - INFO - Epoch [26][2500/2506] lr: 2.319e-02, eta: 20:46:44, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9631, loss_cls: 0.8632, loss: 0.8632 2023-12-23 18:01:10,369 - pyskl - INFO - Saving checkpoint at 26 epochs 2023-12-23 18:02:33,094 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 18:02:33,164 - pyskl - INFO - top1_acc 0.7605 top5_acc 0.9531 2023-12-23 18:02:33,168 - pyskl - INFO - Epoch(val) [26][1031] top1_acc: 0.7605, top5_acc: 0.9531 2023-12-23 18:03:15,399 - pyskl - INFO - Epoch [27][100/2506] lr: 2.319e-02, eta: 20:47:38, time: 0.422, data_time: 0.189, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9781, loss_cls: 0.8203, loss: 0.8203 2023-12-23 18:03:38,683 - pyskl - INFO - Epoch [27][200/2506] lr: 2.318e-02, eta: 20:47:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9694, loss_cls: 0.8032, loss: 0.8032 2023-12-23 18:04:01,978 - pyskl - INFO - Epoch [27][300/2506] lr: 2.318e-02, eta: 20:46:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9675, loss_cls: 0.7994, loss: 0.7994 2023-12-23 18:04:25,348 - pyskl - INFO - Epoch [27][400/2506] lr: 2.317e-02, eta: 20:46:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9712, loss_cls: 0.7920, loss: 0.7920 2023-12-23 18:04:48,692 - pyskl - INFO - Epoch [27][500/2506] lr: 2.316e-02, eta: 20:45:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9613, loss_cls: 0.8889, loss: 0.8889 2023-12-23 18:05:12,009 - pyskl - INFO - Epoch [27][600/2506] lr: 2.316e-02, eta: 20:45:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9688, loss_cls: 0.8081, loss: 0.8081 2023-12-23 18:05:35,393 - pyskl - INFO - Epoch [27][700/2506] lr: 2.315e-02, eta: 20:44:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9675, loss_cls: 0.8536, loss: 0.8536 2023-12-23 18:05:58,914 - pyskl - INFO - Epoch [27][800/2506] lr: 2.315e-02, eta: 20:44:25, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9712, loss_cls: 0.7718, loss: 0.7718 2023-12-23 18:06:22,381 - pyskl - INFO - Epoch [27][900/2506] lr: 2.314e-02, eta: 20:43:58, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9644, loss_cls: 0.8556, loss: 0.8556 2023-12-23 18:06:45,890 - pyskl - INFO - Epoch [27][1000/2506] lr: 2.314e-02, eta: 20:43:31, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9575, loss_cls: 0.8752, loss: 0.8752 2023-12-23 18:07:09,212 - pyskl - INFO - Epoch [27][1100/2506] lr: 2.313e-02, eta: 20:43:04, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9669, loss_cls: 0.7983, loss: 0.7983 2023-12-23 18:07:32,597 - pyskl - INFO - Epoch [27][1200/2506] lr: 2.313e-02, eta: 20:42:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9719, loss_cls: 0.7994, loss: 0.7994 2023-12-23 18:07:55,972 - pyskl - INFO - Epoch [27][1300/2506] lr: 2.312e-02, eta: 20:42:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9656, loss_cls: 0.8562, loss: 0.8562 2023-12-23 18:08:19,367 - pyskl - INFO - Epoch [27][1400/2506] lr: 2.312e-02, eta: 20:41:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 0.7414, loss: 0.7414 2023-12-23 18:08:42,644 - pyskl - INFO - Epoch [27][1500/2506] lr: 2.311e-02, eta: 20:41:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9681, loss_cls: 0.8239, loss: 0.8239 2023-12-23 18:09:06,032 - pyskl - INFO - Epoch [27][1600/2506] lr: 2.310e-02, eta: 20:40:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9688, loss_cls: 0.8030, loss: 0.8030 2023-12-23 18:09:29,306 - pyskl - INFO - Epoch [27][1700/2506] lr: 2.310e-02, eta: 20:40:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9694, loss_cls: 0.8396, loss: 0.8396 2023-12-23 18:09:52,664 - pyskl - INFO - Epoch [27][1800/2506] lr: 2.309e-02, eta: 20:39:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9656, loss_cls: 0.8628, loss: 0.8628 2023-12-23 18:10:15,993 - pyskl - INFO - Epoch [27][1900/2506] lr: 2.309e-02, eta: 20:39:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9575, loss_cls: 0.8909, loss: 0.8909 2023-12-23 18:10:39,341 - pyskl - INFO - Epoch [27][2000/2506] lr: 2.308e-02, eta: 20:38:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9656, loss_cls: 0.8590, loss: 0.8590 2023-12-23 18:11:02,638 - pyskl - INFO - Epoch [27][2100/2506] lr: 2.308e-02, eta: 20:38:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9650, loss_cls: 0.8581, loss: 0.8581 2023-12-23 18:11:25,982 - pyskl - INFO - Epoch [27][2200/2506] lr: 2.307e-02, eta: 20:38:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9631, loss_cls: 0.8383, loss: 0.8383 2023-12-23 18:11:49,230 - pyskl - INFO - Epoch [27][2300/2506] lr: 2.307e-02, eta: 20:37:33, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9694, loss_cls: 0.8791, loss: 0.8791 2023-12-23 18:12:12,583 - pyskl - INFO - Epoch [27][2400/2506] lr: 2.306e-02, eta: 20:37:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9731, loss_cls: 0.8003, loss: 0.8003 2023-12-23 18:12:35,908 - pyskl - INFO - Epoch [27][2500/2506] lr: 2.305e-02, eta: 20:36:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 0.8651, loss: 0.8651 2023-12-23 18:12:37,764 - pyskl - INFO - Saving checkpoint at 27 epochs 2023-12-23 18:14:00,629 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 18:14:00,700 - pyskl - INFO - top1_acc 0.7096 top5_acc 0.9404 2023-12-23 18:14:00,704 - pyskl - INFO - Epoch(val) [27][1031] top1_acc: 0.7096, top5_acc: 0.9404 2023-12-23 18:14:43,435 - pyskl - INFO - Epoch [28][100/2506] lr: 2.305e-02, eta: 20:37:31, time: 0.427, data_time: 0.193, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9650, loss_cls: 0.7807, loss: 0.7807 2023-12-23 18:15:06,850 - pyskl - INFO - Epoch [28][200/2506] lr: 2.304e-02, eta: 20:37:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9788, loss_cls: 0.7316, loss: 0.7316 2023-12-23 18:15:30,479 - pyskl - INFO - Epoch [28][300/2506] lr: 2.304e-02, eta: 20:36:38, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 0.7422, loss: 0.7422 2023-12-23 18:15:53,927 - pyskl - INFO - Epoch [28][400/2506] lr: 2.303e-02, eta: 20:36:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 0.7950, loss: 0.7950 2023-12-23 18:16:17,327 - pyskl - INFO - Epoch [28][500/2506] lr: 2.303e-02, eta: 20:35:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9669, loss_cls: 0.8445, loss: 0.8445 2023-12-23 18:16:40,727 - pyskl - INFO - Epoch [28][600/2506] lr: 2.302e-02, eta: 20:35:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9663, loss_cls: 0.8243, loss: 0.8243 2023-12-23 18:17:04,169 - pyskl - INFO - Epoch [28][700/2506] lr: 2.301e-02, eta: 20:34:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 0.8591, loss: 0.8591 2023-12-23 18:17:27,660 - pyskl - INFO - Epoch [28][800/2506] lr: 2.301e-02, eta: 20:34:23, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9681, loss_cls: 0.8278, loss: 0.8278 2023-12-23 18:17:51,042 - pyskl - INFO - Epoch [28][900/2506] lr: 2.300e-02, eta: 20:33:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9706, loss_cls: 0.8165, loss: 0.8165 2023-12-23 18:18:14,447 - pyskl - INFO - Epoch [28][1000/2506] lr: 2.300e-02, eta: 20:33:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9688, loss_cls: 0.8071, loss: 0.8071 2023-12-23 18:18:37,907 - pyskl - INFO - Epoch [28][1100/2506] lr: 2.299e-02, eta: 20:33:01, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9706, loss_cls: 0.7938, loss: 0.7938 2023-12-23 18:19:01,382 - pyskl - INFO - Epoch [28][1200/2506] lr: 2.299e-02, eta: 20:32:34, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 0.8027, loss: 0.8027 2023-12-23 18:19:24,735 - pyskl - INFO - Epoch [28][1300/2506] lr: 2.298e-02, eta: 20:32:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9706, loss_cls: 0.8180, loss: 0.8180 2023-12-23 18:19:48,124 - pyskl - INFO - Epoch [28][1400/2506] lr: 2.298e-02, eta: 20:31:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9681, loss_cls: 0.8426, loss: 0.8426 2023-12-23 18:20:11,514 - pyskl - INFO - Epoch [28][1500/2506] lr: 2.297e-02, eta: 20:31:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9706, loss_cls: 0.8161, loss: 0.8161 2023-12-23 18:20:34,946 - pyskl - INFO - Epoch [28][1600/2506] lr: 2.296e-02, eta: 20:30:46, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9712, loss_cls: 0.7940, loss: 0.7940 2023-12-23 18:20:58,319 - pyskl - INFO - Epoch [28][1700/2506] lr: 2.296e-02, eta: 20:30:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9656, loss_cls: 0.8780, loss: 0.8780 2023-12-23 18:21:21,840 - pyskl - INFO - Epoch [28][1800/2506] lr: 2.295e-02, eta: 20:29:52, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9725, loss_cls: 0.8076, loss: 0.8076 2023-12-23 18:21:45,259 - pyskl - INFO - Epoch [28][1900/2506] lr: 2.295e-02, eta: 20:29:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9694, loss_cls: 0.8268, loss: 0.8268 2023-12-23 18:22:08,567 - pyskl - INFO - Epoch [28][2000/2506] lr: 2.294e-02, eta: 20:28:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9681, loss_cls: 0.7884, loss: 0.7884 2023-12-23 18:22:32,037 - pyskl - INFO - Epoch [28][2100/2506] lr: 2.293e-02, eta: 20:28:31, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9606, loss_cls: 0.8627, loss: 0.8627 2023-12-23 18:22:55,419 - pyskl - INFO - Epoch [28][2200/2506] lr: 2.293e-02, eta: 20:28:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9656, loss_cls: 0.8543, loss: 0.8543 2023-12-23 18:23:18,830 - pyskl - INFO - Epoch [28][2300/2506] lr: 2.292e-02, eta: 20:27:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9725, loss_cls: 0.8534, loss: 0.8534 2023-12-23 18:23:42,279 - pyskl - INFO - Epoch [28][2400/2506] lr: 2.292e-02, eta: 20:27:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9694, loss_cls: 0.8097, loss: 0.8097 2023-12-23 18:24:05,689 - pyskl - INFO - Epoch [28][2500/2506] lr: 2.291e-02, eta: 20:26:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9594, loss_cls: 0.8489, loss: 0.8489 2023-12-23 18:24:07,703 - pyskl - INFO - Saving checkpoint at 28 epochs 2023-12-23 18:25:30,097 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 18:25:30,170 - pyskl - INFO - top1_acc 0.7519 top5_acc 0.9585 2023-12-23 18:25:30,174 - pyskl - INFO - Epoch(val) [28][1031] top1_acc: 0.7519, top5_acc: 0.9585 2023-12-23 18:26:12,608 - pyskl - INFO - Epoch [29][100/2506] lr: 2.291e-02, eta: 20:27:31, time: 0.424, data_time: 0.190, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9731, loss_cls: 0.7704, loss: 0.7704 2023-12-23 18:26:35,938 - pyskl - INFO - Epoch [29][200/2506] lr: 2.290e-02, eta: 20:27:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9756, loss_cls: 0.7450, loss: 0.7450 2023-12-23 18:26:59,325 - pyskl - INFO - Epoch [29][300/2506] lr: 2.289e-02, eta: 20:26:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9756, loss_cls: 0.7425, loss: 0.7425 2023-12-23 18:27:22,767 - pyskl - INFO - Epoch [29][400/2506] lr: 2.289e-02, eta: 20:26:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 0.8031, loss: 0.8031 2023-12-23 18:27:46,230 - pyskl - INFO - Epoch [29][500/2506] lr: 2.288e-02, eta: 20:25:43, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9506, loss_cls: 0.9674, loss: 0.9674 2023-12-23 18:28:09,663 - pyskl - INFO - Epoch [29][600/2506] lr: 2.288e-02, eta: 20:25:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 0.8313, loss: 0.8313 2023-12-23 18:28:33,136 - pyskl - INFO - Epoch [29][700/2506] lr: 2.287e-02, eta: 20:24:49, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9663, loss_cls: 0.8143, loss: 0.8143 2023-12-23 18:28:56,550 - pyskl - INFO - Epoch [29][800/2506] lr: 2.287e-02, eta: 20:24:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9700, loss_cls: 0.7802, loss: 0.7802 2023-12-23 18:29:20,063 - pyskl - INFO - Epoch [29][900/2506] lr: 2.286e-02, eta: 20:23:55, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9712, loss_cls: 0.8592, loss: 0.8592 2023-12-23 18:29:43,556 - pyskl - INFO - Epoch [29][1000/2506] lr: 2.285e-02, eta: 20:23:29, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 0.7899, loss: 0.7899 2023-12-23 18:30:06,930 - pyskl - INFO - Epoch [29][1100/2506] lr: 2.285e-02, eta: 20:23:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9681, loss_cls: 0.8361, loss: 0.8361 2023-12-23 18:30:30,297 - pyskl - INFO - Epoch [29][1200/2506] lr: 2.284e-02, eta: 20:22:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9712, loss_cls: 0.7822, loss: 0.7822 2023-12-23 18:30:53,650 - pyskl - INFO - Epoch [29][1300/2506] lr: 2.284e-02, eta: 20:22:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 0.7917, loss: 0.7917 2023-12-23 18:31:17,036 - pyskl - INFO - Epoch [29][1400/2506] lr: 2.283e-02, eta: 20:21:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 0.8220, loss: 0.8220 2023-12-23 18:31:40,529 - pyskl - INFO - Epoch [29][1500/2506] lr: 2.282e-02, eta: 20:21:13, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9688, loss_cls: 0.8020, loss: 0.8020 2023-12-23 18:32:03,977 - pyskl - INFO - Epoch [29][1600/2506] lr: 2.282e-02, eta: 20:20:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9681, loss_cls: 0.8466, loss: 0.8466 2023-12-23 18:32:27,390 - pyskl - INFO - Epoch [29][1700/2506] lr: 2.281e-02, eta: 20:20:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9637, loss_cls: 0.8170, loss: 0.8170 2023-12-23 18:32:50,769 - pyskl - INFO - Epoch [29][1800/2506] lr: 2.281e-02, eta: 20:19:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 0.8465, loss: 0.8465 2023-12-23 18:33:14,193 - pyskl - INFO - Epoch [29][1900/2506] lr: 2.280e-02, eta: 20:19:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 0.7675, loss: 0.7675 2023-12-23 18:33:37,579 - pyskl - INFO - Epoch [29][2000/2506] lr: 2.279e-02, eta: 20:18:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9681, loss_cls: 0.7770, loss: 0.7770 2023-12-23 18:34:01,009 - pyskl - INFO - Epoch [29][2100/2506] lr: 2.279e-02, eta: 20:18:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9650, loss_cls: 0.8324, loss: 0.8324 2023-12-23 18:34:24,415 - pyskl - INFO - Epoch [29][2200/2506] lr: 2.278e-02, eta: 20:18:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9619, loss_cls: 0.8437, loss: 0.8437 2023-12-23 18:34:47,794 - pyskl - INFO - Epoch [29][2300/2506] lr: 2.278e-02, eta: 20:17:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 0.7767, loss: 0.7767 2023-12-23 18:35:11,098 - pyskl - INFO - Epoch [29][2400/2506] lr: 2.277e-02, eta: 20:17:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9719, loss_cls: 0.8646, loss: 0.8646 2023-12-23 18:35:34,492 - pyskl - INFO - Epoch [29][2500/2506] lr: 2.276e-02, eta: 20:16:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 0.8617, loss: 0.8617 2023-12-23 18:35:36,360 - pyskl - INFO - Saving checkpoint at 29 epochs 2023-12-23 18:36:58,746 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 18:36:58,818 - pyskl - INFO - top1_acc 0.6434 top5_acc 0.9139 2023-12-23 18:36:58,823 - pyskl - INFO - Epoch(val) [29][1031] top1_acc: 0.6434, top5_acc: 0.9139 2023-12-23 18:37:41,472 - pyskl - INFO - Epoch [30][100/2506] lr: 2.276e-02, eta: 20:17:30, time: 0.426, data_time: 0.192, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9806, loss_cls: 0.7230, loss: 0.7230 2023-12-23 18:38:04,881 - pyskl - INFO - Epoch [30][200/2506] lr: 2.275e-02, eta: 20:17:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9788, loss_cls: 0.7562, loss: 0.7562 2023-12-23 18:38:28,319 - pyskl - INFO - Epoch [30][300/2506] lr: 2.275e-02, eta: 20:16:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9706, loss_cls: 0.7908, loss: 0.7908 2023-12-23 18:38:51,744 - pyskl - INFO - Epoch [30][400/2506] lr: 2.274e-02, eta: 20:16:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9769, loss_cls: 0.7631, loss: 0.7631 2023-12-23 18:39:15,181 - pyskl - INFO - Epoch [30][500/2506] lr: 2.273e-02, eta: 20:15:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9738, loss_cls: 0.7597, loss: 0.7597 2023-12-23 18:39:38,647 - pyskl - INFO - Epoch [30][600/2506] lr: 2.273e-02, eta: 20:15:15, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9681, loss_cls: 0.8401, loss: 0.8401 2023-12-23 18:40:02,142 - pyskl - INFO - Epoch [30][700/2506] lr: 2.272e-02, eta: 20:14:49, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 0.7936, loss: 0.7936 2023-12-23 18:40:25,590 - pyskl - INFO - Epoch [30][800/2506] lr: 2.272e-02, eta: 20:14:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 0.7338, loss: 0.7338 2023-12-23 18:40:48,976 - pyskl - INFO - Epoch [30][900/2506] lr: 2.271e-02, eta: 20:13:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 0.7962, loss: 0.7962 2023-12-23 18:41:12,473 - pyskl - INFO - Epoch [30][1000/2506] lr: 2.270e-02, eta: 20:13:28, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9613, loss_cls: 0.8134, loss: 0.8134 2023-12-23 18:41:35,920 - pyskl - INFO - Epoch [30][1100/2506] lr: 2.270e-02, eta: 20:13:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9712, loss_cls: 0.7989, loss: 0.7989 2023-12-23 18:41:59,295 - pyskl - INFO - Epoch [30][1200/2506] lr: 2.269e-02, eta: 20:12:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9744, loss_cls: 0.7765, loss: 0.7765 2023-12-23 18:42:22,714 - pyskl - INFO - Epoch [30][1300/2506] lr: 2.269e-02, eta: 20:12:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 0.8346, loss: 0.8346 2023-12-23 18:42:46,187 - pyskl - INFO - Epoch [30][1400/2506] lr: 2.268e-02, eta: 20:11:41, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 0.7985, loss: 0.7985 2023-12-23 18:43:09,613 - pyskl - INFO - Epoch [30][1500/2506] lr: 2.267e-02, eta: 20:11:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 0.8243, loss: 0.8243 2023-12-23 18:43:33,069 - pyskl - INFO - Epoch [30][1600/2506] lr: 2.267e-02, eta: 20:10:48, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9738, loss_cls: 0.7972, loss: 0.7972 2023-12-23 18:43:56,473 - pyskl - INFO - Epoch [30][1700/2506] lr: 2.266e-02, eta: 20:10:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9719, loss_cls: 0.8281, loss: 0.8281 2023-12-23 18:44:19,867 - pyskl - INFO - Epoch [30][1800/2506] lr: 2.266e-02, eta: 20:09:54, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9644, loss_cls: 0.8421, loss: 0.8421 2023-12-23 18:44:43,199 - pyskl - INFO - Epoch [30][1900/2506] lr: 2.265e-02, eta: 20:09:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9738, loss_cls: 0.7857, loss: 0.7857 2023-12-23 18:45:06,666 - pyskl - INFO - Epoch [30][2000/2506] lr: 2.264e-02, eta: 20:09:00, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 0.8096, loss: 0.8096 2023-12-23 18:45:30,076 - pyskl - INFO - Epoch [30][2100/2506] lr: 2.264e-02, eta: 20:08:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 0.8747, loss: 0.8747 2023-12-23 18:45:53,474 - pyskl - INFO - Epoch [30][2200/2506] lr: 2.263e-02, eta: 20:08:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 0.7572, loss: 0.7572 2023-12-23 18:46:16,783 - pyskl - INFO - Epoch [30][2300/2506] lr: 2.263e-02, eta: 20:07:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9681, loss_cls: 0.8811, loss: 0.8811 2023-12-23 18:46:40,129 - pyskl - INFO - Epoch [30][2400/2506] lr: 2.262e-02, eta: 20:07:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 0.7794, loss: 0.7794 2023-12-23 18:47:03,659 - pyskl - INFO - Epoch [30][2500/2506] lr: 2.261e-02, eta: 20:06:46, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9587, loss_cls: 0.8891, loss: 0.8891 2023-12-23 18:47:05,614 - pyskl - INFO - Saving checkpoint at 30 epochs 2023-12-23 18:48:28,491 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 18:48:28,565 - pyskl - INFO - top1_acc 0.7521 top5_acc 0.9528 2023-12-23 18:48:28,569 - pyskl - INFO - Epoch(val) [30][1031] top1_acc: 0.7521, top5_acc: 0.9528 2023-12-23 18:49:11,448 - pyskl - INFO - Epoch [31][100/2506] lr: 2.261e-02, eta: 20:07:30, time: 0.429, data_time: 0.195, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9700, loss_cls: 0.8060, loss: 0.8060 2023-12-23 18:49:34,945 - pyskl - INFO - Epoch [31][200/2506] lr: 2.260e-02, eta: 20:07:04, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9650, loss_cls: 0.8783, loss: 0.8783 2023-12-23 18:49:58,348 - pyskl - INFO - Epoch [31][300/2506] lr: 2.259e-02, eta: 20:06:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 0.7888, loss: 0.7888 2023-12-23 18:50:21,665 - pyskl - INFO - Epoch [31][400/2506] lr: 2.259e-02, eta: 20:06:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9781, loss_cls: 0.6993, loss: 0.6993 2023-12-23 18:50:45,159 - pyskl - INFO - Epoch [31][500/2506] lr: 2.258e-02, eta: 20:05:43, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9744, loss_cls: 0.8159, loss: 0.8159 2023-12-23 18:51:08,678 - pyskl - INFO - Epoch [31][600/2506] lr: 2.258e-02, eta: 20:05:17, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 0.7451, loss: 0.7451 2023-12-23 18:51:32,110 - pyskl - INFO - Epoch [31][700/2506] lr: 2.257e-02, eta: 20:04:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9719, loss_cls: 0.7841, loss: 0.7841 2023-12-23 18:51:55,577 - pyskl - INFO - Epoch [31][800/2506] lr: 2.256e-02, eta: 20:04:23, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9744, loss_cls: 0.7634, loss: 0.7634 2023-12-23 18:52:18,946 - pyskl - INFO - Epoch [31][900/2506] lr: 2.256e-02, eta: 20:03:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9700, loss_cls: 0.8048, loss: 0.8048 2023-12-23 18:52:42,340 - pyskl - INFO - Epoch [31][1000/2506] lr: 2.255e-02, eta: 20:03:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9669, loss_cls: 0.8764, loss: 0.8764 2023-12-23 18:53:05,740 - pyskl - INFO - Epoch [31][1100/2506] lr: 2.254e-02, eta: 20:03:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 0.7881, loss: 0.7881 2023-12-23 18:53:29,204 - pyskl - INFO - Epoch [31][1200/2506] lr: 2.254e-02, eta: 20:02:36, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9625, loss_cls: 0.8601, loss: 0.8601 2023-12-23 18:53:52,548 - pyskl - INFO - Epoch [31][1300/2506] lr: 2.253e-02, eta: 20:02:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9712, loss_cls: 0.7612, loss: 0.7612 2023-12-23 18:54:15,856 - pyskl - INFO - Epoch [31][1400/2506] lr: 2.253e-02, eta: 20:01:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9663, loss_cls: 0.8483, loss: 0.8483 2023-12-23 18:54:39,241 - pyskl - INFO - Epoch [31][1500/2506] lr: 2.252e-02, eta: 20:01:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9675, loss_cls: 0.8507, loss: 0.8507 2023-12-23 18:55:02,717 - pyskl - INFO - Epoch [31][1600/2506] lr: 2.251e-02, eta: 20:00:49, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9681, loss_cls: 0.8295, loss: 0.8295 2023-12-23 18:55:26,094 - pyskl - INFO - Epoch [31][1700/2506] lr: 2.251e-02, eta: 20:00:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9775, loss_cls: 0.7225, loss: 0.7225 2023-12-23 18:55:49,513 - pyskl - INFO - Epoch [31][1800/2506] lr: 2.250e-02, eta: 19:59:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9725, loss_cls: 0.7678, loss: 0.7678 2023-12-23 18:56:12,959 - pyskl - INFO - Epoch [31][1900/2506] lr: 2.249e-02, eta: 19:59:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9700, loss_cls: 0.8198, loss: 0.8198 2023-12-23 18:56:36,382 - pyskl - INFO - Epoch [31][2000/2506] lr: 2.249e-02, eta: 19:59:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9581, loss_cls: 0.9113, loss: 0.9113 2023-12-23 18:56:59,750 - pyskl - INFO - Epoch [31][2100/2506] lr: 2.248e-02, eta: 19:58:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9744, loss_cls: 0.8059, loss: 0.8059 2023-12-23 18:57:23,139 - pyskl - INFO - Epoch [31][2200/2506] lr: 2.248e-02, eta: 19:58:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9719, loss_cls: 0.8307, loss: 0.8307 2023-12-23 18:57:46,595 - pyskl - INFO - Epoch [31][2300/2506] lr: 2.247e-02, eta: 19:57:42, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9700, loss_cls: 0.8463, loss: 0.8463 2023-12-23 18:58:10,164 - pyskl - INFO - Epoch [31][2400/2506] lr: 2.246e-02, eta: 19:57:16, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9819, loss_cls: 0.7667, loss: 0.7667 2023-12-23 18:58:33,591 - pyskl - INFO - Epoch [31][2500/2506] lr: 2.246e-02, eta: 19:56:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9700, loss_cls: 0.8365, loss: 0.8365 2023-12-23 18:58:35,592 - pyskl - INFO - Saving checkpoint at 31 epochs 2023-12-23 18:59:58,314 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 18:59:58,388 - pyskl - INFO - top1_acc 0.7081 top5_acc 0.9390 2023-12-23 18:59:58,392 - pyskl - INFO - Epoch(val) [31][1031] top1_acc: 0.7081, top5_acc: 0.9390 2023-12-23 19:00:41,074 - pyskl - INFO - Epoch [32][100/2506] lr: 2.245e-02, eta: 19:57:29, time: 0.427, data_time: 0.193, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 0.7430, loss: 0.7430 2023-12-23 19:01:04,553 - pyskl - INFO - Epoch [32][200/2506] lr: 2.244e-02, eta: 19:57:03, time: 0.235, data_time: 0.001, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9637, loss_cls: 0.7863, loss: 0.7863 2023-12-23 19:01:28,003 - pyskl - INFO - Epoch [32][300/2506] lr: 2.244e-02, eta: 19:56:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9756, loss_cls: 0.7881, loss: 0.7881 2023-12-23 19:01:51,595 - pyskl - INFO - Epoch [32][400/2506] lr: 2.243e-02, eta: 19:56:10, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9712, loss_cls: 0.7783, loss: 0.7783 2023-12-23 19:02:15,029 - pyskl - INFO - Epoch [32][500/2506] lr: 2.243e-02, eta: 19:55:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 0.7706, loss: 0.7706 2023-12-23 19:02:38,376 - pyskl - INFO - Epoch [32][600/2506] lr: 2.242e-02, eta: 19:55:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 0.8304, loss: 0.8304 2023-12-23 19:03:01,837 - pyskl - INFO - Epoch [32][700/2506] lr: 2.241e-02, eta: 19:54:50, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9794, loss_cls: 0.7752, loss: 0.7752 2023-12-23 19:03:25,342 - pyskl - INFO - Epoch [32][800/2506] lr: 2.241e-02, eta: 19:54:24, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 0.8852, loss: 0.8852 2023-12-23 19:03:48,841 - pyskl - INFO - Epoch [32][900/2506] lr: 2.240e-02, eta: 19:53:57, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 0.7634, loss: 0.7634 2023-12-23 19:04:12,250 - pyskl - INFO - Epoch [32][1000/2506] lr: 2.239e-02, eta: 19:53:31, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9712, loss_cls: 0.7890, loss: 0.7890 2023-12-23 19:04:35,681 - pyskl - INFO - Epoch [32][1100/2506] lr: 2.239e-02, eta: 19:53:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9712, loss_cls: 0.8196, loss: 0.8196 2023-12-23 19:04:59,071 - pyskl - INFO - Epoch [32][1200/2506] lr: 2.238e-02, eta: 19:52:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9769, loss_cls: 0.7320, loss: 0.7320 2023-12-23 19:05:22,437 - pyskl - INFO - Epoch [32][1300/2506] lr: 2.237e-02, eta: 19:52:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9650, loss_cls: 0.8483, loss: 0.8483 2023-12-23 19:05:45,898 - pyskl - INFO - Epoch [32][1400/2506] lr: 2.237e-02, eta: 19:51:44, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 0.8177, loss: 0.8177 2023-12-23 19:06:09,290 - pyskl - INFO - Epoch [32][1500/2506] lr: 2.236e-02, eta: 19:51:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 0.8051, loss: 0.8051 2023-12-23 19:06:32,686 - pyskl - INFO - Epoch [32][1600/2506] lr: 2.235e-02, eta: 19:50:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 0.7940, loss: 0.7940 2023-12-23 19:06:56,062 - pyskl - INFO - Epoch [32][1700/2506] lr: 2.235e-02, eta: 19:50:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9694, loss_cls: 0.8062, loss: 0.8062 2023-12-23 19:07:19,428 - pyskl - INFO - Epoch [32][1800/2506] lr: 2.234e-02, eta: 19:49:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9694, loss_cls: 0.8079, loss: 0.8079 2023-12-23 19:07:42,822 - pyskl - INFO - Epoch [32][1900/2506] lr: 2.234e-02, eta: 19:49:31, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9656, loss_cls: 0.8407, loss: 0.8407 2023-12-23 19:08:06,219 - pyskl - INFO - Epoch [32][2000/2506] lr: 2.233e-02, eta: 19:49:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 0.7531, loss: 0.7531 2023-12-23 19:08:29,571 - pyskl - INFO - Epoch [32][2100/2506] lr: 2.232e-02, eta: 19:48:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9712, loss_cls: 0.7887, loss: 0.7887 2023-12-23 19:08:52,867 - pyskl - INFO - Epoch [32][2200/2506] lr: 2.232e-02, eta: 19:48:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 0.7666, loss: 0.7666 2023-12-23 19:09:16,287 - pyskl - INFO - Epoch [32][2300/2506] lr: 2.231e-02, eta: 19:47:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 0.7775, loss: 0.7775 2023-12-23 19:09:39,681 - pyskl - INFO - Epoch [32][2400/2506] lr: 2.230e-02, eta: 19:47:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9756, loss_cls: 0.7990, loss: 0.7990 2023-12-23 19:10:03,010 - pyskl - INFO - Epoch [32][2500/2506] lr: 2.230e-02, eta: 19:46:50, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9675, loss_cls: 0.8435, loss: 0.8435 2023-12-23 19:10:04,928 - pyskl - INFO - Saving checkpoint at 32 epochs 2023-12-23 19:11:27,942 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 19:11:28,013 - pyskl - INFO - top1_acc 0.7456 top5_acc 0.9539 2023-12-23 19:11:28,016 - pyskl - INFO - Epoch(val) [32][1031] top1_acc: 0.7456, top5_acc: 0.9539 2023-12-23 19:12:11,149 - pyskl - INFO - Epoch [33][100/2506] lr: 2.229e-02, eta: 19:47:29, time: 0.431, data_time: 0.197, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9788, loss_cls: 0.7018, loss: 0.7018 2023-12-23 19:12:34,606 - pyskl - INFO - Epoch [33][200/2506] lr: 2.228e-02, eta: 19:47:03, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 0.7460, loss: 0.7460 2023-12-23 19:12:58,012 - pyskl - INFO - Epoch [33][300/2506] lr: 2.228e-02, eta: 19:46:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9769, loss_cls: 0.8102, loss: 0.8102 2023-12-23 19:13:21,351 - pyskl - INFO - Epoch [33][400/2506] lr: 2.227e-02, eta: 19:46:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9681, loss_cls: 0.8004, loss: 0.8004 2023-12-23 19:13:44,797 - pyskl - INFO - Epoch [33][500/2506] lr: 2.226e-02, eta: 19:45:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9700, loss_cls: 0.7799, loss: 0.7799 2023-12-23 19:14:08,102 - pyskl - INFO - Epoch [33][600/2506] lr: 2.226e-02, eta: 19:45:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9738, loss_cls: 0.8087, loss: 0.8087 2023-12-23 19:14:31,447 - pyskl - INFO - Epoch [33][700/2506] lr: 2.225e-02, eta: 19:44:49, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9738, loss_cls: 0.7761, loss: 0.7761 2023-12-23 19:14:54,975 - pyskl - INFO - Epoch [33][800/2506] lr: 2.224e-02, eta: 19:44:23, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9831, loss_cls: 0.7493, loss: 0.7493 2023-12-23 19:15:18,471 - pyskl - INFO - Epoch [33][900/2506] lr: 2.224e-02, eta: 19:43:57, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 0.8506, loss: 0.8506 2023-12-23 19:15:41,884 - pyskl - INFO - Epoch [33][1000/2506] lr: 2.223e-02, eta: 19:43:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9700, loss_cls: 0.7963, loss: 0.7963 2023-12-23 19:16:05,354 - pyskl - INFO - Epoch [33][1100/2506] lr: 2.222e-02, eta: 19:43:04, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 0.8406, loss: 0.8406 2023-12-23 19:16:28,798 - pyskl - INFO - Epoch [33][1200/2506] lr: 2.222e-02, eta: 19:42:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9725, loss_cls: 0.7615, loss: 0.7615 2023-12-23 19:16:52,290 - pyskl - INFO - Epoch [33][1300/2506] lr: 2.221e-02, eta: 19:42:11, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9650, loss_cls: 0.8220, loss: 0.8220 2023-12-23 19:17:15,722 - pyskl - INFO - Epoch [33][1400/2506] lr: 2.220e-02, eta: 19:41:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 0.7321, loss: 0.7321 2023-12-23 19:17:39,035 - pyskl - INFO - Epoch [33][1500/2506] lr: 2.220e-02, eta: 19:41:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9631, loss_cls: 0.8222, loss: 0.8222 2023-12-23 19:18:02,376 - pyskl - INFO - Epoch [33][1600/2506] lr: 2.219e-02, eta: 19:40:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 0.7750, loss: 0.7750 2023-12-23 19:18:25,868 - pyskl - INFO - Epoch [33][1700/2506] lr: 2.218e-02, eta: 19:40:24, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 0.7776, loss: 0.7776 2023-12-23 19:18:49,191 - pyskl - INFO - Epoch [33][1800/2506] lr: 2.218e-02, eta: 19:39:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9637, loss_cls: 0.8819, loss: 0.8819 2023-12-23 19:19:12,462 - pyskl - INFO - Epoch [33][1900/2506] lr: 2.217e-02, eta: 19:39:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9700, loss_cls: 0.7904, loss: 0.7904 2023-12-23 19:19:35,906 - pyskl - INFO - Epoch [33][2000/2506] lr: 2.217e-02, eta: 19:39:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 0.8144, loss: 0.8144 2023-12-23 19:19:59,255 - pyskl - INFO - Epoch [33][2100/2506] lr: 2.216e-02, eta: 19:38:37, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9706, loss_cls: 0.8025, loss: 0.8025 2023-12-23 19:20:22,633 - pyskl - INFO - Epoch [33][2200/2506] lr: 2.215e-02, eta: 19:38:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9800, loss_cls: 0.7522, loss: 0.7522 2023-12-23 19:20:46,032 - pyskl - INFO - Epoch [33][2300/2506] lr: 2.215e-02, eta: 19:37:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 0.7905, loss: 0.7905 2023-12-23 19:21:09,411 - pyskl - INFO - Epoch [33][2400/2506] lr: 2.214e-02, eta: 19:37:18, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9688, loss_cls: 0.8126, loss: 0.8126 2023-12-23 19:21:32,841 - pyskl - INFO - Epoch [33][2500/2506] lr: 2.213e-02, eta: 19:36:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 0.8532, loss: 0.8532 2023-12-23 19:21:34,760 - pyskl - INFO - Saving checkpoint at 33 epochs 2023-12-23 19:22:57,270 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 19:22:57,345 - pyskl - INFO - top1_acc 0.7005 top5_acc 0.9418 2023-12-23 19:22:57,349 - pyskl - INFO - Epoch(val) [33][1031] top1_acc: 0.7005, top5_acc: 0.9418 2023-12-23 19:23:40,240 - pyskl - INFO - Epoch [34][100/2506] lr: 2.212e-02, eta: 19:37:27, time: 0.429, data_time: 0.195, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9744, loss_cls: 0.7510, loss: 0.7510 2023-12-23 19:24:03,649 - pyskl - INFO - Epoch [34][200/2506] lr: 2.212e-02, eta: 19:37:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9719, loss_cls: 0.7934, loss: 0.7934 2023-12-23 19:24:27,005 - pyskl - INFO - Epoch [34][300/2506] lr: 2.211e-02, eta: 19:36:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9725, loss_cls: 0.7679, loss: 0.7679 2023-12-23 19:24:50,437 - pyskl - INFO - Epoch [34][400/2506] lr: 2.210e-02, eta: 19:36:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 0.7947, loss: 0.7947 2023-12-23 19:25:13,844 - pyskl - INFO - Epoch [34][500/2506] lr: 2.210e-02, eta: 19:35:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9750, loss_cls: 0.7498, loss: 0.7498 2023-12-23 19:25:37,359 - pyskl - INFO - Epoch [34][600/2506] lr: 2.209e-02, eta: 19:35:15, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9663, loss_cls: 0.8128, loss: 0.8128 2023-12-23 19:26:00,644 - pyskl - INFO - Epoch [34][700/2506] lr: 2.208e-02, eta: 19:34:48, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9731, loss_cls: 0.7779, loss: 0.7779 2023-12-23 19:26:23,956 - pyskl - INFO - Epoch [34][800/2506] lr: 2.208e-02, eta: 19:34:21, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 0.7505, loss: 0.7505 2023-12-23 19:26:47,294 - pyskl - INFO - Epoch [34][900/2506] lr: 2.207e-02, eta: 19:33:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9675, loss_cls: 0.8381, loss: 0.8381 2023-12-23 19:27:10,600 - pyskl - INFO - Epoch [34][1000/2506] lr: 2.206e-02, eta: 19:33:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 0.7590, loss: 0.7590 2023-12-23 19:27:34,032 - pyskl - INFO - Epoch [34][1100/2506] lr: 2.206e-02, eta: 19:33:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9650, loss_cls: 0.7835, loss: 0.7835 2023-12-23 19:27:57,455 - pyskl - INFO - Epoch [34][1200/2506] lr: 2.205e-02, eta: 19:32:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9712, loss_cls: 0.8076, loss: 0.8076 2023-12-23 19:28:20,829 - pyskl - INFO - Epoch [34][1300/2506] lr: 2.204e-02, eta: 19:32:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9681, loss_cls: 0.8012, loss: 0.8012 2023-12-23 19:28:44,194 - pyskl - INFO - Epoch [34][1400/2506] lr: 2.204e-02, eta: 19:31:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9637, loss_cls: 0.7817, loss: 0.7817 2023-12-23 19:29:07,559 - pyskl - INFO - Epoch [34][1500/2506] lr: 2.203e-02, eta: 19:31:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9688, loss_cls: 0.8178, loss: 0.8178 2023-12-23 19:29:30,954 - pyskl - INFO - Epoch [34][1600/2506] lr: 2.202e-02, eta: 19:30:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9731, loss_cls: 0.7037, loss: 0.7037 2023-12-23 19:29:54,417 - pyskl - INFO - Epoch [34][1700/2506] lr: 2.202e-02, eta: 19:30:22, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 0.7529, loss: 0.7529 2023-12-23 19:30:17,894 - pyskl - INFO - Epoch [34][1800/2506] lr: 2.201e-02, eta: 19:29:56, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9675, loss_cls: 0.8259, loss: 0.8259 2023-12-23 19:30:41,311 - pyskl - INFO - Epoch [34][1900/2506] lr: 2.200e-02, eta: 19:29:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9769, loss_cls: 0.8192, loss: 0.8192 2023-12-23 19:31:04,691 - pyskl - INFO - Epoch [34][2000/2506] lr: 2.200e-02, eta: 19:29:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9669, loss_cls: 0.8074, loss: 0.8074 2023-12-23 19:31:28,138 - pyskl - INFO - Epoch [34][2100/2506] lr: 2.199e-02, eta: 19:28:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 0.7564, loss: 0.7564 2023-12-23 19:31:51,491 - pyskl - INFO - Epoch [34][2200/2506] lr: 2.198e-02, eta: 19:28:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9650, loss_cls: 0.8066, loss: 0.8066 2023-12-23 19:32:14,757 - pyskl - INFO - Epoch [34][2300/2506] lr: 2.198e-02, eta: 19:27:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9719, loss_cls: 0.8104, loss: 0.8104 2023-12-23 19:32:38,103 - pyskl - INFO - Epoch [34][2400/2506] lr: 2.197e-02, eta: 19:27:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9712, loss_cls: 0.7951, loss: 0.7951 2023-12-23 19:33:01,434 - pyskl - INFO - Epoch [34][2500/2506] lr: 2.196e-02, eta: 19:26:50, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9675, loss_cls: 0.7918, loss: 0.7918 2023-12-23 19:33:03,417 - pyskl - INFO - Saving checkpoint at 34 epochs 2023-12-23 19:34:26,054 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 19:34:26,127 - pyskl - INFO - top1_acc 0.7656 top5_acc 0.9569 2023-12-23 19:34:26,131 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/km/best_top1_acc_epoch_15.pth was removed 2023-12-23 19:34:26,272 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_34.pth. 2023-12-23 19:34:26,273 - pyskl - INFO - Best top1_acc is 0.7656 at 34 epoch. 2023-12-23 19:34:26,277 - pyskl - INFO - Epoch(val) [34][1031] top1_acc: 0.7656, top5_acc: 0.9569 2023-12-23 19:35:08,964 - pyskl - INFO - Epoch [35][100/2506] lr: 2.196e-02, eta: 19:27:23, time: 0.427, data_time: 0.193, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 0.7324, loss: 0.7324 2023-12-23 19:35:32,370 - pyskl - INFO - Epoch [35][200/2506] lr: 2.195e-02, eta: 19:26:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9806, loss_cls: 0.7028, loss: 0.7028 2023-12-23 19:35:55,691 - pyskl - INFO - Epoch [35][300/2506] lr: 2.194e-02, eta: 19:26:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9669, loss_cls: 0.7671, loss: 0.7671 2023-12-23 19:36:18,902 - pyskl - INFO - Epoch [35][400/2506] lr: 2.194e-02, eta: 19:26:02, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9775, loss_cls: 0.7511, loss: 0.7511 2023-12-23 19:36:42,107 - pyskl - INFO - Epoch [35][500/2506] lr: 2.193e-02, eta: 19:25:35, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9744, loss_cls: 0.7434, loss: 0.7434 2023-12-23 19:37:05,400 - pyskl - INFO - Epoch [35][600/2506] lr: 2.192e-02, eta: 19:25:08, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 0.7578, loss: 0.7578 2023-12-23 19:37:28,715 - pyskl - INFO - Epoch [35][700/2506] lr: 2.191e-02, eta: 19:24:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9806, loss_cls: 0.7204, loss: 0.7204 2023-12-23 19:37:52,030 - pyskl - INFO - Epoch [35][800/2506] lr: 2.191e-02, eta: 19:24:15, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9806, loss_cls: 0.6882, loss: 0.6882 2023-12-23 19:38:15,253 - pyskl - INFO - Epoch [35][900/2506] lr: 2.190e-02, eta: 19:23:48, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 0.8014, loss: 0.8014 2023-12-23 19:38:38,495 - pyskl - INFO - Epoch [35][1000/2506] lr: 2.189e-02, eta: 19:23:21, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9744, loss_cls: 0.8213, loss: 0.8213 2023-12-23 19:39:01,729 - pyskl - INFO - Epoch [35][1100/2506] lr: 2.189e-02, eta: 19:22:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 0.7861, loss: 0.7861 2023-12-23 19:39:24,973 - pyskl - INFO - Epoch [35][1200/2506] lr: 2.188e-02, eta: 19:22:27, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 0.7999, loss: 0.7999 2023-12-23 19:39:48,275 - pyskl - INFO - Epoch [35][1300/2506] lr: 2.187e-02, eta: 19:22:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9750, loss_cls: 0.7619, loss: 0.7619 2023-12-23 19:40:11,556 - pyskl - INFO - Epoch [35][1400/2506] lr: 2.187e-02, eta: 19:21:33, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9650, loss_cls: 0.7912, loss: 0.7912 2023-12-23 19:40:34,865 - pyskl - INFO - Epoch [35][1500/2506] lr: 2.186e-02, eta: 19:21:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9656, loss_cls: 0.7738, loss: 0.7738 2023-12-23 19:40:58,207 - pyskl - INFO - Epoch [35][1600/2506] lr: 2.185e-02, eta: 19:20:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9788, loss_cls: 0.7815, loss: 0.7815 2023-12-23 19:41:21,432 - pyskl - INFO - Epoch [35][1700/2506] lr: 2.185e-02, eta: 19:20:13, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9637, loss_cls: 0.8435, loss: 0.8435 2023-12-23 19:41:44,795 - pyskl - INFO - Epoch [35][1800/2506] lr: 2.184e-02, eta: 19:19:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 0.7805, loss: 0.7805 2023-12-23 19:42:08,056 - pyskl - INFO - Epoch [35][1900/2506] lr: 2.183e-02, eta: 19:19:20, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9619, loss_cls: 0.7715, loss: 0.7715 2023-12-23 19:42:31,442 - pyskl - INFO - Epoch [35][2000/2506] lr: 2.182e-02, eta: 19:18:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9700, loss_cls: 0.7994, loss: 0.7994 2023-12-23 19:42:54,820 - pyskl - INFO - Epoch [35][2100/2506] lr: 2.182e-02, eta: 19:18:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9688, loss_cls: 0.8350, loss: 0.8350 2023-12-23 19:43:18,074 - pyskl - INFO - Epoch [35][2200/2506] lr: 2.181e-02, eta: 19:18:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9637, loss_cls: 0.8697, loss: 0.8697 2023-12-23 19:43:41,344 - pyskl - INFO - Epoch [35][2300/2506] lr: 2.180e-02, eta: 19:17:33, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 0.7610, loss: 0.7610 2023-12-23 19:44:04,628 - pyskl - INFO - Epoch [35][2400/2506] lr: 2.180e-02, eta: 19:17:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 0.8374, loss: 0.8374 2023-12-23 19:44:27,837 - pyskl - INFO - Epoch [35][2500/2506] lr: 2.179e-02, eta: 19:16:40, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9719, loss_cls: 0.7910, loss: 0.7910 2023-12-23 19:44:29,733 - pyskl - INFO - Saving checkpoint at 35 epochs 2023-12-23 19:45:52,589 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 19:45:52,662 - pyskl - INFO - top1_acc 0.7641 top5_acc 0.9554 2023-12-23 19:45:52,666 - pyskl - INFO - Epoch(val) [35][1031] top1_acc: 0.7641, top5_acc: 0.9554 2023-12-23 19:46:35,129 - pyskl - INFO - Epoch [36][100/2506] lr: 2.178e-02, eta: 19:17:10, time: 0.425, data_time: 0.191, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9712, loss_cls: 0.8100, loss: 0.8100 2023-12-23 19:46:58,535 - pyskl - INFO - Epoch [36][200/2506] lr: 2.178e-02, eta: 19:16:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9656, loss_cls: 0.7911, loss: 0.7911 2023-12-23 19:47:22,024 - pyskl - INFO - Epoch [36][300/2506] lr: 2.177e-02, eta: 19:16:17, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 0.7637, loss: 0.7637 2023-12-23 19:47:45,401 - pyskl - INFO - Epoch [36][400/2506] lr: 2.176e-02, eta: 19:15:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9800, loss_cls: 0.6822, loss: 0.6822 2023-12-23 19:48:08,786 - pyskl - INFO - Epoch [36][500/2506] lr: 2.175e-02, eta: 19:15:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9675, loss_cls: 0.8051, loss: 0.8051 2023-12-23 19:48:32,247 - pyskl - INFO - Epoch [36][600/2506] lr: 2.175e-02, eta: 19:14:58, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 0.8064, loss: 0.8064 2023-12-23 19:48:55,666 - pyskl - INFO - Epoch [36][700/2506] lr: 2.174e-02, eta: 19:14:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9762, loss_cls: 0.7292, loss: 0.7292 2023-12-23 19:49:19,175 - pyskl - INFO - Epoch [36][800/2506] lr: 2.173e-02, eta: 19:14:06, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9688, loss_cls: 0.7659, loss: 0.7659 2023-12-23 19:49:42,609 - pyskl - INFO - Epoch [36][900/2506] lr: 2.173e-02, eta: 19:13:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9675, loss_cls: 0.8766, loss: 0.8766 2023-12-23 19:50:06,048 - pyskl - INFO - Epoch [36][1000/2506] lr: 2.172e-02, eta: 19:13:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9706, loss_cls: 0.8705, loss: 0.8705 2023-12-23 19:50:29,400 - pyskl - INFO - Epoch [36][1100/2506] lr: 2.171e-02, eta: 19:12:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9738, loss_cls: 0.8247, loss: 0.8247 2023-12-23 19:50:52,692 - pyskl - INFO - Epoch [36][1200/2506] lr: 2.171e-02, eta: 19:12:20, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9725, loss_cls: 0.7874, loss: 0.7874 2023-12-23 19:51:16,037 - pyskl - INFO - Epoch [36][1300/2506] lr: 2.170e-02, eta: 19:11:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9644, loss_cls: 0.8340, loss: 0.8340 2023-12-23 19:51:39,395 - pyskl - INFO - Epoch [36][1400/2506] lr: 2.169e-02, eta: 19:11:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9656, loss_cls: 0.8478, loss: 0.8478 2023-12-23 19:52:02,793 - pyskl - INFO - Epoch [36][1500/2506] lr: 2.168e-02, eta: 19:11:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9775, loss_cls: 0.7340, loss: 0.7340 2023-12-23 19:52:26,175 - pyskl - INFO - Epoch [36][1600/2506] lr: 2.168e-02, eta: 19:10:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 0.8031, loss: 0.8031 2023-12-23 19:52:49,512 - pyskl - INFO - Epoch [36][1700/2506] lr: 2.167e-02, eta: 19:10:08, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 0.7692, loss: 0.7692 2023-12-23 19:53:12,879 - pyskl - INFO - Epoch [36][1800/2506] lr: 2.166e-02, eta: 19:09:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9656, loss_cls: 0.7745, loss: 0.7745 2023-12-23 19:53:36,373 - pyskl - INFO - Epoch [36][1900/2506] lr: 2.166e-02, eta: 19:09:16, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9738, loss_cls: 0.7527, loss: 0.7527 2023-12-23 19:53:59,815 - pyskl - INFO - Epoch [36][2000/2506] lr: 2.165e-02, eta: 19:08:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 0.7397, loss: 0.7397 2023-12-23 19:54:23,267 - pyskl - INFO - Epoch [36][2100/2506] lr: 2.164e-02, eta: 19:08:24, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9625, loss_cls: 0.8356, loss: 0.8356 2023-12-23 19:54:46,705 - pyskl - INFO - Epoch [36][2200/2506] lr: 2.163e-02, eta: 19:07:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9700, loss_cls: 0.7746, loss: 0.7746 2023-12-23 19:55:10,082 - pyskl - INFO - Epoch [36][2300/2506] lr: 2.163e-02, eta: 19:07:31, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9569, loss_cls: 0.9037, loss: 0.9037 2023-12-23 19:55:33,535 - pyskl - INFO - Epoch [36][2400/2506] lr: 2.162e-02, eta: 19:07:05, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9775, loss_cls: 0.7374, loss: 0.7374 2023-12-23 19:55:56,958 - pyskl - INFO - Epoch [36][2500/2506] lr: 2.161e-02, eta: 19:06:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 0.7860, loss: 0.7860 2023-12-23 19:55:58,842 - pyskl - INFO - Saving checkpoint at 36 epochs 2023-12-23 19:57:21,450 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 19:57:21,520 - pyskl - INFO - top1_acc 0.7247 top5_acc 0.9497 2023-12-23 19:57:21,524 - pyskl - INFO - Epoch(val) [36][1031] top1_acc: 0.7247, top5_acc: 0.9497 2023-12-23 19:58:04,108 - pyskl - INFO - Epoch [37][100/2506] lr: 2.161e-02, eta: 19:07:07, time: 0.426, data_time: 0.191, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9756, loss_cls: 0.7598, loss: 0.7598 2023-12-23 19:58:27,491 - pyskl - INFO - Epoch [37][200/2506] lr: 2.160e-02, eta: 19:06:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9669, loss_cls: 0.7750, loss: 0.7750 2023-12-23 19:58:50,906 - pyskl - INFO - Epoch [37][300/2506] lr: 2.159e-02, eta: 19:06:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 0.7376, loss: 0.7376 2023-12-23 19:59:14,473 - pyskl - INFO - Epoch [37][400/2506] lr: 2.158e-02, eta: 19:05:49, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 0.7149, loss: 0.7149 2023-12-23 19:59:37,915 - pyskl - INFO - Epoch [37][500/2506] lr: 2.158e-02, eta: 19:05:23, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9700, loss_cls: 0.8083, loss: 0.8083 2023-12-23 20:00:01,467 - pyskl - INFO - Epoch [37][600/2506] lr: 2.157e-02, eta: 19:04:57, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9756, loss_cls: 0.7333, loss: 0.7333 2023-12-23 20:00:24,956 - pyskl - INFO - Epoch [37][700/2506] lr: 2.156e-02, eta: 19:04:31, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 0.7495, loss: 0.7495 2023-12-23 20:00:48,527 - pyskl - INFO - Epoch [37][800/2506] lr: 2.155e-02, eta: 19:04:05, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9637, loss_cls: 0.7862, loss: 0.7862 2023-12-23 20:01:11,991 - pyskl - INFO - Epoch [37][900/2506] lr: 2.155e-02, eta: 19:03:39, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9756, loss_cls: 0.7204, loss: 0.7204 2023-12-23 20:01:35,560 - pyskl - INFO - Epoch [37][1000/2506] lr: 2.154e-02, eta: 19:03:13, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 0.7864, loss: 0.7864 2023-12-23 20:01:58,989 - pyskl - INFO - Epoch [37][1100/2506] lr: 2.153e-02, eta: 19:02:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9738, loss_cls: 0.7702, loss: 0.7702 2023-12-23 20:02:22,578 - pyskl - INFO - Epoch [37][1200/2506] lr: 2.153e-02, eta: 19:02:21, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9669, loss_cls: 0.7425, loss: 0.7425 2023-12-23 20:02:45,957 - pyskl - INFO - Epoch [37][1300/2506] lr: 2.152e-02, eta: 19:01:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 0.7919, loss: 0.7919 2023-12-23 20:03:09,401 - pyskl - INFO - Epoch [37][1400/2506] lr: 2.151e-02, eta: 19:01:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9644, loss_cls: 0.8241, loss: 0.8241 2023-12-23 20:03:32,898 - pyskl - INFO - Epoch [37][1500/2506] lr: 2.150e-02, eta: 19:01:03, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9738, loss_cls: 0.7427, loss: 0.7427 2023-12-23 20:03:56,341 - pyskl - INFO - Epoch [37][1600/2506] lr: 2.150e-02, eta: 19:00:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9725, loss_cls: 0.7975, loss: 0.7975 2023-12-23 20:04:19,869 - pyskl - INFO - Epoch [37][1700/2506] lr: 2.149e-02, eta: 19:00:11, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9750, loss_cls: 0.7535, loss: 0.7535 2023-12-23 20:04:43,377 - pyskl - INFO - Epoch [37][1800/2506] lr: 2.148e-02, eta: 18:59:45, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 0.7384, loss: 0.7384 2023-12-23 20:05:06,861 - pyskl - INFO - Epoch [37][1900/2506] lr: 2.148e-02, eta: 18:59:19, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 0.7982, loss: 0.7982 2023-12-23 20:05:30,311 - pyskl - INFO - Epoch [37][2000/2506] lr: 2.147e-02, eta: 18:58:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 0.7869, loss: 0.7869 2023-12-23 20:05:53,764 - pyskl - INFO - Epoch [37][2100/2506] lr: 2.146e-02, eta: 18:58:27, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9625, loss_cls: 0.8227, loss: 0.8227 2023-12-23 20:06:17,287 - pyskl - INFO - Epoch [37][2200/2506] lr: 2.145e-02, eta: 18:58:01, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9669, loss_cls: 0.7845, loss: 0.7845 2023-12-23 20:06:40,728 - pyskl - INFO - Epoch [37][2300/2506] lr: 2.145e-02, eta: 18:57:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9681, loss_cls: 0.7982, loss: 0.7982 2023-12-23 20:07:04,123 - pyskl - INFO - Epoch [37][2400/2506] lr: 2.144e-02, eta: 18:57:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9694, loss_cls: 0.8086, loss: 0.8086 2023-12-23 20:07:27,525 - pyskl - INFO - Epoch [37][2500/2506] lr: 2.143e-02, eta: 18:56:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9825, loss_cls: 0.7453, loss: 0.7453 2023-12-23 20:07:29,426 - pyskl - INFO - Saving checkpoint at 37 epochs 2023-12-23 20:08:51,961 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 20:08:52,032 - pyskl - INFO - top1_acc 0.7417 top5_acc 0.9481 2023-12-23 20:08:52,036 - pyskl - INFO - Epoch(val) [37][1031] top1_acc: 0.7417, top5_acc: 0.9481 2023-12-23 20:09:34,007 - pyskl - INFO - Epoch [38][100/2506] lr: 2.142e-02, eta: 18:57:07, time: 0.420, data_time: 0.187, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 0.6795, loss: 0.6795 2023-12-23 20:09:57,315 - pyskl - INFO - Epoch [38][200/2506] lr: 2.142e-02, eta: 18:56:41, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 0.7700, loss: 0.7700 2023-12-23 20:10:20,611 - pyskl - INFO - Epoch [38][300/2506] lr: 2.141e-02, eta: 18:56:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 0.7226, loss: 0.7226 2023-12-23 20:10:43,883 - pyskl - INFO - Epoch [38][400/2506] lr: 2.140e-02, eta: 18:55:48, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9750, loss_cls: 0.8230, loss: 0.8230 2023-12-23 20:11:07,274 - pyskl - INFO - Epoch [38][500/2506] lr: 2.139e-02, eta: 18:55:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9619, loss_cls: 0.8086, loss: 0.8086 2023-12-23 20:11:30,593 - pyskl - INFO - Epoch [38][600/2506] lr: 2.139e-02, eta: 18:54:55, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9706, loss_cls: 0.7585, loss: 0.7585 2023-12-23 20:11:53,896 - pyskl - INFO - Epoch [38][700/2506] lr: 2.138e-02, eta: 18:54:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 0.7472, loss: 0.7472 2023-12-23 20:12:17,165 - pyskl - INFO - Epoch [38][800/2506] lr: 2.137e-02, eta: 18:54:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 0.7241, loss: 0.7241 2023-12-23 20:12:40,467 - pyskl - INFO - Epoch [38][900/2506] lr: 2.136e-02, eta: 18:53:35, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9819, loss_cls: 0.7082, loss: 0.7082 2023-12-23 20:13:03,708 - pyskl - INFO - Epoch [38][1000/2506] lr: 2.136e-02, eta: 18:53:09, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 0.7606, loss: 0.7606 2023-12-23 20:13:27,055 - pyskl - INFO - Epoch [38][1100/2506] lr: 2.135e-02, eta: 18:52:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9675, loss_cls: 0.8022, loss: 0.8022 2023-12-23 20:13:50,423 - pyskl - INFO - Epoch [38][1200/2506] lr: 2.134e-02, eta: 18:52:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9663, loss_cls: 0.7243, loss: 0.7243 2023-12-23 20:14:13,701 - pyskl - INFO - Epoch [38][1300/2506] lr: 2.134e-02, eta: 18:51:50, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9762, loss_cls: 0.7806, loss: 0.7806 2023-12-23 20:14:36,916 - pyskl - INFO - Epoch [38][1400/2506] lr: 2.133e-02, eta: 18:51:23, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 0.7554, loss: 0.7554 2023-12-23 20:15:00,162 - pyskl - INFO - Epoch [38][1500/2506] lr: 2.132e-02, eta: 18:50:56, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9694, loss_cls: 0.8181, loss: 0.8181 2023-12-23 20:15:23,500 - pyskl - INFO - Epoch [38][1600/2506] lr: 2.131e-02, eta: 18:50:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9750, loss_cls: 0.7342, loss: 0.7342 2023-12-23 20:15:46,860 - pyskl - INFO - Epoch [38][1700/2506] lr: 2.131e-02, eta: 18:50:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 0.7087, loss: 0.7087 2023-12-23 20:16:10,174 - pyskl - INFO - Epoch [38][1800/2506] lr: 2.130e-02, eta: 18:49:37, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9700, loss_cls: 0.8433, loss: 0.8433 2023-12-23 20:16:33,512 - pyskl - INFO - Epoch [38][1900/2506] lr: 2.129e-02, eta: 18:49:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 0.7537, loss: 0.7537 2023-12-23 20:16:56,801 - pyskl - INFO - Epoch [38][2000/2506] lr: 2.128e-02, eta: 18:48:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9606, loss_cls: 0.7905, loss: 0.7905 2023-12-23 20:17:20,070 - pyskl - INFO - Epoch [38][2100/2506] lr: 2.128e-02, eta: 18:48:18, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 0.8026, loss: 0.8026 2023-12-23 20:17:43,273 - pyskl - INFO - Epoch [38][2200/2506] lr: 2.127e-02, eta: 18:47:51, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9706, loss_cls: 0.8334, loss: 0.8334 2023-12-23 20:18:06,524 - pyskl - INFO - Epoch [38][2300/2506] lr: 2.126e-02, eta: 18:47:25, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9756, loss_cls: 0.7494, loss: 0.7494 2023-12-23 20:18:29,803 - pyskl - INFO - Epoch [38][2400/2506] lr: 2.125e-02, eta: 18:46:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9700, loss_cls: 0.7861, loss: 0.7861 2023-12-23 20:18:53,136 - pyskl - INFO - Epoch [38][2500/2506] lr: 2.125e-02, eta: 18:46:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9775, loss_cls: 0.7012, loss: 0.7012 2023-12-23 20:18:55,064 - pyskl - INFO - Saving checkpoint at 38 epochs 2023-12-23 20:20:17,934 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 20:20:18,005 - pyskl - INFO - top1_acc 0.7650 top5_acc 0.9577 2023-12-23 20:20:18,008 - pyskl - INFO - Epoch(val) [38][1031] top1_acc: 0.7650, top5_acc: 0.9577 2023-12-23 20:21:01,111 - pyskl - INFO - Epoch [39][100/2506] lr: 2.124e-02, eta: 18:46:58, time: 0.431, data_time: 0.198, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9769, loss_cls: 0.7220, loss: 0.7220 2023-12-23 20:21:24,387 - pyskl - INFO - Epoch [39][200/2506] lr: 2.123e-02, eta: 18:46:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9775, loss_cls: 0.6902, loss: 0.6902 2023-12-23 20:21:47,856 - pyskl - INFO - Epoch [39][300/2506] lr: 2.122e-02, eta: 18:46:06, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9788, loss_cls: 0.6997, loss: 0.6997 2023-12-23 20:22:11,248 - pyskl - INFO - Epoch [39][400/2506] lr: 2.122e-02, eta: 18:45:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9794, loss_cls: 0.7251, loss: 0.7251 2023-12-23 20:22:34,562 - pyskl - INFO - Epoch [39][500/2506] lr: 2.121e-02, eta: 18:45:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9681, loss_cls: 0.7569, loss: 0.7569 2023-12-23 20:22:57,972 - pyskl - INFO - Epoch [39][600/2506] lr: 2.120e-02, eta: 18:44:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 0.7194, loss: 0.7194 2023-12-23 20:23:21,428 - pyskl - INFO - Epoch [39][700/2506] lr: 2.119e-02, eta: 18:44:21, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 0.7495, loss: 0.7495 2023-12-23 20:23:44,869 - pyskl - INFO - Epoch [39][800/2506] lr: 2.119e-02, eta: 18:43:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 0.7063, loss: 0.7063 2023-12-23 20:24:08,313 - pyskl - INFO - Epoch [39][900/2506] lr: 2.118e-02, eta: 18:43:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 0.7300, loss: 0.7300 2023-12-23 20:24:31,727 - pyskl - INFO - Epoch [39][1000/2506] lr: 2.117e-02, eta: 18:43:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9738, loss_cls: 0.7715, loss: 0.7715 2023-12-23 20:24:55,210 - pyskl - INFO - Epoch [39][1100/2506] lr: 2.116e-02, eta: 18:42:37, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 0.7381, loss: 0.7381 2023-12-23 20:25:18,597 - pyskl - INFO - Epoch [39][1200/2506] lr: 2.116e-02, eta: 18:42:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9744, loss_cls: 0.7361, loss: 0.7361 2023-12-23 20:25:42,102 - pyskl - INFO - Epoch [39][1300/2506] lr: 2.115e-02, eta: 18:41:45, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9619, loss_cls: 0.8847, loss: 0.8847 2023-12-23 20:26:05,493 - pyskl - INFO - Epoch [39][1400/2506] lr: 2.114e-02, eta: 18:41:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 0.7520, loss: 0.7520 2023-12-23 20:26:28,861 - pyskl - INFO - Epoch [39][1500/2506] lr: 2.113e-02, eta: 18:40:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9725, loss_cls: 0.7742, loss: 0.7742 2023-12-23 20:26:52,165 - pyskl - INFO - Epoch [39][1600/2506] lr: 2.113e-02, eta: 18:40:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9719, loss_cls: 0.8067, loss: 0.8067 2023-12-23 20:27:15,525 - pyskl - INFO - Epoch [39][1700/2506] lr: 2.112e-02, eta: 18:40:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 0.7585, loss: 0.7585 2023-12-23 20:27:38,930 - pyskl - INFO - Epoch [39][1800/2506] lr: 2.111e-02, eta: 18:39:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9675, loss_cls: 0.7820, loss: 0.7820 2023-12-23 20:28:02,221 - pyskl - INFO - Epoch [39][1900/2506] lr: 2.110e-02, eta: 18:39:08, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9712, loss_cls: 0.7451, loss: 0.7451 2023-12-23 20:28:25,596 - pyskl - INFO - Epoch [39][2000/2506] lr: 2.110e-02, eta: 18:38:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9744, loss_cls: 0.7527, loss: 0.7527 2023-12-23 20:28:49,144 - pyskl - INFO - Epoch [39][2100/2506] lr: 2.109e-02, eta: 18:38:16, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9644, loss_cls: 0.8619, loss: 0.8619 2023-12-23 20:29:12,610 - pyskl - INFO - Epoch [39][2200/2506] lr: 2.108e-02, eta: 18:37:50, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9681, loss_cls: 0.7598, loss: 0.7598 2023-12-23 20:29:36,115 - pyskl - INFO - Epoch [39][2300/2506] lr: 2.107e-02, eta: 18:37:25, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9700, loss_cls: 0.7936, loss: 0.7936 2023-12-23 20:29:59,663 - pyskl - INFO - Epoch [39][2400/2506] lr: 2.106e-02, eta: 18:36:59, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 0.7310, loss: 0.7310 2023-12-23 20:30:23,012 - pyskl - INFO - Epoch [39][2500/2506] lr: 2.106e-02, eta: 18:36:33, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 0.7177, loss: 0.7177 2023-12-23 20:30:24,951 - pyskl - INFO - Saving checkpoint at 39 epochs 2023-12-23 20:31:47,818 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 20:31:47,888 - pyskl - INFO - top1_acc 0.7552 top5_acc 0.9531 2023-12-23 20:31:47,891 - pyskl - INFO - Epoch(val) [39][1031] top1_acc: 0.7552, top5_acc: 0.9531 2023-12-23 20:32:30,355 - pyskl - INFO - Epoch [40][100/2506] lr: 2.105e-02, eta: 18:36:55, time: 0.425, data_time: 0.192, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9769, loss_cls: 0.6878, loss: 0.6878 2023-12-23 20:32:53,735 - pyskl - INFO - Epoch [40][200/2506] lr: 2.104e-02, eta: 18:36:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9794, loss_cls: 0.7594, loss: 0.7594 2023-12-23 20:33:17,183 - pyskl - INFO - Epoch [40][300/2506] lr: 2.103e-02, eta: 18:36:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 0.7098, loss: 0.7098 2023-12-23 20:33:40,552 - pyskl - INFO - Epoch [40][400/2506] lr: 2.103e-02, eta: 18:35:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9812, loss_cls: 0.7028, loss: 0.7028 2023-12-23 20:34:03,865 - pyskl - INFO - Epoch [40][500/2506] lr: 2.102e-02, eta: 18:35:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 0.7235, loss: 0.7235 2023-12-23 20:34:27,277 - pyskl - INFO - Epoch [40][600/2506] lr: 2.101e-02, eta: 18:34:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9681, loss_cls: 0.8165, loss: 0.8165 2023-12-23 20:34:50,792 - pyskl - INFO - Epoch [40][700/2506] lr: 2.100e-02, eta: 18:34:19, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 0.7356, loss: 0.7356 2023-12-23 20:35:14,226 - pyskl - INFO - Epoch [40][800/2506] lr: 2.100e-02, eta: 18:33:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9756, loss_cls: 0.7394, loss: 0.7394 2023-12-23 20:35:37,622 - pyskl - INFO - Epoch [40][900/2506] lr: 2.099e-02, eta: 18:33:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 0.8040, loss: 0.8040 2023-12-23 20:36:00,991 - pyskl - INFO - Epoch [40][1000/2506] lr: 2.098e-02, eta: 18:33:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9669, loss_cls: 0.8018, loss: 0.8018 2023-12-23 20:36:24,397 - pyskl - INFO - Epoch [40][1100/2506] lr: 2.097e-02, eta: 18:32:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9762, loss_cls: 0.7395, loss: 0.7395 2023-12-23 20:36:47,769 - pyskl - INFO - Epoch [40][1200/2506] lr: 2.097e-02, eta: 18:32:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9681, loss_cls: 0.7045, loss: 0.7045 2023-12-23 20:37:11,096 - pyskl - INFO - Epoch [40][1300/2506] lr: 2.096e-02, eta: 18:31:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9663, loss_cls: 0.7870, loss: 0.7870 2023-12-23 20:37:34,466 - pyskl - INFO - Epoch [40][1400/2506] lr: 2.095e-02, eta: 18:31:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9819, loss_cls: 0.7194, loss: 0.7194 2023-12-23 20:37:57,771 - pyskl - INFO - Epoch [40][1500/2506] lr: 2.094e-02, eta: 18:30:50, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9750, loss_cls: 0.7701, loss: 0.7701 2023-12-23 20:38:21,210 - pyskl - INFO - Epoch [40][1600/2506] lr: 2.093e-02, eta: 18:30:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 0.6958, loss: 0.6958 2023-12-23 20:38:44,714 - pyskl - INFO - Epoch [40][1700/2506] lr: 2.093e-02, eta: 18:29:58, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9700, loss_cls: 0.8102, loss: 0.8102 2023-12-23 20:39:08,037 - pyskl - INFO - Epoch [40][1800/2506] lr: 2.092e-02, eta: 18:29:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9663, loss_cls: 0.7871, loss: 0.7871 2023-12-23 20:39:31,372 - pyskl - INFO - Epoch [40][1900/2506] lr: 2.091e-02, eta: 18:29:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 0.7601, loss: 0.7601 2023-12-23 20:39:54,733 - pyskl - INFO - Epoch [40][2000/2506] lr: 2.090e-02, eta: 18:28:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9775, loss_cls: 0.6974, loss: 0.6974 2023-12-23 20:40:18,119 - pyskl - INFO - Epoch [40][2100/2506] lr: 2.090e-02, eta: 18:28:14, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9606, loss_cls: 0.8773, loss: 0.8773 2023-12-23 20:40:41,626 - pyskl - INFO - Epoch [40][2200/2506] lr: 2.089e-02, eta: 18:27:48, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9694, loss_cls: 0.8023, loss: 0.8023 2023-12-23 20:41:05,021 - pyskl - INFO - Epoch [40][2300/2506] lr: 2.088e-02, eta: 18:27:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 0.7436, loss: 0.7436 2023-12-23 20:41:28,408 - pyskl - INFO - Epoch [40][2400/2506] lr: 2.087e-02, eta: 18:26:56, time: 0.234, data_time: 0.001, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 0.7633, loss: 0.7633 2023-12-23 20:41:51,725 - pyskl - INFO - Epoch [40][2500/2506] lr: 2.086e-02, eta: 18:26:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 0.8056, loss: 0.8056 2023-12-23 20:41:53,735 - pyskl - INFO - Saving checkpoint at 40 epochs 2023-12-23 20:43:16,525 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 20:43:16,596 - pyskl - INFO - top1_acc 0.7589 top5_acc 0.9538 2023-12-23 20:43:16,602 - pyskl - INFO - Epoch(val) [40][1031] top1_acc: 0.7589, top5_acc: 0.9538 2023-12-23 20:43:59,311 - pyskl - INFO - Epoch [41][100/2506] lr: 2.086e-02, eta: 18:26:52, time: 0.427, data_time: 0.193, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 0.7161, loss: 0.7161 2023-12-23 20:44:22,687 - pyskl - INFO - Epoch [41][200/2506] lr: 2.085e-02, eta: 18:26:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 0.7362, loss: 0.7362 2023-12-23 20:44:46,032 - pyskl - INFO - Epoch [41][300/2506] lr: 2.084e-02, eta: 18:25:59, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9775, loss_cls: 0.7140, loss: 0.7140 2023-12-23 20:45:09,408 - pyskl - INFO - Epoch [41][400/2506] lr: 2.083e-02, eta: 18:25:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9756, loss_cls: 0.7195, loss: 0.7195 2023-12-23 20:45:32,878 - pyskl - INFO - Epoch [41][500/2506] lr: 2.083e-02, eta: 18:25:08, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9812, loss_cls: 0.7000, loss: 0.7000 2023-12-23 20:45:56,337 - pyskl - INFO - Epoch [41][600/2506] lr: 2.082e-02, eta: 18:24:42, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 0.7368, loss: 0.7368 2023-12-23 20:46:19,835 - pyskl - INFO - Epoch [41][700/2506] lr: 2.081e-02, eta: 18:24:16, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 0.8093, loss: 0.8093 2023-12-23 20:46:43,254 - pyskl - INFO - Epoch [41][800/2506] lr: 2.080e-02, eta: 18:23:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 0.7487, loss: 0.7487 2023-12-23 20:47:06,665 - pyskl - INFO - Epoch [41][900/2506] lr: 2.079e-02, eta: 18:23:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 0.7351, loss: 0.7351 2023-12-23 20:47:30,083 - pyskl - INFO - Epoch [41][1000/2506] lr: 2.079e-02, eta: 18:22:58, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 0.7535, loss: 0.7535 2023-12-23 20:47:53,454 - pyskl - INFO - Epoch [41][1100/2506] lr: 2.078e-02, eta: 18:22:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9719, loss_cls: 0.7869, loss: 0.7869 2023-12-23 20:48:16,871 - pyskl - INFO - Epoch [41][1200/2506] lr: 2.077e-02, eta: 18:22:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9719, loss_cls: 0.7670, loss: 0.7670 2023-12-23 20:48:40,207 - pyskl - INFO - Epoch [41][1300/2506] lr: 2.076e-02, eta: 18:21:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 0.8068, loss: 0.8068 2023-12-23 20:49:03,667 - pyskl - INFO - Epoch [41][1400/2506] lr: 2.075e-02, eta: 18:21:14, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9788, loss_cls: 0.7549, loss: 0.7549 2023-12-23 20:49:27,031 - pyskl - INFO - Epoch [41][1500/2506] lr: 2.075e-02, eta: 18:20:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9712, loss_cls: 0.7891, loss: 0.7891 2023-12-23 20:49:50,486 - pyskl - INFO - Epoch [41][1600/2506] lr: 2.074e-02, eta: 18:20:22, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9769, loss_cls: 0.7478, loss: 0.7478 2023-12-23 20:50:13,899 - pyskl - INFO - Epoch [41][1700/2506] lr: 2.073e-02, eta: 18:19:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9756, loss_cls: 0.7273, loss: 0.7273 2023-12-23 20:50:37,291 - pyskl - INFO - Epoch [41][1800/2506] lr: 2.072e-02, eta: 18:19:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 0.7173, loss: 0.7173 2023-12-23 20:51:00,695 - pyskl - INFO - Epoch [41][1900/2506] lr: 2.072e-02, eta: 18:19:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9781, loss_cls: 0.6949, loss: 0.6949 2023-12-23 20:51:24,161 - pyskl - INFO - Epoch [41][2000/2506] lr: 2.071e-02, eta: 18:18:39, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9731, loss_cls: 0.7746, loss: 0.7746 2023-12-23 20:51:47,590 - pyskl - INFO - Epoch [41][2100/2506] lr: 2.070e-02, eta: 18:18:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 0.6886, loss: 0.6886 2023-12-23 20:52:11,012 - pyskl - INFO - Epoch [41][2200/2506] lr: 2.069e-02, eta: 18:17:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9637, loss_cls: 0.8220, loss: 0.8220 2023-12-23 20:52:34,426 - pyskl - INFO - Epoch [41][2300/2506] lr: 2.068e-02, eta: 18:17:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9744, loss_cls: 0.7650, loss: 0.7650 2023-12-23 20:52:57,872 - pyskl - INFO - Epoch [41][2400/2506] lr: 2.068e-02, eta: 18:16:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9744, loss_cls: 0.7736, loss: 0.7736 2023-12-23 20:53:21,184 - pyskl - INFO - Epoch [41][2500/2506] lr: 2.067e-02, eta: 18:16:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9700, loss_cls: 0.8160, loss: 0.8160 2023-12-23 20:53:23,019 - pyskl - INFO - Saving checkpoint at 41 epochs 2023-12-23 20:54:45,619 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 20:54:45,694 - pyskl - INFO - top1_acc 0.7549 top5_acc 0.9540 2023-12-23 20:54:45,698 - pyskl - INFO - Epoch(val) [41][1031] top1_acc: 0.7549, top5_acc: 0.9540 2023-12-23 20:55:28,223 - pyskl - INFO - Epoch [42][100/2506] lr: 2.066e-02, eta: 18:16:49, time: 0.425, data_time: 0.192, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9812, loss_cls: 0.7147, loss: 0.7147 2023-12-23 20:55:51,546 - pyskl - INFO - Epoch [42][200/2506] lr: 2.065e-02, eta: 18:16:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9762, loss_cls: 0.6945, loss: 0.6945 2023-12-23 20:56:14,876 - pyskl - INFO - Epoch [42][300/2506] lr: 2.064e-02, eta: 18:15:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 0.7163, loss: 0.7163 2023-12-23 20:56:38,274 - pyskl - INFO - Epoch [42][400/2506] lr: 2.064e-02, eta: 18:15:31, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 0.7279, loss: 0.7279 2023-12-23 20:57:01,811 - pyskl - INFO - Epoch [42][500/2506] lr: 2.063e-02, eta: 18:15:05, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9706, loss_cls: 0.7916, loss: 0.7916 2023-12-23 20:57:25,261 - pyskl - INFO - Epoch [42][600/2506] lr: 2.062e-02, eta: 18:14:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9762, loss_cls: 0.7416, loss: 0.7416 2023-12-23 20:57:48,706 - pyskl - INFO - Epoch [42][700/2506] lr: 2.061e-02, eta: 18:14:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9744, loss_cls: 0.7414, loss: 0.7414 2023-12-23 20:58:12,162 - pyskl - INFO - Epoch [42][800/2506] lr: 2.060e-02, eta: 18:13:48, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9781, loss_cls: 0.7439, loss: 0.7439 2023-12-23 20:58:35,591 - pyskl - INFO - Epoch [42][900/2506] lr: 2.060e-02, eta: 18:13:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9806, loss_cls: 0.7002, loss: 0.7002 2023-12-23 20:58:59,012 - pyskl - INFO - Epoch [42][1000/2506] lr: 2.059e-02, eta: 18:12:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9756, loss_cls: 0.7494, loss: 0.7494 2023-12-23 20:59:22,457 - pyskl - INFO - Epoch [42][1100/2506] lr: 2.058e-02, eta: 18:12:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 0.7564, loss: 0.7564 2023-12-23 20:59:45,908 - pyskl - INFO - Epoch [42][1200/2506] lr: 2.057e-02, eta: 18:12:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 0.7129, loss: 0.7129 2023-12-23 21:00:09,331 - pyskl - INFO - Epoch [42][1300/2506] lr: 2.056e-02, eta: 18:11:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9706, loss_cls: 0.8203, loss: 0.8203 2023-12-23 21:00:32,769 - pyskl - INFO - Epoch [42][1400/2506] lr: 2.056e-02, eta: 18:11:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9700, loss_cls: 0.8010, loss: 0.8010 2023-12-23 21:00:56,139 - pyskl - INFO - Epoch [42][1500/2506] lr: 2.055e-02, eta: 18:10:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9731, loss_cls: 0.8019, loss: 0.8019 2023-12-23 21:01:19,559 - pyskl - INFO - Epoch [42][1600/2506] lr: 2.054e-02, eta: 18:10:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 0.7183, loss: 0.7183 2023-12-23 21:01:42,890 - pyskl - INFO - Epoch [42][1700/2506] lr: 2.053e-02, eta: 18:09:55, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 0.7477, loss: 0.7477 2023-12-23 21:02:06,329 - pyskl - INFO - Epoch [42][1800/2506] lr: 2.052e-02, eta: 18:09:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9663, loss_cls: 0.7356, loss: 0.7356 2023-12-23 21:02:29,686 - pyskl - INFO - Epoch [42][1900/2506] lr: 2.052e-02, eta: 18:09:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9788, loss_cls: 0.7205, loss: 0.7205 2023-12-23 21:02:53,228 - pyskl - INFO - Epoch [42][2000/2506] lr: 2.051e-02, eta: 18:08:37, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9681, loss_cls: 0.8052, loss: 0.8052 2023-12-23 21:03:16,664 - pyskl - INFO - Epoch [42][2100/2506] lr: 2.050e-02, eta: 18:08:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 0.7785, loss: 0.7785 2023-12-23 21:03:40,123 - pyskl - INFO - Epoch [42][2200/2506] lr: 2.049e-02, eta: 18:07:46, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 0.7727, loss: 0.7727 2023-12-23 21:04:03,534 - pyskl - INFO - Epoch [42][2300/2506] lr: 2.048e-02, eta: 18:07:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9762, loss_cls: 0.7293, loss: 0.7293 2023-12-23 21:04:26,915 - pyskl - INFO - Epoch [42][2400/2506] lr: 2.048e-02, eta: 18:06:54, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 0.7583, loss: 0.7583 2023-12-23 21:04:50,358 - pyskl - INFO - Epoch [42][2500/2506] lr: 2.047e-02, eta: 18:06:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 0.6639, loss: 0.6639 2023-12-23 21:04:52,224 - pyskl - INFO - Saving checkpoint at 42 epochs 2023-12-23 21:06:14,967 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 21:06:15,038 - pyskl - INFO - top1_acc 0.7655 top5_acc 0.9592 2023-12-23 21:06:15,042 - pyskl - INFO - Epoch(val) [42][1031] top1_acc: 0.7655, top5_acc: 0.9592 2023-12-23 21:06:57,611 - pyskl - INFO - Epoch [43][100/2506] lr: 2.046e-02, eta: 18:06:47, time: 0.426, data_time: 0.192, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9800, loss_cls: 0.6823, loss: 0.6823 2023-12-23 21:07:21,008 - pyskl - INFO - Epoch [43][200/2506] lr: 2.045e-02, eta: 18:06:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9781, loss_cls: 0.6853, loss: 0.6853 2023-12-23 21:07:44,316 - pyskl - INFO - Epoch [43][300/2506] lr: 2.044e-02, eta: 18:05:55, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 0.6981, loss: 0.6981 2023-12-23 21:08:07,693 - pyskl - INFO - Epoch [43][400/2506] lr: 2.044e-02, eta: 18:05:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9625, loss_cls: 0.7364, loss: 0.7364 2023-12-23 21:08:31,042 - pyskl - INFO - Epoch [43][500/2506] lr: 2.043e-02, eta: 18:05:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9788, loss_cls: 0.6534, loss: 0.6534 2023-12-23 21:08:54,454 - pyskl - INFO - Epoch [43][600/2506] lr: 2.042e-02, eta: 18:04:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 0.7293, loss: 0.7293 2023-12-23 21:09:17,895 - pyskl - INFO - Epoch [43][700/2506] lr: 2.041e-02, eta: 18:04:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9688, loss_cls: 0.8005, loss: 0.8005 2023-12-23 21:09:41,294 - pyskl - INFO - Epoch [43][800/2506] lr: 2.040e-02, eta: 18:03:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 0.7485, loss: 0.7485 2023-12-23 21:10:04,724 - pyskl - INFO - Epoch [43][900/2506] lr: 2.040e-02, eta: 18:03:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9788, loss_cls: 0.6745, loss: 0.6745 2023-12-23 21:10:28,169 - pyskl - INFO - Epoch [43][1000/2506] lr: 2.039e-02, eta: 18:02:54, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9731, loss_cls: 0.7672, loss: 0.7672 2023-12-23 21:10:51,605 - pyskl - INFO - Epoch [43][1100/2506] lr: 2.038e-02, eta: 18:02:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9744, loss_cls: 0.7516, loss: 0.7516 2023-12-23 21:11:14,936 - pyskl - INFO - Epoch [43][1200/2506] lr: 2.037e-02, eta: 18:02:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 0.7481, loss: 0.7481 2023-12-23 21:11:38,350 - pyskl - INFO - Epoch [43][1300/2506] lr: 2.036e-02, eta: 18:01:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 0.7038, loss: 0.7038 2023-12-23 21:12:01,789 - pyskl - INFO - Epoch [43][1400/2506] lr: 2.035e-02, eta: 18:01:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9719, loss_cls: 0.8140, loss: 0.8140 2023-12-23 21:12:25,200 - pyskl - INFO - Epoch [43][1500/2506] lr: 2.035e-02, eta: 18:00:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 0.7281, loss: 0.7281 2023-12-23 21:12:48,616 - pyskl - INFO - Epoch [43][1600/2506] lr: 2.034e-02, eta: 18:00:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9656, loss_cls: 0.7505, loss: 0.7505 2023-12-23 21:13:12,072 - pyskl - INFO - Epoch [43][1700/2506] lr: 2.033e-02, eta: 17:59:53, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 0.7746, loss: 0.7746 2023-12-23 21:13:35,404 - pyskl - INFO - Epoch [43][1800/2506] lr: 2.032e-02, eta: 17:59:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 0.7446, loss: 0.7446 2023-12-23 21:13:58,757 - pyskl - INFO - Epoch [43][1900/2506] lr: 2.031e-02, eta: 17:59:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 0.7274, loss: 0.7274 2023-12-23 21:14:22,284 - pyskl - INFO - Epoch [43][2000/2506] lr: 2.031e-02, eta: 17:58:35, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 0.7457, loss: 0.7457 2023-12-23 21:14:45,720 - pyskl - INFO - Epoch [43][2100/2506] lr: 2.030e-02, eta: 17:58:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 0.7743, loss: 0.7743 2023-12-23 21:15:09,298 - pyskl - INFO - Epoch [43][2200/2506] lr: 2.029e-02, eta: 17:57:44, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9725, loss_cls: 0.7263, loss: 0.7263 2023-12-23 21:15:32,780 - pyskl - INFO - Epoch [43][2300/2506] lr: 2.028e-02, eta: 17:57:19, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9700, loss_cls: 0.7957, loss: 0.7957 2023-12-23 21:15:56,211 - pyskl - INFO - Epoch [43][2400/2506] lr: 2.027e-02, eta: 17:56:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9744, loss_cls: 0.7584, loss: 0.7584 2023-12-23 21:16:19,660 - pyskl - INFO - Epoch [43][2500/2506] lr: 2.026e-02, eta: 17:56:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 0.8078, loss: 0.8078 2023-12-23 21:16:21,612 - pyskl - INFO - Saving checkpoint at 43 epochs 2023-12-23 21:17:44,364 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 21:17:44,434 - pyskl - INFO - top1_acc 0.7363 top5_acc 0.9537 2023-12-23 21:17:44,438 - pyskl - INFO - Epoch(val) [43][1031] top1_acc: 0.7363, top5_acc: 0.9537 2023-12-23 21:18:26,826 - pyskl - INFO - Epoch [44][100/2506] lr: 2.026e-02, eta: 17:56:44, time: 0.424, data_time: 0.191, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 0.7255, loss: 0.7255 2023-12-23 21:18:50,136 - pyskl - INFO - Epoch [44][200/2506] lr: 2.025e-02, eta: 17:56:18, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9700, loss_cls: 0.7461, loss: 0.7461 2023-12-23 21:19:13,379 - pyskl - INFO - Epoch [44][300/2506] lr: 2.024e-02, eta: 17:55:51, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9819, loss_cls: 0.6285, loss: 0.6285 2023-12-23 21:19:36,621 - pyskl - INFO - Epoch [44][400/2506] lr: 2.023e-02, eta: 17:55:25, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9788, loss_cls: 0.7200, loss: 0.7200 2023-12-23 21:19:59,877 - pyskl - INFO - Epoch [44][500/2506] lr: 2.022e-02, eta: 17:54:59, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9706, loss_cls: 0.7555, loss: 0.7555 2023-12-23 21:20:23,254 - pyskl - INFO - Epoch [44][600/2506] lr: 2.022e-02, eta: 17:54:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9800, loss_cls: 0.7029, loss: 0.7029 2023-12-23 21:20:46,661 - pyskl - INFO - Epoch [44][700/2506] lr: 2.021e-02, eta: 17:54:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 0.7500, loss: 0.7500 2023-12-23 21:21:10,094 - pyskl - INFO - Epoch [44][800/2506] lr: 2.020e-02, eta: 17:53:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9775, loss_cls: 0.7189, loss: 0.7189 2023-12-23 21:21:33,526 - pyskl - INFO - Epoch [44][900/2506] lr: 2.019e-02, eta: 17:53:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9644, loss_cls: 0.7471, loss: 0.7471 2023-12-23 21:21:56,786 - pyskl - INFO - Epoch [44][1000/2506] lr: 2.018e-02, eta: 17:52:50, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 0.7466, loss: 0.7466 2023-12-23 21:22:20,092 - pyskl - INFO - Epoch [44][1100/2506] lr: 2.017e-02, eta: 17:52:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9769, loss_cls: 0.7561, loss: 0.7561 2023-12-23 21:22:43,417 - pyskl - INFO - Epoch [44][1200/2506] lr: 2.017e-02, eta: 17:51:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9825, loss_cls: 0.6982, loss: 0.6982 2023-12-23 21:23:06,770 - pyskl - INFO - Epoch [44][1300/2506] lr: 2.016e-02, eta: 17:51:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 0.7198, loss: 0.7198 2023-12-23 21:23:30,055 - pyskl - INFO - Epoch [44][1400/2506] lr: 2.015e-02, eta: 17:51:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 0.7760, loss: 0.7760 2023-12-23 21:23:53,374 - pyskl - INFO - Epoch [44][1500/2506] lr: 2.014e-02, eta: 17:50:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9650, loss_cls: 0.7573, loss: 0.7573 2023-12-23 21:24:16,680 - pyskl - INFO - Epoch [44][1600/2506] lr: 2.013e-02, eta: 17:50:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 0.7300, loss: 0.7300 2023-12-23 21:24:40,045 - pyskl - INFO - Epoch [44][1700/2506] lr: 2.012e-02, eta: 17:49:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9756, loss_cls: 0.7576, loss: 0.7576 2023-12-23 21:25:03,394 - pyskl - INFO - Epoch [44][1800/2506] lr: 2.012e-02, eta: 17:49:22, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9706, loss_cls: 0.7126, loss: 0.7126 2023-12-23 21:25:26,682 - pyskl - INFO - Epoch [44][1900/2506] lr: 2.011e-02, eta: 17:48:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9631, loss_cls: 0.8184, loss: 0.8184 2023-12-23 21:25:50,072 - pyskl - INFO - Epoch [44][2000/2506] lr: 2.010e-02, eta: 17:48:30, time: 0.234, data_time: 0.001, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9806, loss_cls: 0.7362, loss: 0.7362 2023-12-23 21:26:13,312 - pyskl - INFO - Epoch [44][2100/2506] lr: 2.009e-02, eta: 17:48:04, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9731, loss_cls: 0.7771, loss: 0.7771 2023-12-23 21:26:36,635 - pyskl - INFO - Epoch [44][2200/2506] lr: 2.008e-02, eta: 17:47:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 0.6882, loss: 0.6882 2023-12-23 21:27:00,030 - pyskl - INFO - Epoch [44][2300/2506] lr: 2.007e-02, eta: 17:47:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9756, loss_cls: 0.7388, loss: 0.7388 2023-12-23 21:27:23,291 - pyskl - INFO - Epoch [44][2400/2506] lr: 2.007e-02, eta: 17:46:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 0.8408, loss: 0.8408 2023-12-23 21:27:46,635 - pyskl - INFO - Epoch [44][2500/2506] lr: 2.006e-02, eta: 17:46:20, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9762, loss_cls: 0.7284, loss: 0.7284 2023-12-23 21:27:48,690 - pyskl - INFO - Saving checkpoint at 44 epochs 2023-12-23 21:29:11,490 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 21:29:11,563 - pyskl - INFO - top1_acc 0.7658 top5_acc 0.9551 2023-12-23 21:29:11,568 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/km/best_top1_acc_epoch_34.pth was removed 2023-12-23 21:29:11,726 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_44.pth. 2023-12-23 21:29:11,726 - pyskl - INFO - Best top1_acc is 0.7658 at 44 epoch. 2023-12-23 21:29:11,732 - pyskl - INFO - Epoch(val) [44][1031] top1_acc: 0.7658, top5_acc: 0.9551 2023-12-23 21:29:54,422 - pyskl - INFO - Epoch [45][100/2506] lr: 2.005e-02, eta: 17:46:36, time: 0.427, data_time: 0.193, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 0.7395, loss: 0.7395 2023-12-23 21:30:17,803 - pyskl - INFO - Epoch [45][200/2506] lr: 2.004e-02, eta: 17:46:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 0.6837, loss: 0.6837 2023-12-23 21:30:41,241 - pyskl - INFO - Epoch [45][300/2506] lr: 2.003e-02, eta: 17:45:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9831, loss_cls: 0.6880, loss: 0.6880 2023-12-23 21:31:04,621 - pyskl - INFO - Epoch [45][400/2506] lr: 2.002e-02, eta: 17:45:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 0.7719, loss: 0.7719 2023-12-23 21:31:28,118 - pyskl - INFO - Epoch [45][500/2506] lr: 2.002e-02, eta: 17:44:53, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 0.7121, loss: 0.7121 2023-12-23 21:31:51,446 - pyskl - INFO - Epoch [45][600/2506] lr: 2.001e-02, eta: 17:44:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 0.6262, loss: 0.6262 2023-12-23 21:32:14,838 - pyskl - INFO - Epoch [45][700/2506] lr: 2.000e-02, eta: 17:44:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9762, loss_cls: 0.6981, loss: 0.6981 2023-12-23 21:32:38,256 - pyskl - INFO - Epoch [45][800/2506] lr: 1.999e-02, eta: 17:43:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 0.7198, loss: 0.7198 2023-12-23 21:33:01,693 - pyskl - INFO - Epoch [45][900/2506] lr: 1.998e-02, eta: 17:43:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 0.7241, loss: 0.7241 2023-12-23 21:33:25,147 - pyskl - INFO - Epoch [45][1000/2506] lr: 1.997e-02, eta: 17:42:44, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9769, loss_cls: 0.8155, loss: 0.8155 2023-12-23 21:33:48,672 - pyskl - INFO - Epoch [45][1100/2506] lr: 1.997e-02, eta: 17:42:19, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9675, loss_cls: 0.8492, loss: 0.8492 2023-12-23 21:34:12,094 - pyskl - INFO - Epoch [45][1200/2506] lr: 1.996e-02, eta: 17:41:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9675, loss_cls: 0.7892, loss: 0.7892 2023-12-23 21:34:35,609 - pyskl - INFO - Epoch [45][1300/2506] lr: 1.995e-02, eta: 17:41:28, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9731, loss_cls: 0.7761, loss: 0.7761 2023-12-23 21:34:59,038 - pyskl - INFO - Epoch [45][1400/2506] lr: 1.994e-02, eta: 17:41:02, time: 0.234, data_time: 0.001, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9700, loss_cls: 0.7749, loss: 0.7749 2023-12-23 21:35:22,463 - pyskl - INFO - Epoch [45][1500/2506] lr: 1.993e-02, eta: 17:40:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9700, loss_cls: 0.7726, loss: 0.7726 2023-12-23 21:35:45,961 - pyskl - INFO - Epoch [45][1600/2506] lr: 1.992e-02, eta: 17:40:11, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 0.8267, loss: 0.8267 2023-12-23 21:36:09,392 - pyskl - INFO - Epoch [45][1700/2506] lr: 1.992e-02, eta: 17:39:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9744, loss_cls: 0.7745, loss: 0.7745 2023-12-23 21:36:32,859 - pyskl - INFO - Epoch [45][1800/2506] lr: 1.991e-02, eta: 17:39:20, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9706, loss_cls: 0.8247, loss: 0.8247 2023-12-23 21:36:56,333 - pyskl - INFO - Epoch [45][1900/2506] lr: 1.990e-02, eta: 17:38:54, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 0.7311, loss: 0.7311 2023-12-23 21:37:19,780 - pyskl - INFO - Epoch [45][2000/2506] lr: 1.989e-02, eta: 17:38:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9650, loss_cls: 0.8279, loss: 0.8279 2023-12-23 21:37:43,279 - pyskl - INFO - Epoch [45][2100/2506] lr: 1.988e-02, eta: 17:38:03, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9613, loss_cls: 0.7981, loss: 0.7981 2023-12-23 21:38:06,820 - pyskl - INFO - Epoch [45][2200/2506] lr: 1.987e-02, eta: 17:37:38, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 0.7478, loss: 0.7478 2023-12-23 21:38:30,386 - pyskl - INFO - Epoch [45][2300/2506] lr: 1.986e-02, eta: 17:37:12, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9769, loss_cls: 0.7413, loss: 0.7413 2023-12-23 21:38:53,882 - pyskl - INFO - Epoch [45][2400/2506] lr: 1.986e-02, eta: 17:36:47, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9631, loss_cls: 0.7783, loss: 0.7783 2023-12-23 21:39:17,235 - pyskl - INFO - Epoch [45][2500/2506] lr: 1.985e-02, eta: 17:36:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 0.7012, loss: 0.7012 2023-12-23 21:39:19,213 - pyskl - INFO - Saving checkpoint at 45 epochs 2023-12-23 21:40:41,634 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 21:40:41,709 - pyskl - INFO - top1_acc 0.7587 top5_acc 0.9535 2023-12-23 21:40:41,714 - pyskl - INFO - Epoch(val) [45][1031] top1_acc: 0.7587, top5_acc: 0.9535 2023-12-23 21:41:24,051 - pyskl - INFO - Epoch [46][100/2506] lr: 1.984e-02, eta: 17:36:35, time: 0.423, data_time: 0.190, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9719, loss_cls: 0.7753, loss: 0.7753 2023-12-23 21:41:47,247 - pyskl - INFO - Epoch [46][200/2506] lr: 1.983e-02, eta: 17:36:09, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9781, loss_cls: 0.6880, loss: 0.6880 2023-12-23 21:42:10,630 - pyskl - INFO - Epoch [46][300/2506] lr: 1.982e-02, eta: 17:35:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9719, loss_cls: 0.6867, loss: 0.6867 2023-12-23 21:42:33,984 - pyskl - INFO - Epoch [46][400/2506] lr: 1.981e-02, eta: 17:35:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9738, loss_cls: 0.7766, loss: 0.7766 2023-12-23 21:42:57,385 - pyskl - INFO - Epoch [46][500/2506] lr: 1.981e-02, eta: 17:34:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 0.7089, loss: 0.7089 2023-12-23 21:43:20,826 - pyskl - INFO - Epoch [46][600/2506] lr: 1.980e-02, eta: 17:34:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 0.7454, loss: 0.7454 2023-12-23 21:43:44,142 - pyskl - INFO - Epoch [46][700/2506] lr: 1.979e-02, eta: 17:34:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 0.7152, loss: 0.7152 2023-12-23 21:44:07,525 - pyskl - INFO - Epoch [46][800/2506] lr: 1.978e-02, eta: 17:33:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 0.7396, loss: 0.7396 2023-12-23 21:44:30,882 - pyskl - INFO - Epoch [46][900/2506] lr: 1.977e-02, eta: 17:33:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9756, loss_cls: 0.7079, loss: 0.7079 2023-12-23 21:44:54,317 - pyskl - INFO - Epoch [46][1000/2506] lr: 1.976e-02, eta: 17:32:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 0.6835, loss: 0.6835 2023-12-23 21:45:17,596 - pyskl - INFO - Epoch [46][1100/2506] lr: 1.975e-02, eta: 17:32:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9681, loss_cls: 0.7319, loss: 0.7319 2023-12-23 21:45:40,862 - pyskl - INFO - Epoch [46][1200/2506] lr: 1.975e-02, eta: 17:31:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9700, loss_cls: 0.7243, loss: 0.7243 2023-12-23 21:46:04,191 - pyskl - INFO - Epoch [46][1300/2506] lr: 1.974e-02, eta: 17:31:25, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9706, loss_cls: 0.7688, loss: 0.7688 2023-12-23 21:46:27,574 - pyskl - INFO - Epoch [46][1400/2506] lr: 1.973e-02, eta: 17:30:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 0.6149, loss: 0.6149 2023-12-23 21:46:50,994 - pyskl - INFO - Epoch [46][1500/2506] lr: 1.972e-02, eta: 17:30:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 0.8163, loss: 0.8163 2023-12-23 21:47:14,319 - pyskl - INFO - Epoch [46][1600/2506] lr: 1.971e-02, eta: 17:30:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9775, loss_cls: 0.7522, loss: 0.7522 2023-12-23 21:47:37,567 - pyskl - INFO - Epoch [46][1700/2506] lr: 1.970e-02, eta: 17:29:41, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 0.7346, loss: 0.7346 2023-12-23 21:48:00,805 - pyskl - INFO - Epoch [46][1800/2506] lr: 1.969e-02, eta: 17:29:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9669, loss_cls: 0.8149, loss: 0.8149 2023-12-23 21:48:24,087 - pyskl - INFO - Epoch [46][1900/2506] lr: 1.969e-02, eta: 17:28:49, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 0.7374, loss: 0.7374 2023-12-23 21:48:47,370 - pyskl - INFO - Epoch [46][2000/2506] lr: 1.968e-02, eta: 17:28:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 0.6776, loss: 0.6776 2023-12-23 21:49:10,734 - pyskl - INFO - Epoch [46][2100/2506] lr: 1.967e-02, eta: 17:27:58, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9731, loss_cls: 0.7597, loss: 0.7597 2023-12-23 21:49:34,123 - pyskl - INFO - Epoch [46][2200/2506] lr: 1.966e-02, eta: 17:27:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 0.6955, loss: 0.6955 2023-12-23 21:49:57,494 - pyskl - INFO - Epoch [46][2300/2506] lr: 1.965e-02, eta: 17:27:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9681, loss_cls: 0.8127, loss: 0.8127 2023-12-23 21:50:20,938 - pyskl - INFO - Epoch [46][2400/2506] lr: 1.964e-02, eta: 17:26:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 0.7300, loss: 0.7300 2023-12-23 21:50:44,327 - pyskl - INFO - Epoch [46][2500/2506] lr: 1.963e-02, eta: 17:26:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9656, loss_cls: 0.7451, loss: 0.7451 2023-12-23 21:50:46,319 - pyskl - INFO - Saving checkpoint at 46 epochs 2023-12-23 21:52:09,167 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 21:52:09,242 - pyskl - INFO - top1_acc 0.7821 top5_acc 0.9532 2023-12-23 21:52:09,246 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/km/best_top1_acc_epoch_44.pth was removed 2023-12-23 21:52:09,387 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. 2023-12-23 21:52:09,387 - pyskl - INFO - Best top1_acc is 0.7821 at 46 epoch. 2023-12-23 21:52:09,391 - pyskl - INFO - Epoch(val) [46][1031] top1_acc: 0.7821, top5_acc: 0.9532 2023-12-23 21:52:52,074 - pyskl - INFO - Epoch [47][100/2506] lr: 1.963e-02, eta: 17:26:28, time: 0.427, data_time: 0.193, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 0.6639, loss: 0.6639 2023-12-23 21:53:15,267 - pyskl - INFO - Epoch [47][200/2506] lr: 1.962e-02, eta: 17:26:02, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 0.7151, loss: 0.7151 2023-12-23 21:53:38,600 - pyskl - INFO - Epoch [47][300/2506] lr: 1.961e-02, eta: 17:25:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9719, loss_cls: 0.7649, loss: 0.7649 2023-12-23 21:54:01,940 - pyskl - INFO - Epoch [47][400/2506] lr: 1.960e-02, eta: 17:25:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 0.6503, loss: 0.6503 2023-12-23 21:54:25,347 - pyskl - INFO - Epoch [47][500/2506] lr: 1.959e-02, eta: 17:24:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9675, loss_cls: 0.7491, loss: 0.7491 2023-12-23 21:54:48,763 - pyskl - INFO - Epoch [47][600/2506] lr: 1.958e-02, eta: 17:24:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9762, loss_cls: 0.6831, loss: 0.6831 2023-12-23 21:55:12,217 - pyskl - INFO - Epoch [47][700/2506] lr: 1.957e-02, eta: 17:23:54, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9775, loss_cls: 0.6844, loss: 0.6844 2023-12-23 21:55:35,646 - pyskl - INFO - Epoch [47][800/2506] lr: 1.957e-02, eta: 17:23:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 0.7698, loss: 0.7698 2023-12-23 21:55:59,101 - pyskl - INFO - Epoch [47][900/2506] lr: 1.956e-02, eta: 17:23:03, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 0.6817, loss: 0.6817 2023-12-23 21:56:22,581 - pyskl - INFO - Epoch [47][1000/2506] lr: 1.955e-02, eta: 17:22:37, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 0.7351, loss: 0.7351 2023-12-23 21:56:46,052 - pyskl - INFO - Epoch [47][1100/2506] lr: 1.954e-02, eta: 17:22:12, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9731, loss_cls: 0.7465, loss: 0.7465 2023-12-23 21:57:09,449 - pyskl - INFO - Epoch [47][1200/2506] lr: 1.953e-02, eta: 17:21:46, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 0.7418, loss: 0.7418 2023-12-23 21:57:32,808 - pyskl - INFO - Epoch [47][1300/2506] lr: 1.952e-02, eta: 17:21:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 0.7742, loss: 0.7742 2023-12-23 21:57:56,213 - pyskl - INFO - Epoch [47][1400/2506] lr: 1.951e-02, eta: 17:20:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9712, loss_cls: 0.7833, loss: 0.7833 2023-12-23 21:58:19,611 - pyskl - INFO - Epoch [47][1500/2506] lr: 1.950e-02, eta: 17:20:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9681, loss_cls: 0.7101, loss: 0.7101 2023-12-23 21:58:42,979 - pyskl - INFO - Epoch [47][1600/2506] lr: 1.950e-02, eta: 17:20:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9806, loss_cls: 0.6738, loss: 0.6738 2023-12-23 21:59:06,351 - pyskl - INFO - Epoch [47][1700/2506] lr: 1.949e-02, eta: 17:19:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9762, loss_cls: 0.7441, loss: 0.7441 2023-12-23 21:59:29,704 - pyskl - INFO - Epoch [47][1800/2506] lr: 1.948e-02, eta: 17:19:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9744, loss_cls: 0.7252, loss: 0.7252 2023-12-23 21:59:52,978 - pyskl - INFO - Epoch [47][1900/2506] lr: 1.947e-02, eta: 17:18:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 0.7437, loss: 0.7437 2023-12-23 22:00:16,332 - pyskl - INFO - Epoch [47][2000/2506] lr: 1.946e-02, eta: 17:18:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9769, loss_cls: 0.7434, loss: 0.7434 2023-12-23 22:00:39,749 - pyskl - INFO - Epoch [47][2100/2506] lr: 1.945e-02, eta: 17:17:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 0.7914, loss: 0.7914 2023-12-23 22:01:03,171 - pyskl - INFO - Epoch [47][2200/2506] lr: 1.944e-02, eta: 17:17:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 0.7228, loss: 0.7228 2023-12-23 22:01:26,678 - pyskl - INFO - Epoch [47][2300/2506] lr: 1.944e-02, eta: 17:17:04, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9769, loss_cls: 0.7382, loss: 0.7382 2023-12-23 22:01:50,118 - pyskl - INFO - Epoch [47][2400/2506] lr: 1.943e-02, eta: 17:16:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 0.7794, loss: 0.7794 2023-12-23 22:02:13,467 - pyskl - INFO - Epoch [47][2500/2506] lr: 1.942e-02, eta: 17:16:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 0.7090, loss: 0.7090 2023-12-23 22:02:15,382 - pyskl - INFO - Saving checkpoint at 47 epochs 2023-12-23 22:03:38,186 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 22:03:38,256 - pyskl - INFO - top1_acc 0.7635 top5_acc 0.9559 2023-12-23 22:03:38,260 - pyskl - INFO - Epoch(val) [47][1031] top1_acc: 0.7635, top5_acc: 0.9559 2023-12-23 22:04:20,331 - pyskl - INFO - Epoch [48][100/2506] lr: 1.941e-02, eta: 17:16:23, time: 0.421, data_time: 0.188, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 0.6462, loss: 0.6462 2023-12-23 22:04:43,619 - pyskl - INFO - Epoch [48][200/2506] lr: 1.940e-02, eta: 17:15:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9819, loss_cls: 0.6295, loss: 0.6295 2023-12-23 22:05:07,101 - pyskl - INFO - Epoch [48][300/2506] lr: 1.939e-02, eta: 17:15:32, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 0.7486, loss: 0.7486 2023-12-23 22:05:30,600 - pyskl - INFO - Epoch [48][400/2506] lr: 1.938e-02, eta: 17:15:07, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9756, loss_cls: 0.7583, loss: 0.7583 2023-12-23 22:05:53,943 - pyskl - INFO - Epoch [48][500/2506] lr: 1.937e-02, eta: 17:14:41, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 0.6862, loss: 0.6862 2023-12-23 22:06:17,299 - pyskl - INFO - Epoch [48][600/2506] lr: 1.937e-02, eta: 17:14:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 0.6994, loss: 0.6994 2023-12-23 22:06:40,774 - pyskl - INFO - Epoch [48][700/2506] lr: 1.936e-02, eta: 17:13:50, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9800, loss_cls: 0.6841, loss: 0.6841 2023-12-23 22:07:04,251 - pyskl - INFO - Epoch [48][800/2506] lr: 1.935e-02, eta: 17:13:24, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9769, loss_cls: 0.7084, loss: 0.7084 2023-12-23 22:07:27,798 - pyskl - INFO - Epoch [48][900/2506] lr: 1.934e-02, eta: 17:12:59, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 0.7369, loss: 0.7369 2023-12-23 22:07:51,168 - pyskl - INFO - Epoch [48][1000/2506] lr: 1.933e-02, eta: 17:12:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9812, loss_cls: 0.6917, loss: 0.6917 2023-12-23 22:08:14,463 - pyskl - INFO - Epoch [48][1100/2506] lr: 1.932e-02, eta: 17:12:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9581, loss_cls: 0.7590, loss: 0.7590 2023-12-23 22:08:37,689 - pyskl - INFO - Epoch [48][1200/2506] lr: 1.931e-02, eta: 17:11:41, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9756, loss_cls: 0.7108, loss: 0.7108 2023-12-23 22:09:00,917 - pyskl - INFO - Epoch [48][1300/2506] lr: 1.930e-02, eta: 17:11:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9756, loss_cls: 0.7344, loss: 0.7344 2023-12-23 22:09:24,362 - pyskl - INFO - Epoch [48][1400/2506] lr: 1.930e-02, eta: 17:10:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9775, loss_cls: 0.7144, loss: 0.7144 2023-12-23 22:09:47,739 - pyskl - INFO - Epoch [48][1500/2506] lr: 1.929e-02, eta: 17:10:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9744, loss_cls: 0.7826, loss: 0.7826 2023-12-23 22:10:10,999 - pyskl - INFO - Epoch [48][1600/2506] lr: 1.928e-02, eta: 17:09:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 0.6752, loss: 0.6752 2023-12-23 22:10:34,447 - pyskl - INFO - Epoch [48][1700/2506] lr: 1.927e-02, eta: 17:09:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9712, loss_cls: 0.7669, loss: 0.7669 2023-12-23 22:10:57,925 - pyskl - INFO - Epoch [48][1800/2506] lr: 1.926e-02, eta: 17:09:08, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9675, loss_cls: 0.7190, loss: 0.7190 2023-12-23 22:11:21,190 - pyskl - INFO - Epoch [48][1900/2506] lr: 1.925e-02, eta: 17:08:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9756, loss_cls: 0.7488, loss: 0.7488 2023-12-23 22:11:44,455 - pyskl - INFO - Epoch [48][2000/2506] lr: 1.924e-02, eta: 17:08:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 0.6777, loss: 0.6777 2023-12-23 22:12:07,795 - pyskl - INFO - Epoch [48][2100/2506] lr: 1.923e-02, eta: 17:07:50, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 0.7148, loss: 0.7148 2023-12-23 22:12:31,149 - pyskl - INFO - Epoch [48][2200/2506] lr: 1.922e-02, eta: 17:07:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9663, loss_cls: 0.7213, loss: 0.7213 2023-12-23 22:12:54,493 - pyskl - INFO - Epoch [48][2300/2506] lr: 1.922e-02, eta: 17:06:59, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9800, loss_cls: 0.6925, loss: 0.6925 2023-12-23 22:13:17,778 - pyskl - INFO - Epoch [48][2400/2506] lr: 1.921e-02, eta: 17:06:33, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9738, loss_cls: 0.7449, loss: 0.7449 2023-12-23 22:13:41,115 - pyskl - INFO - Epoch [48][2500/2506] lr: 1.920e-02, eta: 17:06:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 0.7651, loss: 0.7651 2023-12-23 22:13:43,004 - pyskl - INFO - Saving checkpoint at 48 epochs 2023-12-23 22:15:05,496 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 22:15:05,570 - pyskl - INFO - top1_acc 0.6267 top5_acc 0.8749 2023-12-23 22:15:05,575 - pyskl - INFO - Epoch(val) [48][1031] top1_acc: 0.6267, top5_acc: 0.8749 2023-12-23 22:15:47,875 - pyskl - INFO - Epoch [49][100/2506] lr: 1.919e-02, eta: 17:06:17, time: 0.423, data_time: 0.189, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 0.7115, loss: 0.7115 2023-12-23 22:16:11,330 - pyskl - INFO - Epoch [49][200/2506] lr: 1.918e-02, eta: 17:05:52, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 0.6689, loss: 0.6689 2023-12-23 22:16:34,720 - pyskl - INFO - Epoch [49][300/2506] lr: 1.917e-02, eta: 17:05:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 0.6654, loss: 0.6654 2023-12-23 22:16:58,142 - pyskl - INFO - Epoch [49][400/2506] lr: 1.916e-02, eta: 17:05:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9738, loss_cls: 0.7351, loss: 0.7351 2023-12-23 22:17:21,561 - pyskl - INFO - Epoch [49][500/2506] lr: 1.915e-02, eta: 17:04:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 0.7036, loss: 0.7036 2023-12-23 22:17:44,950 - pyskl - INFO - Epoch [49][600/2506] lr: 1.914e-02, eta: 17:04:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 0.7031, loss: 0.7031 2023-12-23 22:18:08,326 - pyskl - INFO - Epoch [49][700/2506] lr: 1.914e-02, eta: 17:03:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9781, loss_cls: 0.7050, loss: 0.7050 2023-12-23 22:18:31,731 - pyskl - INFO - Epoch [49][800/2506] lr: 1.913e-02, eta: 17:03:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9775, loss_cls: 0.7516, loss: 0.7516 2023-12-23 22:18:55,159 - pyskl - INFO - Epoch [49][900/2506] lr: 1.912e-02, eta: 17:02:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 0.6860, loss: 0.6860 2023-12-23 22:19:18,602 - pyskl - INFO - Epoch [49][1000/2506] lr: 1.911e-02, eta: 17:02:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9694, loss_cls: 0.7226, loss: 0.7226 2023-12-23 22:19:41,996 - pyskl - INFO - Epoch [49][1100/2506] lr: 1.910e-02, eta: 17:02:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9712, loss_cls: 0.7447, loss: 0.7447 2023-12-23 22:20:05,407 - pyskl - INFO - Epoch [49][1200/2506] lr: 1.909e-02, eta: 17:01:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9788, loss_cls: 0.7056, loss: 0.7056 2023-12-23 22:20:28,734 - pyskl - INFO - Epoch [49][1300/2506] lr: 1.908e-02, eta: 17:01:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 0.7514, loss: 0.7514 2023-12-23 22:20:52,257 - pyskl - INFO - Epoch [49][1400/2506] lr: 1.907e-02, eta: 17:00:45, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9756, loss_cls: 0.7654, loss: 0.7654 2023-12-23 22:21:15,771 - pyskl - INFO - Epoch [49][1500/2506] lr: 1.907e-02, eta: 17:00:20, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 0.7194, loss: 0.7194 2023-12-23 22:21:39,100 - pyskl - INFO - Epoch [49][1600/2506] lr: 1.906e-02, eta: 16:59:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 0.7444, loss: 0.7444 2023-12-23 22:22:02,526 - pyskl - INFO - Epoch [49][1700/2506] lr: 1.905e-02, eta: 16:59:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 0.7556, loss: 0.7556 2023-12-23 22:22:25,902 - pyskl - INFO - Epoch [49][1800/2506] lr: 1.904e-02, eta: 16:59:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9762, loss_cls: 0.7008, loss: 0.7008 2023-12-23 22:22:49,178 - pyskl - INFO - Epoch [49][1900/2506] lr: 1.903e-02, eta: 16:58:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 0.7573, loss: 0.7573 2023-12-23 22:23:12,482 - pyskl - INFO - Epoch [49][2000/2506] lr: 1.902e-02, eta: 16:58:12, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 0.7633, loss: 0.7633 2023-12-23 22:23:35,920 - pyskl - INFO - Epoch [49][2100/2506] lr: 1.901e-02, eta: 16:57:46, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9694, loss_cls: 0.7196, loss: 0.7196 2023-12-23 22:23:59,245 - pyskl - INFO - Epoch [49][2200/2506] lr: 1.900e-02, eta: 16:57:21, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9800, loss_cls: 0.6832, loss: 0.6832 2023-12-23 22:24:22,541 - pyskl - INFO - Epoch [49][2300/2506] lr: 1.899e-02, eta: 16:56:55, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 0.6981, loss: 0.6981 2023-12-23 22:24:45,902 - pyskl - INFO - Epoch [49][2400/2506] lr: 1.898e-02, eta: 16:56:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9762, loss_cls: 0.7031, loss: 0.7031 2023-12-23 22:25:09,261 - pyskl - INFO - Epoch [49][2500/2506] lr: 1.898e-02, eta: 16:56:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 0.7234, loss: 0.7234 2023-12-23 22:25:11,146 - pyskl - INFO - Saving checkpoint at 49 epochs 2023-12-23 22:26:33,923 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 22:26:33,993 - pyskl - INFO - top1_acc 0.7866 top5_acc 0.9615 2023-12-23 22:26:33,997 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/km/best_top1_acc_epoch_46.pth was removed 2023-12-23 22:26:34,157 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_49.pth. 2023-12-23 22:26:34,157 - pyskl - INFO - Best top1_acc is 0.7866 at 49 epoch. 2023-12-23 22:26:34,161 - pyskl - INFO - Epoch(val) [49][1031] top1_acc: 0.7866, top5_acc: 0.9615 2023-12-23 22:27:16,825 - pyskl - INFO - Epoch [50][100/2506] lr: 1.897e-02, eta: 16:56:14, time: 0.427, data_time: 0.193, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9694, loss_cls: 0.7285, loss: 0.7285 2023-12-23 22:27:40,093 - pyskl - INFO - Epoch [50][200/2506] lr: 1.896e-02, eta: 16:55:48, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9819, loss_cls: 0.6615, loss: 0.6615 2023-12-23 22:28:03,444 - pyskl - INFO - Epoch [50][300/2506] lr: 1.895e-02, eta: 16:55:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 0.6306, loss: 0.6306 2023-12-23 22:28:26,759 - pyskl - INFO - Epoch [50][400/2506] lr: 1.894e-02, eta: 16:54:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 0.7002, loss: 0.7002 2023-12-23 22:28:50,036 - pyskl - INFO - Epoch [50][500/2506] lr: 1.893e-02, eta: 16:54:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 0.6663, loss: 0.6663 2023-12-23 22:29:13,422 - pyskl - INFO - Epoch [50][600/2506] lr: 1.892e-02, eta: 16:54:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 0.7232, loss: 0.7232 2023-12-23 22:29:36,778 - pyskl - INFO - Epoch [50][700/2506] lr: 1.891e-02, eta: 16:53:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 0.7278, loss: 0.7278 2023-12-23 22:30:00,137 - pyskl - INFO - Epoch [50][800/2506] lr: 1.890e-02, eta: 16:53:14, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9706, loss_cls: 0.6848, loss: 0.6848 2023-12-23 22:30:23,503 - pyskl - INFO - Epoch [50][900/2506] lr: 1.889e-02, eta: 16:52:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 0.6867, loss: 0.6867 2023-12-23 22:30:46,765 - pyskl - INFO - Epoch [50][1000/2506] lr: 1.889e-02, eta: 16:52:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9762, loss_cls: 0.7147, loss: 0.7147 2023-12-23 22:31:10,035 - pyskl - INFO - Epoch [50][1100/2506] lr: 1.888e-02, eta: 16:51:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9750, loss_cls: 0.7351, loss: 0.7351 2023-12-23 22:31:33,189 - pyskl - INFO - Epoch [50][1200/2506] lr: 1.887e-02, eta: 16:51:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9750, loss_cls: 0.7104, loss: 0.7104 2023-12-23 22:31:56,442 - pyskl - INFO - Epoch [50][1300/2506] lr: 1.886e-02, eta: 16:51:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9762, loss_cls: 0.7112, loss: 0.7112 2023-12-23 22:32:19,746 - pyskl - INFO - Epoch [50][1400/2506] lr: 1.885e-02, eta: 16:50:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 0.7134, loss: 0.7134 2023-12-23 22:32:43,078 - pyskl - INFO - Epoch [50][1500/2506] lr: 1.884e-02, eta: 16:50:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9706, loss_cls: 0.7196, loss: 0.7196 2023-12-23 22:33:06,289 - pyskl - INFO - Epoch [50][1600/2506] lr: 1.883e-02, eta: 16:49:48, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9762, loss_cls: 0.7443, loss: 0.7443 2023-12-23 22:33:29,586 - pyskl - INFO - Epoch [50][1700/2506] lr: 1.882e-02, eta: 16:49:22, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 0.6953, loss: 0.6953 2023-12-23 22:33:52,910 - pyskl - INFO - Epoch [50][1800/2506] lr: 1.881e-02, eta: 16:48:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 0.6805, loss: 0.6805 2023-12-23 22:34:16,171 - pyskl - INFO - Epoch [50][1900/2506] lr: 1.880e-02, eta: 16:48:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9731, loss_cls: 0.6786, loss: 0.6786 2023-12-23 22:34:39,463 - pyskl - INFO - Epoch [50][2000/2506] lr: 1.880e-02, eta: 16:48:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 0.7630, loss: 0.7630 2023-12-23 22:35:02,746 - pyskl - INFO - Epoch [50][2100/2506] lr: 1.879e-02, eta: 16:47:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 0.6990, loss: 0.6990 2023-12-23 22:35:26,012 - pyskl - INFO - Epoch [50][2200/2506] lr: 1.878e-02, eta: 16:47:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9700, loss_cls: 0.7173, loss: 0.7173 2023-12-23 22:35:49,432 - pyskl - INFO - Epoch [50][2300/2506] lr: 1.877e-02, eta: 16:46:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9744, loss_cls: 0.7534, loss: 0.7534 2023-12-23 22:36:12,733 - pyskl - INFO - Epoch [50][2400/2506] lr: 1.876e-02, eta: 16:46:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 0.7216, loss: 0.7216 2023-12-23 22:36:36,060 - pyskl - INFO - Epoch [50][2500/2506] lr: 1.875e-02, eta: 16:45:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 0.7604, loss: 0.7604 2023-12-23 22:36:38,073 - pyskl - INFO - Saving checkpoint at 50 epochs 2023-12-23 22:38:00,557 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 22:38:00,630 - pyskl - INFO - top1_acc 0.7645 top5_acc 0.9614 2023-12-23 22:38:00,636 - pyskl - INFO - Epoch(val) [50][1031] top1_acc: 0.7645, top5_acc: 0.9614 2023-12-23 22:38:43,293 - pyskl - INFO - Epoch [51][100/2506] lr: 1.874e-02, eta: 16:46:06, time: 0.427, data_time: 0.194, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9694, loss_cls: 0.7070, loss: 0.7070 2023-12-23 22:39:06,609 - pyskl - INFO - Epoch [51][200/2506] lr: 1.873e-02, eta: 16:45:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 0.6625, loss: 0.6625 2023-12-23 22:39:29,888 - pyskl - INFO - Epoch [51][300/2506] lr: 1.872e-02, eta: 16:45:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9788, loss_cls: 0.7578, loss: 0.7578 2023-12-23 22:39:53,158 - pyskl - INFO - Epoch [51][400/2506] lr: 1.871e-02, eta: 16:44:48, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9825, loss_cls: 0.6675, loss: 0.6675 2023-12-23 22:40:16,450 - pyskl - INFO - Epoch [51][500/2506] lr: 1.870e-02, eta: 16:44:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 0.6856, loss: 0.6856 2023-12-23 22:40:39,660 - pyskl - INFO - Epoch [51][600/2506] lr: 1.870e-02, eta: 16:43:57, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 0.6766, loss: 0.6766 2023-12-23 22:41:03,064 - pyskl - INFO - Epoch [51][700/2506] lr: 1.869e-02, eta: 16:43:31, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9700, loss_cls: 0.7021, loss: 0.7021 2023-12-23 22:41:26,474 - pyskl - INFO - Epoch [51][800/2506] lr: 1.868e-02, eta: 16:43:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 0.6649, loss: 0.6649 2023-12-23 22:41:49,928 - pyskl - INFO - Epoch [51][900/2506] lr: 1.867e-02, eta: 16:42:41, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 0.6545, loss: 0.6545 2023-12-23 22:42:13,329 - pyskl - INFO - Epoch [51][1000/2506] lr: 1.866e-02, eta: 16:42:15, time: 0.234, data_time: 0.001, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9775, loss_cls: 0.6976, loss: 0.6976 2023-12-23 22:42:36,692 - pyskl - INFO - Epoch [51][1100/2506] lr: 1.865e-02, eta: 16:41:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9825, loss_cls: 0.6243, loss: 0.6243 2023-12-23 22:43:00,113 - pyskl - INFO - Epoch [51][1200/2506] lr: 1.864e-02, eta: 16:41:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 0.7331, loss: 0.7331 2023-12-23 22:43:23,467 - pyskl - INFO - Epoch [51][1300/2506] lr: 1.863e-02, eta: 16:40:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 0.6495, loss: 0.6495 2023-12-23 22:43:46,825 - pyskl - INFO - Epoch [51][1400/2506] lr: 1.862e-02, eta: 16:40:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9750, loss_cls: 0.7027, loss: 0.7027 2023-12-23 22:44:10,192 - pyskl - INFO - Epoch [51][1500/2506] lr: 1.861e-02, eta: 16:40:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 0.7387, loss: 0.7387 2023-12-23 22:44:33,555 - pyskl - INFO - Epoch [51][1600/2506] lr: 1.860e-02, eta: 16:39:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 0.6844, loss: 0.6844 2023-12-23 22:44:56,942 - pyskl - INFO - Epoch [51][1700/2506] lr: 1.860e-02, eta: 16:39:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 0.7515, loss: 0.7515 2023-12-23 22:45:20,170 - pyskl - INFO - Epoch [51][1800/2506] lr: 1.859e-02, eta: 16:38:51, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9706, loss_cls: 0.7347, loss: 0.7347 2023-12-23 22:45:43,377 - pyskl - INFO - Epoch [51][1900/2506] lr: 1.858e-02, eta: 16:38:25, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 0.7394, loss: 0.7394 2023-12-23 22:46:06,657 - pyskl - INFO - Epoch [51][2000/2506] lr: 1.857e-02, eta: 16:37:59, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9775, loss_cls: 0.7107, loss: 0.7107 2023-12-23 22:46:29,989 - pyskl - INFO - Epoch [51][2100/2506] lr: 1.856e-02, eta: 16:37:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 0.6870, loss: 0.6870 2023-12-23 22:46:53,301 - pyskl - INFO - Epoch [51][2200/2506] lr: 1.855e-02, eta: 16:37:08, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 0.6731, loss: 0.6731 2023-12-23 22:47:16,674 - pyskl - INFO - Epoch [51][2300/2506] lr: 1.854e-02, eta: 16:36:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9800, loss_cls: 0.7028, loss: 0.7028 2023-12-23 22:47:40,014 - pyskl - INFO - Epoch [51][2400/2506] lr: 1.853e-02, eta: 16:36:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 0.7400, loss: 0.7400 2023-12-23 22:48:03,414 - pyskl - INFO - Epoch [51][2500/2506] lr: 1.852e-02, eta: 16:35:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9738, loss_cls: 0.7318, loss: 0.7318 2023-12-23 22:48:05,274 - pyskl - INFO - Saving checkpoint at 51 epochs 2023-12-23 22:49:27,919 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 22:49:27,991 - pyskl - INFO - top1_acc 0.7704 top5_acc 0.9589 2023-12-23 22:49:27,996 - pyskl - INFO - Epoch(val) [51][1031] top1_acc: 0.7704, top5_acc: 0.9589 2023-12-23 22:50:10,035 - pyskl - INFO - Epoch [52][100/2506] lr: 1.851e-02, eta: 16:35:58, time: 0.420, data_time: 0.187, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9719, loss_cls: 0.6485, loss: 0.6485 2023-12-23 22:50:33,420 - pyskl - INFO - Epoch [52][200/2506] lr: 1.850e-02, eta: 16:35:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 0.6105, loss: 0.6105 2023-12-23 22:50:56,836 - pyskl - INFO - Epoch [52][300/2506] lr: 1.849e-02, eta: 16:35:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9812, loss_cls: 0.6445, loss: 0.6445 2023-12-23 22:51:20,329 - pyskl - INFO - Epoch [52][400/2506] lr: 1.849e-02, eta: 16:34:42, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 0.6772, loss: 0.6772 2023-12-23 22:51:43,757 - pyskl - INFO - Epoch [52][500/2506] lr: 1.848e-02, eta: 16:34:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 0.6810, loss: 0.6810 2023-12-23 22:52:07,160 - pyskl - INFO - Epoch [52][600/2506] lr: 1.847e-02, eta: 16:33:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9806, loss_cls: 0.6601, loss: 0.6601 2023-12-23 22:52:30,605 - pyskl - INFO - Epoch [52][700/2506] lr: 1.846e-02, eta: 16:33:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9725, loss_cls: 0.7588, loss: 0.7588 2023-12-23 22:52:54,092 - pyskl - INFO - Epoch [52][800/2506] lr: 1.845e-02, eta: 16:33:01, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9788, loss_cls: 0.6814, loss: 0.6814 2023-12-23 22:53:17,550 - pyskl - INFO - Epoch [52][900/2506] lr: 1.844e-02, eta: 16:32:35, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9825, loss_cls: 0.6427, loss: 0.6427 2023-12-23 22:53:41,003 - pyskl - INFO - Epoch [52][1000/2506] lr: 1.843e-02, eta: 16:32:10, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9762, loss_cls: 0.7815, loss: 0.7815 2023-12-23 22:54:04,414 - pyskl - INFO - Epoch [52][1100/2506] lr: 1.842e-02, eta: 16:31:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 0.6836, loss: 0.6836 2023-12-23 22:54:27,723 - pyskl - INFO - Epoch [52][1200/2506] lr: 1.841e-02, eta: 16:31:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 0.6734, loss: 0.6734 2023-12-23 22:54:51,103 - pyskl - INFO - Epoch [52][1300/2506] lr: 1.840e-02, eta: 16:30:54, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 0.7193, loss: 0.7193 2023-12-23 22:55:14,459 - pyskl - INFO - Epoch [52][1400/2506] lr: 1.839e-02, eta: 16:30:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 0.7710, loss: 0.7710 2023-12-23 22:55:37,816 - pyskl - INFO - Epoch [52][1500/2506] lr: 1.838e-02, eta: 16:30:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 0.7093, loss: 0.7093 2023-12-23 22:56:01,268 - pyskl - INFO - Epoch [52][1600/2506] lr: 1.838e-02, eta: 16:29:37, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9694, loss_cls: 0.7314, loss: 0.7314 2023-12-23 22:56:24,688 - pyskl - INFO - Epoch [52][1700/2506] lr: 1.837e-02, eta: 16:29:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 0.6842, loss: 0.6842 2023-12-23 22:56:48,152 - pyskl - INFO - Epoch [52][1800/2506] lr: 1.836e-02, eta: 16:28:47, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9750, loss_cls: 0.7222, loss: 0.7222 2023-12-23 22:57:11,504 - pyskl - INFO - Epoch [52][1900/2506] lr: 1.835e-02, eta: 16:28:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 0.7102, loss: 0.7102 2023-12-23 22:57:34,914 - pyskl - INFO - Epoch [52][2000/2506] lr: 1.834e-02, eta: 16:27:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 0.6742, loss: 0.6742 2023-12-23 22:57:58,359 - pyskl - INFO - Epoch [52][2100/2506] lr: 1.833e-02, eta: 16:27:31, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9700, loss_cls: 0.7167, loss: 0.7167 2023-12-23 22:58:21,832 - pyskl - INFO - Epoch [52][2200/2506] lr: 1.832e-02, eta: 16:27:05, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9738, loss_cls: 0.7533, loss: 0.7533 2023-12-23 22:58:45,312 - pyskl - INFO - Epoch [52][2300/2506] lr: 1.831e-02, eta: 16:26:40, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 0.7150, loss: 0.7150 2023-12-23 22:59:08,761 - pyskl - INFO - Epoch [52][2400/2506] lr: 1.830e-02, eta: 16:26:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 0.6724, loss: 0.6724 2023-12-23 22:59:32,273 - pyskl - INFO - Epoch [52][2500/2506] lr: 1.829e-02, eta: 16:25:50, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 0.6675, loss: 0.6675 2023-12-23 22:59:34,201 - pyskl - INFO - Saving checkpoint at 52 epochs 2023-12-23 23:00:56,865 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 23:00:56,934 - pyskl - INFO - top1_acc 0.7539 top5_acc 0.9560 2023-12-23 23:00:56,937 - pyskl - INFO - Epoch(val) [52][1031] top1_acc: 0.7539, top5_acc: 0.9560 2023-12-23 23:01:39,284 - pyskl - INFO - Epoch [53][100/2506] lr: 1.828e-02, eta: 16:25:56, time: 0.423, data_time: 0.190, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 0.6651, loss: 0.6651 2023-12-23 23:02:02,491 - pyskl - INFO - Epoch [53][200/2506] lr: 1.827e-02, eta: 16:25:30, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9756, loss_cls: 0.7183, loss: 0.7183 2023-12-23 23:02:25,698 - pyskl - INFO - Epoch [53][300/2506] lr: 1.826e-02, eta: 16:25:04, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9719, loss_cls: 0.6383, loss: 0.6383 2023-12-23 23:02:48,918 - pyskl - INFO - Epoch [53][400/2506] lr: 1.825e-02, eta: 16:24:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 0.6765, loss: 0.6765 2023-12-23 23:03:12,127 - pyskl - INFO - Epoch [53][500/2506] lr: 1.824e-02, eta: 16:24:13, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 0.6282, loss: 0.6282 2023-12-23 23:03:35,502 - pyskl - INFO - Epoch [53][600/2506] lr: 1.824e-02, eta: 16:23:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 0.6531, loss: 0.6531 2023-12-23 23:03:58,793 - pyskl - INFO - Epoch [53][700/2506] lr: 1.823e-02, eta: 16:23:22, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 0.5988, loss: 0.5988 2023-12-23 23:04:22,162 - pyskl - INFO - Epoch [53][800/2506] lr: 1.822e-02, eta: 16:22:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9756, loss_cls: 0.7015, loss: 0.7015 2023-12-23 23:04:45,561 - pyskl - INFO - Epoch [53][900/2506] lr: 1.821e-02, eta: 16:22:31, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 0.7227, loss: 0.7227 2023-12-23 23:05:08,889 - pyskl - INFO - Epoch [53][1000/2506] lr: 1.820e-02, eta: 16:22:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9769, loss_cls: 0.6954, loss: 0.6954 2023-12-23 23:05:32,333 - pyskl - INFO - Epoch [53][1100/2506] lr: 1.819e-02, eta: 16:21:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9719, loss_cls: 0.7786, loss: 0.7786 2023-12-23 23:05:55,652 - pyskl - INFO - Epoch [53][1200/2506] lr: 1.818e-02, eta: 16:21:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 0.7007, loss: 0.7007 2023-12-23 23:06:18,923 - pyskl - INFO - Epoch [53][1300/2506] lr: 1.817e-02, eta: 16:20:49, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 0.7200, loss: 0.7200 2023-12-23 23:06:42,197 - pyskl - INFO - Epoch [53][1400/2506] lr: 1.816e-02, eta: 16:20:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 0.6429, loss: 0.6429 2023-12-23 23:07:05,509 - pyskl - INFO - Epoch [53][1500/2506] lr: 1.815e-02, eta: 16:19:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 0.7387, loss: 0.7387 2023-12-23 23:07:28,860 - pyskl - INFO - Epoch [53][1600/2506] lr: 1.814e-02, eta: 16:19:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9794, loss_cls: 0.6865, loss: 0.6865 2023-12-23 23:07:52,143 - pyskl - INFO - Epoch [53][1700/2506] lr: 1.813e-02, eta: 16:19:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9769, loss_cls: 0.6923, loss: 0.6923 2023-12-23 23:08:15,413 - pyskl - INFO - Epoch [53][1800/2506] lr: 1.812e-02, eta: 16:18:41, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 0.6539, loss: 0.6539 2023-12-23 23:08:38,642 - pyskl - INFO - Epoch [53][1900/2506] lr: 1.811e-02, eta: 16:18:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 0.7083, loss: 0.7083 2023-12-23 23:09:01,984 - pyskl - INFO - Epoch [53][2000/2506] lr: 1.811e-02, eta: 16:17:50, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 0.6693, loss: 0.6693 2023-12-23 23:09:25,276 - pyskl - INFO - Epoch [53][2100/2506] lr: 1.810e-02, eta: 16:17:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9700, loss_cls: 0.7237, loss: 0.7237 2023-12-23 23:09:48,563 - pyskl - INFO - Epoch [53][2200/2506] lr: 1.809e-02, eta: 16:16:59, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9744, loss_cls: 0.7695, loss: 0.7695 2023-12-23 23:10:11,873 - pyskl - INFO - Epoch [53][2300/2506] lr: 1.808e-02, eta: 16:16:33, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9762, loss_cls: 0.7276, loss: 0.7276 2023-12-23 23:10:35,170 - pyskl - INFO - Epoch [53][2400/2506] lr: 1.807e-02, eta: 16:16:08, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9738, loss_cls: 0.7414, loss: 0.7414 2023-12-23 23:10:58,559 - pyskl - INFO - Epoch [53][2500/2506] lr: 1.806e-02, eta: 16:15:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 0.6837, loss: 0.6837 2023-12-23 23:11:00,509 - pyskl - INFO - Saving checkpoint at 53 epochs 2023-12-23 23:12:23,224 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 23:12:23,299 - pyskl - INFO - top1_acc 0.7688 top5_acc 0.9563 2023-12-23 23:12:23,303 - pyskl - INFO - Epoch(val) [53][1031] top1_acc: 0.7688, top5_acc: 0.9563 2023-12-23 23:13:05,381 - pyskl - INFO - Epoch [54][100/2506] lr: 1.805e-02, eta: 16:15:47, time: 0.421, data_time: 0.188, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9700, loss_cls: 0.7024, loss: 0.7024 2023-12-23 23:13:28,686 - pyskl - INFO - Epoch [54][200/2506] lr: 1.804e-02, eta: 16:15:22, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 0.6782, loss: 0.6782 2023-12-23 23:13:51,914 - pyskl - INFO - Epoch [54][300/2506] lr: 1.803e-02, eta: 16:14:56, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 0.6323, loss: 0.6323 2023-12-23 23:14:15,077 - pyskl - INFO - Epoch [54][400/2506] lr: 1.802e-02, eta: 16:14:30, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9744, loss_cls: 0.6771, loss: 0.6771 2023-12-23 23:14:38,277 - pyskl - INFO - Epoch [54][500/2506] lr: 1.801e-02, eta: 16:14:04, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9781, loss_cls: 0.6995, loss: 0.6995 2023-12-23 23:15:01,589 - pyskl - INFO - Epoch [54][600/2506] lr: 1.800e-02, eta: 16:13:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 0.6971, loss: 0.6971 2023-12-23 23:15:24,952 - pyskl - INFO - Epoch [54][700/2506] lr: 1.799e-02, eta: 16:13:14, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 0.6811, loss: 0.6811 2023-12-23 23:15:48,423 - pyskl - INFO - Epoch [54][800/2506] lr: 1.798e-02, eta: 16:12:48, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 0.6377, loss: 0.6377 2023-12-23 23:16:11,683 - pyskl - INFO - Epoch [54][900/2506] lr: 1.797e-02, eta: 16:12:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9794, loss_cls: 0.6657, loss: 0.6657 2023-12-23 23:16:35,146 - pyskl - INFO - Epoch [54][1000/2506] lr: 1.796e-02, eta: 16:11:57, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 0.6608, loss: 0.6608 2023-12-23 23:16:58,522 - pyskl - INFO - Epoch [54][1100/2506] lr: 1.795e-02, eta: 16:11:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 0.6745, loss: 0.6745 2023-12-23 23:17:21,847 - pyskl - INFO - Epoch [54][1200/2506] lr: 1.795e-02, eta: 16:11:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9762, loss_cls: 0.7046, loss: 0.7046 2023-12-23 23:17:45,295 - pyskl - INFO - Epoch [54][1300/2506] lr: 1.794e-02, eta: 16:10:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 0.6977, loss: 0.6977 2023-12-23 23:18:08,617 - pyskl - INFO - Epoch [54][1400/2506] lr: 1.793e-02, eta: 16:10:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 0.7110, loss: 0.7110 2023-12-23 23:18:32,102 - pyskl - INFO - Epoch [54][1500/2506] lr: 1.792e-02, eta: 16:09:51, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 0.6727, loss: 0.6727 2023-12-23 23:18:55,486 - pyskl - INFO - Epoch [54][1600/2506] lr: 1.791e-02, eta: 16:09:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9794, loss_cls: 0.6777, loss: 0.6777 2023-12-23 23:19:18,838 - pyskl - INFO - Epoch [54][1700/2506] lr: 1.790e-02, eta: 16:09:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9738, loss_cls: 0.6556, loss: 0.6556 2023-12-23 23:19:42,148 - pyskl - INFO - Epoch [54][1800/2506] lr: 1.789e-02, eta: 16:08:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9800, loss_cls: 0.7099, loss: 0.7099 2023-12-23 23:20:05,398 - pyskl - INFO - Epoch [54][1900/2506] lr: 1.788e-02, eta: 16:08:09, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 0.7151, loss: 0.7151 2023-12-23 23:20:28,767 - pyskl - INFO - Epoch [54][2000/2506] lr: 1.787e-02, eta: 16:07:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9725, loss_cls: 0.6690, loss: 0.6690 2023-12-23 23:20:52,088 - pyskl - INFO - Epoch [54][2100/2506] lr: 1.786e-02, eta: 16:07:18, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9706, loss_cls: 0.6874, loss: 0.6874 2023-12-23 23:21:15,423 - pyskl - INFO - Epoch [54][2200/2506] lr: 1.785e-02, eta: 16:06:53, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9712, loss_cls: 0.7027, loss: 0.7027 2023-12-23 23:21:38,776 - pyskl - INFO - Epoch [54][2300/2506] lr: 1.784e-02, eta: 16:06:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9775, loss_cls: 0.6900, loss: 0.6900 2023-12-23 23:22:02,153 - pyskl - INFO - Epoch [54][2400/2506] lr: 1.783e-02, eta: 16:06:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 0.7144, loss: 0.7144 2023-12-23 23:22:25,431 - pyskl - INFO - Epoch [54][2500/2506] lr: 1.782e-02, eta: 16:05:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 0.6560, loss: 0.6560 2023-12-23 23:22:27,370 - pyskl - INFO - Saving checkpoint at 54 epochs 2023-12-23 23:23:49,690 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 23:23:49,764 - pyskl - INFO - top1_acc 0.7822 top5_acc 0.9606 2023-12-23 23:23:49,768 - pyskl - INFO - Epoch(val) [54][1031] top1_acc: 0.7822, top5_acc: 0.9606 2023-12-23 23:24:31,764 - pyskl - INFO - Epoch [55][100/2506] lr: 1.781e-02, eta: 16:05:40, time: 0.420, data_time: 0.186, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 0.6483, loss: 0.6483 2023-12-23 23:24:55,182 - pyskl - INFO - Epoch [55][200/2506] lr: 1.780e-02, eta: 16:05:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 0.7213, loss: 0.7213 2023-12-23 23:25:18,525 - pyskl - INFO - Epoch [55][300/2506] lr: 1.779e-02, eta: 16:04:49, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 0.6177, loss: 0.6177 2023-12-23 23:25:41,860 - pyskl - INFO - Epoch [55][400/2506] lr: 1.778e-02, eta: 16:04:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9812, loss_cls: 0.6656, loss: 0.6656 2023-12-23 23:26:05,089 - pyskl - INFO - Epoch [55][500/2506] lr: 1.778e-02, eta: 16:03:58, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 0.6664, loss: 0.6664 2023-12-23 23:26:28,333 - pyskl - INFO - Epoch [55][600/2506] lr: 1.777e-02, eta: 16:03:33, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9725, loss_cls: 0.7181, loss: 0.7181 2023-12-23 23:26:51,755 - pyskl - INFO - Epoch [55][700/2506] lr: 1.776e-02, eta: 16:03:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 0.7656, loss: 0.7656 2023-12-23 23:27:15,126 - pyskl - INFO - Epoch [55][800/2506] lr: 1.775e-02, eta: 16:02:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9706, loss_cls: 0.6868, loss: 0.6868 2023-12-23 23:27:38,527 - pyskl - INFO - Epoch [55][900/2506] lr: 1.774e-02, eta: 16:02:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 0.6660, loss: 0.6660 2023-12-23 23:28:01,892 - pyskl - INFO - Epoch [55][1000/2506] lr: 1.773e-02, eta: 16:01:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9781, loss_cls: 0.7249, loss: 0.7249 2023-12-23 23:28:25,346 - pyskl - INFO - Epoch [55][1100/2506] lr: 1.772e-02, eta: 16:01:26, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9806, loss_cls: 0.7177, loss: 0.7177 2023-12-23 23:28:48,734 - pyskl - INFO - Epoch [55][1200/2506] lr: 1.771e-02, eta: 16:01:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 0.6538, loss: 0.6538 2023-12-23 23:29:12,114 - pyskl - INFO - Epoch [55][1300/2506] lr: 1.770e-02, eta: 16:00:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 0.6800, loss: 0.6800 2023-12-23 23:29:35,392 - pyskl - INFO - Epoch [55][1400/2506] lr: 1.769e-02, eta: 16:00:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 0.6529, loss: 0.6529 2023-12-23 23:29:58,739 - pyskl - INFO - Epoch [55][1500/2506] lr: 1.768e-02, eta: 15:59:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 0.6779, loss: 0.6779 2023-12-23 23:30:22,165 - pyskl - INFO - Epoch [55][1600/2506] lr: 1.767e-02, eta: 15:59:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9706, loss_cls: 0.6546, loss: 0.6546 2023-12-23 23:30:45,417 - pyskl - INFO - Epoch [55][1700/2506] lr: 1.766e-02, eta: 15:58:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9788, loss_cls: 0.7009, loss: 0.7009 2023-12-23 23:31:08,691 - pyskl - INFO - Epoch [55][1800/2506] lr: 1.765e-02, eta: 15:58:28, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 0.6618, loss: 0.6618 2023-12-23 23:31:32,012 - pyskl - INFO - Epoch [55][1900/2506] lr: 1.764e-02, eta: 15:58:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9744, loss_cls: 0.7260, loss: 0.7260 2023-12-23 23:31:55,341 - pyskl - INFO - Epoch [55][2000/2506] lr: 1.763e-02, eta: 15:57:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 0.6337, loss: 0.6337 2023-12-23 23:32:18,821 - pyskl - INFO - Epoch [55][2100/2506] lr: 1.762e-02, eta: 15:57:12, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 0.6691, loss: 0.6691 2023-12-23 23:32:42,047 - pyskl - INFO - Epoch [55][2200/2506] lr: 1.761e-02, eta: 15:56:47, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9756, loss_cls: 0.7089, loss: 0.7089 2023-12-23 23:33:05,430 - pyskl - INFO - Epoch [55][2300/2506] lr: 1.760e-02, eta: 15:56:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9725, loss_cls: 0.7857, loss: 0.7857 2023-12-23 23:33:28,807 - pyskl - INFO - Epoch [55][2400/2506] lr: 1.759e-02, eta: 15:55:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9613, loss_cls: 0.7387, loss: 0.7387 2023-12-23 23:33:52,082 - pyskl - INFO - Epoch [55][2500/2506] lr: 1.758e-02, eta: 15:55:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9850, loss_cls: 0.6790, loss: 0.6790 2023-12-23 23:33:53,974 - pyskl - INFO - Saving checkpoint at 55 epochs 2023-12-23 23:35:16,844 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 23:35:16,918 - pyskl - INFO - top1_acc 0.7322 top5_acc 0.9486 2023-12-23 23:35:16,923 - pyskl - INFO - Epoch(val) [55][1031] top1_acc: 0.7322, top5_acc: 0.9486 2023-12-23 23:35:59,472 - pyskl - INFO - Epoch [56][100/2506] lr: 1.757e-02, eta: 15:55:35, time: 0.425, data_time: 0.192, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 0.6077, loss: 0.6077 2023-12-23 23:36:22,757 - pyskl - INFO - Epoch [56][200/2506] lr: 1.757e-02, eta: 15:55:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9775, loss_cls: 0.6725, loss: 0.6725 2023-12-23 23:36:46,172 - pyskl - INFO - Epoch [56][300/2506] lr: 1.756e-02, eta: 15:54:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 0.6641, loss: 0.6641 2023-12-23 23:37:09,497 - pyskl - INFO - Epoch [56][400/2506] lr: 1.755e-02, eta: 15:54:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9788, loss_cls: 0.6796, loss: 0.6796 2023-12-23 23:37:32,883 - pyskl - INFO - Epoch [56][500/2506] lr: 1.754e-02, eta: 15:53:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9831, loss_cls: 0.6255, loss: 0.6255 2023-12-23 23:37:56,246 - pyskl - INFO - Epoch [56][600/2506] lr: 1.753e-02, eta: 15:53:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9719, loss_cls: 0.6944, loss: 0.6944 2023-12-23 23:38:19,563 - pyskl - INFO - Epoch [56][700/2506] lr: 1.752e-02, eta: 15:53:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9788, loss_cls: 0.7101, loss: 0.7101 2023-12-23 23:38:42,969 - pyskl - INFO - Epoch [56][800/2506] lr: 1.751e-02, eta: 15:52:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9744, loss_cls: 0.7342, loss: 0.7342 2023-12-23 23:39:06,479 - pyskl - INFO - Epoch [56][900/2506] lr: 1.750e-02, eta: 15:52:12, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 0.6567, loss: 0.6567 2023-12-23 23:39:29,936 - pyskl - INFO - Epoch [56][1000/2506] lr: 1.749e-02, eta: 15:51:47, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9744, loss_cls: 0.6684, loss: 0.6684 2023-12-23 23:39:53,307 - pyskl - INFO - Epoch [56][1100/2506] lr: 1.748e-02, eta: 15:51:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9725, loss_cls: 0.6693, loss: 0.6693 2023-12-23 23:40:16,708 - pyskl - INFO - Epoch [56][1200/2506] lr: 1.747e-02, eta: 15:50:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 0.6323, loss: 0.6323 2023-12-23 23:40:40,155 - pyskl - INFO - Epoch [56][1300/2506] lr: 1.746e-02, eta: 15:50:31, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9750, loss_cls: 0.6921, loss: 0.6921 2023-12-23 23:41:03,591 - pyskl - INFO - Epoch [56][1400/2506] lr: 1.745e-02, eta: 15:50:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 0.6581, loss: 0.6581 2023-12-23 23:41:27,019 - pyskl - INFO - Epoch [56][1500/2506] lr: 1.744e-02, eta: 15:49:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9762, loss_cls: 0.7101, loss: 0.7101 2023-12-23 23:41:50,380 - pyskl - INFO - Epoch [56][1600/2506] lr: 1.743e-02, eta: 15:49:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9831, loss_cls: 0.6260, loss: 0.6260 2023-12-23 23:42:13,680 - pyskl - INFO - Epoch [56][1700/2506] lr: 1.742e-02, eta: 15:48:50, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9788, loss_cls: 0.6649, loss: 0.6649 2023-12-23 23:42:36,962 - pyskl - INFO - Epoch [56][1800/2506] lr: 1.741e-02, eta: 15:48:25, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 0.6394, loss: 0.6394 2023-12-23 23:43:00,456 - pyskl - INFO - Epoch [56][1900/2506] lr: 1.740e-02, eta: 15:48:00, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 0.6959, loss: 0.6959 2023-12-23 23:43:23,880 - pyskl - INFO - Epoch [56][2000/2506] lr: 1.739e-02, eta: 15:47:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 0.6704, loss: 0.6704 2023-12-23 23:43:47,239 - pyskl - INFO - Epoch [56][2100/2506] lr: 1.738e-02, eta: 15:47:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 0.6773, loss: 0.6773 2023-12-23 23:44:10,687 - pyskl - INFO - Epoch [56][2200/2506] lr: 1.737e-02, eta: 15:46:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9794, loss_cls: 0.6528, loss: 0.6528 2023-12-23 23:44:34,148 - pyskl - INFO - Epoch [56][2300/2506] lr: 1.736e-02, eta: 15:46:19, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9744, loss_cls: 0.6983, loss: 0.6983 2023-12-23 23:44:57,627 - pyskl - INFO - Epoch [56][2400/2506] lr: 1.735e-02, eta: 15:45:54, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 0.7194, loss: 0.7194 2023-12-23 23:45:20,886 - pyskl - INFO - Epoch [56][2500/2506] lr: 1.734e-02, eta: 15:45:28, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9756, loss_cls: 0.7374, loss: 0.7374 2023-12-23 23:45:22,741 - pyskl - INFO - Saving checkpoint at 56 epochs 2023-12-23 23:46:45,637 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 23:46:45,713 - pyskl - INFO - top1_acc 0.7659 top5_acc 0.9598 2023-12-23 23:46:45,719 - pyskl - INFO - Epoch(val) [56][1031] top1_acc: 0.7659, top5_acc: 0.9598 2023-12-23 23:47:28,062 - pyskl - INFO - Epoch [57][100/2506] lr: 1.733e-02, eta: 15:45:31, time: 0.423, data_time: 0.190, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 0.6528, loss: 0.6528 2023-12-23 23:47:51,378 - pyskl - INFO - Epoch [57][200/2506] lr: 1.732e-02, eta: 15:45:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 0.5970, loss: 0.5970 2023-12-23 23:48:14,688 - pyskl - INFO - Epoch [57][300/2506] lr: 1.732e-02, eta: 15:44:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 0.6305, loss: 0.6305 2023-12-23 23:48:38,097 - pyskl - INFO - Epoch [57][400/2506] lr: 1.731e-02, eta: 15:44:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 0.6187, loss: 0.6187 2023-12-23 23:49:01,536 - pyskl - INFO - Epoch [57][500/2506] lr: 1.730e-02, eta: 15:43:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 0.6275, loss: 0.6275 2023-12-23 23:49:24,908 - pyskl - INFO - Epoch [57][600/2506] lr: 1.729e-02, eta: 15:43:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9819, loss_cls: 0.6633, loss: 0.6633 2023-12-23 23:49:48,465 - pyskl - INFO - Epoch [57][700/2506] lr: 1.728e-02, eta: 15:42:59, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 0.6455, loss: 0.6455 2023-12-23 23:50:11,717 - pyskl - INFO - Epoch [57][800/2506] lr: 1.727e-02, eta: 15:42:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 0.6930, loss: 0.6930 2023-12-23 23:50:34,938 - pyskl - INFO - Epoch [57][900/2506] lr: 1.726e-02, eta: 15:42:08, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 0.6714, loss: 0.6714 2023-12-23 23:50:58,215 - pyskl - INFO - Epoch [57][1000/2506] lr: 1.725e-02, eta: 15:41:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 0.6743, loss: 0.6743 2023-12-23 23:51:21,482 - pyskl - INFO - Epoch [57][1100/2506] lr: 1.724e-02, eta: 15:41:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 0.6235, loss: 0.6235 2023-12-23 23:51:44,947 - pyskl - INFO - Epoch [57][1200/2506] lr: 1.723e-02, eta: 15:40:52, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 0.6598, loss: 0.6598 2023-12-23 23:52:08,315 - pyskl - INFO - Epoch [57][1300/2506] lr: 1.722e-02, eta: 15:40:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 0.6447, loss: 0.6447 2023-12-23 23:52:31,690 - pyskl - INFO - Epoch [57][1400/2506] lr: 1.721e-02, eta: 15:40:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 0.6826, loss: 0.6826 2023-12-23 23:52:55,046 - pyskl - INFO - Epoch [57][1500/2506] lr: 1.720e-02, eta: 15:39:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 0.6849, loss: 0.6849 2023-12-23 23:53:18,380 - pyskl - INFO - Epoch [57][1600/2506] lr: 1.719e-02, eta: 15:39:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9706, loss_cls: 0.6953, loss: 0.6953 2023-12-23 23:53:41,664 - pyskl - INFO - Epoch [57][1700/2506] lr: 1.718e-02, eta: 15:38:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9769, loss_cls: 0.6930, loss: 0.6930 2023-12-23 23:54:05,023 - pyskl - INFO - Epoch [57][1800/2506] lr: 1.717e-02, eta: 15:38:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 0.7398, loss: 0.7398 2023-12-23 23:54:28,364 - pyskl - INFO - Epoch [57][1900/2506] lr: 1.716e-02, eta: 15:37:55, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 0.6799, loss: 0.6799 2023-12-23 23:54:51,786 - pyskl - INFO - Epoch [57][2000/2506] lr: 1.715e-02, eta: 15:37:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 0.7204, loss: 0.7204 2023-12-23 23:55:15,185 - pyskl - INFO - Epoch [57][2100/2506] lr: 1.714e-02, eta: 15:37:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9788, loss_cls: 0.7266, loss: 0.7266 2023-12-23 23:55:38,559 - pyskl - INFO - Epoch [57][2200/2506] lr: 1.713e-02, eta: 15:36:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9812, loss_cls: 0.6836, loss: 0.6836 2023-12-23 23:56:01,903 - pyskl - INFO - Epoch [57][2300/2506] lr: 1.712e-02, eta: 15:36:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 0.6532, loss: 0.6532 2023-12-23 23:56:25,201 - pyskl - INFO - Epoch [57][2400/2506] lr: 1.711e-02, eta: 15:35:49, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 0.6881, loss: 0.6881 2023-12-23 23:56:48,589 - pyskl - INFO - Epoch [57][2500/2506] lr: 1.710e-02, eta: 15:35:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9756, loss_cls: 0.7392, loss: 0.7392 2023-12-23 23:56:50,490 - pyskl - INFO - Saving checkpoint at 57 epochs 2023-12-23 23:58:13,235 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 23:58:13,308 - pyskl - INFO - top1_acc 0.7831 top5_acc 0.9602 2023-12-23 23:58:13,312 - pyskl - INFO - Epoch(val) [57][1031] top1_acc: 0.7831, top5_acc: 0.9602 2023-12-23 23:58:56,074 - pyskl - INFO - Epoch [58][100/2506] lr: 1.709e-02, eta: 15:35:26, time: 0.428, data_time: 0.194, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9831, loss_cls: 0.6054, loss: 0.6054 2023-12-23 23:59:19,428 - pyskl - INFO - Epoch [58][200/2506] lr: 1.708e-02, eta: 15:35:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 0.6058, loss: 0.6058 2023-12-23 23:59:42,785 - pyskl - INFO - Epoch [58][300/2506] lr: 1.707e-02, eta: 15:34:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 0.6495, loss: 0.6495 2023-12-24 00:00:06,156 - pyskl - INFO - Epoch [58][400/2506] lr: 1.706e-02, eta: 15:34:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9812, loss_cls: 0.6563, loss: 0.6563 2023-12-24 00:00:29,518 - pyskl - INFO - Epoch [58][500/2506] lr: 1.705e-02, eta: 15:33:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 0.7203, loss: 0.7203 2023-12-24 00:00:52,807 - pyskl - INFO - Epoch [58][600/2506] lr: 1.704e-02, eta: 15:33:20, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 0.6467, loss: 0.6467 2023-12-24 00:01:16,291 - pyskl - INFO - Epoch [58][700/2506] lr: 1.703e-02, eta: 15:32:55, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9725, loss_cls: 0.6844, loss: 0.6844 2023-12-24 00:01:39,638 - pyskl - INFO - Epoch [58][800/2506] lr: 1.702e-02, eta: 15:32:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 0.6495, loss: 0.6495 2023-12-24 00:02:02,965 - pyskl - INFO - Epoch [58][900/2506] lr: 1.701e-02, eta: 15:32:04, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 0.6821, loss: 0.6821 2023-12-24 00:02:26,304 - pyskl - INFO - Epoch [58][1000/2506] lr: 1.700e-02, eta: 15:31:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9819, loss_cls: 0.6419, loss: 0.6419 2023-12-24 00:02:49,626 - pyskl - INFO - Epoch [58][1100/2506] lr: 1.699e-02, eta: 15:31:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9800, loss_cls: 0.7089, loss: 0.7089 2023-12-24 00:03:13,042 - pyskl - INFO - Epoch [58][1200/2506] lr: 1.698e-02, eta: 15:30:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 0.6708, loss: 0.6708 2023-12-24 00:03:36,355 - pyskl - INFO - Epoch [58][1300/2506] lr: 1.698e-02, eta: 15:30:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9700, loss_cls: 0.6859, loss: 0.6859 2023-12-24 00:03:59,633 - pyskl - INFO - Epoch [58][1400/2506] lr: 1.697e-02, eta: 15:29:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9706, loss_cls: 0.7263, loss: 0.7263 2023-12-24 00:04:22,976 - pyskl - INFO - Epoch [58][1500/2506] lr: 1.696e-02, eta: 15:29:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9700, loss_cls: 0.6809, loss: 0.6809 2023-12-24 00:04:46,263 - pyskl - INFO - Epoch [58][1600/2506] lr: 1.695e-02, eta: 15:29:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 0.6712, loss: 0.6712 2023-12-24 00:05:09,482 - pyskl - INFO - Epoch [58][1700/2506] lr: 1.694e-02, eta: 15:28:41, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 0.6644, loss: 0.6644 2023-12-24 00:05:32,719 - pyskl - INFO - Epoch [58][1800/2506] lr: 1.693e-02, eta: 15:28:16, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 0.6939, loss: 0.6939 2023-12-24 00:05:56,142 - pyskl - INFO - Epoch [58][1900/2506] lr: 1.692e-02, eta: 15:27:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 0.6405, loss: 0.6405 2023-12-24 00:06:19,503 - pyskl - INFO - Epoch [58][2000/2506] lr: 1.691e-02, eta: 15:27:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9688, loss_cls: 0.6856, loss: 0.6856 2023-12-24 00:06:42,807 - pyskl - INFO - Epoch [58][2100/2506] lr: 1.690e-02, eta: 15:27:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 0.7541, loss: 0.7541 2023-12-24 00:07:06,122 - pyskl - INFO - Epoch [58][2200/2506] lr: 1.689e-02, eta: 15:26:35, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 0.6512, loss: 0.6512 2023-12-24 00:07:29,482 - pyskl - INFO - Epoch [58][2300/2506] lr: 1.688e-02, eta: 15:26:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 0.6730, loss: 0.6730 2023-12-24 00:07:52,767 - pyskl - INFO - Epoch [58][2400/2506] lr: 1.687e-02, eta: 15:25:44, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 0.6415, loss: 0.6415 2023-12-24 00:08:15,983 - pyskl - INFO - Epoch [58][2500/2506] lr: 1.686e-02, eta: 15:25:19, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9838, loss_cls: 0.6473, loss: 0.6473 2023-12-24 00:08:17,900 - pyskl - INFO - Saving checkpoint at 58 epochs 2023-12-24 00:09:40,615 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 00:09:40,685 - pyskl - INFO - top1_acc 0.7578 top5_acc 0.9572 2023-12-24 00:09:40,690 - pyskl - INFO - Epoch(val) [58][1031] top1_acc: 0.7578, top5_acc: 0.9572 2023-12-24 00:10:22,914 - pyskl - INFO - Epoch [59][100/2506] lr: 1.685e-02, eta: 15:25:20, time: 0.422, data_time: 0.188, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 0.6834, loss: 0.6834 2023-12-24 00:10:46,178 - pyskl - INFO - Epoch [59][200/2506] lr: 1.684e-02, eta: 15:24:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9856, loss_cls: 0.6030, loss: 0.6030 2023-12-24 00:11:09,390 - pyskl - INFO - Epoch [59][300/2506] lr: 1.683e-02, eta: 15:24:29, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9800, loss_cls: 0.6108, loss: 0.6108 2023-12-24 00:11:32,683 - pyskl - INFO - Epoch [59][400/2506] lr: 1.682e-02, eta: 15:24:04, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9812, loss_cls: 0.6529, loss: 0.6529 2023-12-24 00:11:56,033 - pyskl - INFO - Epoch [59][500/2506] lr: 1.681e-02, eta: 15:23:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 0.6059, loss: 0.6059 2023-12-24 00:12:19,359 - pyskl - INFO - Epoch [59][600/2506] lr: 1.680e-02, eta: 15:23:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 0.6136, loss: 0.6136 2023-12-24 00:12:42,686 - pyskl - INFO - Epoch [59][700/2506] lr: 1.679e-02, eta: 15:22:48, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 0.6604, loss: 0.6604 2023-12-24 00:13:06,125 - pyskl - INFO - Epoch [59][800/2506] lr: 1.678e-02, eta: 15:22:23, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 0.6239, loss: 0.6239 2023-12-24 00:13:29,326 - pyskl - INFO - Epoch [59][900/2506] lr: 1.677e-02, eta: 15:21:57, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 0.6816, loss: 0.6816 2023-12-24 00:13:52,677 - pyskl - INFO - Epoch [59][1000/2506] lr: 1.676e-02, eta: 15:21:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 0.6472, loss: 0.6472 2023-12-24 00:14:16,001 - pyskl - INFO - Epoch [59][1100/2506] lr: 1.675e-02, eta: 15:21:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9800, loss_cls: 0.6569, loss: 0.6569 2023-12-24 00:14:39,428 - pyskl - INFO - Epoch [59][1200/2506] lr: 1.674e-02, eta: 15:20:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9794, loss_cls: 0.6839, loss: 0.6839 2023-12-24 00:15:02,758 - pyskl - INFO - Epoch [59][1300/2506] lr: 1.673e-02, eta: 15:20:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9788, loss_cls: 0.6841, loss: 0.6841 2023-12-24 00:15:26,119 - pyskl - INFO - Epoch [59][1400/2506] lr: 1.672e-02, eta: 15:19:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 0.6506, loss: 0.6506 2023-12-24 00:15:49,529 - pyskl - INFO - Epoch [59][1500/2506] lr: 1.671e-02, eta: 15:19:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9825, loss_cls: 0.6549, loss: 0.6549 2023-12-24 00:16:12,887 - pyskl - INFO - Epoch [59][1600/2506] lr: 1.670e-02, eta: 15:19:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 0.6996, loss: 0.6996 2023-12-24 00:16:36,273 - pyskl - INFO - Epoch [59][1700/2506] lr: 1.669e-02, eta: 15:18:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 0.7731, loss: 0.7731 2023-12-24 00:16:59,641 - pyskl - INFO - Epoch [59][1800/2506] lr: 1.668e-02, eta: 15:18:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9756, loss_cls: 0.7236, loss: 0.7236 2023-12-24 00:17:23,044 - pyskl - INFO - Epoch [59][1900/2506] lr: 1.667e-02, eta: 15:17:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 0.7052, loss: 0.7052 2023-12-24 00:17:46,238 - pyskl - INFO - Epoch [59][2000/2506] lr: 1.666e-02, eta: 15:17:20, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9681, loss_cls: 0.7131, loss: 0.7131 2023-12-24 00:18:09,643 - pyskl - INFO - Epoch [59][2100/2506] lr: 1.665e-02, eta: 15:16:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 0.7111, loss: 0.7111 2023-12-24 00:18:32,936 - pyskl - INFO - Epoch [59][2200/2506] lr: 1.664e-02, eta: 15:16:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 0.6457, loss: 0.6457 2023-12-24 00:18:56,312 - pyskl - INFO - Epoch [59][2300/2506] lr: 1.663e-02, eta: 15:16:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 0.6308, loss: 0.6308 2023-12-24 00:19:19,673 - pyskl - INFO - Epoch [59][2400/2506] lr: 1.662e-02, eta: 15:15:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 0.5945, loss: 0.5945 2023-12-24 00:19:42,957 - pyskl - INFO - Epoch [59][2500/2506] lr: 1.661e-02, eta: 15:15:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 0.6568, loss: 0.6568 2023-12-24 00:19:44,890 - pyskl - INFO - Saving checkpoint at 59 epochs 2023-12-24 00:21:07,294 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 00:21:07,364 - pyskl - INFO - top1_acc 0.7848 top5_acc 0.9633 2023-12-24 00:21:07,368 - pyskl - INFO - Epoch(val) [59][1031] top1_acc: 0.7848, top5_acc: 0.9633 2023-12-24 00:21:49,876 - pyskl - INFO - Epoch [60][100/2506] lr: 1.660e-02, eta: 15:15:14, time: 0.425, data_time: 0.192, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9788, loss_cls: 0.6533, loss: 0.6533 2023-12-24 00:22:13,217 - pyskl - INFO - Epoch [60][200/2506] lr: 1.659e-02, eta: 15:14:49, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 0.5987, loss: 0.5987 2023-12-24 00:22:36,571 - pyskl - INFO - Epoch [60][300/2506] lr: 1.658e-02, eta: 15:14:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 0.6202, loss: 0.6202 2023-12-24 00:22:59,951 - pyskl - INFO - Epoch [60][400/2506] lr: 1.657e-02, eta: 15:13:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 0.6041, loss: 0.6041 2023-12-24 00:23:23,309 - pyskl - INFO - Epoch [60][500/2506] lr: 1.656e-02, eta: 15:13:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 0.6766, loss: 0.6766 2023-12-24 00:23:46,694 - pyskl - INFO - Epoch [60][600/2506] lr: 1.655e-02, eta: 15:13:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 0.6700, loss: 0.6700 2023-12-24 00:24:10,022 - pyskl - INFO - Epoch [60][700/2506] lr: 1.654e-02, eta: 15:12:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 0.6685, loss: 0.6685 2023-12-24 00:24:33,396 - pyskl - INFO - Epoch [60][800/2506] lr: 1.653e-02, eta: 15:12:18, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 0.7136, loss: 0.7136 2023-12-24 00:24:56,739 - pyskl - INFO - Epoch [60][900/2506] lr: 1.652e-02, eta: 15:11:52, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9812, loss_cls: 0.6550, loss: 0.6550 2023-12-24 00:25:20,095 - pyskl - INFO - Epoch [60][1000/2506] lr: 1.651e-02, eta: 15:11:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 0.6535, loss: 0.6535 2023-12-24 00:25:43,464 - pyskl - INFO - Epoch [60][1100/2506] lr: 1.650e-02, eta: 15:11:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 0.6542, loss: 0.6542 2023-12-24 00:26:06,764 - pyskl - INFO - Epoch [60][1200/2506] lr: 1.649e-02, eta: 15:10:37, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9831, loss_cls: 0.6523, loss: 0.6523 2023-12-24 00:26:30,146 - pyskl - INFO - Epoch [60][1300/2506] lr: 1.648e-02, eta: 15:10:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9750, loss_cls: 0.6199, loss: 0.6199 2023-12-24 00:26:53,580 - pyskl - INFO - Epoch [60][1400/2506] lr: 1.647e-02, eta: 15:09:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 0.6680, loss: 0.6680 2023-12-24 00:27:16,926 - pyskl - INFO - Epoch [60][1500/2506] lr: 1.646e-02, eta: 15:09:21, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9706, loss_cls: 0.6671, loss: 0.6671 2023-12-24 00:27:40,200 - pyskl - INFO - Epoch [60][1600/2506] lr: 1.645e-02, eta: 15:08:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9862, loss_cls: 0.5983, loss: 0.5983 2023-12-24 00:28:03,451 - pyskl - INFO - Epoch [60][1700/2506] lr: 1.644e-02, eta: 15:08:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 0.6348, loss: 0.6348 2023-12-24 00:28:26,732 - pyskl - INFO - Epoch [60][1800/2506] lr: 1.643e-02, eta: 15:08:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 0.6811, loss: 0.6811 2023-12-24 00:28:50,014 - pyskl - INFO - Epoch [60][1900/2506] lr: 1.642e-02, eta: 15:07:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9831, loss_cls: 0.6755, loss: 0.6755 2023-12-24 00:29:13,322 - pyskl - INFO - Epoch [60][2000/2506] lr: 1.641e-02, eta: 15:07:15, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9794, loss_cls: 0.5913, loss: 0.5913 2023-12-24 00:29:36,586 - pyskl - INFO - Epoch [60][2100/2506] lr: 1.640e-02, eta: 15:06:50, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9762, loss_cls: 0.6881, loss: 0.6881 2023-12-24 00:29:59,903 - pyskl - INFO - Epoch [60][2200/2506] lr: 1.639e-02, eta: 15:06:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 0.6489, loss: 0.6489 2023-12-24 00:30:23,245 - pyskl - INFO - Epoch [60][2300/2506] lr: 1.638e-02, eta: 15:05:59, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9838, loss_cls: 0.6380, loss: 0.6380 2023-12-24 00:30:46,505 - pyskl - INFO - Epoch [60][2400/2506] lr: 1.637e-02, eta: 15:05:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 0.6924, loss: 0.6924 2023-12-24 00:31:10,007 - pyskl - INFO - Epoch [60][2500/2506] lr: 1.636e-02, eta: 15:05:09, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 0.6954, loss: 0.6954 2023-12-24 00:31:11,966 - pyskl - INFO - Saving checkpoint at 60 epochs 2023-12-24 00:32:34,533 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 00:32:34,603 - pyskl - INFO - top1_acc 0.7712 top5_acc 0.9543 2023-12-24 00:32:34,607 - pyskl - INFO - Epoch(val) [60][1031] top1_acc: 0.7712, top5_acc: 0.9543 2023-12-24 00:33:17,173 - pyskl - INFO - Epoch [61][100/2506] lr: 1.635e-02, eta: 15:05:09, time: 0.426, data_time: 0.192, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 0.5986, loss: 0.5986 2023-12-24 00:33:40,598 - pyskl - INFO - Epoch [61][200/2506] lr: 1.634e-02, eta: 15:04:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 0.6755, loss: 0.6755 2023-12-24 00:34:03,902 - pyskl - INFO - Epoch [61][300/2506] lr: 1.633e-02, eta: 15:04:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9738, loss_cls: 0.6440, loss: 0.6440 2023-12-24 00:34:27,353 - pyskl - INFO - Epoch [61][400/2506] lr: 1.632e-02, eta: 15:03:53, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 0.5962, loss: 0.5962 2023-12-24 00:34:50,561 - pyskl - INFO - Epoch [61][500/2506] lr: 1.631e-02, eta: 15:03:28, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9812, loss_cls: 0.6431, loss: 0.6431 2023-12-24 00:35:13,867 - pyskl - INFO - Epoch [61][600/2506] lr: 1.630e-02, eta: 15:03:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 0.6885, loss: 0.6885 2023-12-24 00:35:37,170 - pyskl - INFO - Epoch [61][700/2506] lr: 1.629e-02, eta: 15:02:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 0.6166, loss: 0.6166 2023-12-24 00:36:00,523 - pyskl - INFO - Epoch [61][800/2506] lr: 1.628e-02, eta: 15:02:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 0.6869, loss: 0.6869 2023-12-24 00:36:23,875 - pyskl - INFO - Epoch [61][900/2506] lr: 1.627e-02, eta: 15:01:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9738, loss_cls: 0.6472, loss: 0.6472 2023-12-24 00:36:47,212 - pyskl - INFO - Epoch [61][1000/2506] lr: 1.626e-02, eta: 15:01:22, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 0.6812, loss: 0.6812 2023-12-24 00:37:10,606 - pyskl - INFO - Epoch [61][1100/2506] lr: 1.625e-02, eta: 15:00:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9781, loss_cls: 0.6802, loss: 0.6802 2023-12-24 00:37:33,878 - pyskl - INFO - Epoch [61][1200/2506] lr: 1.624e-02, eta: 15:00:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 0.6919, loss: 0.6919 2023-12-24 00:37:57,197 - pyskl - INFO - Epoch [61][1300/2506] lr: 1.623e-02, eta: 15:00:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 0.6241, loss: 0.6241 2023-12-24 00:38:20,514 - pyskl - INFO - Epoch [61][1400/2506] lr: 1.622e-02, eta: 14:59:41, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 0.6827, loss: 0.6827 2023-12-24 00:38:43,871 - pyskl - INFO - Epoch [61][1500/2506] lr: 1.621e-02, eta: 14:59:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9844, loss_cls: 0.6311, loss: 0.6311 2023-12-24 00:39:07,167 - pyskl - INFO - Epoch [61][1600/2506] lr: 1.620e-02, eta: 14:58:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 0.6762, loss: 0.6762 2023-12-24 00:39:30,462 - pyskl - INFO - Epoch [61][1700/2506] lr: 1.619e-02, eta: 14:58:26, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9825, loss_cls: 0.6318, loss: 0.6318 2023-12-24 00:39:53,783 - pyskl - INFO - Epoch [61][1800/2506] lr: 1.618e-02, eta: 14:58:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 0.6570, loss: 0.6570 2023-12-24 00:40:17,039 - pyskl - INFO - Epoch [61][1900/2506] lr: 1.617e-02, eta: 14:57:35, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9738, loss_cls: 0.6175, loss: 0.6175 2023-12-24 00:40:40,293 - pyskl - INFO - Epoch [61][2000/2506] lr: 1.616e-02, eta: 14:57:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 0.7257, loss: 0.7257 2023-12-24 00:41:03,714 - pyskl - INFO - Epoch [61][2100/2506] lr: 1.615e-02, eta: 14:56:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 0.6376, loss: 0.6376 2023-12-24 00:41:27,114 - pyskl - INFO - Epoch [61][2200/2506] lr: 1.614e-02, eta: 14:56:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9850, loss_cls: 0.6414, loss: 0.6414 2023-12-24 00:41:50,559 - pyskl - INFO - Epoch [61][2300/2506] lr: 1.613e-02, eta: 14:55:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 0.5807, loss: 0.5807 2023-12-24 00:42:14,033 - pyskl - INFO - Epoch [61][2400/2506] lr: 1.612e-02, eta: 14:55:30, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9812, loss_cls: 0.6566, loss: 0.6566 2023-12-24 00:42:37,391 - pyskl - INFO - Epoch [61][2500/2506] lr: 1.611e-02, eta: 14:55:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 0.6528, loss: 0.6528 2023-12-24 00:42:39,326 - pyskl - INFO - Saving checkpoint at 61 epochs 2023-12-24 00:44:02,067 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 00:44:02,146 - pyskl - INFO - top1_acc 0.7946 top5_acc 0.9602 2023-12-24 00:44:02,151 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/km/best_top1_acc_epoch_49.pth was removed 2023-12-24 00:44:02,296 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_61.pth. 2023-12-24 00:44:02,297 - pyskl - INFO - Best top1_acc is 0.7946 at 61 epoch. 2023-12-24 00:44:02,301 - pyskl - INFO - Epoch(val) [61][1031] top1_acc: 0.7946, top5_acc: 0.9602 2023-12-24 00:44:44,911 - pyskl - INFO - Epoch [62][100/2506] lr: 1.610e-02, eta: 14:55:04, time: 0.426, data_time: 0.193, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 0.6378, loss: 0.6378 2023-12-24 00:45:08,179 - pyskl - INFO - Epoch [62][200/2506] lr: 1.609e-02, eta: 14:54:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 0.6552, loss: 0.6552 2023-12-24 00:45:31,569 - pyskl - INFO - Epoch [62][300/2506] lr: 1.608e-02, eta: 14:54:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 0.6258, loss: 0.6258 2023-12-24 00:45:55,004 - pyskl - INFO - Epoch [62][400/2506] lr: 1.607e-02, eta: 14:53:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 0.6542, loss: 0.6542 2023-12-24 00:46:18,280 - pyskl - INFO - Epoch [62][500/2506] lr: 1.606e-02, eta: 14:53:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 0.6384, loss: 0.6384 2023-12-24 00:46:41,743 - pyskl - INFO - Epoch [62][600/2506] lr: 1.605e-02, eta: 14:52:58, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 0.6685, loss: 0.6685 2023-12-24 00:47:05,078 - pyskl - INFO - Epoch [62][700/2506] lr: 1.604e-02, eta: 14:52:33, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9881, loss_cls: 0.5662, loss: 0.5662 2023-12-24 00:47:28,482 - pyskl - INFO - Epoch [62][800/2506] lr: 1.603e-02, eta: 14:52:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 0.6474, loss: 0.6474 2023-12-24 00:47:51,818 - pyskl - INFO - Epoch [62][900/2506] lr: 1.602e-02, eta: 14:51:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9812, loss_cls: 0.6505, loss: 0.6505 2023-12-24 00:48:15,156 - pyskl - INFO - Epoch [62][1000/2506] lr: 1.601e-02, eta: 14:51:18, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 0.6336, loss: 0.6336 2023-12-24 00:48:38,524 - pyskl - INFO - Epoch [62][1100/2506] lr: 1.600e-02, eta: 14:50:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 0.6453, loss: 0.6453 2023-12-24 00:49:01,824 - pyskl - INFO - Epoch [62][1200/2506] lr: 1.599e-02, eta: 14:50:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 0.6421, loss: 0.6421 2023-12-24 00:49:25,198 - pyskl - INFO - Epoch [62][1300/2506] lr: 1.598e-02, eta: 14:50:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 0.6228, loss: 0.6228 2023-12-24 00:49:48,533 - pyskl - INFO - Epoch [62][1400/2506] lr: 1.597e-02, eta: 14:49:37, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 0.7250, loss: 0.7250 2023-12-24 00:50:11,919 - pyskl - INFO - Epoch [62][1500/2506] lr: 1.596e-02, eta: 14:49:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 0.6696, loss: 0.6696 2023-12-24 00:50:35,196 - pyskl - INFO - Epoch [62][1600/2506] lr: 1.595e-02, eta: 14:48:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9819, loss_cls: 0.6528, loss: 0.6528 2023-12-24 00:50:58,577 - pyskl - INFO - Epoch [62][1700/2506] lr: 1.594e-02, eta: 14:48:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 0.6251, loss: 0.6251 2023-12-24 00:51:21,982 - pyskl - INFO - Epoch [62][1800/2506] lr: 1.593e-02, eta: 14:47:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9825, loss_cls: 0.6195, loss: 0.6195 2023-12-24 00:51:45,440 - pyskl - INFO - Epoch [62][1900/2506] lr: 1.592e-02, eta: 14:47:32, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9719, loss_cls: 0.6399, loss: 0.6399 2023-12-24 00:52:08,823 - pyskl - INFO - Epoch [62][2000/2506] lr: 1.591e-02, eta: 14:47:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9825, loss_cls: 0.6121, loss: 0.6121 2023-12-24 00:52:32,247 - pyskl - INFO - Epoch [62][2100/2506] lr: 1.590e-02, eta: 14:46:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9712, loss_cls: 0.6893, loss: 0.6893 2023-12-24 00:52:55,642 - pyskl - INFO - Epoch [62][2200/2506] lr: 1.589e-02, eta: 14:46:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 0.6601, loss: 0.6601 2023-12-24 00:53:19,050 - pyskl - INFO - Epoch [62][2300/2506] lr: 1.588e-02, eta: 14:45:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 0.6571, loss: 0.6571 2023-12-24 00:53:42,447 - pyskl - INFO - Epoch [62][2400/2506] lr: 1.587e-02, eta: 14:45:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 0.6414, loss: 0.6414 2023-12-24 00:54:05,721 - pyskl - INFO - Epoch [62][2500/2506] lr: 1.586e-02, eta: 14:45:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 0.6931, loss: 0.6931 2023-12-24 00:54:07,682 - pyskl - INFO - Saving checkpoint at 62 epochs 2023-12-24 00:55:30,544 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 00:55:30,618 - pyskl - INFO - top1_acc 0.7900 top5_acc 0.9671 2023-12-24 00:55:30,622 - pyskl - INFO - Epoch(val) [62][1031] top1_acc: 0.7900, top5_acc: 0.9671 2023-12-24 00:56:12,984 - pyskl - INFO - Epoch [63][100/2506] lr: 1.585e-02, eta: 14:44:59, time: 0.424, data_time: 0.190, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9894, loss_cls: 0.5589, loss: 0.5589 2023-12-24 00:56:36,414 - pyskl - INFO - Epoch [63][200/2506] lr: 1.584e-02, eta: 14:44:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 0.5983, loss: 0.5983 2023-12-24 00:56:59,821 - pyskl - INFO - Epoch [63][300/2506] lr: 1.583e-02, eta: 14:44:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 0.5989, loss: 0.5989 2023-12-24 00:57:23,192 - pyskl - INFO - Epoch [63][400/2506] lr: 1.582e-02, eta: 14:43:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 0.5939, loss: 0.5939 2023-12-24 00:57:46,648 - pyskl - INFO - Epoch [63][500/2506] lr: 1.581e-02, eta: 14:43:19, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 0.6168, loss: 0.6168 2023-12-24 00:58:10,004 - pyskl - INFO - Epoch [63][600/2506] lr: 1.580e-02, eta: 14:42:54, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 0.5914, loss: 0.5914 2023-12-24 00:58:33,404 - pyskl - INFO - Epoch [63][700/2506] lr: 1.579e-02, eta: 14:42:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 0.6778, loss: 0.6778 2023-12-24 00:58:56,794 - pyskl - INFO - Epoch [63][800/2506] lr: 1.578e-02, eta: 14:42:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 0.6220, loss: 0.6220 2023-12-24 00:59:20,247 - pyskl - INFO - Epoch [63][900/2506] lr: 1.577e-02, eta: 14:41:39, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9819, loss_cls: 0.6698, loss: 0.6698 2023-12-24 00:59:43,546 - pyskl - INFO - Epoch [63][1000/2506] lr: 1.576e-02, eta: 14:41:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9750, loss_cls: 0.6161, loss: 0.6161 2023-12-24 01:00:06,987 - pyskl - INFO - Epoch [63][1100/2506] lr: 1.575e-02, eta: 14:40:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9806, loss_cls: 0.6567, loss: 0.6567 2023-12-24 01:00:30,304 - pyskl - INFO - Epoch [63][1200/2506] lr: 1.574e-02, eta: 14:40:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9856, loss_cls: 0.6282, loss: 0.6282 2023-12-24 01:00:53,682 - pyskl - INFO - Epoch [63][1300/2506] lr: 1.573e-02, eta: 14:39:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9875, loss_cls: 0.6028, loss: 0.6028 2023-12-24 01:01:17,115 - pyskl - INFO - Epoch [63][1400/2506] lr: 1.572e-02, eta: 14:39:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9781, loss_cls: 0.6734, loss: 0.6734 2023-12-24 01:01:40,470 - pyskl - INFO - Epoch [63][1500/2506] lr: 1.571e-02, eta: 14:39:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 0.6408, loss: 0.6408 2023-12-24 01:02:03,854 - pyskl - INFO - Epoch [63][1600/2506] lr: 1.570e-02, eta: 14:38:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 0.6497, loss: 0.6497 2023-12-24 01:02:27,099 - pyskl - INFO - Epoch [63][1700/2506] lr: 1.569e-02, eta: 14:38:18, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 0.6706, loss: 0.6706 2023-12-24 01:02:50,355 - pyskl - INFO - Epoch [63][1800/2506] lr: 1.568e-02, eta: 14:37:53, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 0.6059, loss: 0.6059 2023-12-24 01:03:13,797 - pyskl - INFO - Epoch [63][1900/2506] lr: 1.567e-02, eta: 14:37:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 0.6247, loss: 0.6247 2023-12-24 01:03:37,254 - pyskl - INFO - Epoch [63][2000/2506] lr: 1.566e-02, eta: 14:37:03, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 0.6403, loss: 0.6403 2023-12-24 01:04:00,553 - pyskl - INFO - Epoch [63][2100/2506] lr: 1.565e-02, eta: 14:36:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 0.6665, loss: 0.6665 2023-12-24 01:04:23,909 - pyskl - INFO - Epoch [63][2200/2506] lr: 1.564e-02, eta: 14:36:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 0.6399, loss: 0.6399 2023-12-24 01:04:47,334 - pyskl - INFO - Epoch [63][2300/2506] lr: 1.563e-02, eta: 14:35:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 0.7191, loss: 0.7191 2023-12-24 01:05:10,789 - pyskl - INFO - Epoch [63][2400/2506] lr: 1.562e-02, eta: 14:35:23, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 0.6696, loss: 0.6696 2023-12-24 01:05:34,049 - pyskl - INFO - Epoch [63][2500/2506] lr: 1.561e-02, eta: 14:34:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9788, loss_cls: 0.6795, loss: 0.6795 2023-12-24 01:05:36,051 - pyskl - INFO - Saving checkpoint at 63 epochs 2023-12-24 01:06:58,842 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 01:06:58,912 - pyskl - INFO - top1_acc 0.7961 top5_acc 0.9622 2023-12-24 01:06:58,919 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/km/best_top1_acc_epoch_61.pth was removed 2023-12-24 01:06:59,081 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_63.pth. 2023-12-24 01:06:59,082 - pyskl - INFO - Best top1_acc is 0.7961 at 63 epoch. 2023-12-24 01:06:59,088 - pyskl - INFO - Epoch(val) [63][1031] top1_acc: 0.7961, top5_acc: 0.9622 2023-12-24 01:07:41,820 - pyskl - INFO - Epoch [64][100/2506] lr: 1.560e-02, eta: 14:34:56, time: 0.427, data_time: 0.193, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 0.5419, loss: 0.5419 2023-12-24 01:08:05,055 - pyskl - INFO - Epoch [64][200/2506] lr: 1.559e-02, eta: 14:34:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9731, loss_cls: 0.6171, loss: 0.6171 2023-12-24 01:08:28,381 - pyskl - INFO - Epoch [64][300/2506] lr: 1.558e-02, eta: 14:34:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 0.5659, loss: 0.5659 2023-12-24 01:08:51,743 - pyskl - INFO - Epoch [64][400/2506] lr: 1.557e-02, eta: 14:33:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 0.6234, loss: 0.6234 2023-12-24 01:09:15,036 - pyskl - INFO - Epoch [64][500/2506] lr: 1.556e-02, eta: 14:33:15, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 0.6250, loss: 0.6250 2023-12-24 01:09:38,416 - pyskl - INFO - Epoch [64][600/2506] lr: 1.555e-02, eta: 14:32:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9800, loss_cls: 0.6827, loss: 0.6827 2023-12-24 01:10:01,720 - pyskl - INFO - Epoch [64][700/2506] lr: 1.554e-02, eta: 14:32:25, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 0.5769, loss: 0.5769 2023-12-24 01:10:25,036 - pyskl - INFO - Epoch [64][800/2506] lr: 1.553e-02, eta: 14:32:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9856, loss_cls: 0.5891, loss: 0.5891 2023-12-24 01:10:48,373 - pyskl - INFO - Epoch [64][900/2506] lr: 1.552e-02, eta: 14:31:35, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 0.6735, loss: 0.6735 2023-12-24 01:11:11,744 - pyskl - INFO - Epoch [64][1000/2506] lr: 1.551e-02, eta: 14:31:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9756, loss_cls: 0.5696, loss: 0.5696 2023-12-24 01:11:35,029 - pyskl - INFO - Epoch [64][1100/2506] lr: 1.550e-02, eta: 14:30:44, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9869, loss_cls: 0.6315, loss: 0.6315 2023-12-24 01:11:58,468 - pyskl - INFO - Epoch [64][1200/2506] lr: 1.549e-02, eta: 14:30:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 0.6295, loss: 0.6295 2023-12-24 01:12:21,905 - pyskl - INFO - Epoch [64][1300/2506] lr: 1.548e-02, eta: 14:29:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 0.6262, loss: 0.6262 2023-12-24 01:12:45,293 - pyskl - INFO - Epoch [64][1400/2506] lr: 1.547e-02, eta: 14:29:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 0.6448, loss: 0.6448 2023-12-24 01:13:08,755 - pyskl - INFO - Epoch [64][1500/2506] lr: 1.546e-02, eta: 14:29:05, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 0.6273, loss: 0.6273 2023-12-24 01:13:32,170 - pyskl - INFO - Epoch [64][1600/2506] lr: 1.545e-02, eta: 14:28:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 0.6202, loss: 0.6202 2023-12-24 01:13:55,439 - pyskl - INFO - Epoch [64][1700/2506] lr: 1.544e-02, eta: 14:28:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 0.6515, loss: 0.6515 2023-12-24 01:14:18,835 - pyskl - INFO - Epoch [64][1800/2506] lr: 1.543e-02, eta: 14:27:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 0.6873, loss: 0.6873 2023-12-24 01:14:42,237 - pyskl - INFO - Epoch [64][1900/2506] lr: 1.542e-02, eta: 14:27:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9862, loss_cls: 0.5991, loss: 0.5991 2023-12-24 01:15:05,586 - pyskl - INFO - Epoch [64][2000/2506] lr: 1.541e-02, eta: 14:26:59, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 0.6174, loss: 0.6174 2023-12-24 01:15:28,835 - pyskl - INFO - Epoch [64][2100/2506] lr: 1.540e-02, eta: 14:26:34, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 0.6950, loss: 0.6950 2023-12-24 01:15:52,320 - pyskl - INFO - Epoch [64][2200/2506] lr: 1.539e-02, eta: 14:26:09, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 0.6729, loss: 0.6729 2023-12-24 01:16:15,679 - pyskl - INFO - Epoch [64][2300/2506] lr: 1.538e-02, eta: 14:25:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 0.6974, loss: 0.6974 2023-12-24 01:16:38,934 - pyskl - INFO - Epoch [64][2400/2506] lr: 1.537e-02, eta: 14:25:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9788, loss_cls: 0.6595, loss: 0.6595 2023-12-24 01:17:02,183 - pyskl - INFO - Epoch [64][2500/2506] lr: 1.536e-02, eta: 14:24:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 0.6080, loss: 0.6080 2023-12-24 01:17:04,106 - pyskl - INFO - Saving checkpoint at 64 epochs 2023-12-24 01:18:27,226 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 01:18:27,295 - pyskl - INFO - top1_acc 0.7653 top5_acc 0.9659 2023-12-24 01:18:27,299 - pyskl - INFO - Epoch(val) [64][1031] top1_acc: 0.7653, top5_acc: 0.9659 2023-12-24 01:19:10,212 - pyskl - INFO - Epoch [65][100/2506] lr: 1.534e-02, eta: 14:24:52, time: 0.429, data_time: 0.196, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 0.5954, loss: 0.5954 2023-12-24 01:19:33,472 - pyskl - INFO - Epoch [65][200/2506] lr: 1.533e-02, eta: 14:24:26, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 0.5744, loss: 0.5744 2023-12-24 01:19:56,811 - pyskl - INFO - Epoch [65][300/2506] lr: 1.532e-02, eta: 14:24:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 0.6618, loss: 0.6618 2023-12-24 01:20:20,211 - pyskl - INFO - Epoch [65][400/2506] lr: 1.531e-02, eta: 14:23:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 0.5481, loss: 0.5481 2023-12-24 01:20:43,475 - pyskl - INFO - Epoch [65][500/2506] lr: 1.530e-02, eta: 14:23:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 0.5722, loss: 0.5722 2023-12-24 01:21:06,740 - pyskl - INFO - Epoch [65][600/2506] lr: 1.529e-02, eta: 14:22:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 0.6169, loss: 0.6169 2023-12-24 01:21:30,127 - pyskl - INFO - Epoch [65][700/2506] lr: 1.528e-02, eta: 14:22:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 0.6133, loss: 0.6133 2023-12-24 01:21:53,518 - pyskl - INFO - Epoch [65][800/2506] lr: 1.527e-02, eta: 14:21:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 0.6712, loss: 0.6712 2023-12-24 01:22:17,047 - pyskl - INFO - Epoch [65][900/2506] lr: 1.526e-02, eta: 14:21:31, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9875, loss_cls: 0.6237, loss: 0.6237 2023-12-24 01:22:40,358 - pyskl - INFO - Epoch [65][1000/2506] lr: 1.525e-02, eta: 14:21:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9819, loss_cls: 0.6351, loss: 0.6351 2023-12-24 01:23:03,743 - pyskl - INFO - Epoch [65][1100/2506] lr: 1.524e-02, eta: 14:20:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 0.6228, loss: 0.6228 2023-12-24 01:23:27,149 - pyskl - INFO - Epoch [65][1200/2506] lr: 1.523e-02, eta: 14:20:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 0.5336, loss: 0.5336 2023-12-24 01:23:50,593 - pyskl - INFO - Epoch [65][1300/2506] lr: 1.522e-02, eta: 14:19:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 0.6241, loss: 0.6241 2023-12-24 01:24:14,058 - pyskl - INFO - Epoch [65][1400/2506] lr: 1.521e-02, eta: 14:19:26, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 0.6643, loss: 0.6643 2023-12-24 01:24:37,458 - pyskl - INFO - Epoch [65][1500/2506] lr: 1.520e-02, eta: 14:19:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 0.6895, loss: 0.6895 2023-12-24 01:25:00,774 - pyskl - INFO - Epoch [65][1600/2506] lr: 1.519e-02, eta: 14:18:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 0.6276, loss: 0.6276 2023-12-24 01:25:24,054 - pyskl - INFO - Epoch [65][1700/2506] lr: 1.518e-02, eta: 14:18:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 0.6666, loss: 0.6666 2023-12-24 01:25:47,432 - pyskl - INFO - Epoch [65][1800/2506] lr: 1.517e-02, eta: 14:17:46, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 0.6355, loss: 0.6355 2023-12-24 01:26:10,607 - pyskl - INFO - Epoch [65][1900/2506] lr: 1.516e-02, eta: 14:17:21, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 0.5902, loss: 0.5902 2023-12-24 01:26:33,884 - pyskl - INFO - Epoch [65][2000/2506] lr: 1.515e-02, eta: 14:16:55, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 0.7254, loss: 0.7254 2023-12-24 01:26:57,227 - pyskl - INFO - Epoch [65][2100/2506] lr: 1.514e-02, eta: 14:16:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 0.6365, loss: 0.6365 2023-12-24 01:27:20,561 - pyskl - INFO - Epoch [65][2200/2506] lr: 1.513e-02, eta: 14:16:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 0.6647, loss: 0.6647 2023-12-24 01:27:43,917 - pyskl - INFO - Epoch [65][2300/2506] lr: 1.512e-02, eta: 14:15:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 0.6005, loss: 0.6005 2023-12-24 01:28:07,117 - pyskl - INFO - Epoch [65][2400/2506] lr: 1.511e-02, eta: 14:15:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 0.6506, loss: 0.6506 2023-12-24 01:28:30,387 - pyskl - INFO - Epoch [65][2500/2506] lr: 1.510e-02, eta: 14:14:50, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 0.6429, loss: 0.6429 2023-12-24 01:28:32,315 - pyskl - INFO - Saving checkpoint at 65 epochs 2023-12-24 01:29:55,129 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 01:29:55,201 - pyskl - INFO - top1_acc 0.7884 top5_acc 0.9620 2023-12-24 01:29:55,205 - pyskl - INFO - Epoch(val) [65][1031] top1_acc: 0.7884, top5_acc: 0.9620 2023-12-24 01:30:37,883 - pyskl - INFO - Epoch [66][100/2506] lr: 1.509e-02, eta: 14:14:47, time: 0.427, data_time: 0.193, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9856, loss_cls: 0.6142, loss: 0.6142 2023-12-24 01:31:01,254 - pyskl - INFO - Epoch [66][200/2506] lr: 1.508e-02, eta: 14:14:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9844, loss_cls: 0.6026, loss: 0.6026 2023-12-24 01:31:24,670 - pyskl - INFO - Epoch [66][300/2506] lr: 1.507e-02, eta: 14:13:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 0.6399, loss: 0.6399 2023-12-24 01:31:47,939 - pyskl - INFO - Epoch [66][400/2506] lr: 1.506e-02, eta: 14:13:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 0.5919, loss: 0.5919 2023-12-24 01:32:11,284 - pyskl - INFO - Epoch [66][500/2506] lr: 1.505e-02, eta: 14:13:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9800, loss_cls: 0.5173, loss: 0.5173 2023-12-24 01:32:34,630 - pyskl - INFO - Epoch [66][600/2506] lr: 1.504e-02, eta: 14:12:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 0.6435, loss: 0.6435 2023-12-24 01:32:58,089 - pyskl - INFO - Epoch [66][700/2506] lr: 1.503e-02, eta: 14:12:17, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 0.6182, loss: 0.6182 2023-12-24 01:33:21,465 - pyskl - INFO - Epoch [66][800/2506] lr: 1.502e-02, eta: 14:11:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 0.6058, loss: 0.6058 2023-12-24 01:33:44,881 - pyskl - INFO - Epoch [66][900/2506] lr: 1.501e-02, eta: 14:11:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 0.6381, loss: 0.6381 2023-12-24 01:34:08,251 - pyskl - INFO - Epoch [66][1000/2506] lr: 1.500e-02, eta: 14:11:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9788, loss_cls: 0.6699, loss: 0.6699 2023-12-24 01:34:31,766 - pyskl - INFO - Epoch [66][1100/2506] lr: 1.499e-02, eta: 14:10:37, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9844, loss_cls: 0.6063, loss: 0.6063 2023-12-24 01:34:55,140 - pyskl - INFO - Epoch [66][1200/2506] lr: 1.498e-02, eta: 14:10:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9825, loss_cls: 0.6332, loss: 0.6332 2023-12-24 01:35:18,564 - pyskl - INFO - Epoch [66][1300/2506] lr: 1.497e-02, eta: 14:09:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9762, loss_cls: 0.5924, loss: 0.5924 2023-12-24 01:35:41,893 - pyskl - INFO - Epoch [66][1400/2506] lr: 1.496e-02, eta: 14:09:22, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9881, loss_cls: 0.5752, loss: 0.5752 2023-12-24 01:36:05,237 - pyskl - INFO - Epoch [66][1500/2506] lr: 1.495e-02, eta: 14:08:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9750, loss_cls: 0.6167, loss: 0.6167 2023-12-24 01:36:28,569 - pyskl - INFO - Epoch [66][1600/2506] lr: 1.494e-02, eta: 14:08:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9844, loss_cls: 0.5752, loss: 0.5752 2023-12-24 01:36:51,916 - pyskl - INFO - Epoch [66][1700/2506] lr: 1.493e-02, eta: 14:08:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9838, loss_cls: 0.6066, loss: 0.6066 2023-12-24 01:37:15,363 - pyskl - INFO - Epoch [66][1800/2506] lr: 1.491e-02, eta: 14:07:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9825, loss_cls: 0.6093, loss: 0.6093 2023-12-24 01:37:38,862 - pyskl - INFO - Epoch [66][1900/2506] lr: 1.490e-02, eta: 14:07:17, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9781, loss_cls: 0.6778, loss: 0.6778 2023-12-24 01:38:02,237 - pyskl - INFO - Epoch [66][2000/2506] lr: 1.489e-02, eta: 14:06:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 0.6060, loss: 0.6060 2023-12-24 01:38:25,577 - pyskl - INFO - Epoch [66][2100/2506] lr: 1.488e-02, eta: 14:06:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 0.6521, loss: 0.6521 2023-12-24 01:38:48,884 - pyskl - INFO - Epoch [66][2200/2506] lr: 1.487e-02, eta: 14:06:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 0.6288, loss: 0.6288 2023-12-24 01:39:12,223 - pyskl - INFO - Epoch [66][2300/2506] lr: 1.486e-02, eta: 14:05:37, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 0.6222, loss: 0.6222 2023-12-24 01:39:35,694 - pyskl - INFO - Epoch [66][2400/2506] lr: 1.485e-02, eta: 14:05:12, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 0.6426, loss: 0.6426 2023-12-24 01:39:59,055 - pyskl - INFO - Epoch [66][2500/2506] lr: 1.484e-02, eta: 14:04:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 0.5905, loss: 0.5905 2023-12-24 01:40:01,060 - pyskl - INFO - Saving checkpoint at 66 epochs 2023-12-24 01:41:23,961 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 01:41:24,035 - pyskl - INFO - top1_acc 0.7826 top5_acc 0.9654 2023-12-24 01:41:24,039 - pyskl - INFO - Epoch(val) [66][1031] top1_acc: 0.7826, top5_acc: 0.9654 2023-12-24 01:42:06,741 - pyskl - INFO - Epoch [67][100/2506] lr: 1.483e-02, eta: 14:04:43, time: 0.427, data_time: 0.193, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 0.5543, loss: 0.5543 2023-12-24 01:42:30,159 - pyskl - INFO - Epoch [67][200/2506] lr: 1.482e-02, eta: 14:04:18, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 0.5345, loss: 0.5345 2023-12-24 01:42:53,573 - pyskl - INFO - Epoch [67][300/2506] lr: 1.481e-02, eta: 14:03:54, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 0.6322, loss: 0.6322 2023-12-24 01:43:16,972 - pyskl - INFO - Epoch [67][400/2506] lr: 1.480e-02, eta: 14:03:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9875, loss_cls: 0.5103, loss: 0.5103 2023-12-24 01:43:40,326 - pyskl - INFO - Epoch [67][500/2506] lr: 1.479e-02, eta: 14:03:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 0.5517, loss: 0.5517 2023-12-24 01:44:03,559 - pyskl - INFO - Epoch [67][600/2506] lr: 1.478e-02, eta: 14:02:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 0.6332, loss: 0.6332 2023-12-24 01:44:26,911 - pyskl - INFO - Epoch [67][700/2506] lr: 1.477e-02, eta: 14:02:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9731, loss_cls: 0.6603, loss: 0.6603 2023-12-24 01:44:50,285 - pyskl - INFO - Epoch [67][800/2506] lr: 1.476e-02, eta: 14:01:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 0.6235, loss: 0.6235 2023-12-24 01:45:13,747 - pyskl - INFO - Epoch [67][900/2506] lr: 1.475e-02, eta: 14:01:23, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9762, loss_cls: 0.6250, loss: 0.6250 2023-12-24 01:45:37,037 - pyskl - INFO - Epoch [67][1000/2506] lr: 1.474e-02, eta: 14:00:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 0.6272, loss: 0.6272 2023-12-24 01:46:00,351 - pyskl - INFO - Epoch [67][1100/2506] lr: 1.473e-02, eta: 14:00:33, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 0.5992, loss: 0.5992 2023-12-24 01:46:23,662 - pyskl - INFO - Epoch [67][1200/2506] lr: 1.472e-02, eta: 14:00:08, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9875, loss_cls: 0.6201, loss: 0.6201 2023-12-24 01:46:46,979 - pyskl - INFO - Epoch [67][1300/2506] lr: 1.471e-02, eta: 13:59:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9806, loss_cls: 0.6616, loss: 0.6616 2023-12-24 01:47:10,291 - pyskl - INFO - Epoch [67][1400/2506] lr: 1.470e-02, eta: 13:59:18, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 0.5851, loss: 0.5851 2023-12-24 01:47:33,684 - pyskl - INFO - Epoch [67][1500/2506] lr: 1.469e-02, eta: 13:58:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9806, loss_cls: 0.6192, loss: 0.6192 2023-12-24 01:47:57,112 - pyskl - INFO - Epoch [67][1600/2506] lr: 1.468e-02, eta: 13:58:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 0.5923, loss: 0.5923 2023-12-24 01:48:20,601 - pyskl - INFO - Epoch [67][1700/2506] lr: 1.467e-02, eta: 13:58:04, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 0.6074, loss: 0.6074 2023-12-24 01:48:44,032 - pyskl - INFO - Epoch [67][1800/2506] lr: 1.466e-02, eta: 13:57:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 0.6613, loss: 0.6613 2023-12-24 01:49:07,381 - pyskl - INFO - Epoch [67][1900/2506] lr: 1.465e-02, eta: 13:57:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 0.6073, loss: 0.6073 2023-12-24 01:49:30,669 - pyskl - INFO - Epoch [67][2000/2506] lr: 1.464e-02, eta: 13:56:49, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9719, loss_cls: 0.6697, loss: 0.6697 2023-12-24 01:49:54,037 - pyskl - INFO - Epoch [67][2100/2506] lr: 1.463e-02, eta: 13:56:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 0.6555, loss: 0.6555 2023-12-24 01:50:17,440 - pyskl - INFO - Epoch [67][2200/2506] lr: 1.462e-02, eta: 13:55:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 0.6140, loss: 0.6140 2023-12-24 01:50:40,830 - pyskl - INFO - Epoch [67][2300/2506] lr: 1.461e-02, eta: 13:55:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 0.6425, loss: 0.6425 2023-12-24 01:51:04,186 - pyskl - INFO - Epoch [67][2400/2506] lr: 1.460e-02, eta: 13:55:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 0.6286, loss: 0.6286 2023-12-24 01:51:27,581 - pyskl - INFO - Epoch [67][2500/2506] lr: 1.459e-02, eta: 13:54:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 0.5781, loss: 0.5781 2023-12-24 01:51:29,578 - pyskl - INFO - Saving checkpoint at 67 epochs 2023-12-24 01:52:52,098 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 01:52:52,172 - pyskl - INFO - top1_acc 0.7943 top5_acc 0.9671 2023-12-24 01:52:52,175 - pyskl - INFO - Epoch(val) [67][1031] top1_acc: 0.7943, top5_acc: 0.9671 2023-12-24 01:53:34,974 - pyskl - INFO - Epoch [68][100/2506] lr: 1.457e-02, eta: 13:54:40, time: 0.428, data_time: 0.193, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9888, loss_cls: 0.4900, loss: 0.4900 2023-12-24 01:53:58,388 - pyskl - INFO - Epoch [68][200/2506] lr: 1.456e-02, eta: 13:54:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 0.5914, loss: 0.5914 2023-12-24 01:54:21,801 - pyskl - INFO - Epoch [68][300/2506] lr: 1.455e-02, eta: 13:53:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 0.5978, loss: 0.5978 2023-12-24 01:54:45,134 - pyskl - INFO - Epoch [68][400/2506] lr: 1.454e-02, eta: 13:53:25, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 0.5506, loss: 0.5506 2023-12-24 01:55:08,566 - pyskl - INFO - Epoch [68][500/2506] lr: 1.453e-02, eta: 13:53:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 0.5731, loss: 0.5731 2023-12-24 01:55:31,918 - pyskl - INFO - Epoch [68][600/2506] lr: 1.452e-02, eta: 13:52:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 0.5873, loss: 0.5873 2023-12-24 01:55:55,268 - pyskl - INFO - Epoch [68][700/2506] lr: 1.451e-02, eta: 13:52:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 0.5484, loss: 0.5484 2023-12-24 01:56:18,651 - pyskl - INFO - Epoch [68][800/2506] lr: 1.450e-02, eta: 13:51:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 0.6033, loss: 0.6033 2023-12-24 01:56:42,035 - pyskl - INFO - Epoch [68][900/2506] lr: 1.449e-02, eta: 13:51:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 0.6665, loss: 0.6665 2023-12-24 01:57:05,493 - pyskl - INFO - Epoch [68][1000/2506] lr: 1.448e-02, eta: 13:50:55, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 0.6528, loss: 0.6528 2023-12-24 01:57:28,802 - pyskl - INFO - Epoch [68][1100/2506] lr: 1.447e-02, eta: 13:50:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 0.5453, loss: 0.5453 2023-12-24 01:57:52,291 - pyskl - INFO - Epoch [68][1200/2506] lr: 1.446e-02, eta: 13:50:05, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9825, loss_cls: 0.6585, loss: 0.6585 2023-12-24 01:58:15,699 - pyskl - INFO - Epoch [68][1300/2506] lr: 1.445e-02, eta: 13:49:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 0.5846, loss: 0.5846 2023-12-24 01:58:39,208 - pyskl - INFO - Epoch [68][1400/2506] lr: 1.444e-02, eta: 13:49:16, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 0.5481, loss: 0.5481 2023-12-24 01:59:02,664 - pyskl - INFO - Epoch [68][1500/2506] lr: 1.443e-02, eta: 13:48:51, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 0.6029, loss: 0.6029 2023-12-24 01:59:25,979 - pyskl - INFO - Epoch [68][1600/2506] lr: 1.442e-02, eta: 13:48:26, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 0.6104, loss: 0.6104 2023-12-24 01:59:49,347 - pyskl - INFO - Epoch [68][1700/2506] lr: 1.441e-02, eta: 13:48:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9712, loss_cls: 0.6603, loss: 0.6603 2023-12-24 02:00:12,674 - pyskl - INFO - Epoch [68][1800/2506] lr: 1.440e-02, eta: 13:47:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 0.6689, loss: 0.6689 2023-12-24 02:00:35,998 - pyskl - INFO - Epoch [68][1900/2506] lr: 1.439e-02, eta: 13:47:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 0.5765, loss: 0.5765 2023-12-24 02:00:59,420 - pyskl - INFO - Epoch [68][2000/2506] lr: 1.438e-02, eta: 13:46:46, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 0.6453, loss: 0.6453 2023-12-24 02:01:22,716 - pyskl - INFO - Epoch [68][2100/2506] lr: 1.437e-02, eta: 13:46:21, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 0.6230, loss: 0.6230 2023-12-24 02:01:46,037 - pyskl - INFO - Epoch [68][2200/2506] lr: 1.436e-02, eta: 13:45:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 0.6675, loss: 0.6675 2023-12-24 02:02:09,346 - pyskl - INFO - Epoch [68][2300/2506] lr: 1.435e-02, eta: 13:45:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 0.5945, loss: 0.5945 2023-12-24 02:02:32,666 - pyskl - INFO - Epoch [68][2400/2506] lr: 1.434e-02, eta: 13:45:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 0.6082, loss: 0.6082 2023-12-24 02:02:56,113 - pyskl - INFO - Epoch [68][2500/2506] lr: 1.433e-02, eta: 13:44:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 0.5820, loss: 0.5820 2023-12-24 02:02:58,046 - pyskl - INFO - Saving checkpoint at 68 epochs 2023-12-24 02:04:20,814 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 02:04:20,889 - pyskl - INFO - top1_acc 0.7922 top5_acc 0.9614 2023-12-24 02:04:20,894 - pyskl - INFO - Epoch(val) [68][1031] top1_acc: 0.7922, top5_acc: 0.9614 2023-12-24 02:05:03,449 - pyskl - INFO - Epoch [69][100/2506] lr: 1.432e-02, eta: 13:44:36, time: 0.425, data_time: 0.191, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9762, loss_cls: 0.5837, loss: 0.5837 2023-12-24 02:05:26,839 - pyskl - INFO - Epoch [69][200/2506] lr: 1.431e-02, eta: 13:44:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 0.5651, loss: 0.5651 2023-12-24 02:05:50,409 - pyskl - INFO - Epoch [69][300/2506] lr: 1.430e-02, eta: 13:43:46, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 0.5832, loss: 0.5832 2023-12-24 02:06:13,779 - pyskl - INFO - Epoch [69][400/2506] lr: 1.428e-02, eta: 13:43:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 0.5996, loss: 0.5996 2023-12-24 02:06:37,108 - pyskl - INFO - Epoch [69][500/2506] lr: 1.427e-02, eta: 13:42:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9875, loss_cls: 0.5518, loss: 0.5518 2023-12-24 02:07:00,419 - pyskl - INFO - Epoch [69][600/2506] lr: 1.426e-02, eta: 13:42:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 0.5934, loss: 0.5934 2023-12-24 02:07:23,794 - pyskl - INFO - Epoch [69][700/2506] lr: 1.425e-02, eta: 13:42:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9825, loss_cls: 0.6631, loss: 0.6631 2023-12-24 02:07:47,213 - pyskl - INFO - Epoch [69][800/2506] lr: 1.424e-02, eta: 13:41:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9844, loss_cls: 0.5924, loss: 0.5924 2023-12-24 02:08:10,643 - pyskl - INFO - Epoch [69][900/2506] lr: 1.423e-02, eta: 13:41:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 0.5844, loss: 0.5844 2023-12-24 02:08:34,018 - pyskl - INFO - Epoch [69][1000/2506] lr: 1.422e-02, eta: 13:40:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 0.6310, loss: 0.6310 2023-12-24 02:08:57,399 - pyskl - INFO - Epoch [69][1100/2506] lr: 1.421e-02, eta: 13:40:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 0.5992, loss: 0.5992 2023-12-24 02:09:20,689 - pyskl - INFO - Epoch [69][1200/2506] lr: 1.420e-02, eta: 13:40:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 0.6844, loss: 0.6844 2023-12-24 02:09:44,137 - pyskl - INFO - Epoch [69][1300/2506] lr: 1.419e-02, eta: 13:39:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 0.5738, loss: 0.5738 2023-12-24 02:10:07,507 - pyskl - INFO - Epoch [69][1400/2506] lr: 1.418e-02, eta: 13:39:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 0.5359, loss: 0.5359 2023-12-24 02:10:31,013 - pyskl - INFO - Epoch [69][1500/2506] lr: 1.417e-02, eta: 13:38:47, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 0.6002, loss: 0.6002 2023-12-24 02:10:54,316 - pyskl - INFO - Epoch [69][1600/2506] lr: 1.416e-02, eta: 13:38:22, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 0.5831, loss: 0.5831 2023-12-24 02:11:17,802 - pyskl - INFO - Epoch [69][1700/2506] lr: 1.415e-02, eta: 13:37:57, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9838, loss_cls: 0.6152, loss: 0.6152 2023-12-24 02:11:41,268 - pyskl - INFO - Epoch [69][1800/2506] lr: 1.414e-02, eta: 13:37:33, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9738, loss_cls: 0.6358, loss: 0.6358 2023-12-24 02:12:04,725 - pyskl - INFO - Epoch [69][1900/2506] lr: 1.413e-02, eta: 13:37:08, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 0.5834, loss: 0.5834 2023-12-24 02:12:28,122 - pyskl - INFO - Epoch [69][2000/2506] lr: 1.412e-02, eta: 13:36:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 0.5757, loss: 0.5757 2023-12-24 02:12:51,540 - pyskl - INFO - Epoch [69][2100/2506] lr: 1.411e-02, eta: 13:36:18, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9844, loss_cls: 0.6297, loss: 0.6297 2023-12-24 02:13:15,050 - pyskl - INFO - Epoch [69][2200/2506] lr: 1.410e-02, eta: 13:35:53, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 0.6153, loss: 0.6153 2023-12-24 02:13:38,399 - pyskl - INFO - Epoch [69][2300/2506] lr: 1.409e-02, eta: 13:35:28, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 0.6264, loss: 0.6264 2023-12-24 02:14:01,738 - pyskl - INFO - Epoch [69][2400/2506] lr: 1.408e-02, eta: 13:35:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 0.5964, loss: 0.5964 2023-12-24 02:14:25,118 - pyskl - INFO - Epoch [69][2500/2506] lr: 1.407e-02, eta: 13:34:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 0.5808, loss: 0.5808 2023-12-24 02:14:27,048 - pyskl - INFO - Saving checkpoint at 69 epochs 2023-12-24 02:15:49,645 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 02:15:49,718 - pyskl - INFO - top1_acc 0.7944 top5_acc 0.9617 2023-12-24 02:15:49,723 - pyskl - INFO - Epoch(val) [69][1031] top1_acc: 0.7944, top5_acc: 0.9617 2023-12-24 02:16:31,926 - pyskl - INFO - Epoch [70][100/2506] lr: 1.406e-02, eta: 13:34:33, time: 0.422, data_time: 0.189, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 0.5682, loss: 0.5682 2023-12-24 02:16:55,334 - pyskl - INFO - Epoch [70][200/2506] lr: 1.405e-02, eta: 13:34:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 0.5884, loss: 0.5884 2023-12-24 02:17:18,822 - pyskl - INFO - Epoch [70][300/2506] lr: 1.404e-02, eta: 13:33:43, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 0.5765, loss: 0.5765 2023-12-24 02:17:42,175 - pyskl - INFO - Epoch [70][400/2506] lr: 1.403e-02, eta: 13:33:18, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 0.5526, loss: 0.5526 2023-12-24 02:18:05,526 - pyskl - INFO - Epoch [70][500/2506] lr: 1.401e-02, eta: 13:32:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 0.5973, loss: 0.5973 2023-12-24 02:18:29,062 - pyskl - INFO - Epoch [70][600/2506] lr: 1.400e-02, eta: 13:32:28, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 0.5924, loss: 0.5924 2023-12-24 02:18:52,560 - pyskl - INFO - Epoch [70][700/2506] lr: 1.399e-02, eta: 13:32:03, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 0.5527, loss: 0.5527 2023-12-24 02:19:16,095 - pyskl - INFO - Epoch [70][800/2506] lr: 1.398e-02, eta: 13:31:39, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 0.6317, loss: 0.6317 2023-12-24 02:19:39,531 - pyskl - INFO - Epoch [70][900/2506] lr: 1.397e-02, eta: 13:31:14, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 0.5575, loss: 0.5575 2023-12-24 02:20:02,990 - pyskl - INFO - Epoch [70][1000/2506] lr: 1.396e-02, eta: 13:30:49, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 0.5634, loss: 0.5634 2023-12-24 02:20:26,442 - pyskl - INFO - Epoch [70][1100/2506] lr: 1.395e-02, eta: 13:30:24, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9712, loss_cls: 0.6201, loss: 0.6201 2023-12-24 02:20:49,831 - pyskl - INFO - Epoch [70][1200/2506] lr: 1.394e-02, eta: 13:29:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 0.6313, loss: 0.6313 2023-12-24 02:21:13,256 - pyskl - INFO - Epoch [70][1300/2506] lr: 1.393e-02, eta: 13:29:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9844, loss_cls: 0.5524, loss: 0.5524 2023-12-24 02:21:36,654 - pyskl - INFO - Epoch [70][1400/2506] lr: 1.392e-02, eta: 13:29:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 0.6046, loss: 0.6046 2023-12-24 02:22:00,079 - pyskl - INFO - Epoch [70][1500/2506] lr: 1.391e-02, eta: 13:28:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 0.5963, loss: 0.5963 2023-12-24 02:22:23,441 - pyskl - INFO - Epoch [70][1600/2506] lr: 1.390e-02, eta: 13:28:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9844, loss_cls: 0.5568, loss: 0.5568 2023-12-24 02:22:46,961 - pyskl - INFO - Epoch [70][1700/2506] lr: 1.389e-02, eta: 13:27:55, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 0.6353, loss: 0.6353 2023-12-24 02:23:10,437 - pyskl - INFO - Epoch [70][1800/2506] lr: 1.388e-02, eta: 13:27:30, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 0.6051, loss: 0.6051 2023-12-24 02:23:33,803 - pyskl - INFO - Epoch [70][1900/2506] lr: 1.387e-02, eta: 13:27:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 0.5676, loss: 0.5676 2023-12-24 02:23:57,262 - pyskl - INFO - Epoch [70][2000/2506] lr: 1.386e-02, eta: 13:26:41, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 0.6433, loss: 0.6433 2023-12-24 02:24:20,711 - pyskl - INFO - Epoch [70][2100/2506] lr: 1.385e-02, eta: 13:26:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9744, loss_cls: 0.6340, loss: 0.6340 2023-12-24 02:24:44,112 - pyskl - INFO - Epoch [70][2200/2506] lr: 1.384e-02, eta: 13:25:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9744, loss_cls: 0.6182, loss: 0.6182 2023-12-24 02:25:07,546 - pyskl - INFO - Epoch [70][2300/2506] lr: 1.383e-02, eta: 13:25:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 0.6139, loss: 0.6139 2023-12-24 02:25:30,927 - pyskl - INFO - Epoch [70][2400/2506] lr: 1.382e-02, eta: 13:25:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 0.6361, loss: 0.6361 2023-12-24 02:25:54,345 - pyskl - INFO - Epoch [70][2500/2506] lr: 1.381e-02, eta: 13:24:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 0.5622, loss: 0.5622 2023-12-24 02:25:56,343 - pyskl - INFO - Saving checkpoint at 70 epochs 2023-12-24 02:27:19,132 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 02:27:19,220 - pyskl - INFO - top1_acc 0.8140 top5_acc 0.9684 2023-12-24 02:27:19,227 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/km/best_top1_acc_epoch_63.pth was removed 2023-12-24 02:27:19,451 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_70.pth. 2023-12-24 02:27:19,452 - pyskl - INFO - Best top1_acc is 0.8140 at 70 epoch. 2023-12-24 02:27:19,459 - pyskl - INFO - Epoch(val) [70][1031] top1_acc: 0.8140, top5_acc: 0.9684 2023-12-24 02:28:01,736 - pyskl - INFO - Epoch [71][100/2506] lr: 1.380e-02, eta: 13:24:30, time: 0.423, data_time: 0.191, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 0.5787, loss: 0.5787 2023-12-24 02:28:25,016 - pyskl - INFO - Epoch [71][200/2506] lr: 1.379e-02, eta: 13:24:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 0.5510, loss: 0.5510 2023-12-24 02:28:48,447 - pyskl - INFO - Epoch [71][300/2506] lr: 1.378e-02, eta: 13:23:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9881, loss_cls: 0.6078, loss: 0.6078 2023-12-24 02:29:11,973 - pyskl - INFO - Epoch [71][400/2506] lr: 1.377e-02, eta: 13:23:15, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9850, loss_cls: 0.5994, loss: 0.5994 2023-12-24 02:29:35,453 - pyskl - INFO - Epoch [71][500/2506] lr: 1.375e-02, eta: 13:22:51, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 0.6411, loss: 0.6411 2023-12-24 02:29:59,017 - pyskl - INFO - Epoch [71][600/2506] lr: 1.374e-02, eta: 13:22:26, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 0.5794, loss: 0.5794 2023-12-24 02:30:22,343 - pyskl - INFO - Epoch [71][700/2506] lr: 1.373e-02, eta: 13:22:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 0.5537, loss: 0.5537 2023-12-24 02:30:45,600 - pyskl - INFO - Epoch [71][800/2506] lr: 1.372e-02, eta: 13:21:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9888, loss_cls: 0.5345, loss: 0.5345 2023-12-24 02:31:08,980 - pyskl - INFO - Epoch [71][900/2506] lr: 1.371e-02, eta: 13:21:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 0.5699, loss: 0.5699 2023-12-24 02:31:32,340 - pyskl - INFO - Epoch [71][1000/2506] lr: 1.370e-02, eta: 13:20:46, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 0.6442, loss: 0.6442 2023-12-24 02:31:55,728 - pyskl - INFO - Epoch [71][1100/2506] lr: 1.369e-02, eta: 13:20:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 0.6063, loss: 0.6063 2023-12-24 02:32:19,053 - pyskl - INFO - Epoch [71][1200/2506] lr: 1.368e-02, eta: 13:19:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 0.6224, loss: 0.6224 2023-12-24 02:32:42,331 - pyskl - INFO - Epoch [71][1300/2506] lr: 1.367e-02, eta: 13:19:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 0.5953, loss: 0.5953 2023-12-24 02:33:05,688 - pyskl - INFO - Epoch [71][1400/2506] lr: 1.366e-02, eta: 13:19:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9825, loss_cls: 0.5939, loss: 0.5939 2023-12-24 02:33:29,104 - pyskl - INFO - Epoch [71][1500/2506] lr: 1.365e-02, eta: 13:18:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 0.5785, loss: 0.5785 2023-12-24 02:33:52,532 - pyskl - INFO - Epoch [71][1600/2506] lr: 1.364e-02, eta: 13:18:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9850, loss_cls: 0.5654, loss: 0.5654 2023-12-24 02:34:15,937 - pyskl - INFO - Epoch [71][1700/2506] lr: 1.363e-02, eta: 13:17:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9831, loss_cls: 0.6306, loss: 0.6306 2023-12-24 02:34:39,323 - pyskl - INFO - Epoch [71][1800/2506] lr: 1.362e-02, eta: 13:17:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9869, loss_cls: 0.5672, loss: 0.5672 2023-12-24 02:35:02,702 - pyskl - INFO - Epoch [71][1900/2506] lr: 1.361e-02, eta: 13:17:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 0.6144, loss: 0.6144 2023-12-24 02:35:26,153 - pyskl - INFO - Epoch [71][2000/2506] lr: 1.360e-02, eta: 13:16:37, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9762, loss_cls: 0.6258, loss: 0.6258 2023-12-24 02:35:49,661 - pyskl - INFO - Epoch [71][2100/2506] lr: 1.359e-02, eta: 13:16:13, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 0.5806, loss: 0.5806 2023-12-24 02:36:13,075 - pyskl - INFO - Epoch [71][2200/2506] lr: 1.358e-02, eta: 13:15:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9744, loss_cls: 0.5755, loss: 0.5755 2023-12-24 02:36:36,440 - pyskl - INFO - Epoch [71][2300/2506] lr: 1.357e-02, eta: 13:15:23, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9750, loss_cls: 0.5900, loss: 0.5900 2023-12-24 02:36:59,889 - pyskl - INFO - Epoch [71][2400/2506] lr: 1.356e-02, eta: 13:14:58, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9838, loss_cls: 0.5938, loss: 0.5938 2023-12-24 02:37:23,301 - pyskl - INFO - Epoch [71][2500/2506] lr: 1.355e-02, eta: 13:14:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 0.6108, loss: 0.6108 2023-12-24 02:37:25,211 - pyskl - INFO - Saving checkpoint at 71 epochs 2023-12-24 02:38:47,636 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 02:38:47,709 - pyskl - INFO - top1_acc 0.7836 top5_acc 0.9618 2023-12-24 02:38:47,713 - pyskl - INFO - Epoch(val) [71][1031] top1_acc: 0.7836, top5_acc: 0.9618 2023-12-24 02:39:30,319 - pyskl - INFO - Epoch [72][100/2506] lr: 1.354e-02, eta: 13:14:27, time: 0.426, data_time: 0.192, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 0.4791, loss: 0.4791 2023-12-24 02:39:53,655 - pyskl - INFO - Epoch [72][200/2506] lr: 1.353e-02, eta: 13:14:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 0.5281, loss: 0.5281 2023-12-24 02:40:17,017 - pyskl - INFO - Epoch [72][300/2506] lr: 1.351e-02, eta: 13:13:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 0.4835, loss: 0.4835 2023-12-24 02:40:40,325 - pyskl - INFO - Epoch [72][400/2506] lr: 1.350e-02, eta: 13:13:12, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9794, loss_cls: 0.6347, loss: 0.6347 2023-12-24 02:41:03,777 - pyskl - INFO - Epoch [72][500/2506] lr: 1.349e-02, eta: 13:12:47, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 0.5573, loss: 0.5573 2023-12-24 02:41:27,107 - pyskl - INFO - Epoch [72][600/2506] lr: 1.348e-02, eta: 13:12:22, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9875, loss_cls: 0.5926, loss: 0.5926 2023-12-24 02:41:50,402 - pyskl - INFO - Epoch [72][700/2506] lr: 1.347e-02, eta: 13:11:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 0.6124, loss: 0.6124 2023-12-24 02:42:13,772 - pyskl - INFO - Epoch [72][800/2506] lr: 1.346e-02, eta: 13:11:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 0.5284, loss: 0.5284 2023-12-24 02:42:37,154 - pyskl - INFO - Epoch [72][900/2506] lr: 1.345e-02, eta: 13:11:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 0.5113, loss: 0.5113 2023-12-24 02:43:00,551 - pyskl - INFO - Epoch [72][1000/2506] lr: 1.344e-02, eta: 13:10:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9812, loss_cls: 0.6137, loss: 0.6137 2023-12-24 02:43:23,866 - pyskl - INFO - Epoch [72][1100/2506] lr: 1.343e-02, eta: 13:10:18, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 0.5094, loss: 0.5094 2023-12-24 02:43:47,184 - pyskl - INFO - Epoch [72][1200/2506] lr: 1.342e-02, eta: 13:09:53, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 0.5633, loss: 0.5633 2023-12-24 02:44:10,478 - pyskl - INFO - Epoch [72][1300/2506] lr: 1.341e-02, eta: 13:09:28, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 0.5898, loss: 0.5898 2023-12-24 02:44:33,815 - pyskl - INFO - Epoch [72][1400/2506] lr: 1.340e-02, eta: 13:09:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 0.5771, loss: 0.5771 2023-12-24 02:44:57,119 - pyskl - INFO - Epoch [72][1500/2506] lr: 1.339e-02, eta: 13:08:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 0.6090, loss: 0.6090 2023-12-24 02:45:20,512 - pyskl - INFO - Epoch [72][1600/2506] lr: 1.338e-02, eta: 13:08:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 0.6217, loss: 0.6217 2023-12-24 02:45:43,890 - pyskl - INFO - Epoch [72][1700/2506] lr: 1.337e-02, eta: 13:07:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 0.5837, loss: 0.5837 2023-12-24 02:46:07,329 - pyskl - INFO - Epoch [72][1800/2506] lr: 1.336e-02, eta: 13:07:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9800, loss_cls: 0.5512, loss: 0.5512 2023-12-24 02:46:30,787 - pyskl - INFO - Epoch [72][1900/2506] lr: 1.335e-02, eta: 13:06:59, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 0.5679, loss: 0.5679 2023-12-24 02:46:54,206 - pyskl - INFO - Epoch [72][2000/2506] lr: 1.334e-02, eta: 13:06:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 0.5600, loss: 0.5600 2023-12-24 02:47:17,600 - pyskl - INFO - Epoch [72][2100/2506] lr: 1.333e-02, eta: 13:06:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 0.5902, loss: 0.5902 2023-12-24 02:47:41,116 - pyskl - INFO - Epoch [72][2200/2506] lr: 1.332e-02, eta: 13:05:45, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9875, loss_cls: 0.6028, loss: 0.6028 2023-12-24 02:48:04,434 - pyskl - INFO - Epoch [72][2300/2506] lr: 1.331e-02, eta: 13:05:20, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 0.6162, loss: 0.6162 2023-12-24 02:48:27,785 - pyskl - INFO - Epoch [72][2400/2506] lr: 1.330e-02, eta: 13:04:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9844, loss_cls: 0.6327, loss: 0.6327 2023-12-24 02:48:51,196 - pyskl - INFO - Epoch [72][2500/2506] lr: 1.329e-02, eta: 13:04:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 0.6116, loss: 0.6116 2023-12-24 02:48:53,052 - pyskl - INFO - Saving checkpoint at 72 epochs 2023-12-24 02:50:15,677 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 02:50:15,751 - pyskl - INFO - top1_acc 0.8073 top5_acc 0.9680 2023-12-24 02:50:15,757 - pyskl - INFO - Epoch(val) [72][1031] top1_acc: 0.8073, top5_acc: 0.9680 2023-12-24 02:50:58,277 - pyskl - INFO - Epoch [73][100/2506] lr: 1.327e-02, eta: 13:04:23, time: 0.425, data_time: 0.191, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 0.5290, loss: 0.5290 2023-12-24 02:51:21,613 - pyskl - INFO - Epoch [73][200/2506] lr: 1.326e-02, eta: 13:03:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 0.5360, loss: 0.5360 2023-12-24 02:51:44,998 - pyskl - INFO - Epoch [73][300/2506] lr: 1.325e-02, eta: 13:03:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 0.5738, loss: 0.5738 2023-12-24 02:52:08,453 - pyskl - INFO - Epoch [73][400/2506] lr: 1.324e-02, eta: 13:03:08, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 0.5937, loss: 0.5937 2023-12-24 02:52:31,877 - pyskl - INFO - Epoch [73][500/2506] lr: 1.323e-02, eta: 13:02:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 0.5509, loss: 0.5509 2023-12-24 02:52:55,271 - pyskl - INFO - Epoch [73][600/2506] lr: 1.322e-02, eta: 13:02:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 0.5908, loss: 0.5908 2023-12-24 02:53:18,766 - pyskl - INFO - Epoch [73][700/2506] lr: 1.321e-02, eta: 13:01:54, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 0.5367, loss: 0.5367 2023-12-24 02:53:42,193 - pyskl - INFO - Epoch [73][800/2506] lr: 1.320e-02, eta: 13:01:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9806, loss_cls: 0.5453, loss: 0.5453 2023-12-24 02:54:05,503 - pyskl - INFO - Epoch [73][900/2506] lr: 1.319e-02, eta: 13:01:04, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 0.5714, loss: 0.5714 2023-12-24 02:54:28,837 - pyskl - INFO - Epoch [73][1000/2506] lr: 1.318e-02, eta: 13:00:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 0.5832, loss: 0.5832 2023-12-24 02:54:52,452 - pyskl - INFO - Epoch [73][1100/2506] lr: 1.317e-02, eta: 13:00:15, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 0.5841, loss: 0.5841 2023-12-24 02:55:15,784 - pyskl - INFO - Epoch [73][1200/2506] lr: 1.316e-02, eta: 12:59:50, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 0.5738, loss: 0.5738 2023-12-24 02:55:39,158 - pyskl - INFO - Epoch [73][1300/2506] lr: 1.315e-02, eta: 12:59:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 0.5511, loss: 0.5511 2023-12-24 02:56:02,465 - pyskl - INFO - Epoch [73][1400/2506] lr: 1.314e-02, eta: 12:59:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 0.6165, loss: 0.6165 2023-12-24 02:56:25,918 - pyskl - INFO - Epoch [73][1500/2506] lr: 1.313e-02, eta: 12:58:35, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9856, loss_cls: 0.5757, loss: 0.5757 2023-12-24 02:56:49,309 - pyskl - INFO - Epoch [73][1600/2506] lr: 1.312e-02, eta: 12:58:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 0.6473, loss: 0.6473 2023-12-24 02:57:12,710 - pyskl - INFO - Epoch [73][1700/2506] lr: 1.311e-02, eta: 12:57:46, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 0.6322, loss: 0.6322 2023-12-24 02:57:36,152 - pyskl - INFO - Epoch [73][1800/2506] lr: 1.310e-02, eta: 12:57:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 0.5150, loss: 0.5150 2023-12-24 02:57:59,613 - pyskl - INFO - Epoch [73][1900/2506] lr: 1.309e-02, eta: 12:56:56, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 0.5793, loss: 0.5793 2023-12-24 02:58:23,055 - pyskl - INFO - Epoch [73][2000/2506] lr: 1.308e-02, eta: 12:56:31, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 0.6470, loss: 0.6470 2023-12-24 02:58:46,451 - pyskl - INFO - Epoch [73][2100/2506] lr: 1.307e-02, eta: 12:56:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 0.6148, loss: 0.6148 2023-12-24 02:59:09,873 - pyskl - INFO - Epoch [73][2200/2506] lr: 1.306e-02, eta: 12:55:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 0.5575, loss: 0.5575 2023-12-24 02:59:33,309 - pyskl - INFO - Epoch [73][2300/2506] lr: 1.305e-02, eta: 12:55:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 0.6036, loss: 0.6036 2023-12-24 02:59:56,699 - pyskl - INFO - Epoch [73][2400/2506] lr: 1.303e-02, eta: 12:54:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 0.5442, loss: 0.5442 2023-12-24 03:00:20,029 - pyskl - INFO - Epoch [73][2500/2506] lr: 1.302e-02, eta: 12:54:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 0.6037, loss: 0.6037 2023-12-24 03:00:21,966 - pyskl - INFO - Saving checkpoint at 73 epochs 2023-12-24 03:01:45,020 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 03:01:45,089 - pyskl - INFO - top1_acc 0.8040 top5_acc 0.9647 2023-12-24 03:01:45,093 - pyskl - INFO - Epoch(val) [73][1031] top1_acc: 0.8040, top5_acc: 0.9647 2023-12-24 03:02:27,355 - pyskl - INFO - Epoch [74][100/2506] lr: 1.301e-02, eta: 12:54:19, time: 0.423, data_time: 0.190, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 0.5340, loss: 0.5340 2023-12-24 03:02:50,662 - pyskl - INFO - Epoch [74][200/2506] lr: 1.300e-02, eta: 12:53:55, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 0.4781, loss: 0.4781 2023-12-24 03:03:13,984 - pyskl - INFO - Epoch [74][300/2506] lr: 1.299e-02, eta: 12:53:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 0.5405, loss: 0.5405 2023-12-24 03:03:37,359 - pyskl - INFO - Epoch [74][400/2506] lr: 1.298e-02, eta: 12:53:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9819, loss_cls: 0.5119, loss: 0.5119 2023-12-24 03:04:00,702 - pyskl - INFO - Epoch [74][500/2506] lr: 1.297e-02, eta: 12:52:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9862, loss_cls: 0.5416, loss: 0.5416 2023-12-24 03:04:24,045 - pyskl - INFO - Epoch [74][600/2506] lr: 1.296e-02, eta: 12:52:15, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 0.5398, loss: 0.5398 2023-12-24 03:04:47,578 - pyskl - INFO - Epoch [74][700/2506] lr: 1.295e-02, eta: 12:51:50, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 0.5805, loss: 0.5805 2023-12-24 03:05:10,975 - pyskl - INFO - Epoch [74][800/2506] lr: 1.294e-02, eta: 12:51:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 0.5412, loss: 0.5412 2023-12-24 03:05:34,434 - pyskl - INFO - Epoch [74][900/2506] lr: 1.293e-02, eta: 12:51:01, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 0.5858, loss: 0.5858 2023-12-24 03:05:57,880 - pyskl - INFO - Epoch [74][1000/2506] lr: 1.292e-02, eta: 12:50:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9894, loss_cls: 0.5163, loss: 0.5163 2023-12-24 03:06:21,240 - pyskl - INFO - Epoch [74][1100/2506] lr: 1.291e-02, eta: 12:50:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 0.5381, loss: 0.5381 2023-12-24 03:06:44,543 - pyskl - INFO - Epoch [74][1200/2506] lr: 1.290e-02, eta: 12:49:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9850, loss_cls: 0.5560, loss: 0.5560 2023-12-24 03:07:07,956 - pyskl - INFO - Epoch [74][1300/2506] lr: 1.289e-02, eta: 12:49:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 0.6336, loss: 0.6336 2023-12-24 03:07:31,320 - pyskl - INFO - Epoch [74][1400/2506] lr: 1.288e-02, eta: 12:48:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9756, loss_cls: 0.5903, loss: 0.5903 2023-12-24 03:07:54,705 - pyskl - INFO - Epoch [74][1500/2506] lr: 1.287e-02, eta: 12:48:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 0.5655, loss: 0.5655 2023-12-24 03:08:18,048 - pyskl - INFO - Epoch [74][1600/2506] lr: 1.286e-02, eta: 12:48:07, time: 0.233, data_time: 0.001, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9744, loss_cls: 0.5652, loss: 0.5652 2023-12-24 03:08:41,516 - pyskl - INFO - Epoch [74][1700/2506] lr: 1.285e-02, eta: 12:47:42, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 0.5773, loss: 0.5773 2023-12-24 03:09:04,941 - pyskl - INFO - Epoch [74][1800/2506] lr: 1.284e-02, eta: 12:47:18, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 0.6328, loss: 0.6328 2023-12-24 03:09:28,466 - pyskl - INFO - Epoch [74][1900/2506] lr: 1.283e-02, eta: 12:46:53, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9838, loss_cls: 0.6050, loss: 0.6050 2023-12-24 03:09:51,935 - pyskl - INFO - Epoch [74][2000/2506] lr: 1.281e-02, eta: 12:46:28, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9756, loss_cls: 0.5844, loss: 0.5844 2023-12-24 03:10:15,384 - pyskl - INFO - Epoch [74][2100/2506] lr: 1.280e-02, eta: 12:46:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 0.5888, loss: 0.5888 2023-12-24 03:10:38,833 - pyskl - INFO - Epoch [74][2200/2506] lr: 1.279e-02, eta: 12:45:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 0.5842, loss: 0.5842 2023-12-24 03:11:02,241 - pyskl - INFO - Epoch [74][2300/2506] lr: 1.278e-02, eta: 12:45:14, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 0.5562, loss: 0.5562 2023-12-24 03:11:25,508 - pyskl - INFO - Epoch [74][2400/2506] lr: 1.277e-02, eta: 12:44:49, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 0.5966, loss: 0.5966 2023-12-24 03:11:48,834 - pyskl - INFO - Epoch [74][2500/2506] lr: 1.276e-02, eta: 12:44:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 0.6520, loss: 0.6520 2023-12-24 03:11:50,708 - pyskl - INFO - Saving checkpoint at 74 epochs 2023-12-24 03:13:13,325 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 03:13:13,398 - pyskl - INFO - top1_acc 0.7775 top5_acc 0.9616 2023-12-24 03:13:13,402 - pyskl - INFO - Epoch(val) [74][1031] top1_acc: 0.7775, top5_acc: 0.9616 2023-12-24 03:13:55,551 - pyskl - INFO - Epoch [75][100/2506] lr: 1.275e-02, eta: 12:44:16, time: 0.421, data_time: 0.188, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9875, loss_cls: 0.5092, loss: 0.5092 2023-12-24 03:14:18,902 - pyskl - INFO - Epoch [75][200/2506] lr: 1.274e-02, eta: 12:43:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 0.4947, loss: 0.4947 2023-12-24 03:14:42,256 - pyskl - INFO - Epoch [75][300/2506] lr: 1.273e-02, eta: 12:43:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 0.5216, loss: 0.5216 2023-12-24 03:15:05,615 - pyskl - INFO - Epoch [75][400/2506] lr: 1.272e-02, eta: 12:43:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 0.5148, loss: 0.5148 2023-12-24 03:15:28,899 - pyskl - INFO - Epoch [75][500/2506] lr: 1.271e-02, eta: 12:42:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 0.5595, loss: 0.5595 2023-12-24 03:15:52,322 - pyskl - INFO - Epoch [75][600/2506] lr: 1.270e-02, eta: 12:42:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 0.5489, loss: 0.5489 2023-12-24 03:16:15,712 - pyskl - INFO - Epoch [75][700/2506] lr: 1.269e-02, eta: 12:41:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9862, loss_cls: 0.5516, loss: 0.5516 2023-12-24 03:16:39,113 - pyskl - INFO - Epoch [75][800/2506] lr: 1.268e-02, eta: 12:41:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 0.5487, loss: 0.5487 2023-12-24 03:17:02,452 - pyskl - INFO - Epoch [75][900/2506] lr: 1.267e-02, eta: 12:40:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 0.5819, loss: 0.5819 2023-12-24 03:17:25,720 - pyskl - INFO - Epoch [75][1000/2506] lr: 1.266e-02, eta: 12:40:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 0.5169, loss: 0.5169 2023-12-24 03:17:49,062 - pyskl - INFO - Epoch [75][1100/2506] lr: 1.265e-02, eta: 12:40:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 0.5487, loss: 0.5487 2023-12-24 03:18:12,403 - pyskl - INFO - Epoch [75][1200/2506] lr: 1.264e-02, eta: 12:39:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 0.4710, loss: 0.4710 2023-12-24 03:18:35,692 - pyskl - INFO - Epoch [75][1300/2506] lr: 1.263e-02, eta: 12:39:18, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 0.5585, loss: 0.5585 2023-12-24 03:18:58,942 - pyskl - INFO - Epoch [75][1400/2506] lr: 1.262e-02, eta: 12:38:53, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 0.6236, loss: 0.6236 2023-12-24 03:19:22,152 - pyskl - INFO - Epoch [75][1500/2506] lr: 1.261e-02, eta: 12:38:28, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 0.5618, loss: 0.5618 2023-12-24 03:19:45,389 - pyskl - INFO - Epoch [75][1600/2506] lr: 1.259e-02, eta: 12:38:03, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 0.5402, loss: 0.5402 2023-12-24 03:20:08,688 - pyskl - INFO - Epoch [75][1700/2506] lr: 1.258e-02, eta: 12:37:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 0.5952, loss: 0.5952 2023-12-24 03:20:32,131 - pyskl - INFO - Epoch [75][1800/2506] lr: 1.257e-02, eta: 12:37:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 0.6624, loss: 0.6624 2023-12-24 03:20:55,528 - pyskl - INFO - Epoch [75][1900/2506] lr: 1.256e-02, eta: 12:36:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 0.5554, loss: 0.5554 2023-12-24 03:21:19,030 - pyskl - INFO - Epoch [75][2000/2506] lr: 1.255e-02, eta: 12:36:24, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 0.5477, loss: 0.5477 2023-12-24 03:21:42,405 - pyskl - INFO - Epoch [75][2100/2506] lr: 1.254e-02, eta: 12:35:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 0.5598, loss: 0.5598 2023-12-24 03:22:05,692 - pyskl - INFO - Epoch [75][2200/2506] lr: 1.253e-02, eta: 12:35:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9731, loss_cls: 0.6417, loss: 0.6417 2023-12-24 03:22:28,999 - pyskl - INFO - Epoch [75][2300/2506] lr: 1.252e-02, eta: 12:35:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 0.5627, loss: 0.5627 2023-12-24 03:22:52,205 - pyskl - INFO - Epoch [75][2400/2506] lr: 1.251e-02, eta: 12:34:44, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 0.5765, loss: 0.5765 2023-12-24 03:23:15,512 - pyskl - INFO - Epoch [75][2500/2506] lr: 1.250e-02, eta: 12:34:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 0.6400, loss: 0.6400 2023-12-24 03:23:17,448 - pyskl - INFO - Saving checkpoint at 75 epochs 2023-12-24 03:24:39,820 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 03:24:39,900 - pyskl - INFO - top1_acc 0.8118 top5_acc 0.9702 2023-12-24 03:24:39,905 - pyskl - INFO - Epoch(val) [75][1031] top1_acc: 0.8118, top5_acc: 0.9702 2023-12-24 03:25:22,725 - pyskl - INFO - Epoch [76][100/2506] lr: 1.249e-02, eta: 12:34:11, time: 0.428, data_time: 0.194, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 0.4697, loss: 0.4697 2023-12-24 03:25:46,110 - pyskl - INFO - Epoch [76][200/2506] lr: 1.248e-02, eta: 12:33:46, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9875, loss_cls: 0.5489, loss: 0.5489 2023-12-24 03:26:09,439 - pyskl - INFO - Epoch [76][300/2506] lr: 1.247e-02, eta: 12:33:21, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 0.5452, loss: 0.5452 2023-12-24 03:26:32,727 - pyskl - INFO - Epoch [76][400/2506] lr: 1.246e-02, eta: 12:32:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 0.4854, loss: 0.4854 2023-12-24 03:26:56,217 - pyskl - INFO - Epoch [76][500/2506] lr: 1.245e-02, eta: 12:32:32, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9806, loss_cls: 0.5230, loss: 0.5230 2023-12-24 03:27:19,668 - pyskl - INFO - Epoch [76][600/2506] lr: 1.244e-02, eta: 12:32:07, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 0.5250, loss: 0.5250 2023-12-24 03:27:43,089 - pyskl - INFO - Epoch [76][700/2506] lr: 1.243e-02, eta: 12:31:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 0.5289, loss: 0.5289 2023-12-24 03:28:06,584 - pyskl - INFO - Epoch [76][800/2506] lr: 1.242e-02, eta: 12:31:18, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 0.5476, loss: 0.5476 2023-12-24 03:28:30,008 - pyskl - INFO - Epoch [76][900/2506] lr: 1.241e-02, eta: 12:30:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 0.5610, loss: 0.5610 2023-12-24 03:28:53,322 - pyskl - INFO - Epoch [76][1000/2506] lr: 1.240e-02, eta: 12:30:28, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 0.5686, loss: 0.5686 2023-12-24 03:29:16,711 - pyskl - INFO - Epoch [76][1100/2506] lr: 1.239e-02, eta: 12:30:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 0.5482, loss: 0.5482 2023-12-24 03:29:40,104 - pyskl - INFO - Epoch [76][1200/2506] lr: 1.237e-02, eta: 12:29:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9844, loss_cls: 0.5639, loss: 0.5639 2023-12-24 03:30:03,451 - pyskl - INFO - Epoch [76][1300/2506] lr: 1.236e-02, eta: 12:29:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9806, loss_cls: 0.5384, loss: 0.5384 2023-12-24 03:30:26,864 - pyskl - INFO - Epoch [76][1400/2506] lr: 1.235e-02, eta: 12:28:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 0.5383, loss: 0.5383 2023-12-24 03:30:50,317 - pyskl - INFO - Epoch [76][1500/2506] lr: 1.234e-02, eta: 12:28:24, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 0.5373, loss: 0.5373 2023-12-24 03:31:13,692 - pyskl - INFO - Epoch [76][1600/2506] lr: 1.233e-02, eta: 12:28:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 0.5725, loss: 0.5725 2023-12-24 03:31:37,082 - pyskl - INFO - Epoch [76][1700/2506] lr: 1.232e-02, eta: 12:27:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 0.5939, loss: 0.5939 2023-12-24 03:32:00,608 - pyskl - INFO - Epoch [76][1800/2506] lr: 1.231e-02, eta: 12:27:10, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 0.5558, loss: 0.5558 2023-12-24 03:32:24,022 - pyskl - INFO - Epoch [76][1900/2506] lr: 1.230e-02, eta: 12:26:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9844, loss_cls: 0.5840, loss: 0.5840 2023-12-24 03:32:47,389 - pyskl - INFO - Epoch [76][2000/2506] lr: 1.229e-02, eta: 12:26:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 0.5696, loss: 0.5696 2023-12-24 03:33:10,840 - pyskl - INFO - Epoch [76][2100/2506] lr: 1.228e-02, eta: 12:25:56, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 0.5400, loss: 0.5400 2023-12-24 03:33:34,248 - pyskl - INFO - Epoch [76][2200/2506] lr: 1.227e-02, eta: 12:25:31, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 0.5435, loss: 0.5435 2023-12-24 03:33:57,670 - pyskl - INFO - Epoch [76][2300/2506] lr: 1.226e-02, eta: 12:25:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 0.5345, loss: 0.5345 2023-12-24 03:34:21,013 - pyskl - INFO - Epoch [76][2400/2506] lr: 1.225e-02, eta: 12:24:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 0.5882, loss: 0.5882 2023-12-24 03:34:44,350 - pyskl - INFO - Epoch [76][2500/2506] lr: 1.224e-02, eta: 12:24:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 0.5569, loss: 0.5569 2023-12-24 03:34:46,218 - pyskl - INFO - Saving checkpoint at 76 epochs 2023-12-24 03:36:08,686 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 03:36:08,758 - pyskl - INFO - top1_acc 0.7984 top5_acc 0.9640 2023-12-24 03:36:08,761 - pyskl - INFO - Epoch(val) [76][1031] top1_acc: 0.7984, top5_acc: 0.9640 2023-12-24 03:36:51,404 - pyskl - INFO - Epoch [77][100/2506] lr: 1.223e-02, eta: 12:24:08, time: 0.426, data_time: 0.193, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 0.5254, loss: 0.5254 2023-12-24 03:37:14,775 - pyskl - INFO - Epoch [77][200/2506] lr: 1.222e-02, eta: 12:23:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 0.5427, loss: 0.5427 2023-12-24 03:37:38,077 - pyskl - INFO - Epoch [77][300/2506] lr: 1.221e-02, eta: 12:23:18, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 0.5188, loss: 0.5188 2023-12-24 03:38:01,346 - pyskl - INFO - Epoch [77][400/2506] lr: 1.220e-02, eta: 12:22:53, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 0.5034, loss: 0.5034 2023-12-24 03:38:24,606 - pyskl - INFO - Epoch [77][500/2506] lr: 1.219e-02, eta: 12:22:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 0.5380, loss: 0.5380 2023-12-24 03:38:47,864 - pyskl - INFO - Epoch [77][600/2506] lr: 1.218e-02, eta: 12:22:04, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9812, loss_cls: 0.5204, loss: 0.5204 2023-12-24 03:39:11,125 - pyskl - INFO - Epoch [77][700/2506] lr: 1.217e-02, eta: 12:21:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 0.4979, loss: 0.4979 2023-12-24 03:39:34,479 - pyskl - INFO - Epoch [77][800/2506] lr: 1.215e-02, eta: 12:21:14, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9906, loss_cls: 0.4744, loss: 0.4744 2023-12-24 03:39:57,892 - pyskl - INFO - Epoch [77][900/2506] lr: 1.214e-02, eta: 12:20:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 0.5158, loss: 0.5158 2023-12-24 03:40:21,388 - pyskl - INFO - Epoch [77][1000/2506] lr: 1.213e-02, eta: 12:20:25, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 0.5355, loss: 0.5355 2023-12-24 03:40:44,720 - pyskl - INFO - Epoch [77][1100/2506] lr: 1.212e-02, eta: 12:20:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9875, loss_cls: 0.5538, loss: 0.5538 2023-12-24 03:41:08,066 - pyskl - INFO - Epoch [77][1200/2506] lr: 1.211e-02, eta: 12:19:35, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 0.5618, loss: 0.5618 2023-12-24 03:41:31,515 - pyskl - INFO - Epoch [77][1300/2506] lr: 1.210e-02, eta: 12:19:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 0.5555, loss: 0.5555 2023-12-24 03:41:54,919 - pyskl - INFO - Epoch [77][1400/2506] lr: 1.209e-02, eta: 12:18:46, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 0.5612, loss: 0.5612 2023-12-24 03:42:18,266 - pyskl - INFO - Epoch [77][1500/2506] lr: 1.208e-02, eta: 12:18:21, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 0.6169, loss: 0.6169 2023-12-24 03:42:41,491 - pyskl - INFO - Epoch [77][1600/2506] lr: 1.207e-02, eta: 12:17:56, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 0.5585, loss: 0.5585 2023-12-24 03:43:04,799 - pyskl - INFO - Epoch [77][1700/2506] lr: 1.206e-02, eta: 12:17:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 0.5345, loss: 0.5345 2023-12-24 03:43:28,158 - pyskl - INFO - Epoch [77][1800/2506] lr: 1.205e-02, eta: 12:17:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 0.5139, loss: 0.5139 2023-12-24 03:43:51,548 - pyskl - INFO - Epoch [77][1900/2506] lr: 1.204e-02, eta: 12:16:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 0.5494, loss: 0.5494 2023-12-24 03:44:14,879 - pyskl - INFO - Epoch [77][2000/2506] lr: 1.203e-02, eta: 12:16:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9762, loss_cls: 0.5740, loss: 0.5740 2023-12-24 03:44:38,274 - pyskl - INFO - Epoch [77][2100/2506] lr: 1.202e-02, eta: 12:15:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 0.5231, loss: 0.5231 2023-12-24 03:45:01,656 - pyskl - INFO - Epoch [77][2200/2506] lr: 1.201e-02, eta: 12:15:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9869, loss_cls: 0.5732, loss: 0.5732 2023-12-24 03:45:25,053 - pyskl - INFO - Epoch [77][2300/2506] lr: 1.200e-02, eta: 12:15:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 0.5284, loss: 0.5284 2023-12-24 03:45:48,402 - pyskl - INFO - Epoch [77][2400/2506] lr: 1.199e-02, eta: 12:14:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 0.5702, loss: 0.5702 2023-12-24 03:46:11,838 - pyskl - INFO - Epoch [77][2500/2506] lr: 1.198e-02, eta: 12:14:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 0.5884, loss: 0.5884 2023-12-24 03:46:13,809 - pyskl - INFO - Saving checkpoint at 77 epochs 2023-12-24 03:47:36,372 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 03:47:36,444 - pyskl - INFO - top1_acc 0.7737 top5_acc 0.9539 2023-12-24 03:47:36,447 - pyskl - INFO - Epoch(val) [77][1031] top1_acc: 0.7737, top5_acc: 0.9539 2023-12-24 03:48:19,187 - pyskl - INFO - Epoch [78][100/2506] lr: 1.197e-02, eta: 12:14:04, time: 0.427, data_time: 0.194, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 0.5212, loss: 0.5212 2023-12-24 03:48:42,555 - pyskl - INFO - Epoch [78][200/2506] lr: 1.196e-02, eta: 12:13:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 0.5015, loss: 0.5015 2023-12-24 03:49:05,905 - pyskl - INFO - Epoch [78][300/2506] lr: 1.195e-02, eta: 12:13:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 0.5212, loss: 0.5212 2023-12-24 03:49:29,296 - pyskl - INFO - Epoch [78][400/2506] lr: 1.193e-02, eta: 12:12:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 0.5616, loss: 0.5616 2023-12-24 03:49:52,738 - pyskl - INFO - Epoch [78][500/2506] lr: 1.192e-02, eta: 12:12:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 0.5228, loss: 0.5228 2023-12-24 03:50:16,059 - pyskl - INFO - Epoch [78][600/2506] lr: 1.191e-02, eta: 12:12:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 0.5592, loss: 0.5592 2023-12-24 03:50:39,431 - pyskl - INFO - Epoch [78][700/2506] lr: 1.190e-02, eta: 12:11:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 0.5425, loss: 0.5425 2023-12-24 03:51:02,767 - pyskl - INFO - Epoch [78][800/2506] lr: 1.189e-02, eta: 12:11:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 0.5566, loss: 0.5566 2023-12-24 03:51:26,232 - pyskl - INFO - Epoch [78][900/2506] lr: 1.188e-02, eta: 12:10:46, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9825, loss_cls: 0.5041, loss: 0.5041 2023-12-24 03:51:49,602 - pyskl - INFO - Epoch [78][1000/2506] lr: 1.187e-02, eta: 12:10:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 0.5444, loss: 0.5444 2023-12-24 03:52:13,018 - pyskl - INFO - Epoch [78][1100/2506] lr: 1.186e-02, eta: 12:09:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9906, loss_cls: 0.5371, loss: 0.5371 2023-12-24 03:52:36,361 - pyskl - INFO - Epoch [78][1200/2506] lr: 1.185e-02, eta: 12:09:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9788, loss_cls: 0.5399, loss: 0.5399 2023-12-24 03:52:59,662 - pyskl - INFO - Epoch [78][1300/2506] lr: 1.184e-02, eta: 12:09:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 0.6158, loss: 0.6158 2023-12-24 03:53:23,156 - pyskl - INFO - Epoch [78][1400/2506] lr: 1.183e-02, eta: 12:08:42, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 0.5841, loss: 0.5841 2023-12-24 03:53:46,631 - pyskl - INFO - Epoch [78][1500/2506] lr: 1.182e-02, eta: 12:08:17, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 0.4965, loss: 0.4965 2023-12-24 03:54:09,939 - pyskl - INFO - Epoch [78][1600/2506] lr: 1.181e-02, eta: 12:07:53, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9844, loss_cls: 0.5515, loss: 0.5515 2023-12-24 03:54:33,263 - pyskl - INFO - Epoch [78][1700/2506] lr: 1.180e-02, eta: 12:07:28, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9869, loss_cls: 0.5297, loss: 0.5297 2023-12-24 03:54:56,668 - pyskl - INFO - Epoch [78][1800/2506] lr: 1.179e-02, eta: 12:07:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 0.5851, loss: 0.5851 2023-12-24 03:55:20,057 - pyskl - INFO - Epoch [78][1900/2506] lr: 1.178e-02, eta: 12:06:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9881, loss_cls: 0.5012, loss: 0.5012 2023-12-24 03:55:43,389 - pyskl - INFO - Epoch [78][2000/2506] lr: 1.177e-02, eta: 12:06:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9881, loss_cls: 0.4988, loss: 0.4988 2023-12-24 03:56:06,759 - pyskl - INFO - Epoch [78][2100/2506] lr: 1.176e-02, eta: 12:05:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 0.5146, loss: 0.5146 2023-12-24 03:56:30,251 - pyskl - INFO - Epoch [78][2200/2506] lr: 1.175e-02, eta: 12:05:24, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9862, loss_cls: 0.5492, loss: 0.5492 2023-12-24 03:56:53,646 - pyskl - INFO - Epoch [78][2300/2506] lr: 1.174e-02, eta: 12:04:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 0.6060, loss: 0.6060 2023-12-24 03:57:16,953 - pyskl - INFO - Epoch [78][2400/2506] lr: 1.173e-02, eta: 12:04:35, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9750, loss_cls: 0.5905, loss: 0.5905 2023-12-24 03:57:40,342 - pyskl - INFO - Epoch [78][2500/2506] lr: 1.172e-02, eta: 12:04:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9856, loss_cls: 0.5557, loss: 0.5557 2023-12-24 03:57:42,193 - pyskl - INFO - Saving checkpoint at 78 epochs 2023-12-24 03:59:05,048 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 03:59:05,121 - pyskl - INFO - top1_acc 0.7972 top5_acc 0.9642 2023-12-24 03:59:05,125 - pyskl - INFO - Epoch(val) [78][1031] top1_acc: 0.7972, top5_acc: 0.9642 2023-12-24 03:59:47,501 - pyskl - INFO - Epoch [79][100/2506] lr: 1.170e-02, eta: 12:04:00, time: 0.424, data_time: 0.191, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 0.5035, loss: 0.5035 2023-12-24 04:00:10,802 - pyskl - INFO - Epoch [79][200/2506] lr: 1.169e-02, eta: 12:03:35, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 0.4713, loss: 0.4713 2023-12-24 04:00:34,270 - pyskl - INFO - Epoch [79][300/2506] lr: 1.168e-02, eta: 12:03:10, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 0.5303, loss: 0.5303 2023-12-24 04:00:57,720 - pyskl - INFO - Epoch [79][400/2506] lr: 1.167e-02, eta: 12:02:46, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 0.5367, loss: 0.5367 2023-12-24 04:01:21,083 - pyskl - INFO - Epoch [79][500/2506] lr: 1.166e-02, eta: 12:02:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 0.4768, loss: 0.4768 2023-12-24 04:01:44,542 - pyskl - INFO - Epoch [79][600/2506] lr: 1.165e-02, eta: 12:01:56, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9819, loss_cls: 0.5089, loss: 0.5089 2023-12-24 04:02:07,975 - pyskl - INFO - Epoch [79][700/2506] lr: 1.164e-02, eta: 12:01:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 0.5438, loss: 0.5438 2023-12-24 04:02:31,457 - pyskl - INFO - Epoch [79][800/2506] lr: 1.163e-02, eta: 12:01:07, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9825, loss_cls: 0.5680, loss: 0.5680 2023-12-24 04:02:54,806 - pyskl - INFO - Epoch [79][900/2506] lr: 1.162e-02, eta: 12:00:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 0.5178, loss: 0.5178 2023-12-24 04:03:18,286 - pyskl - INFO - Epoch [79][1000/2506] lr: 1.161e-02, eta: 12:00:18, time: 0.235, data_time: 0.001, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 0.5342, loss: 0.5342 2023-12-24 04:03:41,655 - pyskl - INFO - Epoch [79][1100/2506] lr: 1.160e-02, eta: 11:59:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9762, loss_cls: 0.5775, loss: 0.5775 2023-12-24 04:04:05,056 - pyskl - INFO - Epoch [79][1200/2506] lr: 1.159e-02, eta: 11:59:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 0.5382, loss: 0.5382 2023-12-24 04:04:28,476 - pyskl - INFO - Epoch [79][1300/2506] lr: 1.158e-02, eta: 11:59:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 0.6008, loss: 0.6008 2023-12-24 04:04:51,970 - pyskl - INFO - Epoch [79][1400/2506] lr: 1.157e-02, eta: 11:58:39, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 0.5237, loss: 0.5237 2023-12-24 04:05:15,370 - pyskl - INFO - Epoch [79][1500/2506] lr: 1.156e-02, eta: 11:58:14, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 0.4870, loss: 0.4870 2023-12-24 04:05:38,796 - pyskl - INFO - Epoch [79][1600/2506] lr: 1.155e-02, eta: 11:57:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9756, loss_cls: 0.5825, loss: 0.5825 2023-12-24 04:06:02,155 - pyskl - INFO - Epoch [79][1700/2506] lr: 1.154e-02, eta: 11:57:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9794, loss_cls: 0.5571, loss: 0.5571 2023-12-24 04:06:25,554 - pyskl - INFO - Epoch [79][1800/2506] lr: 1.153e-02, eta: 11:57:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 0.5619, loss: 0.5619 2023-12-24 04:06:48,967 - pyskl - INFO - Epoch [79][1900/2506] lr: 1.152e-02, eta: 11:56:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 0.5108, loss: 0.5108 2023-12-24 04:07:12,519 - pyskl - INFO - Epoch [79][2000/2506] lr: 1.151e-02, eta: 11:56:11, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 0.5537, loss: 0.5537 2023-12-24 04:07:35,773 - pyskl - INFO - Epoch [79][2100/2506] lr: 1.150e-02, eta: 11:55:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 0.5596, loss: 0.5596 2023-12-24 04:07:59,140 - pyskl - INFO - Epoch [79][2200/2506] lr: 1.149e-02, eta: 11:55:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9888, loss_cls: 0.5578, loss: 0.5578 2023-12-24 04:08:22,645 - pyskl - INFO - Epoch [79][2300/2506] lr: 1.148e-02, eta: 11:54:57, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 0.5148, loss: 0.5148 2023-12-24 04:08:45,993 - pyskl - INFO - Epoch [79][2400/2506] lr: 1.147e-02, eta: 11:54:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 0.5168, loss: 0.5168 2023-12-24 04:09:09,464 - pyskl - INFO - Epoch [79][2500/2506] lr: 1.145e-02, eta: 11:54:07, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 0.5110, loss: 0.5110 2023-12-24 04:09:11,356 - pyskl - INFO - Saving checkpoint at 79 epochs 2023-12-24 04:10:34,213 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 04:10:34,283 - pyskl - INFO - top1_acc 0.7083 top5_acc 0.9255 2023-12-24 04:10:34,287 - pyskl - INFO - Epoch(val) [79][1031] top1_acc: 0.7083, top5_acc: 0.9255 2023-12-24 04:11:16,882 - pyskl - INFO - Epoch [80][100/2506] lr: 1.144e-02, eta: 11:53:57, time: 0.426, data_time: 0.191, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9894, loss_cls: 0.5010, loss: 0.5010 2023-12-24 04:11:40,330 - pyskl - INFO - Epoch [80][200/2506] lr: 1.143e-02, eta: 11:53:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 0.5509, loss: 0.5509 2023-12-24 04:12:03,737 - pyskl - INFO - Epoch [80][300/2506] lr: 1.142e-02, eta: 11:53:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9875, loss_cls: 0.5140, loss: 0.5140 2023-12-24 04:12:27,184 - pyskl - INFO - Epoch [80][400/2506] lr: 1.141e-02, eta: 11:52:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9900, loss_cls: 0.4479, loss: 0.4479 2023-12-24 04:12:50,550 - pyskl - INFO - Epoch [80][500/2506] lr: 1.140e-02, eta: 11:52:18, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 0.4696, loss: 0.4696 2023-12-24 04:13:13,952 - pyskl - INFO - Epoch [80][600/2506] lr: 1.139e-02, eta: 11:51:54, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9794, loss_cls: 0.5186, loss: 0.5186 2023-12-24 04:13:37,408 - pyskl - INFO - Epoch [80][700/2506] lr: 1.138e-02, eta: 11:51:29, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 0.5605, loss: 0.5605 2023-12-24 04:14:00,829 - pyskl - INFO - Epoch [80][800/2506] lr: 1.137e-02, eta: 11:51:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 0.5409, loss: 0.5409 2023-12-24 04:14:24,176 - pyskl - INFO - Epoch [80][900/2506] lr: 1.136e-02, eta: 11:50:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 0.5596, loss: 0.5596 2023-12-24 04:14:47,598 - pyskl - INFO - Epoch [80][1000/2506] lr: 1.135e-02, eta: 11:50:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 0.5099, loss: 0.5099 2023-12-24 04:15:11,093 - pyskl - INFO - Epoch [80][1100/2506] lr: 1.134e-02, eta: 11:49:50, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 0.5468, loss: 0.5468 2023-12-24 04:15:34,390 - pyskl - INFO - Epoch [80][1200/2506] lr: 1.133e-02, eta: 11:49:25, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 0.5035, loss: 0.5035 2023-12-24 04:15:57,890 - pyskl - INFO - Epoch [80][1300/2506] lr: 1.132e-02, eta: 11:49:01, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9888, loss_cls: 0.5425, loss: 0.5425 2023-12-24 04:16:21,302 - pyskl - INFO - Epoch [80][1400/2506] lr: 1.131e-02, eta: 11:48:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 0.5649, loss: 0.5649 2023-12-24 04:16:44,754 - pyskl - INFO - Epoch [80][1500/2506] lr: 1.130e-02, eta: 11:48:12, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 0.5763, loss: 0.5763 2023-12-24 04:17:08,133 - pyskl - INFO - Epoch [80][1600/2506] lr: 1.129e-02, eta: 11:47:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 0.5217, loss: 0.5217 2023-12-24 04:17:31,533 - pyskl - INFO - Epoch [80][1700/2506] lr: 1.128e-02, eta: 11:47:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 0.5408, loss: 0.5408 2023-12-24 04:17:54,924 - pyskl - INFO - Epoch [80][1800/2506] lr: 1.127e-02, eta: 11:46:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 0.5058, loss: 0.5058 2023-12-24 04:18:18,284 - pyskl - INFO - Epoch [80][1900/2506] lr: 1.126e-02, eta: 11:46:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9875, loss_cls: 0.5046, loss: 0.5046 2023-12-24 04:18:41,751 - pyskl - INFO - Epoch [80][2000/2506] lr: 1.125e-02, eta: 11:46:08, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 0.5333, loss: 0.5333 2023-12-24 04:19:05,115 - pyskl - INFO - Epoch [80][2100/2506] lr: 1.124e-02, eta: 11:45:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 0.4936, loss: 0.4936 2023-12-24 04:19:28,573 - pyskl - INFO - Epoch [80][2200/2506] lr: 1.123e-02, eta: 11:45:19, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 0.5049, loss: 0.5049 2023-12-24 04:19:51,955 - pyskl - INFO - Epoch [80][2300/2506] lr: 1.121e-02, eta: 11:44:54, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9906, loss_cls: 0.4798, loss: 0.4798 2023-12-24 04:20:15,369 - pyskl - INFO - Epoch [80][2400/2506] lr: 1.120e-02, eta: 11:44:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 0.5429, loss: 0.5429 2023-12-24 04:20:38,859 - pyskl - INFO - Epoch [80][2500/2506] lr: 1.119e-02, eta: 11:44:05, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 0.5086, loss: 0.5086 2023-12-24 04:20:40,785 - pyskl - INFO - Saving checkpoint at 80 epochs 2023-12-24 04:22:03,703 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 04:22:03,779 - pyskl - INFO - top1_acc 0.8040 top5_acc 0.9675 2023-12-24 04:22:03,782 - pyskl - INFO - Epoch(val) [80][1031] top1_acc: 0.8040, top5_acc: 0.9675 2023-12-24 04:22:46,313 - pyskl - INFO - Epoch [81][100/2506] lr: 1.118e-02, eta: 11:43:54, time: 0.425, data_time: 0.192, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 0.5200, loss: 0.5200 2023-12-24 04:23:09,741 - pyskl - INFO - Epoch [81][200/2506] lr: 1.117e-02, eta: 11:43:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 0.5489, loss: 0.5489 2023-12-24 04:23:33,084 - pyskl - INFO - Epoch [81][300/2506] lr: 1.116e-02, eta: 11:43:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 0.4911, loss: 0.4911 2023-12-24 04:23:56,333 - pyskl - INFO - Epoch [81][400/2506] lr: 1.115e-02, eta: 11:42:40, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 0.4596, loss: 0.4596 2023-12-24 04:24:19,712 - pyskl - INFO - Epoch [81][500/2506] lr: 1.114e-02, eta: 11:42:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9800, loss_cls: 0.4990, loss: 0.4990 2023-12-24 04:24:42,994 - pyskl - INFO - Epoch [81][600/2506] lr: 1.113e-02, eta: 11:41:50, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 0.5043, loss: 0.5043 2023-12-24 04:25:06,350 - pyskl - INFO - Epoch [81][700/2506] lr: 1.112e-02, eta: 11:41:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9894, loss_cls: 0.5050, loss: 0.5050 2023-12-24 04:25:29,621 - pyskl - INFO - Epoch [81][800/2506] lr: 1.111e-02, eta: 11:41:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 0.4795, loss: 0.4795 2023-12-24 04:25:52,894 - pyskl - INFO - Epoch [81][900/2506] lr: 1.110e-02, eta: 11:40:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9925, loss_cls: 0.4776, loss: 0.4776 2023-12-24 04:26:16,118 - pyskl - INFO - Epoch [81][1000/2506] lr: 1.109e-02, eta: 11:40:11, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 0.5497, loss: 0.5497 2023-12-24 04:26:39,421 - pyskl - INFO - Epoch [81][1100/2506] lr: 1.108e-02, eta: 11:39:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9894, loss_cls: 0.5098, loss: 0.5098 2023-12-24 04:27:02,672 - pyskl - INFO - Epoch [81][1200/2506] lr: 1.107e-02, eta: 11:39:22, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 0.4961, loss: 0.4961 2023-12-24 04:27:26,005 - pyskl - INFO - Epoch [81][1300/2506] lr: 1.106e-02, eta: 11:38:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9900, loss_cls: 0.4636, loss: 0.4636 2023-12-24 04:27:49,372 - pyskl - INFO - Epoch [81][1400/2506] lr: 1.105e-02, eta: 11:38:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9875, loss_cls: 0.5290, loss: 0.5290 2023-12-24 04:28:12,720 - pyskl - INFO - Epoch [81][1500/2506] lr: 1.104e-02, eta: 11:38:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 0.5352, loss: 0.5352 2023-12-24 04:28:36,128 - pyskl - INFO - Epoch [81][1600/2506] lr: 1.103e-02, eta: 11:37:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 0.5392, loss: 0.5392 2023-12-24 04:28:59,318 - pyskl - INFO - Epoch [81][1700/2506] lr: 1.102e-02, eta: 11:37:18, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9888, loss_cls: 0.5247, loss: 0.5247 2023-12-24 04:29:22,732 - pyskl - INFO - Epoch [81][1800/2506] lr: 1.101e-02, eta: 11:36:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 0.5374, loss: 0.5374 2023-12-24 04:29:46,087 - pyskl - INFO - Epoch [81][1900/2506] lr: 1.100e-02, eta: 11:36:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 0.5362, loss: 0.5362 2023-12-24 04:30:09,255 - pyskl - INFO - Epoch [81][2000/2506] lr: 1.099e-02, eta: 11:36:04, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9775, loss_cls: 0.5738, loss: 0.5738 2023-12-24 04:30:32,504 - pyskl - INFO - Epoch [81][2100/2506] lr: 1.098e-02, eta: 11:35:39, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 0.4685, loss: 0.4685 2023-12-24 04:30:55,736 - pyskl - INFO - Epoch [81][2200/2506] lr: 1.097e-02, eta: 11:35:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 0.5146, loss: 0.5146 2023-12-24 04:31:18,958 - pyskl - INFO - Epoch [81][2300/2506] lr: 1.095e-02, eta: 11:34:49, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 0.5181, loss: 0.5181 2023-12-24 04:31:42,219 - pyskl - INFO - Epoch [81][2400/2506] lr: 1.094e-02, eta: 11:34:25, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 0.5147, loss: 0.5147 2023-12-24 04:32:05,527 - pyskl - INFO - Epoch [81][2500/2506] lr: 1.093e-02, eta: 11:34:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 0.5761, loss: 0.5761 2023-12-24 04:32:07,433 - pyskl - INFO - Saving checkpoint at 81 epochs 2023-12-24 04:33:30,024 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 04:33:30,094 - pyskl - INFO - top1_acc 0.8193 top5_acc 0.9714 2023-12-24 04:33:30,099 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/km/best_top1_acc_epoch_70.pth was removed 2023-12-24 04:33:30,263 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_81.pth. 2023-12-24 04:33:30,264 - pyskl - INFO - Best top1_acc is 0.8193 at 81 epoch. 2023-12-24 04:33:30,269 - pyskl - INFO - Epoch(val) [81][1031] top1_acc: 0.8193, top5_acc: 0.9714 2023-12-24 04:34:12,738 - pyskl - INFO - Epoch [82][100/2506] lr: 1.092e-02, eta: 11:33:49, time: 0.425, data_time: 0.191, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 0.5139, loss: 0.5139 2023-12-24 04:34:36,004 - pyskl - INFO - Epoch [82][200/2506] lr: 1.091e-02, eta: 11:33:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 0.4815, loss: 0.4815 2023-12-24 04:34:59,362 - pyskl - INFO - Epoch [82][300/2506] lr: 1.090e-02, eta: 11:32:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9931, loss_cls: 0.4171, loss: 0.4171 2023-12-24 04:35:22,743 - pyskl - INFO - Epoch [82][400/2506] lr: 1.089e-02, eta: 11:32:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 0.5218, loss: 0.5218 2023-12-24 04:35:46,140 - pyskl - INFO - Epoch [82][500/2506] lr: 1.088e-02, eta: 11:32:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 0.4946, loss: 0.4946 2023-12-24 04:36:09,358 - pyskl - INFO - Epoch [82][600/2506] lr: 1.087e-02, eta: 11:31:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 0.5040, loss: 0.5040 2023-12-24 04:36:32,713 - pyskl - INFO - Epoch [82][700/2506] lr: 1.086e-02, eta: 11:31:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9812, loss_cls: 0.4749, loss: 0.4749 2023-12-24 04:36:56,023 - pyskl - INFO - Epoch [82][800/2506] lr: 1.085e-02, eta: 11:30:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9894, loss_cls: 0.4961, loss: 0.4961 2023-12-24 04:37:19,365 - pyskl - INFO - Epoch [82][900/2506] lr: 1.084e-02, eta: 11:30:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 0.5212, loss: 0.5212 2023-12-24 04:37:42,625 - pyskl - INFO - Epoch [82][1000/2506] lr: 1.083e-02, eta: 11:30:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 0.5231, loss: 0.5231 2023-12-24 04:38:05,854 - pyskl - INFO - Epoch [82][1100/2506] lr: 1.082e-02, eta: 11:29:41, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 0.4941, loss: 0.4941 2023-12-24 04:38:29,140 - pyskl - INFO - Epoch [82][1200/2506] lr: 1.081e-02, eta: 11:29:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 0.5730, loss: 0.5730 2023-12-24 04:38:52,452 - pyskl - INFO - Epoch [82][1300/2506] lr: 1.080e-02, eta: 11:28:52, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9794, loss_cls: 0.5288, loss: 0.5288 2023-12-24 04:39:15,675 - pyskl - INFO - Epoch [82][1400/2506] lr: 1.079e-02, eta: 11:28:27, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 0.5009, loss: 0.5009 2023-12-24 04:39:39,046 - pyskl - INFO - Epoch [82][1500/2506] lr: 1.078e-02, eta: 11:28:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9869, loss_cls: 0.5185, loss: 0.5185 2023-12-24 04:40:02,359 - pyskl - INFO - Epoch [82][1600/2506] lr: 1.077e-02, eta: 11:27:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 0.4786, loss: 0.4786 2023-12-24 04:40:25,625 - pyskl - INFO - Epoch [82][1700/2506] lr: 1.076e-02, eta: 11:27:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 0.5135, loss: 0.5135 2023-12-24 04:40:49,022 - pyskl - INFO - Epoch [82][1800/2506] lr: 1.075e-02, eta: 11:26:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 0.5395, loss: 0.5395 2023-12-24 04:41:12,354 - pyskl - INFO - Epoch [82][1900/2506] lr: 1.074e-02, eta: 11:26:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 0.5085, loss: 0.5085 2023-12-24 04:41:35,724 - pyskl - INFO - Epoch [82][2000/2506] lr: 1.073e-02, eta: 11:25:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 0.5022, loss: 0.5022 2023-12-24 04:41:59,110 - pyskl - INFO - Epoch [82][2100/2506] lr: 1.072e-02, eta: 11:25:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9812, loss_cls: 0.5178, loss: 0.5178 2023-12-24 04:42:22,392 - pyskl - INFO - Epoch [82][2200/2506] lr: 1.071e-02, eta: 11:25:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 0.5351, loss: 0.5351 2023-12-24 04:42:45,629 - pyskl - INFO - Epoch [82][2300/2506] lr: 1.070e-02, eta: 11:24:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 0.5837, loss: 0.5837 2023-12-24 04:43:08,869 - pyskl - INFO - Epoch [82][2400/2506] lr: 1.069e-02, eta: 11:24:20, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9806, loss_cls: 0.4899, loss: 0.4899 2023-12-24 04:43:32,296 - pyskl - INFO - Epoch [82][2500/2506] lr: 1.067e-02, eta: 11:23:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 0.5237, loss: 0.5237 2023-12-24 04:43:34,240 - pyskl - INFO - Saving checkpoint at 82 epochs 2023-12-24 04:44:57,006 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 04:44:57,077 - pyskl - INFO - top1_acc 0.8131 top5_acc 0.9652 2023-12-24 04:44:57,082 - pyskl - INFO - Epoch(val) [82][1031] top1_acc: 0.8131, top5_acc: 0.9652 2023-12-24 04:45:39,814 - pyskl - INFO - Epoch [83][100/2506] lr: 1.066e-02, eta: 11:23:44, time: 0.427, data_time: 0.194, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 0.5132, loss: 0.5132 2023-12-24 04:46:03,132 - pyskl - INFO - Epoch [83][200/2506] lr: 1.065e-02, eta: 11:23:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 0.4554, loss: 0.4554 2023-12-24 04:46:26,425 - pyskl - INFO - Epoch [83][300/2506] lr: 1.064e-02, eta: 11:22:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 0.4811, loss: 0.4811 2023-12-24 04:46:49,746 - pyskl - INFO - Epoch [83][400/2506] lr: 1.063e-02, eta: 11:22:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 0.4633, loss: 0.4633 2023-12-24 04:47:13,059 - pyskl - INFO - Epoch [83][500/2506] lr: 1.062e-02, eta: 11:22:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 0.4684, loss: 0.4684 2023-12-24 04:47:36,437 - pyskl - INFO - Epoch [83][600/2506] lr: 1.061e-02, eta: 11:21:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 0.4987, loss: 0.4987 2023-12-24 04:47:59,622 - pyskl - INFO - Epoch [83][700/2506] lr: 1.060e-02, eta: 11:21:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 0.4876, loss: 0.4876 2023-12-24 04:48:22,844 - pyskl - INFO - Epoch [83][800/2506] lr: 1.059e-02, eta: 11:20:51, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 0.4715, loss: 0.4715 2023-12-24 04:48:46,262 - pyskl - INFO - Epoch [83][900/2506] lr: 1.058e-02, eta: 11:20:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 0.5158, loss: 0.5158 2023-12-24 04:49:09,580 - pyskl - INFO - Epoch [83][1000/2506] lr: 1.057e-02, eta: 11:20:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 0.4735, loss: 0.4735 2023-12-24 04:49:32,908 - pyskl - INFO - Epoch [83][1100/2506] lr: 1.056e-02, eta: 11:19:37, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 0.5172, loss: 0.5172 2023-12-24 04:49:56,261 - pyskl - INFO - Epoch [83][1200/2506] lr: 1.055e-02, eta: 11:19:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9888, loss_cls: 0.4996, loss: 0.4996 2023-12-24 04:50:19,585 - pyskl - INFO - Epoch [83][1300/2506] lr: 1.054e-02, eta: 11:18:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 0.4760, loss: 0.4760 2023-12-24 04:50:42,902 - pyskl - INFO - Epoch [83][1400/2506] lr: 1.053e-02, eta: 11:18:22, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 0.5099, loss: 0.5099 2023-12-24 04:51:06,315 - pyskl - INFO - Epoch [83][1500/2506] lr: 1.052e-02, eta: 11:17:58, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 0.5586, loss: 0.5586 2023-12-24 04:51:29,787 - pyskl - INFO - Epoch [83][1600/2506] lr: 1.051e-02, eta: 11:17:33, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 0.4732, loss: 0.4732 2023-12-24 04:51:53,142 - pyskl - INFO - Epoch [83][1700/2506] lr: 1.050e-02, eta: 11:17:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 0.5192, loss: 0.5192 2023-12-24 04:52:16,635 - pyskl - INFO - Epoch [83][1800/2506] lr: 1.049e-02, eta: 11:16:44, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9881, loss_cls: 0.5310, loss: 0.5310 2023-12-24 04:52:39,956 - pyskl - INFO - Epoch [83][1900/2506] lr: 1.048e-02, eta: 11:16:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 0.5126, loss: 0.5126 2023-12-24 04:53:03,370 - pyskl - INFO - Epoch [83][2000/2506] lr: 1.047e-02, eta: 11:15:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 0.4965, loss: 0.4965 2023-12-24 04:53:26,730 - pyskl - INFO - Epoch [83][2100/2506] lr: 1.046e-02, eta: 11:15:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9900, loss_cls: 0.4931, loss: 0.4931 2023-12-24 04:53:50,108 - pyskl - INFO - Epoch [83][2200/2506] lr: 1.045e-02, eta: 11:15:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 0.4860, loss: 0.4860 2023-12-24 04:54:13,591 - pyskl - INFO - Epoch [83][2300/2506] lr: 1.044e-02, eta: 11:14:41, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 0.5662, loss: 0.5662 2023-12-24 04:54:36,966 - pyskl - INFO - Epoch [83][2400/2506] lr: 1.043e-02, eta: 11:14:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 0.5109, loss: 0.5109 2023-12-24 04:55:00,245 - pyskl - INFO - Epoch [83][2500/2506] lr: 1.042e-02, eta: 11:13:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9794, loss_cls: 0.5228, loss: 0.5228 2023-12-24 04:55:02,146 - pyskl - INFO - Saving checkpoint at 83 epochs 2023-12-24 04:56:24,717 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 04:56:24,794 - pyskl - INFO - top1_acc 0.8132 top5_acc 0.9663 2023-12-24 04:56:24,801 - pyskl - INFO - Epoch(val) [83][1031] top1_acc: 0.8132, top5_acc: 0.9663 2023-12-24 04:57:07,240 - pyskl - INFO - Epoch [84][100/2506] lr: 1.041e-02, eta: 11:13:40, time: 0.424, data_time: 0.190, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 0.4354, loss: 0.4354 2023-12-24 04:57:30,627 - pyskl - INFO - Epoch [84][200/2506] lr: 1.039e-02, eta: 11:13:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 0.4436, loss: 0.4436 2023-12-24 04:57:53,937 - pyskl - INFO - Epoch [84][300/2506] lr: 1.038e-02, eta: 11:12:50, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 0.4399, loss: 0.4399 2023-12-24 04:58:17,233 - pyskl - INFO - Epoch [84][400/2506] lr: 1.037e-02, eta: 11:12:25, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9869, loss_cls: 0.4273, loss: 0.4273 2023-12-24 04:58:40,643 - pyskl - INFO - Epoch [84][500/2506] lr: 1.036e-02, eta: 11:12:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 0.4935, loss: 0.4935 2023-12-24 04:59:04,001 - pyskl - INFO - Epoch [84][600/2506] lr: 1.035e-02, eta: 11:11:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 0.5205, loss: 0.5205 2023-12-24 04:59:27,422 - pyskl - INFO - Epoch [84][700/2506] lr: 1.034e-02, eta: 11:11:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 0.4964, loss: 0.4964 2023-12-24 04:59:50,897 - pyskl - INFO - Epoch [84][800/2506] lr: 1.033e-02, eta: 11:10:47, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9831, loss_cls: 0.4561, loss: 0.4561 2023-12-24 05:00:14,287 - pyskl - INFO - Epoch [84][900/2506] lr: 1.032e-02, eta: 11:10:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 0.4782, loss: 0.4782 2023-12-24 05:00:37,733 - pyskl - INFO - Epoch [84][1000/2506] lr: 1.031e-02, eta: 11:09:58, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 0.4855, loss: 0.4855 2023-12-24 05:01:01,094 - pyskl - INFO - Epoch [84][1100/2506] lr: 1.030e-02, eta: 11:09:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 0.5084, loss: 0.5084 2023-12-24 05:01:24,555 - pyskl - INFO - Epoch [84][1200/2506] lr: 1.029e-02, eta: 11:09:08, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 0.4767, loss: 0.4767 2023-12-24 05:01:47,950 - pyskl - INFO - Epoch [84][1300/2506] lr: 1.028e-02, eta: 11:08:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 0.4913, loss: 0.4913 2023-12-24 05:02:11,230 - pyskl - INFO - Epoch [84][1400/2506] lr: 1.027e-02, eta: 11:08:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 0.5027, loss: 0.5027 2023-12-24 05:02:34,519 - pyskl - INFO - Epoch [84][1500/2506] lr: 1.026e-02, eta: 11:07:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 0.5087, loss: 0.5087 2023-12-24 05:02:57,940 - pyskl - INFO - Epoch [84][1600/2506] lr: 1.025e-02, eta: 11:07:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9819, loss_cls: 0.4642, loss: 0.4642 2023-12-24 05:03:21,299 - pyskl - INFO - Epoch [84][1700/2506] lr: 1.024e-02, eta: 11:07:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 0.5143, loss: 0.5143 2023-12-24 05:03:44,702 - pyskl - INFO - Epoch [84][1800/2506] lr: 1.023e-02, eta: 11:06:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9862, loss_cls: 0.5327, loss: 0.5327 2023-12-24 05:04:08,064 - pyskl - INFO - Epoch [84][1900/2506] lr: 1.022e-02, eta: 11:06:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 0.5259, loss: 0.5259 2023-12-24 05:04:31,574 - pyskl - INFO - Epoch [84][2000/2506] lr: 1.021e-02, eta: 11:05:51, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9881, loss_cls: 0.4922, loss: 0.4922 2023-12-24 05:04:55,062 - pyskl - INFO - Epoch [84][2100/2506] lr: 1.020e-02, eta: 11:05:27, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 0.4737, loss: 0.4737 2023-12-24 05:05:18,485 - pyskl - INFO - Epoch [84][2200/2506] lr: 1.019e-02, eta: 11:05:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9856, loss_cls: 0.5352, loss: 0.5352 2023-12-24 05:05:41,933 - pyskl - INFO - Epoch [84][2300/2506] lr: 1.018e-02, eta: 11:04:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 0.4642, loss: 0.4642 2023-12-24 05:06:05,503 - pyskl - INFO - Epoch [84][2400/2506] lr: 1.017e-02, eta: 11:04:13, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 0.5133, loss: 0.5133 2023-12-24 05:06:28,771 - pyskl - INFO - Epoch [84][2500/2506] lr: 1.016e-02, eta: 11:03:48, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9888, loss_cls: 0.5665, loss: 0.5665 2023-12-24 05:06:30,702 - pyskl - INFO - Saving checkpoint at 84 epochs 2023-12-24 05:07:53,455 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 05:07:53,527 - pyskl - INFO - top1_acc 0.7905 top5_acc 0.9580 2023-12-24 05:07:53,531 - pyskl - INFO - Epoch(val) [84][1031] top1_acc: 0.7905, top5_acc: 0.9580 2023-12-24 05:08:36,301 - pyskl - INFO - Epoch [85][100/2506] lr: 1.015e-02, eta: 11:03:36, time: 0.428, data_time: 0.194, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 0.4642, loss: 0.4642 2023-12-24 05:08:59,622 - pyskl - INFO - Epoch [85][200/2506] lr: 1.014e-02, eta: 11:03:12, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 0.4512, loss: 0.4512 2023-12-24 05:09:22,924 - pyskl - INFO - Epoch [85][300/2506] lr: 1.013e-02, eta: 11:02:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 0.4619, loss: 0.4619 2023-12-24 05:09:46,291 - pyskl - INFO - Epoch [85][400/2506] lr: 1.012e-02, eta: 11:02:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 0.4553, loss: 0.4553 2023-12-24 05:10:09,652 - pyskl - INFO - Epoch [85][500/2506] lr: 1.011e-02, eta: 11:01:58, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 0.4357, loss: 0.4357 2023-12-24 05:10:33,104 - pyskl - INFO - Epoch [85][600/2506] lr: 1.010e-02, eta: 11:01:33, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 0.4621, loss: 0.4621 2023-12-24 05:10:56,474 - pyskl - INFO - Epoch [85][700/2506] lr: 1.009e-02, eta: 11:01:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 0.4772, loss: 0.4772 2023-12-24 05:11:19,826 - pyskl - INFO - Epoch [85][800/2506] lr: 1.008e-02, eta: 11:00:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 0.4915, loss: 0.4915 2023-12-24 05:11:43,288 - pyskl - INFO - Epoch [85][900/2506] lr: 1.007e-02, eta: 11:00:19, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 0.4824, loss: 0.4824 2023-12-24 05:12:06,751 - pyskl - INFO - Epoch [85][1000/2506] lr: 1.006e-02, eta: 10:59:55, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9838, loss_cls: 0.5735, loss: 0.5735 2023-12-24 05:12:30,118 - pyskl - INFO - Epoch [85][1100/2506] lr: 1.005e-02, eta: 10:59:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 0.5157, loss: 0.5157 2023-12-24 05:12:53,524 - pyskl - INFO - Epoch [85][1200/2506] lr: 1.003e-02, eta: 10:59:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 0.4805, loss: 0.4805 2023-12-24 05:13:16,848 - pyskl - INFO - Epoch [85][1300/2506] lr: 1.002e-02, eta: 10:58:41, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 0.4606, loss: 0.4606 2023-12-24 05:13:40,259 - pyskl - INFO - Epoch [85][1400/2506] lr: 1.001e-02, eta: 10:58:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 0.4988, loss: 0.4988 2023-12-24 05:14:03,656 - pyskl - INFO - Epoch [85][1500/2506] lr: 1.000e-02, eta: 10:57:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9888, loss_cls: 0.5034, loss: 0.5034 2023-12-24 05:14:26,943 - pyskl - INFO - Epoch [85][1600/2506] lr: 9.994e-03, eta: 10:57:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 0.5361, loss: 0.5361 2023-12-24 05:14:50,155 - pyskl - INFO - Epoch [85][1700/2506] lr: 9.984e-03, eta: 10:57:02, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 0.4891, loss: 0.4891 2023-12-24 05:15:13,509 - pyskl - INFO - Epoch [85][1800/2506] lr: 9.973e-03, eta: 10:56:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 0.5027, loss: 0.5027 2023-12-24 05:15:36,943 - pyskl - INFO - Epoch [85][1900/2506] lr: 9.963e-03, eta: 10:56:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 0.4577, loss: 0.4577 2023-12-24 05:16:00,423 - pyskl - INFO - Epoch [85][2000/2506] lr: 9.953e-03, eta: 10:55:48, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 0.4564, loss: 0.4564 2023-12-24 05:16:23,724 - pyskl - INFO - Epoch [85][2100/2506] lr: 9.943e-03, eta: 10:55:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 0.5588, loss: 0.5588 2023-12-24 05:16:47,049 - pyskl - INFO - Epoch [85][2200/2506] lr: 9.932e-03, eta: 10:54:59, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 0.4713, loss: 0.4713 2023-12-24 05:17:10,351 - pyskl - INFO - Epoch [85][2300/2506] lr: 9.922e-03, eta: 10:54:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 0.4841, loss: 0.4841 2023-12-24 05:17:33,672 - pyskl - INFO - Epoch [85][2400/2506] lr: 9.912e-03, eta: 10:54:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9875, loss_cls: 0.5035, loss: 0.5035 2023-12-24 05:17:57,011 - pyskl - INFO - Epoch [85][2500/2506] lr: 9.902e-03, eta: 10:53:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 0.5011, loss: 0.5011 2023-12-24 05:17:58,940 - pyskl - INFO - Saving checkpoint at 85 epochs 2023-12-24 05:19:22,032 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 05:19:22,108 - pyskl - INFO - top1_acc 0.8008 top5_acc 0.9630 2023-12-24 05:19:22,112 - pyskl - INFO - Epoch(val) [85][1031] top1_acc: 0.8008, top5_acc: 0.9630 2023-12-24 05:20:04,823 - pyskl - INFO - Epoch [86][100/2506] lr: 9.891e-03, eta: 10:53:33, time: 0.427, data_time: 0.194, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 0.4507, loss: 0.4507 2023-12-24 05:20:28,142 - pyskl - INFO - Epoch [86][200/2506] lr: 9.881e-03, eta: 10:53:08, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 0.4387, loss: 0.4387 2023-12-24 05:20:51,403 - pyskl - INFO - Epoch [86][300/2506] lr: 9.871e-03, eta: 10:52:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 0.4577, loss: 0.4577 2023-12-24 05:21:14,706 - pyskl - INFO - Epoch [86][400/2506] lr: 9.860e-03, eta: 10:52:18, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9919, loss_cls: 0.4761, loss: 0.4761 2023-12-24 05:21:38,015 - pyskl - INFO - Epoch [86][500/2506] lr: 9.850e-03, eta: 10:51:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9831, loss_cls: 0.4634, loss: 0.4634 2023-12-24 05:22:01,415 - pyskl - INFO - Epoch [86][600/2506] lr: 9.840e-03, eta: 10:51:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 0.4646, loss: 0.4646 2023-12-24 05:22:24,860 - pyskl - INFO - Epoch [86][700/2506] lr: 9.830e-03, eta: 10:51:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 0.4875, loss: 0.4875 2023-12-24 05:22:48,263 - pyskl - INFO - Epoch [86][800/2506] lr: 9.820e-03, eta: 10:50:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 0.4956, loss: 0.4956 2023-12-24 05:23:11,529 - pyskl - INFO - Epoch [86][900/2506] lr: 9.809e-03, eta: 10:50:15, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 0.4602, loss: 0.4602 2023-12-24 05:23:34,849 - pyskl - INFO - Epoch [86][1000/2506] lr: 9.799e-03, eta: 10:49:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 0.4599, loss: 0.4599 2023-12-24 05:23:58,206 - pyskl - INFO - Epoch [86][1100/2506] lr: 9.789e-03, eta: 10:49:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 0.4900, loss: 0.4900 2023-12-24 05:24:21,462 - pyskl - INFO - Epoch [86][1200/2506] lr: 9.779e-03, eta: 10:49:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 0.4520, loss: 0.4520 2023-12-24 05:24:44,745 - pyskl - INFO - Epoch [86][1300/2506] lr: 9.769e-03, eta: 10:48:37, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9906, loss_cls: 0.4933, loss: 0.4933 2023-12-24 05:25:08,126 - pyskl - INFO - Epoch [86][1400/2506] lr: 9.758e-03, eta: 10:48:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 0.4984, loss: 0.4984 2023-12-24 05:25:31,458 - pyskl - INFO - Epoch [86][1500/2506] lr: 9.748e-03, eta: 10:47:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 0.5538, loss: 0.5538 2023-12-24 05:25:54,732 - pyskl - INFO - Epoch [86][1600/2506] lr: 9.738e-03, eta: 10:47:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 0.4635, loss: 0.4635 2023-12-24 05:26:18,048 - pyskl - INFO - Epoch [86][1700/2506] lr: 9.728e-03, eta: 10:46:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 0.5144, loss: 0.5144 2023-12-24 05:26:41,390 - pyskl - INFO - Epoch [86][1800/2506] lr: 9.718e-03, eta: 10:46:33, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9912, loss_cls: 0.4728, loss: 0.4728 2023-12-24 05:27:04,776 - pyskl - INFO - Epoch [86][1900/2506] lr: 9.707e-03, eta: 10:46:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 0.4958, loss: 0.4958 2023-12-24 05:27:28,221 - pyskl - INFO - Epoch [86][2000/2506] lr: 9.697e-03, eta: 10:45:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 0.4700, loss: 0.4700 2023-12-24 05:27:51,438 - pyskl - INFO - Epoch [86][2100/2506] lr: 9.687e-03, eta: 10:45:19, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 0.4745, loss: 0.4745 2023-12-24 05:28:14,795 - pyskl - INFO - Epoch [86][2200/2506] lr: 9.677e-03, eta: 10:44:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9881, loss_cls: 0.5133, loss: 0.5133 2023-12-24 05:28:38,177 - pyskl - INFO - Epoch [86][2300/2506] lr: 9.667e-03, eta: 10:44:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9900, loss_cls: 0.5370, loss: 0.5370 2023-12-24 05:29:01,441 - pyskl - INFO - Epoch [86][2400/2506] lr: 9.656e-03, eta: 10:44:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9881, loss_cls: 0.5306, loss: 0.5306 2023-12-24 05:29:24,651 - pyskl - INFO - Epoch [86][2500/2506] lr: 9.646e-03, eta: 10:43:41, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9806, loss_cls: 0.5181, loss: 0.5181 2023-12-24 05:29:26,517 - pyskl - INFO - Saving checkpoint at 86 epochs 2023-12-24 05:30:48,675 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 05:30:48,750 - pyskl - INFO - top1_acc 0.8028 top5_acc 0.9668 2023-12-24 05:30:48,754 - pyskl - INFO - Epoch(val) [86][1031] top1_acc: 0.8028, top5_acc: 0.9668 2023-12-24 05:31:31,247 - pyskl - INFO - Epoch [87][100/2506] lr: 9.636e-03, eta: 10:43:28, time: 0.425, data_time: 0.192, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 0.4161, loss: 0.4161 2023-12-24 05:31:54,583 - pyskl - INFO - Epoch [87][200/2506] lr: 9.625e-03, eta: 10:43:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 0.4182, loss: 0.4182 2023-12-24 05:32:17,950 - pyskl - INFO - Epoch [87][300/2506] lr: 9.615e-03, eta: 10:42:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 0.4616, loss: 0.4616 2023-12-24 05:32:41,247 - pyskl - INFO - Epoch [87][400/2506] lr: 9.605e-03, eta: 10:42:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 0.4638, loss: 0.4638 2023-12-24 05:33:04,682 - pyskl - INFO - Epoch [87][500/2506] lr: 9.595e-03, eta: 10:41:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9900, loss_cls: 0.4557, loss: 0.4557 2023-12-24 05:33:28,074 - pyskl - INFO - Epoch [87][600/2506] lr: 9.585e-03, eta: 10:41:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 0.4698, loss: 0.4698 2023-12-24 05:33:51,508 - pyskl - INFO - Epoch [87][700/2506] lr: 9.575e-03, eta: 10:41:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 0.4809, loss: 0.4809 2023-12-24 05:34:14,858 - pyskl - INFO - Epoch [87][800/2506] lr: 9.564e-03, eta: 10:40:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 0.4260, loss: 0.4260 2023-12-24 05:34:38,289 - pyskl - INFO - Epoch [87][900/2506] lr: 9.554e-03, eta: 10:40:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 0.4583, loss: 0.4583 2023-12-24 05:35:01,618 - pyskl - INFO - Epoch [87][1000/2506] lr: 9.544e-03, eta: 10:39:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 0.4475, loss: 0.4475 2023-12-24 05:35:24,976 - pyskl - INFO - Epoch [87][1100/2506] lr: 9.534e-03, eta: 10:39:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 0.4624, loss: 0.4624 2023-12-24 05:35:48,453 - pyskl - INFO - Epoch [87][1200/2506] lr: 9.524e-03, eta: 10:38:57, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 0.5003, loss: 0.5003 2023-12-24 05:36:11,922 - pyskl - INFO - Epoch [87][1300/2506] lr: 9.514e-03, eta: 10:38:33, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 0.4471, loss: 0.4471 2023-12-24 05:36:35,237 - pyskl - INFO - Epoch [87][1400/2506] lr: 9.504e-03, eta: 10:38:08, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9881, loss_cls: 0.5016, loss: 0.5016 2023-12-24 05:36:58,585 - pyskl - INFO - Epoch [87][1500/2506] lr: 9.493e-03, eta: 10:37:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9919, loss_cls: 0.4259, loss: 0.4259 2023-12-24 05:37:21,971 - pyskl - INFO - Epoch [87][1600/2506] lr: 9.483e-03, eta: 10:37:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9912, loss_cls: 0.4823, loss: 0.4823 2023-12-24 05:37:45,377 - pyskl - INFO - Epoch [87][1700/2506] lr: 9.473e-03, eta: 10:36:54, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 0.4761, loss: 0.4761 2023-12-24 05:38:08,776 - pyskl - INFO - Epoch [87][1800/2506] lr: 9.463e-03, eta: 10:36:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9812, loss_cls: 0.4675, loss: 0.4675 2023-12-24 05:38:32,230 - pyskl - INFO - Epoch [87][1900/2506] lr: 9.453e-03, eta: 10:36:05, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9894, loss_cls: 0.4993, loss: 0.4993 2023-12-24 05:38:55,773 - pyskl - INFO - Epoch [87][2000/2506] lr: 9.443e-03, eta: 10:35:41, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 0.4976, loss: 0.4976 2023-12-24 05:39:19,127 - pyskl - INFO - Epoch [87][2100/2506] lr: 9.433e-03, eta: 10:35:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 0.4993, loss: 0.4993 2023-12-24 05:39:42,497 - pyskl - INFO - Epoch [87][2200/2506] lr: 9.422e-03, eta: 10:34:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 0.5828, loss: 0.5828 2023-12-24 05:40:05,916 - pyskl - INFO - Epoch [87][2300/2506] lr: 9.412e-03, eta: 10:34:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 0.4842, loss: 0.4842 2023-12-24 05:40:29,238 - pyskl - INFO - Epoch [87][2400/2506] lr: 9.402e-03, eta: 10:34:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 0.4557, loss: 0.4557 2023-12-24 05:40:52,694 - pyskl - INFO - Epoch [87][2500/2506] lr: 9.392e-03, eta: 10:33:38, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9900, loss_cls: 0.4641, loss: 0.4641 2023-12-24 05:40:54,572 - pyskl - INFO - Saving checkpoint at 87 epochs 2023-12-24 05:42:17,249 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 05:42:17,323 - pyskl - INFO - top1_acc 0.8121 top5_acc 0.9652 2023-12-24 05:42:17,327 - pyskl - INFO - Epoch(val) [87][1031] top1_acc: 0.8121, top5_acc: 0.9652 2023-12-24 05:42:59,854 - pyskl - INFO - Epoch [88][100/2506] lr: 9.381e-03, eta: 10:33:24, time: 0.425, data_time: 0.192, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 0.4381, loss: 0.4381 2023-12-24 05:43:23,156 - pyskl - INFO - Epoch [88][200/2506] lr: 9.371e-03, eta: 10:33:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 0.4184, loss: 0.4184 2023-12-24 05:43:46,557 - pyskl - INFO - Epoch [88][300/2506] lr: 9.361e-03, eta: 10:32:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 0.4579, loss: 0.4579 2023-12-24 05:44:09,877 - pyskl - INFO - Epoch [88][400/2506] lr: 9.351e-03, eta: 10:32:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 0.4399, loss: 0.4399 2023-12-24 05:44:33,203 - pyskl - INFO - Epoch [88][500/2506] lr: 9.341e-03, eta: 10:31:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 0.4354, loss: 0.4354 2023-12-24 05:44:56,532 - pyskl - INFO - Epoch [88][600/2506] lr: 9.331e-03, eta: 10:31:21, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 0.4281, loss: 0.4281 2023-12-24 05:45:19,833 - pyskl - INFO - Epoch [88][700/2506] lr: 9.321e-03, eta: 10:30:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 0.4417, loss: 0.4417 2023-12-24 05:45:43,112 - pyskl - INFO - Epoch [88][800/2506] lr: 9.311e-03, eta: 10:30:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 0.4502, loss: 0.4502 2023-12-24 05:46:06,431 - pyskl - INFO - Epoch [88][900/2506] lr: 9.300e-03, eta: 10:30:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9888, loss_cls: 0.4648, loss: 0.4648 2023-12-24 05:46:29,943 - pyskl - INFO - Epoch [88][1000/2506] lr: 9.290e-03, eta: 10:29:43, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 0.4438, loss: 0.4438 2023-12-24 05:46:53,285 - pyskl - INFO - Epoch [88][1100/2506] lr: 9.280e-03, eta: 10:29:18, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 0.4120, loss: 0.4120 2023-12-24 05:47:16,727 - pyskl - INFO - Epoch [88][1200/2506] lr: 9.270e-03, eta: 10:28:54, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 0.4870, loss: 0.4870 2023-12-24 05:47:39,993 - pyskl - INFO - Epoch [88][1300/2506] lr: 9.260e-03, eta: 10:28:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 0.4654, loss: 0.4654 2023-12-24 05:48:03,342 - pyskl - INFO - Epoch [88][1400/2506] lr: 9.250e-03, eta: 10:28:04, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 0.4891, loss: 0.4891 2023-12-24 05:48:26,590 - pyskl - INFO - Epoch [88][1500/2506] lr: 9.240e-03, eta: 10:27:40, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 0.4896, loss: 0.4896 2023-12-24 05:48:49,983 - pyskl - INFO - Epoch [88][1600/2506] lr: 9.230e-03, eta: 10:27:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 0.4922, loss: 0.4922 2023-12-24 05:49:13,413 - pyskl - INFO - Epoch [88][1700/2506] lr: 9.220e-03, eta: 10:26:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 0.4897, loss: 0.4897 2023-12-24 05:49:36,736 - pyskl - INFO - Epoch [88][1800/2506] lr: 9.210e-03, eta: 10:26:26, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 0.4407, loss: 0.4407 2023-12-24 05:50:00,015 - pyskl - INFO - Epoch [88][1900/2506] lr: 9.200e-03, eta: 10:26:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9900, loss_cls: 0.4632, loss: 0.4632 2023-12-24 05:50:23,214 - pyskl - INFO - Epoch [88][2000/2506] lr: 9.190e-03, eta: 10:25:37, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 0.4417, loss: 0.4417 2023-12-24 05:50:46,459 - pyskl - INFO - Epoch [88][2100/2506] lr: 9.179e-03, eta: 10:25:12, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 0.4880, loss: 0.4880 2023-12-24 05:51:09,866 - pyskl - INFO - Epoch [88][2200/2506] lr: 9.169e-03, eta: 10:24:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9888, loss_cls: 0.5031, loss: 0.5031 2023-12-24 05:51:33,287 - pyskl - INFO - Epoch [88][2300/2506] lr: 9.159e-03, eta: 10:24:23, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 0.4638, loss: 0.4638 2023-12-24 05:51:56,583 - pyskl - INFO - Epoch [88][2400/2506] lr: 9.149e-03, eta: 10:23:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 0.4674, loss: 0.4674 2023-12-24 05:52:19,799 - pyskl - INFO - Epoch [88][2500/2506] lr: 9.139e-03, eta: 10:23:34, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 0.4808, loss: 0.4808 2023-12-24 05:52:21,790 - pyskl - INFO - Saving checkpoint at 88 epochs 2023-12-24 05:53:44,369 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 05:53:44,441 - pyskl - INFO - top1_acc 0.8209 top5_acc 0.9705 2023-12-24 05:53:44,447 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/km/best_top1_acc_epoch_81.pth was removed 2023-12-24 05:53:44,603 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_88.pth. 2023-12-24 05:53:44,604 - pyskl - INFO - Best top1_acc is 0.8209 at 88 epoch. 2023-12-24 05:53:44,609 - pyskl - INFO - Epoch(val) [88][1031] top1_acc: 0.8209, top5_acc: 0.9705 2023-12-24 05:54:26,966 - pyskl - INFO - Epoch [89][100/2506] lr: 9.129e-03, eta: 10:23:20, time: 0.424, data_time: 0.190, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 0.4373, loss: 0.4373 2023-12-24 05:54:50,333 - pyskl - INFO - Epoch [89][200/2506] lr: 9.118e-03, eta: 10:22:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 0.3809, loss: 0.3809 2023-12-24 05:55:13,886 - pyskl - INFO - Epoch [89][300/2506] lr: 9.108e-03, eta: 10:22:31, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 0.4046, loss: 0.4046 2023-12-24 05:55:37,261 - pyskl - INFO - Epoch [89][400/2506] lr: 9.098e-03, eta: 10:22:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 0.4480, loss: 0.4480 2023-12-24 05:56:00,684 - pyskl - INFO - Epoch [89][500/2506] lr: 9.088e-03, eta: 10:21:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 0.3640, loss: 0.3640 2023-12-24 05:56:24,106 - pyskl - INFO - Epoch [89][600/2506] lr: 9.078e-03, eta: 10:21:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 0.4478, loss: 0.4478 2023-12-24 05:56:47,466 - pyskl - INFO - Epoch [89][700/2506] lr: 9.068e-03, eta: 10:20:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9906, loss_cls: 0.4318, loss: 0.4318 2023-12-24 05:57:10,885 - pyskl - INFO - Epoch [89][800/2506] lr: 9.058e-03, eta: 10:20:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 0.4306, loss: 0.4306 2023-12-24 05:57:34,255 - pyskl - INFO - Epoch [89][900/2506] lr: 9.048e-03, eta: 10:20:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 0.3962, loss: 0.3962 2023-12-24 05:57:57,683 - pyskl - INFO - Epoch [89][1000/2506] lr: 9.038e-03, eta: 10:19:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 0.4761, loss: 0.4761 2023-12-24 05:58:21,150 - pyskl - INFO - Epoch [89][1100/2506] lr: 9.028e-03, eta: 10:19:14, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 0.4836, loss: 0.4836 2023-12-24 05:58:44,538 - pyskl - INFO - Epoch [89][1200/2506] lr: 9.018e-03, eta: 10:18:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 0.4366, loss: 0.4366 2023-12-24 05:59:07,912 - pyskl - INFO - Epoch [89][1300/2506] lr: 9.008e-03, eta: 10:18:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 0.4347, loss: 0.4347 2023-12-24 05:59:31,257 - pyskl - INFO - Epoch [89][1400/2506] lr: 8.998e-03, eta: 10:18:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 0.5044, loss: 0.5044 2023-12-24 05:59:54,592 - pyskl - INFO - Epoch [89][1500/2506] lr: 8.988e-03, eta: 10:17:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 0.4563, loss: 0.4563 2023-12-24 06:00:17,932 - pyskl - INFO - Epoch [89][1600/2506] lr: 8.978e-03, eta: 10:17:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9850, loss_cls: 0.4594, loss: 0.4594 2023-12-24 06:00:41,421 - pyskl - INFO - Epoch [89][1700/2506] lr: 8.968e-03, eta: 10:16:47, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 0.4301, loss: 0.4301 2023-12-24 06:01:04,839 - pyskl - INFO - Epoch [89][1800/2506] lr: 8.958e-03, eta: 10:16:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9906, loss_cls: 0.4574, loss: 0.4574 2023-12-24 06:01:28,229 - pyskl - INFO - Epoch [89][1900/2506] lr: 8.948e-03, eta: 10:15:58, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 0.4937, loss: 0.4937 2023-12-24 06:01:51,642 - pyskl - INFO - Epoch [89][2000/2506] lr: 8.938e-03, eta: 10:15:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9888, loss_cls: 0.4757, loss: 0.4757 2023-12-24 06:02:15,019 - pyskl - INFO - Epoch [89][2100/2506] lr: 8.928e-03, eta: 10:15:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9862, loss_cls: 0.5420, loss: 0.5420 2023-12-24 06:02:38,379 - pyskl - INFO - Epoch [89][2200/2506] lr: 8.918e-03, eta: 10:14:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 0.4804, loss: 0.4804 2023-12-24 06:03:01,704 - pyskl - INFO - Epoch [89][2300/2506] lr: 8.908e-03, eta: 10:14:20, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9812, loss_cls: 0.4454, loss: 0.4454 2023-12-24 06:03:25,119 - pyskl - INFO - Epoch [89][2400/2506] lr: 8.898e-03, eta: 10:13:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 0.4807, loss: 0.4807 2023-12-24 06:03:48,519 - pyskl - INFO - Epoch [89][2500/2506] lr: 8.888e-03, eta: 10:13:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 0.4758, loss: 0.4758 2023-12-24 06:03:50,467 - pyskl - INFO - Saving checkpoint at 89 epochs 2023-12-24 06:05:12,869 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 06:05:12,945 - pyskl - INFO - top1_acc 0.8345 top5_acc 0.9742 2023-12-24 06:05:12,949 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/km/best_top1_acc_epoch_88.pth was removed 2023-12-24 06:05:13,114 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_89.pth. 2023-12-24 06:05:13,115 - pyskl - INFO - Best top1_acc is 0.8345 at 89 epoch. 2023-12-24 06:05:13,119 - pyskl - INFO - Epoch(val) [89][1031] top1_acc: 0.8345, top5_acc: 0.9742 2023-12-24 06:05:55,709 - pyskl - INFO - Epoch [90][100/2506] lr: 8.877e-03, eta: 10:13:17, time: 0.426, data_time: 0.193, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 0.3981, loss: 0.3981 2023-12-24 06:06:18,970 - pyskl - INFO - Epoch [90][200/2506] lr: 8.867e-03, eta: 10:12:52, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 0.4231, loss: 0.4231 2023-12-24 06:06:42,197 - pyskl - INFO - Epoch [90][300/2506] lr: 8.857e-03, eta: 10:12:27, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9856, loss_cls: 0.4305, loss: 0.4305 2023-12-24 06:07:05,563 - pyskl - INFO - Epoch [90][400/2506] lr: 8.847e-03, eta: 10:12:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 0.4262, loss: 0.4262 2023-12-24 06:07:28,852 - pyskl - INFO - Epoch [90][500/2506] lr: 8.837e-03, eta: 10:11:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 0.3968, loss: 0.3968 2023-12-24 06:07:52,154 - pyskl - INFO - Epoch [90][600/2506] lr: 8.827e-03, eta: 10:11:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 0.4280, loss: 0.4280 2023-12-24 06:08:15,582 - pyskl - INFO - Epoch [90][700/2506] lr: 8.817e-03, eta: 10:10:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 0.4512, loss: 0.4512 2023-12-24 06:08:38,868 - pyskl - INFO - Epoch [90][800/2506] lr: 8.807e-03, eta: 10:10:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 0.4611, loss: 0.4611 2023-12-24 06:09:02,132 - pyskl - INFO - Epoch [90][900/2506] lr: 8.797e-03, eta: 10:10:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 0.4841, loss: 0.4841 2023-12-24 06:09:25,522 - pyskl - INFO - Epoch [90][1000/2506] lr: 8.787e-03, eta: 10:09:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 0.4417, loss: 0.4417 2023-12-24 06:09:48,884 - pyskl - INFO - Epoch [90][1100/2506] lr: 8.777e-03, eta: 10:09:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 0.3987, loss: 0.3987 2023-12-24 06:10:12,194 - pyskl - INFO - Epoch [90][1200/2506] lr: 8.767e-03, eta: 10:08:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 0.4500, loss: 0.4500 2023-12-24 06:10:35,592 - pyskl - INFO - Epoch [90][1300/2506] lr: 8.757e-03, eta: 10:08:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 0.4308, loss: 0.4308 2023-12-24 06:10:58,878 - pyskl - INFO - Epoch [90][1400/2506] lr: 8.747e-03, eta: 10:07:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 0.4881, loss: 0.4881 2023-12-24 06:11:22,281 - pyskl - INFO - Epoch [90][1500/2506] lr: 8.737e-03, eta: 10:07:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 0.4148, loss: 0.4148 2023-12-24 06:11:45,657 - pyskl - INFO - Epoch [90][1600/2506] lr: 8.728e-03, eta: 10:07:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 0.4261, loss: 0.4261 2023-12-24 06:12:09,033 - pyskl - INFO - Epoch [90][1700/2506] lr: 8.718e-03, eta: 10:06:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 0.4969, loss: 0.4969 2023-12-24 06:12:32,417 - pyskl - INFO - Epoch [90][1800/2506] lr: 8.708e-03, eta: 10:06:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 0.4682, loss: 0.4682 2023-12-24 06:12:55,650 - pyskl - INFO - Epoch [90][1900/2506] lr: 8.698e-03, eta: 10:05:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 0.4463, loss: 0.4463 2023-12-24 06:13:19,060 - pyskl - INFO - Epoch [90][2000/2506] lr: 8.688e-03, eta: 10:05:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9906, loss_cls: 0.4532, loss: 0.4532 2023-12-24 06:13:42,341 - pyskl - INFO - Epoch [90][2100/2506] lr: 8.678e-03, eta: 10:05:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 0.4007, loss: 0.4007 2023-12-24 06:14:05,565 - pyskl - INFO - Epoch [90][2200/2506] lr: 8.668e-03, eta: 10:04:40, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 0.4219, loss: 0.4219 2023-12-24 06:14:28,893 - pyskl - INFO - Epoch [90][2300/2506] lr: 8.658e-03, eta: 10:04:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 0.5106, loss: 0.5106 2023-12-24 06:14:52,176 - pyskl - INFO - Epoch [90][2400/2506] lr: 8.648e-03, eta: 10:03:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 0.4580, loss: 0.4580 2023-12-24 06:15:15,657 - pyskl - INFO - Epoch [90][2500/2506] lr: 8.638e-03, eta: 10:03:26, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 0.5045, loss: 0.5045 2023-12-24 06:15:17,591 - pyskl - INFO - Saving checkpoint at 90 epochs 2023-12-24 06:16:40,169 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 06:16:40,245 - pyskl - INFO - top1_acc 0.8174 top5_acc 0.9694 2023-12-24 06:16:40,249 - pyskl - INFO - Epoch(val) [90][1031] top1_acc: 0.8174, top5_acc: 0.9694 2023-12-24 06:17:22,595 - pyskl - INFO - Epoch [91][100/2506] lr: 8.627e-03, eta: 10:03:12, time: 0.423, data_time: 0.190, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 0.3908, loss: 0.3908 2023-12-24 06:17:45,902 - pyskl - INFO - Epoch [91][200/2506] lr: 8.618e-03, eta: 10:02:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 0.4255, loss: 0.4255 2023-12-24 06:18:09,268 - pyskl - INFO - Epoch [91][300/2506] lr: 8.608e-03, eta: 10:02:23, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9831, loss_cls: 0.4404, loss: 0.4404 2023-12-24 06:18:32,549 - pyskl - INFO - Epoch [91][400/2506] lr: 8.598e-03, eta: 10:01:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 0.4210, loss: 0.4210 2023-12-24 06:18:55,909 - pyskl - INFO - Epoch [91][500/2506] lr: 8.588e-03, eta: 10:01:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 0.4157, loss: 0.4157 2023-12-24 06:19:19,341 - pyskl - INFO - Epoch [91][600/2506] lr: 8.578e-03, eta: 10:01:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 0.3933, loss: 0.3933 2023-12-24 06:19:42,726 - pyskl - INFO - Epoch [91][700/2506] lr: 8.568e-03, eta: 10:00:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 0.4524, loss: 0.4524 2023-12-24 06:20:06,113 - pyskl - INFO - Epoch [91][800/2506] lr: 8.558e-03, eta: 10:00:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9906, loss_cls: 0.4579, loss: 0.4579 2023-12-24 06:20:29,433 - pyskl - INFO - Epoch [91][900/2506] lr: 8.548e-03, eta: 9:59:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9900, loss_cls: 0.4818, loss: 0.4818 2023-12-24 06:20:53,066 - pyskl - INFO - Epoch [91][1000/2506] lr: 8.538e-03, eta: 9:59:31, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9862, loss_cls: 0.4114, loss: 0.4114 2023-12-24 06:21:16,472 - pyskl - INFO - Epoch [91][1100/2506] lr: 8.528e-03, eta: 9:59:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 0.4209, loss: 0.4209 2023-12-24 06:21:39,792 - pyskl - INFO - Epoch [91][1200/2506] lr: 8.518e-03, eta: 9:58:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 0.4184, loss: 0.4184 2023-12-24 06:22:03,303 - pyskl - INFO - Epoch [91][1300/2506] lr: 8.508e-03, eta: 9:58:18, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 0.3769, loss: 0.3769 2023-12-24 06:22:26,747 - pyskl - INFO - Epoch [91][1400/2506] lr: 8.499e-03, eta: 9:57:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 0.4276, loss: 0.4276 2023-12-24 06:22:50,203 - pyskl - INFO - Epoch [91][1500/2506] lr: 8.489e-03, eta: 9:57:29, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 0.4694, loss: 0.4694 2023-12-24 06:23:13,585 - pyskl - INFO - Epoch [91][1600/2506] lr: 8.479e-03, eta: 9:57:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 0.4965, loss: 0.4965 2023-12-24 06:23:36,974 - pyskl - INFO - Epoch [91][1700/2506] lr: 8.469e-03, eta: 9:56:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 0.4738, loss: 0.4738 2023-12-24 06:24:00,347 - pyskl - INFO - Epoch [91][1800/2506] lr: 8.459e-03, eta: 9:56:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 0.4414, loss: 0.4414 2023-12-24 06:24:23,707 - pyskl - INFO - Epoch [91][1900/2506] lr: 8.449e-03, eta: 9:55:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 0.4477, loss: 0.4477 2023-12-24 06:24:47,022 - pyskl - INFO - Epoch [91][2000/2506] lr: 8.439e-03, eta: 9:55:26, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 0.4115, loss: 0.4115 2023-12-24 06:25:10,340 - pyskl - INFO - Epoch [91][2100/2506] lr: 8.429e-03, eta: 9:55:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 0.4225, loss: 0.4225 2023-12-24 06:25:33,624 - pyskl - INFO - Epoch [91][2200/2506] lr: 8.419e-03, eta: 9:54:37, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 0.4608, loss: 0.4608 2023-12-24 06:25:57,086 - pyskl - INFO - Epoch [91][2300/2506] lr: 8.410e-03, eta: 9:54:12, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 0.4399, loss: 0.4399 2023-12-24 06:26:20,439 - pyskl - INFO - Epoch [91][2400/2506] lr: 8.400e-03, eta: 9:53:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 0.5148, loss: 0.5148 2023-12-24 06:26:43,723 - pyskl - INFO - Epoch [91][2500/2506] lr: 8.390e-03, eta: 9:53:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 0.4534, loss: 0.4534 2023-12-24 06:26:45,671 - pyskl - INFO - Saving checkpoint at 91 epochs 2023-12-24 06:28:08,172 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 06:28:08,247 - pyskl - INFO - top1_acc 0.8217 top5_acc 0.9720 2023-12-24 06:28:08,252 - pyskl - INFO - Epoch(val) [91][1031] top1_acc: 0.8217, top5_acc: 0.9720 2023-12-24 06:28:50,760 - pyskl - INFO - Epoch [92][100/2506] lr: 8.379e-03, eta: 9:53:08, time: 0.425, data_time: 0.191, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9931, loss_cls: 0.3880, loss: 0.3880 2023-12-24 06:29:14,028 - pyskl - INFO - Epoch [92][200/2506] lr: 8.370e-03, eta: 9:52:44, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 0.4078, loss: 0.4078 2023-12-24 06:29:37,416 - pyskl - INFO - Epoch [92][300/2506] lr: 8.360e-03, eta: 9:52:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 0.3521, loss: 0.3521 2023-12-24 06:30:00,759 - pyskl - INFO - Epoch [92][400/2506] lr: 8.350e-03, eta: 9:51:55, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 0.3880, loss: 0.3880 2023-12-24 06:30:24,209 - pyskl - INFO - Epoch [92][500/2506] lr: 8.340e-03, eta: 9:51:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 0.4528, loss: 0.4528 2023-12-24 06:30:47,577 - pyskl - INFO - Epoch [92][600/2506] lr: 8.330e-03, eta: 9:51:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 0.4283, loss: 0.4283 2023-12-24 06:31:10,984 - pyskl - INFO - Epoch [92][700/2506] lr: 8.320e-03, eta: 9:50:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9919, loss_cls: 0.3962, loss: 0.3962 2023-12-24 06:31:34,295 - pyskl - INFO - Epoch [92][800/2506] lr: 8.310e-03, eta: 9:50:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 0.4237, loss: 0.4237 2023-12-24 06:31:57,716 - pyskl - INFO - Epoch [92][900/2506] lr: 8.301e-03, eta: 9:49:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 0.4483, loss: 0.4483 2023-12-24 06:32:21,039 - pyskl - INFO - Epoch [92][1000/2506] lr: 8.291e-03, eta: 9:49:28, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 0.4325, loss: 0.4325 2023-12-24 06:32:44,372 - pyskl - INFO - Epoch [92][1100/2506] lr: 8.281e-03, eta: 9:49:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9919, loss_cls: 0.4379, loss: 0.4379 2023-12-24 06:33:07,810 - pyskl - INFO - Epoch [92][1200/2506] lr: 8.271e-03, eta: 9:48:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 0.4539, loss: 0.4539 2023-12-24 06:33:31,241 - pyskl - INFO - Epoch [92][1300/2506] lr: 8.261e-03, eta: 9:48:14, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 0.4383, loss: 0.4383 2023-12-24 06:33:54,634 - pyskl - INFO - Epoch [92][1400/2506] lr: 8.251e-03, eta: 9:47:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 0.4752, loss: 0.4752 2023-12-24 06:34:17,932 - pyskl - INFO - Epoch [92][1500/2506] lr: 8.242e-03, eta: 9:47:25, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 0.4110, loss: 0.4110 2023-12-24 06:34:41,288 - pyskl - INFO - Epoch [92][1600/2506] lr: 8.232e-03, eta: 9:47:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9838, loss_cls: 0.4674, loss: 0.4674 2023-12-24 06:35:04,769 - pyskl - INFO - Epoch [92][1700/2506] lr: 8.222e-03, eta: 9:46:36, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 0.4076, loss: 0.4076 2023-12-24 06:35:28,130 - pyskl - INFO - Epoch [92][1800/2506] lr: 8.212e-03, eta: 9:46:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 0.4246, loss: 0.4246 2023-12-24 06:35:51,470 - pyskl - INFO - Epoch [92][1900/2506] lr: 8.202e-03, eta: 9:45:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9912, loss_cls: 0.4615, loss: 0.4615 2023-12-24 06:36:14,874 - pyskl - INFO - Epoch [92][2000/2506] lr: 8.193e-03, eta: 9:45:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 0.4682, loss: 0.4682 2023-12-24 06:36:38,321 - pyskl - INFO - Epoch [92][2100/2506] lr: 8.183e-03, eta: 9:44:58, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9912, loss_cls: 0.4665, loss: 0.4665 2023-12-24 06:37:01,772 - pyskl - INFO - Epoch [92][2200/2506] lr: 8.173e-03, eta: 9:44:33, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 0.4397, loss: 0.4397 2023-12-24 06:37:25,083 - pyskl - INFO - Epoch [92][2300/2506] lr: 8.163e-03, eta: 9:44:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9856, loss_cls: 0.3974, loss: 0.3974 2023-12-24 06:37:48,569 - pyskl - INFO - Epoch [92][2400/2506] lr: 8.153e-03, eta: 9:43:44, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9825, loss_cls: 0.4613, loss: 0.4613 2023-12-24 06:38:12,044 - pyskl - INFO - Epoch [92][2500/2506] lr: 8.144e-03, eta: 9:43:20, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9838, loss_cls: 0.4818, loss: 0.4818 2023-12-24 06:38:13,935 - pyskl - INFO - Saving checkpoint at 92 epochs 2023-12-24 06:39:36,675 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 06:39:36,747 - pyskl - INFO - top1_acc 0.8208 top5_acc 0.9709 2023-12-24 06:39:36,751 - pyskl - INFO - Epoch(val) [92][1031] top1_acc: 0.8208, top5_acc: 0.9709 2023-12-24 06:40:18,514 - pyskl - INFO - Epoch [93][100/2506] lr: 8.133e-03, eta: 9:43:05, time: 0.418, data_time: 0.185, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 0.3649, loss: 0.3649 2023-12-24 06:40:41,785 - pyskl - INFO - Epoch [93][200/2506] lr: 8.123e-03, eta: 9:42:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 0.3989, loss: 0.3989 2023-12-24 06:41:05,034 - pyskl - INFO - Epoch [93][300/2506] lr: 8.114e-03, eta: 9:42:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 0.4118, loss: 0.4118 2023-12-24 06:41:28,411 - pyskl - INFO - Epoch [93][400/2506] lr: 8.104e-03, eta: 9:41:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 0.3538, loss: 0.3538 2023-12-24 06:41:51,772 - pyskl - INFO - Epoch [93][500/2506] lr: 8.094e-03, eta: 9:41:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9950, loss_cls: 0.3909, loss: 0.3909 2023-12-24 06:42:15,167 - pyskl - INFO - Epoch [93][600/2506] lr: 8.084e-03, eta: 9:41:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 0.4266, loss: 0.4266 2023-12-24 06:42:38,453 - pyskl - INFO - Epoch [93][700/2506] lr: 8.074e-03, eta: 9:40:37, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 0.4170, loss: 0.4170 2023-12-24 06:43:01,758 - pyskl - INFO - Epoch [93][800/2506] lr: 8.065e-03, eta: 9:40:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 0.4255, loss: 0.4255 2023-12-24 06:43:25,111 - pyskl - INFO - Epoch [93][900/2506] lr: 8.055e-03, eta: 9:39:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 0.4093, loss: 0.4093 2023-12-24 06:43:48,377 - pyskl - INFO - Epoch [93][1000/2506] lr: 8.045e-03, eta: 9:39:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 0.4456, loss: 0.4456 2023-12-24 06:44:11,576 - pyskl - INFO - Epoch [93][1100/2506] lr: 8.035e-03, eta: 9:38:59, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 0.4092, loss: 0.4092 2023-12-24 06:44:34,977 - pyskl - INFO - Epoch [93][1200/2506] lr: 8.026e-03, eta: 9:38:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9838, loss_cls: 0.4379, loss: 0.4379 2023-12-24 06:44:58,295 - pyskl - INFO - Epoch [93][1300/2506] lr: 8.016e-03, eta: 9:38:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 0.4480, loss: 0.4480 2023-12-24 06:45:21,497 - pyskl - INFO - Epoch [93][1400/2506] lr: 8.006e-03, eta: 9:37:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 0.4026, loss: 0.4026 2023-12-24 06:45:44,836 - pyskl - INFO - Epoch [93][1500/2506] lr: 7.996e-03, eta: 9:37:21, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9925, loss_cls: 0.4422, loss: 0.4422 2023-12-24 06:46:08,141 - pyskl - INFO - Epoch [93][1600/2506] lr: 7.987e-03, eta: 9:36:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 0.3744, loss: 0.3744 2023-12-24 06:46:31,477 - pyskl - INFO - Epoch [93][1700/2506] lr: 7.977e-03, eta: 9:36:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 0.4125, loss: 0.4125 2023-12-24 06:46:54,769 - pyskl - INFO - Epoch [93][1800/2506] lr: 7.967e-03, eta: 9:36:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 0.3553, loss: 0.3553 2023-12-24 06:47:18,049 - pyskl - INFO - Epoch [93][1900/2506] lr: 7.957e-03, eta: 9:35:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 0.4711, loss: 0.4711 2023-12-24 06:47:41,263 - pyskl - INFO - Epoch [93][2000/2506] lr: 7.948e-03, eta: 9:35:18, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9850, loss_cls: 0.4262, loss: 0.4262 2023-12-24 06:48:04,487 - pyskl - INFO - Epoch [93][2100/2506] lr: 7.938e-03, eta: 9:34:53, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 0.3896, loss: 0.3896 2023-12-24 06:48:27,896 - pyskl - INFO - Epoch [93][2200/2506] lr: 7.928e-03, eta: 9:34:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 0.3967, loss: 0.3967 2023-12-24 06:48:51,220 - pyskl - INFO - Epoch [93][2300/2506] lr: 7.919e-03, eta: 9:34:04, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 0.4636, loss: 0.4636 2023-12-24 06:49:14,600 - pyskl - INFO - Epoch [93][2400/2506] lr: 7.909e-03, eta: 9:33:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9919, loss_cls: 0.4446, loss: 0.4446 2023-12-24 06:49:38,015 - pyskl - INFO - Epoch [93][2500/2506] lr: 7.899e-03, eta: 9:33:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 0.4331, loss: 0.4331 2023-12-24 06:49:39,967 - pyskl - INFO - Saving checkpoint at 93 epochs 2023-12-24 06:51:02,783 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 06:51:02,855 - pyskl - INFO - top1_acc 0.8062 top5_acc 0.9642 2023-12-24 06:51:02,859 - pyskl - INFO - Epoch(val) [93][1031] top1_acc: 0.8062, top5_acc: 0.9642 2023-12-24 06:51:45,052 - pyskl - INFO - Epoch [94][100/2506] lr: 7.889e-03, eta: 9:33:00, time: 0.422, data_time: 0.188, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 0.3825, loss: 0.3825 2023-12-24 06:52:08,499 - pyskl - INFO - Epoch [94][200/2506] lr: 7.879e-03, eta: 9:32:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 0.3891, loss: 0.3891 2023-12-24 06:52:31,810 - pyskl - INFO - Epoch [94][300/2506] lr: 7.869e-03, eta: 9:32:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 0.4309, loss: 0.4309 2023-12-24 06:52:55,286 - pyskl - INFO - Epoch [94][400/2506] lr: 7.860e-03, eta: 9:31:46, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 0.4550, loss: 0.4550 2023-12-24 06:53:18,499 - pyskl - INFO - Epoch [94][500/2506] lr: 7.850e-03, eta: 9:31:22, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 0.3951, loss: 0.3951 2023-12-24 06:53:41,939 - pyskl - INFO - Epoch [94][600/2506] lr: 7.840e-03, eta: 9:30:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 0.3995, loss: 0.3995 2023-12-24 06:54:05,171 - pyskl - INFO - Epoch [94][700/2506] lr: 7.831e-03, eta: 9:30:33, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9881, loss_cls: 0.3858, loss: 0.3858 2023-12-24 06:54:28,617 - pyskl - INFO - Epoch [94][800/2506] lr: 7.821e-03, eta: 9:30:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9925, loss_cls: 0.4225, loss: 0.4225 2023-12-24 06:54:52,040 - pyskl - INFO - Epoch [94][900/2506] lr: 7.811e-03, eta: 9:29:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9894, loss_cls: 0.3649, loss: 0.3649 2023-12-24 06:55:15,448 - pyskl - INFO - Epoch [94][1000/2506] lr: 7.802e-03, eta: 9:29:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 0.4027, loss: 0.4027 2023-12-24 06:55:38,754 - pyskl - INFO - Epoch [94][1100/2506] lr: 7.792e-03, eta: 9:28:55, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 0.4254, loss: 0.4254 2023-12-24 06:56:02,066 - pyskl - INFO - Epoch [94][1200/2506] lr: 7.782e-03, eta: 9:28:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9862, loss_cls: 0.3733, loss: 0.3733 2023-12-24 06:56:25,408 - pyskl - INFO - Epoch [94][1300/2506] lr: 7.773e-03, eta: 9:28:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 0.4329, loss: 0.4329 2023-12-24 06:56:48,725 - pyskl - INFO - Epoch [94][1400/2506] lr: 7.763e-03, eta: 9:27:41, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 0.4574, loss: 0.4574 2023-12-24 06:57:12,071 - pyskl - INFO - Epoch [94][1500/2506] lr: 7.753e-03, eta: 9:27:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 0.4016, loss: 0.4016 2023-12-24 06:57:35,529 - pyskl - INFO - Epoch [94][1600/2506] lr: 7.744e-03, eta: 9:26:52, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 0.3822, loss: 0.3822 2023-12-24 06:57:58,840 - pyskl - INFO - Epoch [94][1700/2506] lr: 7.734e-03, eta: 9:26:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9844, loss_cls: 0.4304, loss: 0.4304 2023-12-24 06:58:22,022 - pyskl - INFO - Epoch [94][1800/2506] lr: 7.724e-03, eta: 9:26:03, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9831, loss_cls: 0.4482, loss: 0.4482 2023-12-24 06:58:45,453 - pyskl - INFO - Epoch [94][1900/2506] lr: 7.715e-03, eta: 9:25:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 0.4625, loss: 0.4625 2023-12-24 06:59:08,858 - pyskl - INFO - Epoch [94][2000/2506] lr: 7.705e-03, eta: 9:25:14, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9925, loss_cls: 0.4529, loss: 0.4529 2023-12-24 06:59:32,073 - pyskl - INFO - Epoch [94][2100/2506] lr: 7.695e-03, eta: 9:24:49, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 0.4036, loss: 0.4036 2023-12-24 06:59:55,315 - pyskl - INFO - Epoch [94][2200/2506] lr: 7.686e-03, eta: 9:24:25, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 0.4267, loss: 0.4267 2023-12-24 07:00:18,593 - pyskl - INFO - Epoch [94][2300/2506] lr: 7.676e-03, eta: 9:24:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 0.4102, loss: 0.4102 2023-12-24 07:00:41,808 - pyskl - INFO - Epoch [94][2400/2506] lr: 7.666e-03, eta: 9:23:35, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 0.4063, loss: 0.4063 2023-12-24 07:01:05,045 - pyskl - INFO - Epoch [94][2500/2506] lr: 7.657e-03, eta: 9:23:11, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 0.4183, loss: 0.4183 2023-12-24 07:01:07,002 - pyskl - INFO - Saving checkpoint at 94 epochs 2023-12-24 07:02:29,548 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 07:02:29,620 - pyskl - INFO - top1_acc 0.8259 top5_acc 0.9697 2023-12-24 07:02:29,624 - pyskl - INFO - Epoch(val) [94][1031] top1_acc: 0.8259, top5_acc: 0.9697 2023-12-24 07:03:12,003 - pyskl - INFO - Epoch [95][100/2506] lr: 7.647e-03, eta: 9:22:55, time: 0.424, data_time: 0.191, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9856, loss_cls: 0.4032, loss: 0.4032 2023-12-24 07:03:35,484 - pyskl - INFO - Epoch [95][200/2506] lr: 7.637e-03, eta: 9:22:31, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9850, loss_cls: 0.4000, loss: 0.4000 2023-12-24 07:03:58,885 - pyskl - INFO - Epoch [95][300/2506] lr: 7.627e-03, eta: 9:22:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9925, loss_cls: 0.4243, loss: 0.4243 2023-12-24 07:04:22,263 - pyskl - INFO - Epoch [95][400/2506] lr: 7.618e-03, eta: 9:21:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 0.3818, loss: 0.3818 2023-12-24 07:04:45,587 - pyskl - INFO - Epoch [95][500/2506] lr: 7.608e-03, eta: 9:21:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 0.3711, loss: 0.3711 2023-12-24 07:05:08,887 - pyskl - INFO - Epoch [95][600/2506] lr: 7.598e-03, eta: 9:20:53, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 0.4200, loss: 0.4200 2023-12-24 07:05:32,202 - pyskl - INFO - Epoch [95][700/2506] lr: 7.589e-03, eta: 9:20:28, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 0.3624, loss: 0.3624 2023-12-24 07:05:55,486 - pyskl - INFO - Epoch [95][800/2506] lr: 7.579e-03, eta: 9:20:04, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 0.4189, loss: 0.4189 2023-12-24 07:06:18,800 - pyskl - INFO - Epoch [95][900/2506] lr: 7.570e-03, eta: 9:19:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 0.3976, loss: 0.3976 2023-12-24 07:06:42,237 - pyskl - INFO - Epoch [95][1000/2506] lr: 7.560e-03, eta: 9:19:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 0.3994, loss: 0.3994 2023-12-24 07:07:05,708 - pyskl - INFO - Epoch [95][1100/2506] lr: 7.550e-03, eta: 9:18:50, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9875, loss_cls: 0.3909, loss: 0.3909 2023-12-24 07:07:29,027 - pyskl - INFO - Epoch [95][1200/2506] lr: 7.541e-03, eta: 9:18:26, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9881, loss_cls: 0.3616, loss: 0.3616 2023-12-24 07:07:52,342 - pyskl - INFO - Epoch [95][1300/2506] lr: 7.531e-03, eta: 9:18:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 0.3914, loss: 0.3914 2023-12-24 07:08:15,714 - pyskl - INFO - Epoch [95][1400/2506] lr: 7.522e-03, eta: 9:17:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 0.4241, loss: 0.4241 2023-12-24 07:08:39,049 - pyskl - INFO - Epoch [95][1500/2506] lr: 7.512e-03, eta: 9:17:12, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 0.4175, loss: 0.4175 2023-12-24 07:09:02,402 - pyskl - INFO - Epoch [95][1600/2506] lr: 7.502e-03, eta: 9:16:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 0.3940, loss: 0.3940 2023-12-24 07:09:25,741 - pyskl - INFO - Epoch [95][1700/2506] lr: 7.493e-03, eta: 9:16:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 0.3690, loss: 0.3690 2023-12-24 07:09:49,087 - pyskl - INFO - Epoch [95][1800/2506] lr: 7.483e-03, eta: 9:15:59, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 0.4111, loss: 0.4111 2023-12-24 07:10:12,422 - pyskl - INFO - Epoch [95][1900/2506] lr: 7.474e-03, eta: 9:15:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 0.3941, loss: 0.3941 2023-12-24 07:10:35,807 - pyskl - INFO - Epoch [95][2000/2506] lr: 7.464e-03, eta: 9:15:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 0.4452, loss: 0.4452 2023-12-24 07:10:59,236 - pyskl - INFO - Epoch [95][2100/2506] lr: 7.455e-03, eta: 9:14:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 0.4613, loss: 0.4613 2023-12-24 07:11:22,659 - pyskl - INFO - Epoch [95][2200/2506] lr: 7.445e-03, eta: 9:14:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9925, loss_cls: 0.4074, loss: 0.4074 2023-12-24 07:11:46,039 - pyskl - INFO - Epoch [95][2300/2506] lr: 7.436e-03, eta: 9:13:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 0.3908, loss: 0.3908 2023-12-24 07:12:09,362 - pyskl - INFO - Epoch [95][2400/2506] lr: 7.426e-03, eta: 9:13:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 0.4425, loss: 0.4425 2023-12-24 07:12:32,717 - pyskl - INFO - Epoch [95][2500/2506] lr: 7.416e-03, eta: 9:13:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 0.4285, loss: 0.4285 2023-12-24 07:12:34,633 - pyskl - INFO - Saving checkpoint at 95 epochs 2023-12-24 07:13:57,087 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 07:13:57,165 - pyskl - INFO - top1_acc 0.8262 top5_acc 0.9723 2023-12-24 07:13:57,171 - pyskl - INFO - Epoch(val) [95][1031] top1_acc: 0.8262, top5_acc: 0.9723 2023-12-24 07:14:39,761 - pyskl - INFO - Epoch [96][100/2506] lr: 7.406e-03, eta: 9:12:52, time: 0.426, data_time: 0.193, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 0.3566, loss: 0.3566 2023-12-24 07:15:03,135 - pyskl - INFO - Epoch [96][200/2506] lr: 7.397e-03, eta: 9:12:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 0.3697, loss: 0.3697 2023-12-24 07:15:26,502 - pyskl - INFO - Epoch [96][300/2506] lr: 7.387e-03, eta: 9:12:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 0.3811, loss: 0.3811 2023-12-24 07:15:49,994 - pyskl - INFO - Epoch [96][400/2506] lr: 7.378e-03, eta: 9:11:38, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 0.3271, loss: 0.3271 2023-12-24 07:16:13,418 - pyskl - INFO - Epoch [96][500/2506] lr: 7.368e-03, eta: 9:11:14, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 0.4209, loss: 0.4209 2023-12-24 07:16:36,799 - pyskl - INFO - Epoch [96][600/2506] lr: 7.359e-03, eta: 9:10:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 0.4008, loss: 0.4008 2023-12-24 07:17:00,218 - pyskl - INFO - Epoch [96][700/2506] lr: 7.349e-03, eta: 9:10:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 0.3638, loss: 0.3638 2023-12-24 07:17:23,595 - pyskl - INFO - Epoch [96][800/2506] lr: 7.340e-03, eta: 9:10:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 0.4039, loss: 0.4039 2023-12-24 07:17:46,929 - pyskl - INFO - Epoch [96][900/2506] lr: 7.330e-03, eta: 9:09:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9856, loss_cls: 0.3843, loss: 0.3843 2023-12-24 07:18:10,331 - pyskl - INFO - Epoch [96][1000/2506] lr: 7.321e-03, eta: 9:09:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 0.4552, loss: 0.4552 2023-12-24 07:18:33,658 - pyskl - INFO - Epoch [96][1100/2506] lr: 7.311e-03, eta: 9:08:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 0.4296, loss: 0.4296 2023-12-24 07:18:57,063 - pyskl - INFO - Epoch [96][1200/2506] lr: 7.302e-03, eta: 9:08:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 0.3801, loss: 0.3801 2023-12-24 07:19:20,514 - pyskl - INFO - Epoch [96][1300/2506] lr: 7.292e-03, eta: 9:07:58, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 0.3836, loss: 0.3836 2023-12-24 07:19:43,919 - pyskl - INFO - Epoch [96][1400/2506] lr: 7.283e-03, eta: 9:07:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 0.4403, loss: 0.4403 2023-12-24 07:20:07,309 - pyskl - INFO - Epoch [96][1500/2506] lr: 7.273e-03, eta: 9:07:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 0.4166, loss: 0.4166 2023-12-24 07:20:30,676 - pyskl - INFO - Epoch [96][1600/2506] lr: 7.264e-03, eta: 9:06:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 0.4259, loss: 0.4259 2023-12-24 07:20:53,968 - pyskl - INFO - Epoch [96][1700/2506] lr: 7.254e-03, eta: 9:06:20, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 0.3395, loss: 0.3395 2023-12-24 07:21:17,346 - pyskl - INFO - Epoch [96][1800/2506] lr: 7.245e-03, eta: 9:05:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 0.3965, loss: 0.3965 2023-12-24 07:21:40,689 - pyskl - INFO - Epoch [96][1900/2506] lr: 7.235e-03, eta: 9:05:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9931, loss_cls: 0.3881, loss: 0.3881 2023-12-24 07:22:04,099 - pyskl - INFO - Epoch [96][2000/2506] lr: 7.226e-03, eta: 9:05:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 0.4163, loss: 0.4163 2023-12-24 07:22:27,471 - pyskl - INFO - Epoch [96][2100/2506] lr: 7.216e-03, eta: 9:04:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9919, loss_cls: 0.4415, loss: 0.4415 2023-12-24 07:22:50,896 - pyskl - INFO - Epoch [96][2200/2506] lr: 7.207e-03, eta: 9:04:18, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 0.3960, loss: 0.3960 2023-12-24 07:23:14,381 - pyskl - INFO - Epoch [96][2300/2506] lr: 7.197e-03, eta: 9:03:53, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9938, loss_cls: 0.3694, loss: 0.3694 2023-12-24 07:23:37,694 - pyskl - INFO - Epoch [96][2400/2506] lr: 7.188e-03, eta: 9:03:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9850, loss_cls: 0.4204, loss: 0.4204 2023-12-24 07:24:01,019 - pyskl - INFO - Epoch [96][2500/2506] lr: 7.178e-03, eta: 9:03:04, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 0.4494, loss: 0.4494 2023-12-24 07:24:03,000 - pyskl - INFO - Saving checkpoint at 96 epochs 2023-12-24 07:25:25,440 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 07:25:25,518 - pyskl - INFO - top1_acc 0.8191 top5_acc 0.9713 2023-12-24 07:25:25,522 - pyskl - INFO - Epoch(val) [96][1031] top1_acc: 0.8191, top5_acc: 0.9713 2023-12-24 07:26:07,546 - pyskl - INFO - Epoch [97][100/2506] lr: 7.168e-03, eta: 9:02:48, time: 0.420, data_time: 0.187, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 0.3651, loss: 0.3651 2023-12-24 07:26:30,842 - pyskl - INFO - Epoch [97][200/2506] lr: 7.159e-03, eta: 9:02:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 0.3480, loss: 0.3480 2023-12-24 07:26:54,305 - pyskl - INFO - Epoch [97][300/2506] lr: 7.150e-03, eta: 9:01:59, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 0.3405, loss: 0.3405 2023-12-24 07:27:17,664 - pyskl - INFO - Epoch [97][400/2506] lr: 7.140e-03, eta: 9:01:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 0.3512, loss: 0.3512 2023-12-24 07:27:41,075 - pyskl - INFO - Epoch [97][500/2506] lr: 7.131e-03, eta: 9:01:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 0.3345, loss: 0.3345 2023-12-24 07:28:04,353 - pyskl - INFO - Epoch [97][600/2506] lr: 7.121e-03, eta: 9:00:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 0.3550, loss: 0.3550 2023-12-24 07:28:27,656 - pyskl - INFO - Epoch [97][700/2506] lr: 7.112e-03, eta: 9:00:21, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9944, loss_cls: 0.3889, loss: 0.3889 2023-12-24 07:28:50,930 - pyskl - INFO - Epoch [97][800/2506] lr: 7.102e-03, eta: 8:59:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 0.4012, loss: 0.4012 2023-12-24 07:29:14,217 - pyskl - INFO - Epoch [97][900/2506] lr: 7.093e-03, eta: 8:59:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 0.3697, loss: 0.3697 2023-12-24 07:29:37,632 - pyskl - INFO - Epoch [97][1000/2506] lr: 7.084e-03, eta: 8:59:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 0.3359, loss: 0.3359 2023-12-24 07:30:00,899 - pyskl - INFO - Epoch [97][1100/2506] lr: 7.074e-03, eta: 8:58:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9931, loss_cls: 0.3711, loss: 0.3711 2023-12-24 07:30:24,272 - pyskl - INFO - Epoch [97][1200/2506] lr: 7.065e-03, eta: 8:58:18, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9944, loss_cls: 0.3964, loss: 0.3964 2023-12-24 07:30:47,753 - pyskl - INFO - Epoch [97][1300/2506] lr: 7.055e-03, eta: 8:57:54, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 0.3441, loss: 0.3441 2023-12-24 07:31:11,156 - pyskl - INFO - Epoch [97][1400/2506] lr: 7.046e-03, eta: 8:57:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 0.3982, loss: 0.3982 2023-12-24 07:31:34,503 - pyskl - INFO - Epoch [97][1500/2506] lr: 7.036e-03, eta: 8:57:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9875, loss_cls: 0.3793, loss: 0.3793 2023-12-24 07:31:57,914 - pyskl - INFO - Epoch [97][1600/2506] lr: 7.027e-03, eta: 8:56:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 0.3781, loss: 0.3781 2023-12-24 07:32:21,234 - pyskl - INFO - Epoch [97][1700/2506] lr: 7.018e-03, eta: 8:56:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 0.3745, loss: 0.3745 2023-12-24 07:32:44,559 - pyskl - INFO - Epoch [97][1800/2506] lr: 7.008e-03, eta: 8:55:52, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 0.3935, loss: 0.3935 2023-12-24 07:33:07,855 - pyskl - INFO - Epoch [97][1900/2506] lr: 6.999e-03, eta: 8:55:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9869, loss_cls: 0.3863, loss: 0.3863 2023-12-24 07:33:31,190 - pyskl - INFO - Epoch [97][2000/2506] lr: 6.990e-03, eta: 8:55:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 0.4163, loss: 0.4163 2023-12-24 07:33:54,444 - pyskl - INFO - Epoch [97][2100/2506] lr: 6.980e-03, eta: 8:54:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 0.3847, loss: 0.3847 2023-12-24 07:34:17,644 - pyskl - INFO - Epoch [97][2200/2506] lr: 6.971e-03, eta: 8:54:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 0.4458, loss: 0.4458 2023-12-24 07:34:40,759 - pyskl - INFO - Epoch [97][2300/2506] lr: 6.961e-03, eta: 8:53:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9938, loss_cls: 0.3641, loss: 0.3641 2023-12-24 07:35:04,037 - pyskl - INFO - Epoch [97][2400/2506] lr: 6.952e-03, eta: 8:53:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9925, loss_cls: 0.3870, loss: 0.3870 2023-12-24 07:35:27,450 - pyskl - INFO - Epoch [97][2500/2506] lr: 6.943e-03, eta: 8:53:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 0.3981, loss: 0.3981 2023-12-24 07:35:29,417 - pyskl - INFO - Saving checkpoint at 97 epochs 2023-12-24 07:36:52,064 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 07:36:52,143 - pyskl - INFO - top1_acc 0.8388 top5_acc 0.9725 2023-12-24 07:36:52,149 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/km/best_top1_acc_epoch_89.pth was removed 2023-12-24 07:36:52,291 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_97.pth. 2023-12-24 07:36:52,291 - pyskl - INFO - Best top1_acc is 0.8388 at 97 epoch. 2023-12-24 07:36:52,295 - pyskl - INFO - Epoch(val) [97][1031] top1_acc: 0.8388, top5_acc: 0.9725 2023-12-24 07:37:34,522 - pyskl - INFO - Epoch [98][100/2506] lr: 6.933e-03, eta: 8:52:44, time: 0.422, data_time: 0.189, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 0.3048, loss: 0.3048 2023-12-24 07:37:57,671 - pyskl - INFO - Epoch [98][200/2506] lr: 6.923e-03, eta: 8:52:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 0.3559, loss: 0.3559 2023-12-24 07:38:20,992 - pyskl - INFO - Epoch [98][300/2506] lr: 6.914e-03, eta: 8:51:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 0.3265, loss: 0.3265 2023-12-24 07:38:44,405 - pyskl - INFO - Epoch [98][400/2506] lr: 6.905e-03, eta: 8:51:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9956, loss_cls: 0.3405, loss: 0.3405 2023-12-24 07:39:07,823 - pyskl - INFO - Epoch [98][500/2506] lr: 6.895e-03, eta: 8:51:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 0.3440, loss: 0.3440 2023-12-24 07:39:31,175 - pyskl - INFO - Epoch [98][600/2506] lr: 6.886e-03, eta: 8:50:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 0.3966, loss: 0.3966 2023-12-24 07:39:54,639 - pyskl - INFO - Epoch [98][700/2506] lr: 6.877e-03, eta: 8:50:17, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9869, loss_cls: 0.3820, loss: 0.3820 2023-12-24 07:40:18,058 - pyskl - INFO - Epoch [98][800/2506] lr: 6.867e-03, eta: 8:49:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 0.3917, loss: 0.3917 2023-12-24 07:40:41,403 - pyskl - INFO - Epoch [98][900/2506] lr: 6.858e-03, eta: 8:49:28, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 0.3580, loss: 0.3580 2023-12-24 07:41:04,813 - pyskl - INFO - Epoch [98][1000/2506] lr: 6.849e-03, eta: 8:49:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 0.3500, loss: 0.3500 2023-12-24 07:41:28,240 - pyskl - INFO - Epoch [98][1100/2506] lr: 6.839e-03, eta: 8:48:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 0.3884, loss: 0.3884 2023-12-24 07:41:51,456 - pyskl - INFO - Epoch [98][1200/2506] lr: 6.830e-03, eta: 8:48:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 0.4017, loss: 0.4017 2023-12-24 07:42:14,654 - pyskl - INFO - Epoch [98][1300/2506] lr: 6.821e-03, eta: 8:47:50, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 0.3809, loss: 0.3809 2023-12-24 07:42:38,110 - pyskl - INFO - Epoch [98][1400/2506] lr: 6.812e-03, eta: 8:47:25, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 0.3745, loss: 0.3745 2023-12-24 07:43:01,404 - pyskl - INFO - Epoch [98][1500/2506] lr: 6.802e-03, eta: 8:47:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 0.3842, loss: 0.3842 2023-12-24 07:43:24,753 - pyskl - INFO - Epoch [98][1600/2506] lr: 6.793e-03, eta: 8:46:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 0.3655, loss: 0.3655 2023-12-24 07:43:48,060 - pyskl - INFO - Epoch [98][1700/2506] lr: 6.784e-03, eta: 8:46:12, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 0.3984, loss: 0.3984 2023-12-24 07:44:11,387 - pyskl - INFO - Epoch [98][1800/2506] lr: 6.774e-03, eta: 8:45:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 0.4744, loss: 0.4744 2023-12-24 07:44:34,839 - pyskl - INFO - Epoch [98][1900/2506] lr: 6.765e-03, eta: 8:45:23, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9931, loss_cls: 0.3786, loss: 0.3786 2023-12-24 07:44:58,213 - pyskl - INFO - Epoch [98][2000/2506] lr: 6.756e-03, eta: 8:44:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 0.3458, loss: 0.3458 2023-12-24 07:45:21,477 - pyskl - INFO - Epoch [98][2100/2506] lr: 6.747e-03, eta: 8:44:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 0.3878, loss: 0.3878 2023-12-24 07:45:44,714 - pyskl - INFO - Epoch [98][2200/2506] lr: 6.737e-03, eta: 8:44:09, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 0.3852, loss: 0.3852 2023-12-24 07:46:07,937 - pyskl - INFO - Epoch [98][2300/2506] lr: 6.728e-03, eta: 8:43:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 0.3829, loss: 0.3829 2023-12-24 07:46:31,236 - pyskl - INFO - Epoch [98][2400/2506] lr: 6.719e-03, eta: 8:43:20, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 0.3707, loss: 0.3707 2023-12-24 07:46:54,475 - pyskl - INFO - Epoch [98][2500/2506] lr: 6.709e-03, eta: 8:42:56, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 0.4302, loss: 0.4302 2023-12-24 07:46:56,366 - pyskl - INFO - Saving checkpoint at 98 epochs 2023-12-24 07:48:18,853 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 07:48:18,927 - pyskl - INFO - top1_acc 0.8283 top5_acc 0.9706 2023-12-24 07:48:18,931 - pyskl - INFO - Epoch(val) [98][1031] top1_acc: 0.8283, top5_acc: 0.9706 2023-12-24 07:49:01,544 - pyskl - INFO - Epoch [99][100/2506] lr: 6.700e-03, eta: 8:42:39, time: 0.426, data_time: 0.193, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 0.3246, loss: 0.3246 2023-12-24 07:49:24,823 - pyskl - INFO - Epoch [99][200/2506] lr: 6.690e-03, eta: 8:42:15, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 0.3801, loss: 0.3801 2023-12-24 07:49:48,043 - pyskl - INFO - Epoch [99][300/2506] lr: 6.681e-03, eta: 8:41:50, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9975, loss_cls: 0.3208, loss: 0.3208 2023-12-24 07:50:11,405 - pyskl - INFO - Epoch [99][400/2506] lr: 6.672e-03, eta: 8:41:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 0.3257, loss: 0.3257 2023-12-24 07:50:34,795 - pyskl - INFO - Epoch [99][500/2506] lr: 6.663e-03, eta: 8:41:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 0.3946, loss: 0.3946 2023-12-24 07:50:58,144 - pyskl - INFO - Epoch [99][600/2506] lr: 6.653e-03, eta: 8:40:37, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9906, loss_cls: 0.4231, loss: 0.4231 2023-12-24 07:51:21,516 - pyskl - INFO - Epoch [99][700/2506] lr: 6.644e-03, eta: 8:40:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 0.3738, loss: 0.3738 2023-12-24 07:51:44,886 - pyskl - INFO - Epoch [99][800/2506] lr: 6.635e-03, eta: 8:39:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 0.3586, loss: 0.3586 2023-12-24 07:52:08,243 - pyskl - INFO - Epoch [99][900/2506] lr: 6.626e-03, eta: 8:39:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 0.3436, loss: 0.3436 2023-12-24 07:52:31,664 - pyskl - INFO - Epoch [99][1000/2506] lr: 6.617e-03, eta: 8:38:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 0.3373, loss: 0.3373 2023-12-24 07:52:55,127 - pyskl - INFO - Epoch [99][1100/2506] lr: 6.607e-03, eta: 8:38:35, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9962, loss_cls: 0.3081, loss: 0.3081 2023-12-24 07:53:18,488 - pyskl - INFO - Epoch [99][1200/2506] lr: 6.598e-03, eta: 8:38:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 0.3692, loss: 0.3692 2023-12-24 07:53:41,898 - pyskl - INFO - Epoch [99][1300/2506] lr: 6.589e-03, eta: 8:37:46, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 0.3823, loss: 0.3823 2023-12-24 07:54:05,411 - pyskl - INFO - Epoch [99][1400/2506] lr: 6.580e-03, eta: 8:37:22, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 0.4173, loss: 0.4173 2023-12-24 07:54:28,856 - pyskl - INFO - Epoch [99][1500/2506] lr: 6.570e-03, eta: 8:36:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 0.3826, loss: 0.3826 2023-12-24 07:54:52,340 - pyskl - INFO - Epoch [99][1600/2506] lr: 6.561e-03, eta: 8:36:33, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 0.3706, loss: 0.3706 2023-12-24 07:55:15,852 - pyskl - INFO - Epoch [99][1700/2506] lr: 6.552e-03, eta: 8:36:08, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 0.3746, loss: 0.3746 2023-12-24 07:55:39,343 - pyskl - INFO - Epoch [99][1800/2506] lr: 6.543e-03, eta: 8:35:44, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 0.3975, loss: 0.3975 2023-12-24 07:56:02,827 - pyskl - INFO - Epoch [99][1900/2506] lr: 6.534e-03, eta: 8:35:20, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 0.3670, loss: 0.3670 2023-12-24 07:56:26,322 - pyskl - INFO - Epoch [99][2000/2506] lr: 6.525e-03, eta: 8:34:55, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 0.3455, loss: 0.3455 2023-12-24 07:56:49,729 - pyskl - INFO - Epoch [99][2100/2506] lr: 6.515e-03, eta: 8:34:31, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 0.4266, loss: 0.4266 2023-12-24 07:57:13,122 - pyskl - INFO - Epoch [99][2200/2506] lr: 6.506e-03, eta: 8:34:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 0.3671, loss: 0.3671 2023-12-24 07:57:36,415 - pyskl - INFO - Epoch [99][2300/2506] lr: 6.497e-03, eta: 8:33:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 0.4040, loss: 0.4040 2023-12-24 07:57:59,760 - pyskl - INFO - Epoch [99][2400/2506] lr: 6.488e-03, eta: 8:33:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 0.3800, loss: 0.3800 2023-12-24 07:58:23,135 - pyskl - INFO - Epoch [99][2500/2506] lr: 6.479e-03, eta: 8:32:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 0.3786, loss: 0.3786 2023-12-24 07:58:25,050 - pyskl - INFO - Saving checkpoint at 99 epochs 2023-12-24 07:59:47,667 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 07:59:47,743 - pyskl - INFO - top1_acc 0.8205 top5_acc 0.9683 2023-12-24 07:59:47,750 - pyskl - INFO - Epoch(val) [99][1031] top1_acc: 0.8205, top5_acc: 0.9683 2023-12-24 08:00:30,435 - pyskl - INFO - Epoch [100][100/2506] lr: 6.469e-03, eta: 8:32:36, time: 0.427, data_time: 0.194, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 0.3107, loss: 0.3107 2023-12-24 08:00:53,932 - pyskl - INFO - Epoch [100][200/2506] lr: 6.460e-03, eta: 8:32:12, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 0.3115, loss: 0.3115 2023-12-24 08:01:17,243 - pyskl - INFO - Epoch [100][300/2506] lr: 6.451e-03, eta: 8:31:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 0.3241, loss: 0.3241 2023-12-24 08:01:40,649 - pyskl - INFO - Epoch [100][400/2506] lr: 6.442e-03, eta: 8:31:23, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 0.3387, loss: 0.3387 2023-12-24 08:02:03,985 - pyskl - INFO - Epoch [100][500/2506] lr: 6.432e-03, eta: 8:30:59, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9969, loss_cls: 0.3158, loss: 0.3158 2023-12-24 08:02:27,382 - pyskl - INFO - Epoch [100][600/2506] lr: 6.423e-03, eta: 8:30:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 0.3188, loss: 0.3188 2023-12-24 08:02:50,629 - pyskl - INFO - Epoch [100][700/2506] lr: 6.414e-03, eta: 8:30:10, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 0.3472, loss: 0.3472 2023-12-24 08:03:14,047 - pyskl - INFO - Epoch [100][800/2506] lr: 6.405e-03, eta: 8:29:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9881, loss_cls: 0.3622, loss: 0.3622 2023-12-24 08:03:37,479 - pyskl - INFO - Epoch [100][900/2506] lr: 6.396e-03, eta: 8:29:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 0.3294, loss: 0.3294 2023-12-24 08:04:00,711 - pyskl - INFO - Epoch [100][1000/2506] lr: 6.387e-03, eta: 8:28:56, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 0.3122, loss: 0.3122 2023-12-24 08:04:24,028 - pyskl - INFO - Epoch [100][1100/2506] lr: 6.378e-03, eta: 8:28:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9938, loss_cls: 0.3560, loss: 0.3560 2023-12-24 08:04:47,356 - pyskl - INFO - Epoch [100][1200/2506] lr: 6.369e-03, eta: 8:28:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 0.3471, loss: 0.3471 2023-12-24 08:05:10,660 - pyskl - INFO - Epoch [100][1300/2506] lr: 6.360e-03, eta: 8:27:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 0.3698, loss: 0.3698 2023-12-24 08:05:33,960 - pyskl - INFO - Epoch [100][1400/2506] lr: 6.350e-03, eta: 8:27:18, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 0.3927, loss: 0.3927 2023-12-24 08:05:57,371 - pyskl - INFO - Epoch [100][1500/2506] lr: 6.341e-03, eta: 8:26:54, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 0.3767, loss: 0.3767 2023-12-24 08:06:20,656 - pyskl - INFO - Epoch [100][1600/2506] lr: 6.332e-03, eta: 8:26:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 0.3519, loss: 0.3519 2023-12-24 08:06:44,183 - pyskl - INFO - Epoch [100][1700/2506] lr: 6.323e-03, eta: 8:26:05, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 0.3281, loss: 0.3281 2023-12-24 08:07:07,522 - pyskl - INFO - Epoch [100][1800/2506] lr: 6.314e-03, eta: 8:25:41, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 0.3687, loss: 0.3687 2023-12-24 08:07:30,821 - pyskl - INFO - Epoch [100][1900/2506] lr: 6.305e-03, eta: 8:25:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 0.4245, loss: 0.4245 2023-12-24 08:07:54,225 - pyskl - INFO - Epoch [100][2000/2506] lr: 6.296e-03, eta: 8:24:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 0.4036, loss: 0.4036 2023-12-24 08:08:17,636 - pyskl - INFO - Epoch [100][2100/2506] lr: 6.287e-03, eta: 8:24:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9875, loss_cls: 0.3790, loss: 0.3790 2023-12-24 08:08:41,097 - pyskl - INFO - Epoch [100][2200/2506] lr: 6.278e-03, eta: 8:24:03, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 0.3068, loss: 0.3068 2023-12-24 08:09:04,370 - pyskl - INFO - Epoch [100][2300/2506] lr: 6.269e-03, eta: 8:23:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9888, loss_cls: 0.3645, loss: 0.3645 2023-12-24 08:09:27,740 - pyskl - INFO - Epoch [100][2400/2506] lr: 6.260e-03, eta: 8:23:14, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9869, loss_cls: 0.3804, loss: 0.3804 2023-12-24 08:09:51,058 - pyskl - INFO - Epoch [100][2500/2506] lr: 6.251e-03, eta: 8:22:50, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 0.3961, loss: 0.3961 2023-12-24 08:09:52,938 - pyskl - INFO - Saving checkpoint at 100 epochs 2023-12-24 08:11:15,542 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 08:11:15,612 - pyskl - INFO - top1_acc 0.8029 top5_acc 0.9623 2023-12-24 08:11:15,616 - pyskl - INFO - Epoch(val) [100][1031] top1_acc: 0.8029, top5_acc: 0.9623 2023-12-24 08:11:58,194 - pyskl - INFO - Epoch [101][100/2506] lr: 6.241e-03, eta: 8:22:33, time: 0.426, data_time: 0.193, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 0.2936, loss: 0.2936 2023-12-24 08:12:21,463 - pyskl - INFO - Epoch [101][200/2506] lr: 6.232e-03, eta: 8:22:08, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 0.2944, loss: 0.2944 2023-12-24 08:12:44,825 - pyskl - INFO - Epoch [101][300/2506] lr: 6.223e-03, eta: 8:21:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9981, loss_cls: 0.3091, loss: 0.3091 2023-12-24 08:13:08,134 - pyskl - INFO - Epoch [101][400/2506] lr: 6.214e-03, eta: 8:21:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 0.3018, loss: 0.3018 2023-12-24 08:13:31,574 - pyskl - INFO - Epoch [101][500/2506] lr: 6.205e-03, eta: 8:20:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 0.3059, loss: 0.3059 2023-12-24 08:13:55,012 - pyskl - INFO - Epoch [101][600/2506] lr: 6.196e-03, eta: 8:20:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 0.3227, loss: 0.3227 2023-12-24 08:14:18,406 - pyskl - INFO - Epoch [101][700/2506] lr: 6.187e-03, eta: 8:20:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 0.3962, loss: 0.3962 2023-12-24 08:14:41,834 - pyskl - INFO - Epoch [101][800/2506] lr: 6.178e-03, eta: 8:19:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 0.3818, loss: 0.3818 2023-12-24 08:15:05,192 - pyskl - INFO - Epoch [101][900/2506] lr: 6.169e-03, eta: 8:19:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 0.3547, loss: 0.3547 2023-12-24 08:15:28,532 - pyskl - INFO - Epoch [101][1000/2506] lr: 6.160e-03, eta: 8:18:53, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9881, loss_cls: 0.3822, loss: 0.3822 2023-12-24 08:15:51,899 - pyskl - INFO - Epoch [101][1100/2506] lr: 6.151e-03, eta: 8:18:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 0.3659, loss: 0.3659 2023-12-24 08:16:15,325 - pyskl - INFO - Epoch [101][1200/2506] lr: 6.142e-03, eta: 8:18:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 0.2936, loss: 0.2936 2023-12-24 08:16:38,727 - pyskl - INFO - Epoch [101][1300/2506] lr: 6.133e-03, eta: 8:17:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9969, loss_cls: 0.3304, loss: 0.3304 2023-12-24 08:17:02,107 - pyskl - INFO - Epoch [101][1400/2506] lr: 6.124e-03, eta: 8:17:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 0.3529, loss: 0.3529 2023-12-24 08:17:25,440 - pyskl - INFO - Epoch [101][1500/2506] lr: 6.115e-03, eta: 8:16:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 0.3711, loss: 0.3711 2023-12-24 08:17:48,906 - pyskl - INFO - Epoch [101][1600/2506] lr: 6.106e-03, eta: 8:16:26, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9894, loss_cls: 0.3603, loss: 0.3603 2023-12-24 08:18:12,325 - pyskl - INFO - Epoch [101][1700/2506] lr: 6.097e-03, eta: 8:16:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 0.3670, loss: 0.3670 2023-12-24 08:18:35,751 - pyskl - INFO - Epoch [101][1800/2506] lr: 6.088e-03, eta: 8:15:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 0.3711, loss: 0.3711 2023-12-24 08:18:59,242 - pyskl - INFO - Epoch [101][1900/2506] lr: 6.079e-03, eta: 8:15:13, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 0.3395, loss: 0.3395 2023-12-24 08:19:22,704 - pyskl - INFO - Epoch [101][2000/2506] lr: 6.070e-03, eta: 8:14:49, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 0.3482, loss: 0.3482 2023-12-24 08:19:46,061 - pyskl - INFO - Epoch [101][2100/2506] lr: 6.061e-03, eta: 8:14:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 0.3313, loss: 0.3313 2023-12-24 08:20:09,460 - pyskl - INFO - Epoch [101][2200/2506] lr: 6.052e-03, eta: 8:14:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9869, loss_cls: 0.3804, loss: 0.3804 2023-12-24 08:20:32,851 - pyskl - INFO - Epoch [101][2300/2506] lr: 6.043e-03, eta: 8:13:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 0.3334, loss: 0.3334 2023-12-24 08:20:56,225 - pyskl - INFO - Epoch [101][2400/2506] lr: 6.034e-03, eta: 8:13:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 0.3963, loss: 0.3963 2023-12-24 08:21:19,556 - pyskl - INFO - Epoch [101][2500/2506] lr: 6.025e-03, eta: 8:12:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 0.3335, loss: 0.3335 2023-12-24 08:21:21,466 - pyskl - INFO - Saving checkpoint at 101 epochs 2023-12-24 08:22:43,825 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 08:22:43,898 - pyskl - INFO - top1_acc 0.8415 top5_acc 0.9735 2023-12-24 08:22:43,902 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/km/best_top1_acc_epoch_97.pth was removed 2023-12-24 08:22:44,040 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_101.pth. 2023-12-24 08:22:44,040 - pyskl - INFO - Best top1_acc is 0.8415 at 101 epoch. 2023-12-24 08:22:44,044 - pyskl - INFO - Epoch(val) [101][1031] top1_acc: 0.8415, top5_acc: 0.9735 2023-12-24 08:23:26,813 - pyskl - INFO - Epoch [102][100/2506] lr: 6.016e-03, eta: 8:12:29, time: 0.428, data_time: 0.194, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 0.3014, loss: 0.3014 2023-12-24 08:23:50,073 - pyskl - INFO - Epoch [102][200/2506] lr: 6.007e-03, eta: 8:12:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 0.3417, loss: 0.3417 2023-12-24 08:24:13,441 - pyskl - INFO - Epoch [102][300/2506] lr: 5.998e-03, eta: 8:11:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9962, loss_cls: 0.3083, loss: 0.3083 2023-12-24 08:24:36,755 - pyskl - INFO - Epoch [102][400/2506] lr: 5.989e-03, eta: 8:11:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 0.3106, loss: 0.3106 2023-12-24 08:25:00,155 - pyskl - INFO - Epoch [102][500/2506] lr: 5.980e-03, eta: 8:10:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 0.2886, loss: 0.2886 2023-12-24 08:25:23,470 - pyskl - INFO - Epoch [102][600/2506] lr: 5.971e-03, eta: 8:10:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9919, loss_cls: 0.3070, loss: 0.3070 2023-12-24 08:25:46,837 - pyskl - INFO - Epoch [102][700/2506] lr: 5.962e-03, eta: 8:10:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 0.3056, loss: 0.3056 2023-12-24 08:26:10,203 - pyskl - INFO - Epoch [102][800/2506] lr: 5.953e-03, eta: 8:09:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 0.2966, loss: 0.2966 2023-12-24 08:26:33,568 - pyskl - INFO - Epoch [102][900/2506] lr: 5.945e-03, eta: 8:09:14, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 0.3121, loss: 0.3121 2023-12-24 08:26:56,936 - pyskl - INFO - Epoch [102][1000/2506] lr: 5.936e-03, eta: 8:08:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 0.3300, loss: 0.3300 2023-12-24 08:27:20,214 - pyskl - INFO - Epoch [102][1100/2506] lr: 5.927e-03, eta: 8:08:25, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 0.3828, loss: 0.3828 2023-12-24 08:27:43,511 - pyskl - INFO - Epoch [102][1200/2506] lr: 5.918e-03, eta: 8:08:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 0.3653, loss: 0.3653 2023-12-24 08:28:06,793 - pyskl - INFO - Epoch [102][1300/2506] lr: 5.909e-03, eta: 8:07:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 0.3642, loss: 0.3642 2023-12-24 08:28:30,090 - pyskl - INFO - Epoch [102][1400/2506] lr: 5.900e-03, eta: 8:07:12, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 0.3225, loss: 0.3225 2023-12-24 08:28:53,409 - pyskl - INFO - Epoch [102][1500/2506] lr: 5.891e-03, eta: 8:06:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 0.3285, loss: 0.3285 2023-12-24 08:29:16,722 - pyskl - INFO - Epoch [102][1600/2506] lr: 5.882e-03, eta: 8:06:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 0.3366, loss: 0.3366 2023-12-24 08:29:40,035 - pyskl - INFO - Epoch [102][1700/2506] lr: 5.873e-03, eta: 8:05:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 0.3629, loss: 0.3629 2023-12-24 08:30:03,437 - pyskl - INFO - Epoch [102][1800/2506] lr: 5.865e-03, eta: 8:05:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 0.3271, loss: 0.3271 2023-12-24 08:30:26,756 - pyskl - INFO - Epoch [102][1900/2506] lr: 5.856e-03, eta: 8:05:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 0.3282, loss: 0.3282 2023-12-24 08:30:50,123 - pyskl - INFO - Epoch [102][2000/2506] lr: 5.847e-03, eta: 8:04:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 0.3585, loss: 0.3585 2023-12-24 08:31:13,388 - pyskl - INFO - Epoch [102][2100/2506] lr: 5.838e-03, eta: 8:04:20, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 0.3426, loss: 0.3426 2023-12-24 08:31:36,611 - pyskl - INFO - Epoch [102][2200/2506] lr: 5.829e-03, eta: 8:03:56, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 0.3520, loss: 0.3520 2023-12-24 08:31:59,927 - pyskl - INFO - Epoch [102][2300/2506] lr: 5.820e-03, eta: 8:03:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 0.3666, loss: 0.3666 2023-12-24 08:32:23,223 - pyskl - INFO - Epoch [102][2400/2506] lr: 5.812e-03, eta: 8:03:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 0.3900, loss: 0.3900 2023-12-24 08:32:46,519 - pyskl - INFO - Epoch [102][2500/2506] lr: 5.803e-03, eta: 8:02:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9950, loss_cls: 0.3426, loss: 0.3426 2023-12-24 08:32:48,405 - pyskl - INFO - Saving checkpoint at 102 epochs 2023-12-24 08:34:10,679 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 08:34:10,756 - pyskl - INFO - top1_acc 0.8314 top5_acc 0.9708 2023-12-24 08:34:10,760 - pyskl - INFO - Epoch(val) [102][1031] top1_acc: 0.8314, top5_acc: 0.9708 2023-12-24 08:34:53,111 - pyskl - INFO - Epoch [103][100/2506] lr: 5.793e-03, eta: 8:02:25, time: 0.423, data_time: 0.191, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 0.3094, loss: 0.3094 2023-12-24 08:35:16,471 - pyskl - INFO - Epoch [103][200/2506] lr: 5.785e-03, eta: 8:02:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9919, loss_cls: 0.2983, loss: 0.2983 2023-12-24 08:35:39,849 - pyskl - INFO - Epoch [103][300/2506] lr: 5.776e-03, eta: 8:01:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 0.3232, loss: 0.3232 2023-12-24 08:36:03,214 - pyskl - INFO - Epoch [103][400/2506] lr: 5.767e-03, eta: 8:01:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 0.3407, loss: 0.3407 2023-12-24 08:36:26,593 - pyskl - INFO - Epoch [103][500/2506] lr: 5.758e-03, eta: 8:00:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 0.2750, loss: 0.2750 2023-12-24 08:36:49,890 - pyskl - INFO - Epoch [103][600/2506] lr: 5.749e-03, eta: 8:00:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 0.3353, loss: 0.3353 2023-12-24 08:37:13,193 - pyskl - INFO - Epoch [103][700/2506] lr: 5.741e-03, eta: 7:59:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 0.2996, loss: 0.2996 2023-12-24 08:37:36,626 - pyskl - INFO - Epoch [103][800/2506] lr: 5.732e-03, eta: 7:59:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 0.3447, loss: 0.3447 2023-12-24 08:37:59,832 - pyskl - INFO - Epoch [103][900/2506] lr: 5.723e-03, eta: 7:59:10, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 0.3296, loss: 0.3296 2023-12-24 08:38:23,143 - pyskl - INFO - Epoch [103][1000/2506] lr: 5.714e-03, eta: 7:58:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 0.3171, loss: 0.3171 2023-12-24 08:38:46,465 - pyskl - INFO - Epoch [103][1100/2506] lr: 5.706e-03, eta: 7:58:21, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9875, loss_cls: 0.3360, loss: 0.3360 2023-12-24 08:39:09,845 - pyskl - INFO - Epoch [103][1200/2506] lr: 5.697e-03, eta: 7:57:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 0.3164, loss: 0.3164 2023-12-24 08:39:33,130 - pyskl - INFO - Epoch [103][1300/2506] lr: 5.688e-03, eta: 7:57:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9962, loss_cls: 0.3263, loss: 0.3263 2023-12-24 08:39:56,382 - pyskl - INFO - Epoch [103][1400/2506] lr: 5.679e-03, eta: 7:57:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 0.3393, loss: 0.3393 2023-12-24 08:40:19,626 - pyskl - INFO - Epoch [103][1500/2506] lr: 5.670e-03, eta: 7:56:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 0.3403, loss: 0.3403 2023-12-24 08:40:42,949 - pyskl - INFO - Epoch [103][1600/2506] lr: 5.662e-03, eta: 7:56:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9950, loss_cls: 0.3635, loss: 0.3635 2023-12-24 08:41:06,297 - pyskl - INFO - Epoch [103][1700/2506] lr: 5.653e-03, eta: 7:55:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 0.2925, loss: 0.2925 2023-12-24 08:41:29,606 - pyskl - INFO - Epoch [103][1800/2506] lr: 5.644e-03, eta: 7:55:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 0.2958, loss: 0.2958 2023-12-24 08:41:52,922 - pyskl - INFO - Epoch [103][1900/2506] lr: 5.636e-03, eta: 7:55:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 0.3267, loss: 0.3267 2023-12-24 08:42:16,304 - pyskl - INFO - Epoch [103][2000/2506] lr: 5.627e-03, eta: 7:54:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 0.3099, loss: 0.3099 2023-12-24 08:42:39,592 - pyskl - INFO - Epoch [103][2100/2506] lr: 5.618e-03, eta: 7:54:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 0.3418, loss: 0.3418 2023-12-24 08:43:02,929 - pyskl - INFO - Epoch [103][2200/2506] lr: 5.609e-03, eta: 7:53:52, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 0.3190, loss: 0.3190 2023-12-24 08:43:26,235 - pyskl - INFO - Epoch [103][2300/2506] lr: 5.601e-03, eta: 7:53:28, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9925, loss_cls: 0.3942, loss: 0.3942 2023-12-24 08:43:49,597 - pyskl - INFO - Epoch [103][2400/2506] lr: 5.592e-03, eta: 7:53:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 0.3646, loss: 0.3646 2023-12-24 08:44:12,950 - pyskl - INFO - Epoch [103][2500/2506] lr: 5.583e-03, eta: 7:52:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9962, loss_cls: 0.3328, loss: 0.3328 2023-12-24 08:44:14,965 - pyskl - INFO - Saving checkpoint at 103 epochs 2023-12-24 08:45:37,999 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 08:45:38,071 - pyskl - INFO - top1_acc 0.8501 top5_acc 0.9728 2023-12-24 08:45:38,076 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/km/best_top1_acc_epoch_101.pth was removed 2023-12-24 08:45:38,243 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_103.pth. 2023-12-24 08:45:38,243 - pyskl - INFO - Best top1_acc is 0.8501 at 103 epoch. 2023-12-24 08:45:38,248 - pyskl - INFO - Epoch(val) [103][1031] top1_acc: 0.8501, top5_acc: 0.9728 2023-12-24 08:46:20,810 - pyskl - INFO - Epoch [104][100/2506] lr: 5.574e-03, eta: 7:52:21, time: 0.426, data_time: 0.193, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9931, loss_cls: 0.2376, loss: 0.2376 2023-12-24 08:46:44,091 - pyskl - INFO - Epoch [104][200/2506] lr: 5.565e-03, eta: 7:51:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 0.2843, loss: 0.2843 2023-12-24 08:47:07,391 - pyskl - INFO - Epoch [104][300/2506] lr: 5.557e-03, eta: 7:51:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 0.2399, loss: 0.2399 2023-12-24 08:47:30,693 - pyskl - INFO - Epoch [104][400/2506] lr: 5.548e-03, eta: 7:51:08, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 0.3222, loss: 0.3222 2023-12-24 08:47:54,039 - pyskl - INFO - Epoch [104][500/2506] lr: 5.539e-03, eta: 7:50:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 0.2522, loss: 0.2522 2023-12-24 08:48:17,469 - pyskl - INFO - Epoch [104][600/2506] lr: 5.531e-03, eta: 7:50:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 0.2927, loss: 0.2927 2023-12-24 08:48:40,838 - pyskl - INFO - Epoch [104][700/2506] lr: 5.522e-03, eta: 7:49:54, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 0.3233, loss: 0.3233 2023-12-24 08:49:04,207 - pyskl - INFO - Epoch [104][800/2506] lr: 5.513e-03, eta: 7:49:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9900, loss_cls: 0.3175, loss: 0.3175 2023-12-24 08:49:27,547 - pyskl - INFO - Epoch [104][900/2506] lr: 5.505e-03, eta: 7:49:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 0.3520, loss: 0.3520 2023-12-24 08:49:50,841 - pyskl - INFO - Epoch [104][1000/2506] lr: 5.496e-03, eta: 7:48:41, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9956, loss_cls: 0.3070, loss: 0.3070 2023-12-24 08:50:14,127 - pyskl - INFO - Epoch [104][1100/2506] lr: 5.487e-03, eta: 7:48:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 0.2848, loss: 0.2848 2023-12-24 08:50:37,433 - pyskl - INFO - Epoch [104][1200/2506] lr: 5.479e-03, eta: 7:47:52, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 0.3240, loss: 0.3240 2023-12-24 08:51:00,943 - pyskl - INFO - Epoch [104][1300/2506] lr: 5.470e-03, eta: 7:47:28, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 0.3074, loss: 0.3074 2023-12-24 08:51:24,370 - pyskl - INFO - Epoch [104][1400/2506] lr: 5.461e-03, eta: 7:47:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 0.3307, loss: 0.3307 2023-12-24 08:51:47,734 - pyskl - INFO - Epoch [104][1500/2506] lr: 5.453e-03, eta: 7:46:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9888, loss_cls: 0.3203, loss: 0.3203 2023-12-24 08:52:10,994 - pyskl - INFO - Epoch [104][1600/2506] lr: 5.444e-03, eta: 7:46:15, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9969, loss_cls: 0.3433, loss: 0.3433 2023-12-24 08:52:34,442 - pyskl - INFO - Epoch [104][1700/2506] lr: 5.435e-03, eta: 7:45:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 0.3374, loss: 0.3374 2023-12-24 08:52:57,877 - pyskl - INFO - Epoch [104][1800/2506] lr: 5.427e-03, eta: 7:45:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 0.3511, loss: 0.3511 2023-12-24 08:53:21,246 - pyskl - INFO - Epoch [104][1900/2506] lr: 5.418e-03, eta: 7:45:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 0.3461, loss: 0.3461 2023-12-24 08:53:44,511 - pyskl - INFO - Epoch [104][2000/2506] lr: 5.410e-03, eta: 7:44:37, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9881, loss_cls: 0.3684, loss: 0.3684 2023-12-24 08:54:07,761 - pyskl - INFO - Epoch [104][2100/2506] lr: 5.401e-03, eta: 7:44:13, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 0.3502, loss: 0.3502 2023-12-24 08:54:31,038 - pyskl - INFO - Epoch [104][2200/2506] lr: 5.392e-03, eta: 7:43:48, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 0.2983, loss: 0.2983 2023-12-24 08:54:54,414 - pyskl - INFO - Epoch [104][2300/2506] lr: 5.384e-03, eta: 7:43:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 0.3981, loss: 0.3981 2023-12-24 08:55:17,800 - pyskl - INFO - Epoch [104][2400/2506] lr: 5.375e-03, eta: 7:43:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 0.3502, loss: 0.3502 2023-12-24 08:55:41,183 - pyskl - INFO - Epoch [104][2500/2506] lr: 5.367e-03, eta: 7:42:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 0.3297, loss: 0.3297 2023-12-24 08:55:43,133 - pyskl - INFO - Saving checkpoint at 104 epochs 2023-12-24 08:57:05,780 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 08:57:05,851 - pyskl - INFO - top1_acc 0.8469 top5_acc 0.9736 2023-12-24 08:57:05,855 - pyskl - INFO - Epoch(val) [104][1031] top1_acc: 0.8469, top5_acc: 0.9736 2023-12-24 08:57:48,215 - pyskl - INFO - Epoch [105][100/2506] lr: 5.358e-03, eta: 7:42:17, time: 0.424, data_time: 0.189, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 0.2996, loss: 0.2996 2023-12-24 08:58:11,664 - pyskl - INFO - Epoch [105][200/2506] lr: 5.349e-03, eta: 7:41:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 0.2932, loss: 0.2932 2023-12-24 08:58:35,146 - pyskl - INFO - Epoch [105][300/2506] lr: 5.340e-03, eta: 7:41:28, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 0.2969, loss: 0.2969 2023-12-24 08:58:58,589 - pyskl - INFO - Epoch [105][400/2506] lr: 5.332e-03, eta: 7:41:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9981, loss_cls: 0.2430, loss: 0.2430 2023-12-24 08:59:21,886 - pyskl - INFO - Epoch [105][500/2506] lr: 5.323e-03, eta: 7:40:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 0.2816, loss: 0.2816 2023-12-24 08:59:45,137 - pyskl - INFO - Epoch [105][600/2506] lr: 5.315e-03, eta: 7:40:15, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 0.3207, loss: 0.3207 2023-12-24 09:00:08,397 - pyskl - INFO - Epoch [105][700/2506] lr: 5.306e-03, eta: 7:39:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 0.3072, loss: 0.3072 2023-12-24 09:00:31,753 - pyskl - INFO - Epoch [105][800/2506] lr: 5.298e-03, eta: 7:39:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 0.2819, loss: 0.2819 2023-12-24 09:00:55,046 - pyskl - INFO - Epoch [105][900/2506] lr: 5.289e-03, eta: 7:39:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 0.2846, loss: 0.2846 2023-12-24 09:01:18,359 - pyskl - INFO - Epoch [105][1000/2506] lr: 5.281e-03, eta: 7:38:37, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 0.2500, loss: 0.2500 2023-12-24 09:01:41,654 - pyskl - INFO - Epoch [105][1100/2506] lr: 5.272e-03, eta: 7:38:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 0.3344, loss: 0.3344 2023-12-24 09:02:05,026 - pyskl - INFO - Epoch [105][1200/2506] lr: 5.264e-03, eta: 7:37:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 0.3477, loss: 0.3477 2023-12-24 09:02:28,368 - pyskl - INFO - Epoch [105][1300/2506] lr: 5.255e-03, eta: 7:37:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 0.3387, loss: 0.3387 2023-12-24 09:02:51,608 - pyskl - INFO - Epoch [105][1400/2506] lr: 5.247e-03, eta: 7:37:00, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 0.3532, loss: 0.3532 2023-12-24 09:03:14,917 - pyskl - INFO - Epoch [105][1500/2506] lr: 5.238e-03, eta: 7:36:35, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 0.3139, loss: 0.3139 2023-12-24 09:03:38,281 - pyskl - INFO - Epoch [105][1600/2506] lr: 5.230e-03, eta: 7:36:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 0.3118, loss: 0.3118 2023-12-24 09:04:01,606 - pyskl - INFO - Epoch [105][1700/2506] lr: 5.221e-03, eta: 7:35:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 0.2522, loss: 0.2522 2023-12-24 09:04:24,900 - pyskl - INFO - Epoch [105][1800/2506] lr: 5.213e-03, eta: 7:35:22, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 0.2961, loss: 0.2961 2023-12-24 09:04:48,195 - pyskl - INFO - Epoch [105][1900/2506] lr: 5.204e-03, eta: 7:34:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 0.2841, loss: 0.2841 2023-12-24 09:05:11,534 - pyskl - INFO - Epoch [105][2000/2506] lr: 5.196e-03, eta: 7:34:33, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 0.3344, loss: 0.3344 2023-12-24 09:05:34,718 - pyskl - INFO - Epoch [105][2100/2506] lr: 5.187e-03, eta: 7:34:09, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9975, loss_cls: 0.3172, loss: 0.3172 2023-12-24 09:05:57,964 - pyskl - INFO - Epoch [105][2200/2506] lr: 5.179e-03, eta: 7:33:44, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 0.3523, loss: 0.3523 2023-12-24 09:06:21,318 - pyskl - INFO - Epoch [105][2300/2506] lr: 5.170e-03, eta: 7:33:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 0.3190, loss: 0.3190 2023-12-24 09:06:44,641 - pyskl - INFO - Epoch [105][2400/2506] lr: 5.162e-03, eta: 7:32:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 0.3412, loss: 0.3412 2023-12-24 09:07:07,997 - pyskl - INFO - Epoch [105][2500/2506] lr: 5.153e-03, eta: 7:32:31, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 0.3327, loss: 0.3327 2023-12-24 09:07:09,940 - pyskl - INFO - Saving checkpoint at 105 epochs 2023-12-24 09:08:32,462 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 09:08:32,534 - pyskl - INFO - top1_acc 0.8361 top5_acc 0.9728 2023-12-24 09:08:32,537 - pyskl - INFO - Epoch(val) [105][1031] top1_acc: 0.8361, top5_acc: 0.9728 2023-12-24 09:09:14,845 - pyskl - INFO - Epoch [106][100/2506] lr: 5.144e-03, eta: 7:32:13, time: 0.423, data_time: 0.189, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 0.2716, loss: 0.2716 2023-12-24 09:09:38,084 - pyskl - INFO - Epoch [106][200/2506] lr: 5.136e-03, eta: 7:31:49, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 0.2762, loss: 0.2762 2023-12-24 09:10:01,451 - pyskl - INFO - Epoch [106][300/2506] lr: 5.127e-03, eta: 7:31:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 0.2799, loss: 0.2799 2023-12-24 09:10:24,851 - pyskl - INFO - Epoch [106][400/2506] lr: 5.119e-03, eta: 7:31:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 0.2305, loss: 0.2305 2023-12-24 09:10:48,161 - pyskl - INFO - Epoch [106][500/2506] lr: 5.111e-03, eta: 7:30:35, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9931, loss_cls: 0.2658, loss: 0.2658 2023-12-24 09:11:11,430 - pyskl - INFO - Epoch [106][600/2506] lr: 5.102e-03, eta: 7:30:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 0.3165, loss: 0.3165 2023-12-24 09:11:34,740 - pyskl - INFO - Epoch [106][700/2506] lr: 5.094e-03, eta: 7:29:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 0.2967, loss: 0.2967 2023-12-24 09:11:58,104 - pyskl - INFO - Epoch [106][800/2506] lr: 5.085e-03, eta: 7:29:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 0.3629, loss: 0.3629 2023-12-24 09:12:21,482 - pyskl - INFO - Epoch [106][900/2506] lr: 5.077e-03, eta: 7:28:58, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 0.2956, loss: 0.2956 2023-12-24 09:12:44,787 - pyskl - INFO - Epoch [106][1000/2506] lr: 5.069e-03, eta: 7:28:33, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 0.3235, loss: 0.3235 2023-12-24 09:13:08,168 - pyskl - INFO - Epoch [106][1100/2506] lr: 5.060e-03, eta: 7:28:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 0.2873, loss: 0.2873 2023-12-24 09:13:31,475 - pyskl - INFO - Epoch [106][1200/2506] lr: 5.052e-03, eta: 7:27:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 0.2841, loss: 0.2841 2023-12-24 09:13:54,716 - pyskl - INFO - Epoch [106][1300/2506] lr: 5.043e-03, eta: 7:27:20, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 0.3091, loss: 0.3091 2023-12-24 09:14:18,048 - pyskl - INFO - Epoch [106][1400/2506] lr: 5.035e-03, eta: 7:26:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 0.2944, loss: 0.2944 2023-12-24 09:14:41,382 - pyskl - INFO - Epoch [106][1500/2506] lr: 5.027e-03, eta: 7:26:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 0.2649, loss: 0.2649 2023-12-24 09:15:04,745 - pyskl - INFO - Epoch [106][1600/2506] lr: 5.018e-03, eta: 7:26:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 0.2887, loss: 0.2887 2023-12-24 09:15:28,104 - pyskl - INFO - Epoch [106][1700/2506] lr: 5.010e-03, eta: 7:25:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9938, loss_cls: 0.3558, loss: 0.3558 2023-12-24 09:15:51,373 - pyskl - INFO - Epoch [106][1800/2506] lr: 5.001e-03, eta: 7:25:18, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 0.3189, loss: 0.3189 2023-12-24 09:16:14,547 - pyskl - INFO - Epoch [106][1900/2506] lr: 4.993e-03, eta: 7:24:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 0.2996, loss: 0.2996 2023-12-24 09:16:37,860 - pyskl - INFO - Epoch [106][2000/2506] lr: 4.985e-03, eta: 7:24:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 0.3272, loss: 0.3272 2023-12-24 09:17:01,185 - pyskl - INFO - Epoch [106][2100/2506] lr: 4.976e-03, eta: 7:24:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 0.2919, loss: 0.2919 2023-12-24 09:17:24,613 - pyskl - INFO - Epoch [106][2200/2506] lr: 4.968e-03, eta: 7:23:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 0.3060, loss: 0.3060 2023-12-24 09:17:48,044 - pyskl - INFO - Epoch [106][2300/2506] lr: 4.960e-03, eta: 7:23:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 0.3025, loss: 0.3025 2023-12-24 09:18:11,341 - pyskl - INFO - Epoch [106][2400/2506] lr: 4.951e-03, eta: 7:22:52, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 0.3142, loss: 0.3142 2023-12-24 09:18:34,660 - pyskl - INFO - Epoch [106][2500/2506] lr: 4.943e-03, eta: 7:22:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9919, loss_cls: 0.2985, loss: 0.2985 2023-12-24 09:18:36,603 - pyskl - INFO - Saving checkpoint at 106 epochs 2023-12-24 09:19:59,088 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 09:19:59,167 - pyskl - INFO - top1_acc 0.8447 top5_acc 0.9737 2023-12-24 09:19:59,173 - pyskl - INFO - Epoch(val) [106][1031] top1_acc: 0.8447, top5_acc: 0.9737 2023-12-24 09:20:41,532 - pyskl - INFO - Epoch [107][100/2506] lr: 4.934e-03, eta: 7:22:09, time: 0.424, data_time: 0.190, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9975, loss_cls: 0.2713, loss: 0.2713 2023-12-24 09:21:04,884 - pyskl - INFO - Epoch [107][200/2506] lr: 4.926e-03, eta: 7:21:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 0.2569, loss: 0.2569 2023-12-24 09:21:28,312 - pyskl - INFO - Epoch [107][300/2506] lr: 4.918e-03, eta: 7:21:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 0.3016, loss: 0.3016 2023-12-24 09:21:51,585 - pyskl - INFO - Epoch [107][400/2506] lr: 4.909e-03, eta: 7:20:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 0.2602, loss: 0.2602 2023-12-24 09:22:15,009 - pyskl - INFO - Epoch [107][500/2506] lr: 4.901e-03, eta: 7:20:31, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 0.2633, loss: 0.2633 2023-12-24 09:22:38,329 - pyskl - INFO - Epoch [107][600/2506] lr: 4.893e-03, eta: 7:20:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 0.2983, loss: 0.2983 2023-12-24 09:23:01,652 - pyskl - INFO - Epoch [107][700/2506] lr: 4.884e-03, eta: 7:19:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9931, loss_cls: 0.2544, loss: 0.2544 2023-12-24 09:23:25,106 - pyskl - INFO - Epoch [107][800/2506] lr: 4.876e-03, eta: 7:19:18, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 0.3135, loss: 0.3135 2023-12-24 09:23:48,539 - pyskl - INFO - Epoch [107][900/2506] lr: 4.868e-03, eta: 7:18:54, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 0.2592, loss: 0.2592 2023-12-24 09:24:11,957 - pyskl - INFO - Epoch [107][1000/2506] lr: 4.860e-03, eta: 7:18:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 0.2906, loss: 0.2906 2023-12-24 09:24:35,469 - pyskl - INFO - Epoch [107][1100/2506] lr: 4.851e-03, eta: 7:18:05, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 0.2523, loss: 0.2523 2023-12-24 09:24:59,017 - pyskl - INFO - Epoch [107][1200/2506] lr: 4.843e-03, eta: 7:17:41, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 0.3113, loss: 0.3113 2023-12-24 09:25:22,504 - pyskl - INFO - Epoch [107][1300/2506] lr: 4.835e-03, eta: 7:17:17, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 0.2811, loss: 0.2811 2023-12-24 09:25:45,943 - pyskl - INFO - Epoch [107][1400/2506] lr: 4.827e-03, eta: 7:16:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 0.2912, loss: 0.2912 2023-12-24 09:26:09,297 - pyskl - INFO - Epoch [107][1500/2506] lr: 4.818e-03, eta: 7:16:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 0.2926, loss: 0.2926 2023-12-24 09:26:32,674 - pyskl - INFO - Epoch [107][1600/2506] lr: 4.810e-03, eta: 7:16:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 0.3058, loss: 0.3058 2023-12-24 09:26:56,141 - pyskl - INFO - Epoch [107][1700/2506] lr: 4.802e-03, eta: 7:15:39, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9962, loss_cls: 0.2982, loss: 0.2982 2023-12-24 09:27:19,567 - pyskl - INFO - Epoch [107][1800/2506] lr: 4.794e-03, eta: 7:15:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 0.2999, loss: 0.2999 2023-12-24 09:27:42,967 - pyskl - INFO - Epoch [107][1900/2506] lr: 4.785e-03, eta: 7:14:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9944, loss_cls: 0.3354, loss: 0.3354 2023-12-24 09:28:06,347 - pyskl - INFO - Epoch [107][2000/2506] lr: 4.777e-03, eta: 7:14:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 0.2789, loss: 0.2789 2023-12-24 09:28:29,711 - pyskl - INFO - Epoch [107][2100/2506] lr: 4.769e-03, eta: 7:14:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 0.3128, loss: 0.3128 2023-12-24 09:28:53,100 - pyskl - INFO - Epoch [107][2200/2506] lr: 4.761e-03, eta: 7:13:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 0.2946, loss: 0.2946 2023-12-24 09:29:16,479 - pyskl - INFO - Epoch [107][2300/2506] lr: 4.753e-03, eta: 7:13:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 0.3454, loss: 0.3454 2023-12-24 09:29:39,839 - pyskl - INFO - Epoch [107][2400/2506] lr: 4.744e-03, eta: 7:12:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 0.3144, loss: 0.3144 2023-12-24 09:30:03,153 - pyskl - INFO - Epoch [107][2500/2506] lr: 4.736e-03, eta: 7:12:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 0.2742, loss: 0.2742 2023-12-24 09:30:05,037 - pyskl - INFO - Saving checkpoint at 107 epochs 2023-12-24 09:31:27,431 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 09:31:27,508 - pyskl - INFO - top1_acc 0.8293 top5_acc 0.9708 2023-12-24 09:31:27,512 - pyskl - INFO - Epoch(val) [107][1031] top1_acc: 0.8293, top5_acc: 0.9708 2023-12-24 09:32:10,112 - pyskl - INFO - Epoch [108][100/2506] lr: 4.728e-03, eta: 7:12:06, time: 0.426, data_time: 0.192, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 0.2670, loss: 0.2670 2023-12-24 09:32:33,498 - pyskl - INFO - Epoch [108][200/2506] lr: 4.719e-03, eta: 7:11:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 0.2433, loss: 0.2433 2023-12-24 09:32:56,682 - pyskl - INFO - Epoch [108][300/2506] lr: 4.711e-03, eta: 7:11:17, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 0.2664, loss: 0.2664 2023-12-24 09:33:20,183 - pyskl - INFO - Epoch [108][400/2506] lr: 4.703e-03, eta: 7:10:53, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 0.2330, loss: 0.2330 2023-12-24 09:33:43,594 - pyskl - INFO - Epoch [108][500/2506] lr: 4.695e-03, eta: 7:10:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 0.2655, loss: 0.2655 2023-12-24 09:34:06,950 - pyskl - INFO - Epoch [108][600/2506] lr: 4.687e-03, eta: 7:10:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 0.2890, loss: 0.2890 2023-12-24 09:34:30,315 - pyskl - INFO - Epoch [108][700/2506] lr: 4.679e-03, eta: 7:09:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 0.2960, loss: 0.2960 2023-12-24 09:34:53,537 - pyskl - INFO - Epoch [108][800/2506] lr: 4.670e-03, eta: 7:09:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 0.2556, loss: 0.2556 2023-12-24 09:35:16,921 - pyskl - INFO - Epoch [108][900/2506] lr: 4.662e-03, eta: 7:08:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 0.2801, loss: 0.2801 2023-12-24 09:35:40,238 - pyskl - INFO - Epoch [108][1000/2506] lr: 4.654e-03, eta: 7:08:26, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 0.3104, loss: 0.3104 2023-12-24 09:36:03,614 - pyskl - INFO - Epoch [108][1100/2506] lr: 4.646e-03, eta: 7:08:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 0.2711, loss: 0.2711 2023-12-24 09:36:27,007 - pyskl - INFO - Epoch [108][1200/2506] lr: 4.638e-03, eta: 7:07:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 0.2487, loss: 0.2487 2023-12-24 09:36:50,234 - pyskl - INFO - Epoch [108][1300/2506] lr: 4.630e-03, eta: 7:07:13, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 0.3138, loss: 0.3138 2023-12-24 09:37:13,574 - pyskl - INFO - Epoch [108][1400/2506] lr: 4.622e-03, eta: 7:06:49, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 0.2648, loss: 0.2648 2023-12-24 09:37:36,959 - pyskl - INFO - Epoch [108][1500/2506] lr: 4.614e-03, eta: 7:06:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 0.3193, loss: 0.3193 2023-12-24 09:38:00,428 - pyskl - INFO - Epoch [108][1600/2506] lr: 4.605e-03, eta: 7:06:00, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9956, loss_cls: 0.3264, loss: 0.3264 2023-12-24 09:38:23,693 - pyskl - INFO - Epoch [108][1700/2506] lr: 4.597e-03, eta: 7:05:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 0.3125, loss: 0.3125 2023-12-24 09:38:47,103 - pyskl - INFO - Epoch [108][1800/2506] lr: 4.589e-03, eta: 7:05:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 0.2916, loss: 0.2916 2023-12-24 09:39:10,520 - pyskl - INFO - Epoch [108][1900/2506] lr: 4.581e-03, eta: 7:04:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 0.2985, loss: 0.2985 2023-12-24 09:39:33,804 - pyskl - INFO - Epoch [108][2000/2506] lr: 4.573e-03, eta: 7:04:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9975, loss_cls: 0.3015, loss: 0.3015 2023-12-24 09:39:57,166 - pyskl - INFO - Epoch [108][2100/2506] lr: 4.565e-03, eta: 7:03:58, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9975, loss_cls: 0.2839, loss: 0.2839 2023-12-24 09:40:20,469 - pyskl - INFO - Epoch [108][2200/2506] lr: 4.557e-03, eta: 7:03:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9962, loss_cls: 0.2982, loss: 0.2982 2023-12-24 09:40:43,806 - pyskl - INFO - Epoch [108][2300/2506] lr: 4.549e-03, eta: 7:03:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 0.3024, loss: 0.3024 2023-12-24 09:41:07,059 - pyskl - INFO - Epoch [108][2400/2506] lr: 4.541e-03, eta: 7:02:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 0.2732, loss: 0.2732 2023-12-24 09:41:30,369 - pyskl - INFO - Epoch [108][2500/2506] lr: 4.533e-03, eta: 7:02:21, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 0.2591, loss: 0.2591 2023-12-24 09:41:32,282 - pyskl - INFO - Saving checkpoint at 108 epochs 2023-12-24 09:42:54,727 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 09:42:54,803 - pyskl - INFO - top1_acc 0.8217 top5_acc 0.9679 2023-12-24 09:42:54,808 - pyskl - INFO - Epoch(val) [108][1031] top1_acc: 0.8217, top5_acc: 0.9679 2023-12-24 09:43:37,437 - pyskl - INFO - Epoch [109][100/2506] lr: 4.524e-03, eta: 7:02:02, time: 0.426, data_time: 0.192, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 0.2257, loss: 0.2257 2023-12-24 09:44:00,715 - pyskl - INFO - Epoch [109][200/2506] lr: 4.516e-03, eta: 7:01:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 0.2245, loss: 0.2245 2023-12-24 09:44:24,012 - pyskl - INFO - Epoch [109][300/2506] lr: 4.508e-03, eta: 7:01:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9925, loss_cls: 0.2536, loss: 0.2536 2023-12-24 09:44:47,345 - pyskl - INFO - Epoch [109][400/2506] lr: 4.500e-03, eta: 7:00:49, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 0.2766, loss: 0.2766 2023-12-24 09:45:10,765 - pyskl - INFO - Epoch [109][500/2506] lr: 4.492e-03, eta: 7:00:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 0.2870, loss: 0.2870 2023-12-24 09:45:34,075 - pyskl - INFO - Epoch [109][600/2506] lr: 4.484e-03, eta: 7:00:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 0.2219, loss: 0.2219 2023-12-24 09:45:57,392 - pyskl - INFO - Epoch [109][700/2506] lr: 4.476e-03, eta: 6:59:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9981, loss_cls: 0.2451, loss: 0.2451 2023-12-24 09:46:20,689 - pyskl - INFO - Epoch [109][800/2506] lr: 4.468e-03, eta: 6:59:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 0.2643, loss: 0.2643 2023-12-24 09:46:43,955 - pyskl - INFO - Epoch [109][900/2506] lr: 4.460e-03, eta: 6:58:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 0.2411, loss: 0.2411 2023-12-24 09:47:07,380 - pyskl - INFO - Epoch [109][1000/2506] lr: 4.452e-03, eta: 6:58:23, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 0.2803, loss: 0.2803 2023-12-24 09:47:30,701 - pyskl - INFO - Epoch [109][1100/2506] lr: 4.444e-03, eta: 6:57:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 0.2666, loss: 0.2666 2023-12-24 09:47:54,002 - pyskl - INFO - Epoch [109][1200/2506] lr: 4.436e-03, eta: 6:57:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 0.2745, loss: 0.2745 2023-12-24 09:48:17,312 - pyskl - INFO - Epoch [109][1300/2506] lr: 4.428e-03, eta: 6:57:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 0.2493, loss: 0.2493 2023-12-24 09:48:40,596 - pyskl - INFO - Epoch [109][1400/2506] lr: 4.420e-03, eta: 6:56:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 0.2712, loss: 0.2712 2023-12-24 09:49:03,968 - pyskl - INFO - Epoch [109][1500/2506] lr: 4.412e-03, eta: 6:56:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9981, loss_cls: 0.2980, loss: 0.2980 2023-12-24 09:49:27,237 - pyskl - INFO - Epoch [109][1600/2506] lr: 4.404e-03, eta: 6:55:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 0.2792, loss: 0.2792 2023-12-24 09:49:50,595 - pyskl - INFO - Epoch [109][1700/2506] lr: 4.396e-03, eta: 6:55:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 0.2428, loss: 0.2428 2023-12-24 09:50:14,032 - pyskl - INFO - Epoch [109][1800/2506] lr: 4.388e-03, eta: 6:55:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 0.3021, loss: 0.3021 2023-12-24 09:50:37,246 - pyskl - INFO - Epoch [109][1900/2506] lr: 4.380e-03, eta: 6:54:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 0.2958, loss: 0.2958 2023-12-24 09:51:00,428 - pyskl - INFO - Epoch [109][2000/2506] lr: 4.372e-03, eta: 6:54:19, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 0.2710, loss: 0.2710 2023-12-24 09:51:23,639 - pyskl - INFO - Epoch [109][2100/2506] lr: 4.364e-03, eta: 6:53:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 0.2842, loss: 0.2842 2023-12-24 09:51:46,954 - pyskl - INFO - Epoch [109][2200/2506] lr: 4.357e-03, eta: 6:53:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 0.2862, loss: 0.2862 2023-12-24 09:52:10,199 - pyskl - INFO - Epoch [109][2300/2506] lr: 4.349e-03, eta: 6:53:06, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 0.2996, loss: 0.2996 2023-12-24 09:52:33,606 - pyskl - INFO - Epoch [109][2400/2506] lr: 4.341e-03, eta: 6:52:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 0.2792, loss: 0.2792 2023-12-24 09:52:56,931 - pyskl - INFO - Epoch [109][2500/2506] lr: 4.333e-03, eta: 6:52:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 0.2685, loss: 0.2685 2023-12-24 09:52:58,876 - pyskl - INFO - Saving checkpoint at 109 epochs 2023-12-24 09:54:22,016 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 09:54:22,087 - pyskl - INFO - top1_acc 0.8423 top5_acc 0.9729 2023-12-24 09:54:22,091 - pyskl - INFO - Epoch(val) [109][1031] top1_acc: 0.8423, top5_acc: 0.9729 2023-12-24 09:55:04,454 - pyskl - INFO - Epoch [110][100/2506] lr: 4.324e-03, eta: 6:51:58, time: 0.424, data_time: 0.190, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 0.2255, loss: 0.2255 2023-12-24 09:55:27,740 - pyskl - INFO - Epoch [110][200/2506] lr: 4.317e-03, eta: 6:51:33, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 0.2335, loss: 0.2335 2023-12-24 09:55:51,115 - pyskl - INFO - Epoch [110][300/2506] lr: 4.309e-03, eta: 6:51:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 0.2435, loss: 0.2435 2023-12-24 09:56:14,434 - pyskl - INFO - Epoch [110][400/2506] lr: 4.301e-03, eta: 6:50:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 0.2576, loss: 0.2576 2023-12-24 09:56:37,714 - pyskl - INFO - Epoch [110][500/2506] lr: 4.293e-03, eta: 6:50:20, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 0.2329, loss: 0.2329 2023-12-24 09:57:01,069 - pyskl - INFO - Epoch [110][600/2506] lr: 4.285e-03, eta: 6:49:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 0.2508, loss: 0.2508 2023-12-24 09:57:24,390 - pyskl - INFO - Epoch [110][700/2506] lr: 4.277e-03, eta: 6:49:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 0.2733, loss: 0.2733 2023-12-24 09:57:47,657 - pyskl - INFO - Epoch [110][800/2506] lr: 4.269e-03, eta: 6:49:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 0.2149, loss: 0.2149 2023-12-24 09:58:10,969 - pyskl - INFO - Epoch [110][900/2506] lr: 4.261e-03, eta: 6:48:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 0.2442, loss: 0.2442 2023-12-24 09:58:34,312 - pyskl - INFO - Epoch [110][1000/2506] lr: 4.254e-03, eta: 6:48:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9938, loss_cls: 0.2238, loss: 0.2238 2023-12-24 09:58:57,583 - pyskl - INFO - Epoch [110][1100/2506] lr: 4.246e-03, eta: 6:47:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 0.2423, loss: 0.2423 2023-12-24 09:59:20,907 - pyskl - INFO - Epoch [110][1200/2506] lr: 4.238e-03, eta: 6:47:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 0.2353, loss: 0.2353 2023-12-24 09:59:44,200 - pyskl - INFO - Epoch [110][1300/2506] lr: 4.230e-03, eta: 6:47:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 0.2370, loss: 0.2370 2023-12-24 10:00:07,624 - pyskl - INFO - Epoch [110][1400/2506] lr: 4.222e-03, eta: 6:46:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 0.2646, loss: 0.2646 2023-12-24 10:00:31,000 - pyskl - INFO - Epoch [110][1500/2506] lr: 4.214e-03, eta: 6:46:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 0.2214, loss: 0.2214 2023-12-24 10:00:54,291 - pyskl - INFO - Epoch [110][1600/2506] lr: 4.207e-03, eta: 6:45:52, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 0.2575, loss: 0.2575 2023-12-24 10:01:17,546 - pyskl - INFO - Epoch [110][1700/2506] lr: 4.199e-03, eta: 6:45:28, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 0.2684, loss: 0.2684 2023-12-24 10:01:40,772 - pyskl - INFO - Epoch [110][1800/2506] lr: 4.191e-03, eta: 6:45:04, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 0.2625, loss: 0.2625 2023-12-24 10:02:04,096 - pyskl - INFO - Epoch [110][1900/2506] lr: 4.183e-03, eta: 6:44:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 0.2844, loss: 0.2844 2023-12-24 10:02:27,348 - pyskl - INFO - Epoch [110][2000/2506] lr: 4.175e-03, eta: 6:44:15, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 0.2421, loss: 0.2421 2023-12-24 10:02:50,719 - pyskl - INFO - Epoch [110][2100/2506] lr: 4.168e-03, eta: 6:43:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 0.2668, loss: 0.2668 2023-12-24 10:03:14,127 - pyskl - INFO - Epoch [110][2200/2506] lr: 4.160e-03, eta: 6:43:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 0.2779, loss: 0.2779 2023-12-24 10:03:37,467 - pyskl - INFO - Epoch [110][2300/2506] lr: 4.152e-03, eta: 6:43:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 0.2653, loss: 0.2653 2023-12-24 10:04:00,801 - pyskl - INFO - Epoch [110][2400/2506] lr: 4.144e-03, eta: 6:42:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 0.2751, loss: 0.2751 2023-12-24 10:04:24,091 - pyskl - INFO - Epoch [110][2500/2506] lr: 4.136e-03, eta: 6:42:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9969, loss_cls: 0.2827, loss: 0.2827 2023-12-24 10:04:25,989 - pyskl - INFO - Saving checkpoint at 110 epochs 2023-12-24 10:05:48,753 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 10:05:48,826 - pyskl - INFO - top1_acc 0.8333 top5_acc 0.9702 2023-12-24 10:05:48,831 - pyskl - INFO - Epoch(val) [110][1031] top1_acc: 0.8333, top5_acc: 0.9702 2023-12-24 10:06:31,579 - pyskl - INFO - Epoch [111][100/2506] lr: 4.128e-03, eta: 6:41:54, time: 0.427, data_time: 0.194, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9981, loss_cls: 0.2281, loss: 0.2281 2023-12-24 10:06:54,915 - pyskl - INFO - Epoch [111][200/2506] lr: 4.120e-03, eta: 6:41:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 0.2220, loss: 0.2220 2023-12-24 10:07:18,319 - pyskl - INFO - Epoch [111][300/2506] lr: 4.113e-03, eta: 6:41:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 0.2297, loss: 0.2297 2023-12-24 10:07:41,684 - pyskl - INFO - Epoch [111][400/2506] lr: 4.105e-03, eta: 6:40:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 0.2071, loss: 0.2071 2023-12-24 10:08:05,030 - pyskl - INFO - Epoch [111][500/2506] lr: 4.097e-03, eta: 6:40:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.2043, loss: 0.2043 2023-12-24 10:08:28,232 - pyskl - INFO - Epoch [111][600/2506] lr: 4.089e-03, eta: 6:39:52, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 0.2709, loss: 0.2709 2023-12-24 10:08:51,473 - pyskl - INFO - Epoch [111][700/2506] lr: 4.082e-03, eta: 6:39:28, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 0.2269, loss: 0.2269 2023-12-24 10:09:14,814 - pyskl - INFO - Epoch [111][800/2506] lr: 4.074e-03, eta: 6:39:04, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 0.2258, loss: 0.2258 2023-12-24 10:09:38,269 - pyskl - INFO - Epoch [111][900/2506] lr: 4.066e-03, eta: 6:38:39, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 0.2168, loss: 0.2168 2023-12-24 10:10:01,629 - pyskl - INFO - Epoch [111][1000/2506] lr: 4.059e-03, eta: 6:38:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 0.2251, loss: 0.2251 2023-12-24 10:10:25,007 - pyskl - INFO - Epoch [111][1100/2506] lr: 4.051e-03, eta: 6:37:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 0.2434, loss: 0.2434 2023-12-24 10:10:48,347 - pyskl - INFO - Epoch [111][1200/2506] lr: 4.043e-03, eta: 6:37:26, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 0.2774, loss: 0.2774 2023-12-24 10:11:11,682 - pyskl - INFO - Epoch [111][1300/2506] lr: 4.036e-03, eta: 6:37:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 0.2324, loss: 0.2324 2023-12-24 10:11:35,046 - pyskl - INFO - Epoch [111][1400/2506] lr: 4.028e-03, eta: 6:36:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 0.2515, loss: 0.2515 2023-12-24 10:11:58,347 - pyskl - INFO - Epoch [111][1500/2506] lr: 4.020e-03, eta: 6:36:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 0.2554, loss: 0.2554 2023-12-24 10:12:21,664 - pyskl - INFO - Epoch [111][1600/2506] lr: 4.012e-03, eta: 6:35:49, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 0.2756, loss: 0.2756 2023-12-24 10:12:45,017 - pyskl - INFO - Epoch [111][1700/2506] lr: 4.005e-03, eta: 6:35:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9912, loss_cls: 0.2744, loss: 0.2744 2023-12-24 10:13:08,323 - pyskl - INFO - Epoch [111][1800/2506] lr: 3.997e-03, eta: 6:35:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 0.2552, loss: 0.2552 2023-12-24 10:13:31,700 - pyskl - INFO - Epoch [111][1900/2506] lr: 3.989e-03, eta: 6:34:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 0.2202, loss: 0.2202 2023-12-24 10:13:55,008 - pyskl - INFO - Epoch [111][2000/2506] lr: 3.982e-03, eta: 6:34:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9975, loss_cls: 0.2541, loss: 0.2541 2023-12-24 10:14:18,391 - pyskl - INFO - Epoch [111][2100/2506] lr: 3.974e-03, eta: 6:33:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 0.2782, loss: 0.2782 2023-12-24 10:14:41,779 - pyskl - INFO - Epoch [111][2200/2506] lr: 3.967e-03, eta: 6:33:23, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 0.2246, loss: 0.2246 2023-12-24 10:15:05,125 - pyskl - INFO - Epoch [111][2300/2506] lr: 3.959e-03, eta: 6:32:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 0.2750, loss: 0.2750 2023-12-24 10:15:28,295 - pyskl - INFO - Epoch [111][2400/2506] lr: 3.951e-03, eta: 6:32:34, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 0.2621, loss: 0.2621 2023-12-24 10:15:51,659 - pyskl - INFO - Epoch [111][2500/2506] lr: 3.944e-03, eta: 6:32:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 0.2483, loss: 0.2483 2023-12-24 10:15:53,514 - pyskl - INFO - Saving checkpoint at 111 epochs 2023-12-24 10:17:16,054 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 10:17:16,129 - pyskl - INFO - top1_acc 0.8215 top5_acc 0.9663 2023-12-24 10:17:16,134 - pyskl - INFO - Epoch(val) [111][1031] top1_acc: 0.8215, top5_acc: 0.9663 2023-12-24 10:17:58,604 - pyskl - INFO - Epoch [112][100/2506] lr: 3.936e-03, eta: 6:31:50, time: 0.425, data_time: 0.192, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9950, loss_cls: 0.2131, loss: 0.2131 2023-12-24 10:18:22,015 - pyskl - INFO - Epoch [112][200/2506] lr: 3.928e-03, eta: 6:31:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 0.2343, loss: 0.2343 2023-12-24 10:18:45,425 - pyskl - INFO - Epoch [112][300/2506] lr: 3.920e-03, eta: 6:31:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 0.2343, loss: 0.2343 2023-12-24 10:19:08,753 - pyskl - INFO - Epoch [112][400/2506] lr: 3.913e-03, eta: 6:30:37, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 0.2520, loss: 0.2520 2023-12-24 10:19:32,132 - pyskl - INFO - Epoch [112][500/2506] lr: 3.905e-03, eta: 6:30:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 0.2189, loss: 0.2189 2023-12-24 10:19:55,504 - pyskl - INFO - Epoch [112][600/2506] lr: 3.898e-03, eta: 6:29:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 0.2279, loss: 0.2279 2023-12-24 10:20:18,822 - pyskl - INFO - Epoch [112][700/2506] lr: 3.890e-03, eta: 6:29:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 0.2324, loss: 0.2324 2023-12-24 10:20:42,151 - pyskl - INFO - Epoch [112][800/2506] lr: 3.883e-03, eta: 6:29:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 0.2575, loss: 0.2575 2023-12-24 10:21:05,426 - pyskl - INFO - Epoch [112][900/2506] lr: 3.875e-03, eta: 6:28:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.2060, loss: 0.2060 2023-12-24 10:21:28,788 - pyskl - INFO - Epoch [112][1000/2506] lr: 3.867e-03, eta: 6:28:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 0.2167, loss: 0.2167 2023-12-24 10:21:52,071 - pyskl - INFO - Epoch [112][1100/2506] lr: 3.860e-03, eta: 6:27:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 0.2326, loss: 0.2326 2023-12-24 10:22:15,370 - pyskl - INFO - Epoch [112][1200/2506] lr: 3.852e-03, eta: 6:27:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9938, loss_cls: 0.2308, loss: 0.2308 2023-12-24 10:22:38,679 - pyskl - INFO - Epoch [112][1300/2506] lr: 3.845e-03, eta: 6:26:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 0.2226, loss: 0.2226 2023-12-24 10:23:02,060 - pyskl - INFO - Epoch [112][1400/2506] lr: 3.837e-03, eta: 6:26:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9938, loss_cls: 0.2432, loss: 0.2432 2023-12-24 10:23:25,405 - pyskl - INFO - Epoch [112][1500/2506] lr: 3.830e-03, eta: 6:26:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 0.2478, loss: 0.2478 2023-12-24 10:23:48,635 - pyskl - INFO - Epoch [112][1600/2506] lr: 3.822e-03, eta: 6:25:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 0.2401, loss: 0.2401 2023-12-24 10:24:12,002 - pyskl - INFO - Epoch [112][1700/2506] lr: 3.815e-03, eta: 6:25:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 0.2365, loss: 0.2365 2023-12-24 10:24:35,350 - pyskl - INFO - Epoch [112][1800/2506] lr: 3.807e-03, eta: 6:24:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 0.2570, loss: 0.2570 2023-12-24 10:24:58,646 - pyskl - INFO - Epoch [112][1900/2506] lr: 3.800e-03, eta: 6:24:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 0.2809, loss: 0.2809 2023-12-24 10:25:22,035 - pyskl - INFO - Epoch [112][2000/2506] lr: 3.792e-03, eta: 6:24:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 0.2637, loss: 0.2637 2023-12-24 10:25:45,324 - pyskl - INFO - Epoch [112][2100/2506] lr: 3.785e-03, eta: 6:23:44, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 0.2634, loss: 0.2634 2023-12-24 10:26:08,578 - pyskl - INFO - Epoch [112][2200/2506] lr: 3.777e-03, eta: 6:23:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 0.2358, loss: 0.2358 2023-12-24 10:26:31,888 - pyskl - INFO - Epoch [112][2300/2506] lr: 3.770e-03, eta: 6:22:55, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 0.2489, loss: 0.2489 2023-12-24 10:26:55,143 - pyskl - INFO - Epoch [112][2400/2506] lr: 3.762e-03, eta: 6:22:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9962, loss_cls: 0.2993, loss: 0.2993 2023-12-24 10:27:18,512 - pyskl - INFO - Epoch [112][2500/2506] lr: 3.755e-03, eta: 6:22:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 0.2811, loss: 0.2811 2023-12-24 10:27:20,424 - pyskl - INFO - Saving checkpoint at 112 epochs 2023-12-24 10:28:43,154 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 10:28:43,232 - pyskl - INFO - top1_acc 0.8529 top5_acc 0.9744 2023-12-24 10:28:43,238 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/km/best_top1_acc_epoch_103.pth was removed 2023-12-24 10:28:43,386 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_112.pth. 2023-12-24 10:28:43,386 - pyskl - INFO - Best top1_acc is 0.8529 at 112 epoch. 2023-12-24 10:28:43,391 - pyskl - INFO - Epoch(val) [112][1031] top1_acc: 0.8529, top5_acc: 0.9744 2023-12-24 10:29:25,969 - pyskl - INFO - Epoch [113][100/2506] lr: 3.747e-03, eta: 6:21:46, time: 0.426, data_time: 0.192, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.1837, loss: 0.1837 2023-12-24 10:29:49,251 - pyskl - INFO - Epoch [113][200/2506] lr: 3.739e-03, eta: 6:21:22, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 0.1971, loss: 0.1971 2023-12-24 10:30:12,395 - pyskl - INFO - Epoch [113][300/2506] lr: 3.732e-03, eta: 6:20:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 0.2000, loss: 0.2000 2023-12-24 10:30:35,577 - pyskl - INFO - Epoch [113][400/2506] lr: 3.724e-03, eta: 6:20:33, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9962, loss_cls: 0.1982, loss: 0.1982 2023-12-24 10:30:58,883 - pyskl - INFO - Epoch [113][500/2506] lr: 3.717e-03, eta: 6:20:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9981, loss_cls: 0.2362, loss: 0.2362 2023-12-24 10:31:22,228 - pyskl - INFO - Epoch [113][600/2506] lr: 3.710e-03, eta: 6:19:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 0.2160, loss: 0.2160 2023-12-24 10:31:45,498 - pyskl - INFO - Epoch [113][700/2506] lr: 3.702e-03, eta: 6:19:20, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 0.1899, loss: 0.1899 2023-12-24 10:32:08,820 - pyskl - INFO - Epoch [113][800/2506] lr: 3.695e-03, eta: 6:18:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 0.2205, loss: 0.2205 2023-12-24 10:32:32,174 - pyskl - INFO - Epoch [113][900/2506] lr: 3.687e-03, eta: 6:18:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 0.2199, loss: 0.2199 2023-12-24 10:32:55,527 - pyskl - INFO - Epoch [113][1000/2506] lr: 3.680e-03, eta: 6:18:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 0.2051, loss: 0.2051 2023-12-24 10:33:18,877 - pyskl - INFO - Epoch [113][1100/2506] lr: 3.673e-03, eta: 6:17:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 0.2358, loss: 0.2358 2023-12-24 10:33:42,128 - pyskl - INFO - Epoch [113][1200/2506] lr: 3.665e-03, eta: 6:17:19, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 0.2639, loss: 0.2639 2023-12-24 10:34:05,419 - pyskl - INFO - Epoch [113][1300/2506] lr: 3.658e-03, eta: 6:16:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 0.2137, loss: 0.2137 2023-12-24 10:34:28,687 - pyskl - INFO - Epoch [113][1400/2506] lr: 3.650e-03, eta: 6:16:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9981, loss_cls: 0.2492, loss: 0.2492 2023-12-24 10:34:51,870 - pyskl - INFO - Epoch [113][1500/2506] lr: 3.643e-03, eta: 6:16:06, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 0.2445, loss: 0.2445 2023-12-24 10:35:15,127 - pyskl - INFO - Epoch [113][1600/2506] lr: 3.636e-03, eta: 6:15:41, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 0.2188, loss: 0.2188 2023-12-24 10:35:38,396 - pyskl - INFO - Epoch [113][1700/2506] lr: 3.628e-03, eta: 6:15:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9975, loss_cls: 0.2544, loss: 0.2544 2023-12-24 10:36:01,725 - pyskl - INFO - Epoch [113][1800/2506] lr: 3.621e-03, eta: 6:14:53, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 0.2674, loss: 0.2674 2023-12-24 10:36:24,999 - pyskl - INFO - Epoch [113][1900/2506] lr: 3.614e-03, eta: 6:14:28, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 0.2298, loss: 0.2298 2023-12-24 10:36:48,338 - pyskl - INFO - Epoch [113][2000/2506] lr: 3.606e-03, eta: 6:14:04, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9925, loss_cls: 0.2471, loss: 0.2471 2023-12-24 10:37:11,789 - pyskl - INFO - Epoch [113][2100/2506] lr: 3.599e-03, eta: 6:13:40, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 0.2513, loss: 0.2513 2023-12-24 10:37:35,119 - pyskl - INFO - Epoch [113][2200/2506] lr: 3.592e-03, eta: 6:13:15, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 0.2439, loss: 0.2439 2023-12-24 10:37:58,386 - pyskl - INFO - Epoch [113][2300/2506] lr: 3.584e-03, eta: 6:12:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 0.2499, loss: 0.2499 2023-12-24 10:38:21,705 - pyskl - INFO - Epoch [113][2400/2506] lr: 3.577e-03, eta: 6:12:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 0.2314, loss: 0.2314 2023-12-24 10:38:45,062 - pyskl - INFO - Epoch [113][2500/2506] lr: 3.570e-03, eta: 6:12:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 0.2543, loss: 0.2543 2023-12-24 10:38:46,970 - pyskl - INFO - Saving checkpoint at 113 epochs 2023-12-24 10:40:09,146 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 10:40:09,217 - pyskl - INFO - top1_acc 0.8517 top5_acc 0.9746 2023-12-24 10:40:09,222 - pyskl - INFO - Epoch(val) [113][1031] top1_acc: 0.8517, top5_acc: 0.9746 2023-12-24 10:40:51,757 - pyskl - INFO - Epoch [114][100/2506] lr: 3.562e-03, eta: 6:11:42, time: 0.425, data_time: 0.191, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 0.1940, loss: 0.1940 2023-12-24 10:41:15,215 - pyskl - INFO - Epoch [114][200/2506] lr: 3.555e-03, eta: 6:11:18, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.1978, loss: 0.1978 2023-12-24 10:41:38,737 - pyskl - INFO - Epoch [114][300/2506] lr: 3.547e-03, eta: 6:10:54, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 0.2115, loss: 0.2115 2023-12-24 10:42:02,042 - pyskl - INFO - Epoch [114][400/2506] lr: 3.540e-03, eta: 6:10:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 0.2099, loss: 0.2099 2023-12-24 10:42:25,345 - pyskl - INFO - Epoch [114][500/2506] lr: 3.533e-03, eta: 6:10:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 0.2168, loss: 0.2168 2023-12-24 10:42:48,601 - pyskl - INFO - Epoch [114][600/2506] lr: 3.525e-03, eta: 6:09:41, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 0.1864, loss: 0.1864 2023-12-24 10:43:11,836 - pyskl - INFO - Epoch [114][700/2506] lr: 3.518e-03, eta: 6:09:16, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 0.2210, loss: 0.2210 2023-12-24 10:43:35,034 - pyskl - INFO - Epoch [114][800/2506] lr: 3.511e-03, eta: 6:08:52, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9950, loss_cls: 0.1984, loss: 0.1984 2023-12-24 10:43:58,385 - pyskl - INFO - Epoch [114][900/2506] lr: 3.504e-03, eta: 6:08:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 0.2135, loss: 0.2135 2023-12-24 10:44:21,642 - pyskl - INFO - Epoch [114][1000/2506] lr: 3.496e-03, eta: 6:08:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 0.1973, loss: 0.1973 2023-12-24 10:44:44,981 - pyskl - INFO - Epoch [114][1100/2506] lr: 3.489e-03, eta: 6:07:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 0.2055, loss: 0.2055 2023-12-24 10:45:08,377 - pyskl - INFO - Epoch [114][1200/2506] lr: 3.482e-03, eta: 6:07:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 0.2154, loss: 0.2154 2023-12-24 10:45:31,848 - pyskl - INFO - Epoch [114][1300/2506] lr: 3.475e-03, eta: 6:06:51, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 0.2071, loss: 0.2071 2023-12-24 10:45:55,304 - pyskl - INFO - Epoch [114][1400/2506] lr: 3.467e-03, eta: 6:06:26, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 0.2137, loss: 0.2137 2023-12-24 10:46:18,751 - pyskl - INFO - Epoch [114][1500/2506] lr: 3.460e-03, eta: 6:06:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 0.2118, loss: 0.2118 2023-12-24 10:46:42,098 - pyskl - INFO - Epoch [114][1600/2506] lr: 3.453e-03, eta: 6:05:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 0.1961, loss: 0.1961 2023-12-24 10:47:05,524 - pyskl - INFO - Epoch [114][1700/2506] lr: 3.446e-03, eta: 6:05:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 0.2175, loss: 0.2175 2023-12-24 10:47:28,829 - pyskl - INFO - Epoch [114][1800/2506] lr: 3.439e-03, eta: 6:04:49, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9988, loss_cls: 0.2191, loss: 0.2191 2023-12-24 10:47:52,146 - pyskl - INFO - Epoch [114][1900/2506] lr: 3.431e-03, eta: 6:04:25, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.1880, loss: 0.1880 2023-12-24 10:48:15,463 - pyskl - INFO - Epoch [114][2000/2506] lr: 3.424e-03, eta: 6:04:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 0.2119, loss: 0.2119 2023-12-24 10:48:38,685 - pyskl - INFO - Epoch [114][2100/2506] lr: 3.417e-03, eta: 6:03:36, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 0.2451, loss: 0.2451 2023-12-24 10:49:01,983 - pyskl - INFO - Epoch [114][2200/2506] lr: 3.410e-03, eta: 6:03:12, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9938, loss_cls: 0.2286, loss: 0.2286 2023-12-24 10:49:25,243 - pyskl - INFO - Epoch [114][2300/2506] lr: 3.403e-03, eta: 6:02:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 0.2562, loss: 0.2562 2023-12-24 10:49:48,686 - pyskl - INFO - Epoch [114][2400/2506] lr: 3.396e-03, eta: 6:02:23, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 0.2318, loss: 0.2318 2023-12-24 10:50:11,945 - pyskl - INFO - Epoch [114][2500/2506] lr: 3.388e-03, eta: 6:01:59, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.2185, loss: 0.2185 2023-12-24 10:50:13,865 - pyskl - INFO - Saving checkpoint at 114 epochs 2023-12-24 10:51:36,520 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 10:51:36,590 - pyskl - INFO - top1_acc 0.8535 top5_acc 0.9728 2023-12-24 10:51:36,594 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/km/best_top1_acc_epoch_112.pth was removed 2023-12-24 10:51:36,733 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_114.pth. 2023-12-24 10:51:36,733 - pyskl - INFO - Best top1_acc is 0.8535 at 114 epoch. 2023-12-24 10:51:36,737 - pyskl - INFO - Epoch(val) [114][1031] top1_acc: 0.8535, top5_acc: 0.9728 2023-12-24 10:52:19,396 - pyskl - INFO - Epoch [115][100/2506] lr: 3.381e-03, eta: 6:01:39, time: 0.427, data_time: 0.194, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.1761, loss: 0.1761 2023-12-24 10:52:42,673 - pyskl - INFO - Epoch [115][200/2506] lr: 3.374e-03, eta: 6:01:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 0.1796, loss: 0.1796 2023-12-24 10:53:06,100 - pyskl - INFO - Epoch [115][300/2506] lr: 3.367e-03, eta: 6:00:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 0.1865, loss: 0.1865 2023-12-24 10:53:29,493 - pyskl - INFO - Epoch [115][400/2506] lr: 3.359e-03, eta: 6:00:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 0.1710, loss: 0.1710 2023-12-24 10:53:52,744 - pyskl - INFO - Epoch [115][500/2506] lr: 3.352e-03, eta: 6:00:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 0.2072, loss: 0.2072 2023-12-24 10:54:16,159 - pyskl - INFO - Epoch [115][600/2506] lr: 3.345e-03, eta: 5:59:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 0.1857, loss: 0.1857 2023-12-24 10:54:39,617 - pyskl - INFO - Epoch [115][700/2506] lr: 3.338e-03, eta: 5:59:13, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9950, loss_cls: 0.2206, loss: 0.2206 2023-12-24 10:55:03,020 - pyskl - INFO - Epoch [115][800/2506] lr: 3.331e-03, eta: 5:58:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.2074, loss: 0.2074 2023-12-24 10:55:26,501 - pyskl - INFO - Epoch [115][900/2506] lr: 3.324e-03, eta: 5:58:24, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.1803, loss: 0.1803 2023-12-24 10:55:49,978 - pyskl - INFO - Epoch [115][1000/2506] lr: 3.317e-03, eta: 5:58:00, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 0.1916, loss: 0.1916 2023-12-24 10:56:13,454 - pyskl - INFO - Epoch [115][1100/2506] lr: 3.310e-03, eta: 5:57:36, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 0.2010, loss: 0.2010 2023-12-24 10:56:36,778 - pyskl - INFO - Epoch [115][1200/2506] lr: 3.303e-03, eta: 5:57:12, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 0.1962, loss: 0.1962 2023-12-24 10:57:00,133 - pyskl - INFO - Epoch [115][1300/2506] lr: 3.296e-03, eta: 5:56:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.1742, loss: 0.1742 2023-12-24 10:57:23,483 - pyskl - INFO - Epoch [115][1400/2506] lr: 3.288e-03, eta: 5:56:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9994, loss_cls: 0.1971, loss: 0.1971 2023-12-24 10:57:46,815 - pyskl - INFO - Epoch [115][1500/2506] lr: 3.281e-03, eta: 5:55:59, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 0.2279, loss: 0.2279 2023-12-24 10:58:10,257 - pyskl - INFO - Epoch [115][1600/2506] lr: 3.274e-03, eta: 5:55:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 0.2279, loss: 0.2279 2023-12-24 10:58:33,594 - pyskl - INFO - Epoch [115][1700/2506] lr: 3.267e-03, eta: 5:55:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 0.2294, loss: 0.2294 2023-12-24 10:58:56,959 - pyskl - INFO - Epoch [115][1800/2506] lr: 3.260e-03, eta: 5:54:46, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 0.2063, loss: 0.2063 2023-12-24 10:59:20,361 - pyskl - INFO - Epoch [115][1900/2506] lr: 3.253e-03, eta: 5:54:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 0.2155, loss: 0.2155 2023-12-24 10:59:43,649 - pyskl - INFO - Epoch [115][2000/2506] lr: 3.246e-03, eta: 5:53:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 0.2289, loss: 0.2289 2023-12-24 11:00:06,978 - pyskl - INFO - Epoch [115][2100/2506] lr: 3.239e-03, eta: 5:53:33, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 0.2049, loss: 0.2049 2023-12-24 11:00:30,321 - pyskl - INFO - Epoch [115][2200/2506] lr: 3.232e-03, eta: 5:53:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.2281, loss: 0.2281 2023-12-24 11:00:53,722 - pyskl - INFO - Epoch [115][2300/2506] lr: 3.225e-03, eta: 5:52:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 0.2080, loss: 0.2080 2023-12-24 11:01:17,170 - pyskl - INFO - Epoch [115][2400/2506] lr: 3.218e-03, eta: 5:52:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 0.2221, loss: 0.2221 2023-12-24 11:01:40,677 - pyskl - INFO - Epoch [115][2500/2506] lr: 3.211e-03, eta: 5:51:56, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 0.2173, loss: 0.2173 2023-12-24 11:01:42,541 - pyskl - INFO - Saving checkpoint at 115 epochs 2023-12-24 11:03:04,807 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 11:03:04,881 - pyskl - INFO - top1_acc 0.8368 top5_acc 0.9725 2023-12-24 11:03:04,886 - pyskl - INFO - Epoch(val) [115][1031] top1_acc: 0.8368, top5_acc: 0.9725 2023-12-24 11:03:47,549 - pyskl - INFO - Epoch [116][100/2506] lr: 3.204e-03, eta: 5:51:35, time: 0.427, data_time: 0.192, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 0.1626, loss: 0.1626 2023-12-24 11:04:10,962 - pyskl - INFO - Epoch [116][200/2506] lr: 3.197e-03, eta: 5:51:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 0.1528, loss: 0.1528 2023-12-24 11:04:34,329 - pyskl - INFO - Epoch [116][300/2506] lr: 3.190e-03, eta: 5:50:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.1499, loss: 0.1499 2023-12-24 11:04:57,689 - pyskl - INFO - Epoch [116][400/2506] lr: 3.183e-03, eta: 5:50:23, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 0.1673, loss: 0.1673 2023-12-24 11:05:21,060 - pyskl - INFO - Epoch [116][500/2506] lr: 3.176e-03, eta: 5:49:58, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 0.1745, loss: 0.1745 2023-12-24 11:05:44,439 - pyskl - INFO - Epoch [116][600/2506] lr: 3.169e-03, eta: 5:49:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 0.1864, loss: 0.1864 2023-12-24 11:06:07,725 - pyskl - INFO - Epoch [116][700/2506] lr: 3.162e-03, eta: 5:49:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 0.2025, loss: 0.2025 2023-12-24 11:06:31,104 - pyskl - INFO - Epoch [116][800/2506] lr: 3.155e-03, eta: 5:48:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 0.2100, loss: 0.2100 2023-12-24 11:06:54,642 - pyskl - INFO - Epoch [116][900/2506] lr: 3.148e-03, eta: 5:48:21, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.1993, loss: 0.1993 2023-12-24 11:07:18,033 - pyskl - INFO - Epoch [116][1000/2506] lr: 3.141e-03, eta: 5:47:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 0.1918, loss: 0.1918 2023-12-24 11:07:41,420 - pyskl - INFO - Epoch [116][1100/2506] lr: 3.134e-03, eta: 5:47:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 0.1816, loss: 0.1816 2023-12-24 11:08:04,813 - pyskl - INFO - Epoch [116][1200/2506] lr: 3.127e-03, eta: 5:47:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 0.2002, loss: 0.2002 2023-12-24 11:08:28,123 - pyskl - INFO - Epoch [116][1300/2506] lr: 3.120e-03, eta: 5:46:44, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 0.1931, loss: 0.1931 2023-12-24 11:08:51,495 - pyskl - INFO - Epoch [116][1400/2506] lr: 3.114e-03, eta: 5:46:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 0.1902, loss: 0.1902 2023-12-24 11:09:14,849 - pyskl - INFO - Epoch [116][1500/2506] lr: 3.107e-03, eta: 5:45:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 1.0000, loss_cls: 0.1844, loss: 0.1844 2023-12-24 11:09:38,110 - pyskl - INFO - Epoch [116][1600/2506] lr: 3.100e-03, eta: 5:45:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 0.1779, loss: 0.1779 2023-12-24 11:10:01,539 - pyskl - INFO - Epoch [116][1700/2506] lr: 3.093e-03, eta: 5:45:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 0.1793, loss: 0.1793 2023-12-24 11:10:24,930 - pyskl - INFO - Epoch [116][1800/2506] lr: 3.086e-03, eta: 5:44:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 0.1961, loss: 0.1961 2023-12-24 11:10:48,149 - pyskl - INFO - Epoch [116][1900/2506] lr: 3.079e-03, eta: 5:44:18, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.1973, loss: 0.1973 2023-12-24 11:11:11,421 - pyskl - INFO - Epoch [116][2000/2506] lr: 3.072e-03, eta: 5:43:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9994, loss_cls: 0.1927, loss: 0.1927 2023-12-24 11:11:34,735 - pyskl - INFO - Epoch [116][2100/2506] lr: 3.065e-03, eta: 5:43:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.2246, loss: 0.2246 2023-12-24 11:11:58,211 - pyskl - INFO - Epoch [116][2200/2506] lr: 3.059e-03, eta: 5:43:05, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 0.2094, loss: 0.2094 2023-12-24 11:12:21,669 - pyskl - INFO - Epoch [116][2300/2506] lr: 3.052e-03, eta: 5:42:41, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 0.1959, loss: 0.1959 2023-12-24 11:12:45,106 - pyskl - INFO - Epoch [116][2400/2506] lr: 3.045e-03, eta: 5:42:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 0.1951, loss: 0.1951 2023-12-24 11:13:08,664 - pyskl - INFO - Epoch [116][2500/2506] lr: 3.038e-03, eta: 5:41:53, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9950, loss_cls: 0.2199, loss: 0.2199 2023-12-24 11:13:10,584 - pyskl - INFO - Saving checkpoint at 116 epochs 2023-12-24 11:14:33,712 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 11:14:33,782 - pyskl - INFO - top1_acc 0.8523 top5_acc 0.9743 2023-12-24 11:14:33,785 - pyskl - INFO - Epoch(val) [116][1031] top1_acc: 0.8523, top5_acc: 0.9743 2023-12-24 11:15:16,235 - pyskl - INFO - Epoch [117][100/2506] lr: 3.031e-03, eta: 5:41:32, time: 0.424, data_time: 0.191, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.1754, loss: 0.1754 2023-12-24 11:15:39,593 - pyskl - INFO - Epoch [117][200/2506] lr: 3.024e-03, eta: 5:41:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.1736, loss: 0.1736 2023-12-24 11:16:02,912 - pyskl - INFO - Epoch [117][300/2506] lr: 3.017e-03, eta: 5:40:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.1513, loss: 0.1513 2023-12-24 11:16:26,254 - pyskl - INFO - Epoch [117][400/2506] lr: 3.010e-03, eta: 5:40:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 0.1711, loss: 0.1711 2023-12-24 11:16:49,642 - pyskl - INFO - Epoch [117][500/2506] lr: 3.004e-03, eta: 5:39:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 0.1793, loss: 0.1793 2023-12-24 11:17:12,970 - pyskl - INFO - Epoch [117][600/2506] lr: 2.997e-03, eta: 5:39:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9956, loss_cls: 0.1893, loss: 0.1893 2023-12-24 11:17:36,295 - pyskl - INFO - Epoch [117][700/2506] lr: 2.990e-03, eta: 5:39:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 0.1819, loss: 0.1819 2023-12-24 11:17:59,572 - pyskl - INFO - Epoch [117][800/2506] lr: 2.983e-03, eta: 5:38:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.1807, loss: 0.1807 2023-12-24 11:18:23,016 - pyskl - INFO - Epoch [117][900/2506] lr: 2.976e-03, eta: 5:38:18, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.1700, loss: 0.1700 2023-12-24 11:18:46,442 - pyskl - INFO - Epoch [117][1000/2506] lr: 2.970e-03, eta: 5:37:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 0.1900, loss: 0.1900 2023-12-24 11:19:09,756 - pyskl - INFO - Epoch [117][1100/2506] lr: 2.963e-03, eta: 5:37:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 0.1780, loss: 0.1780 2023-12-24 11:19:33,162 - pyskl - INFO - Epoch [117][1200/2506] lr: 2.956e-03, eta: 5:37:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.1784, loss: 0.1784 2023-12-24 11:19:56,545 - pyskl - INFO - Epoch [117][1300/2506] lr: 2.949e-03, eta: 5:36:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.1763, loss: 0.1763 2023-12-24 11:20:20,098 - pyskl - INFO - Epoch [117][1400/2506] lr: 2.943e-03, eta: 5:36:16, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 0.1863, loss: 0.1863 2023-12-24 11:20:43,652 - pyskl - INFO - Epoch [117][1500/2506] lr: 2.936e-03, eta: 5:35:52, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.1598, loss: 0.1598 2023-12-24 11:21:07,038 - pyskl - INFO - Epoch [117][1600/2506] lr: 2.929e-03, eta: 5:35:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.1723, loss: 0.1723 2023-12-24 11:21:30,480 - pyskl - INFO - Epoch [117][1700/2506] lr: 2.923e-03, eta: 5:35:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 0.1942, loss: 0.1942 2023-12-24 11:21:53,830 - pyskl - INFO - Epoch [117][1800/2506] lr: 2.916e-03, eta: 5:34:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 0.1746, loss: 0.1746 2023-12-24 11:22:17,269 - pyskl - INFO - Epoch [117][1900/2506] lr: 2.909e-03, eta: 5:34:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 0.1832, loss: 0.1832 2023-12-24 11:22:40,748 - pyskl - INFO - Epoch [117][2000/2506] lr: 2.902e-03, eta: 5:33:51, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 0.1913, loss: 0.1913 2023-12-24 11:23:04,225 - pyskl - INFO - Epoch [117][2100/2506] lr: 2.896e-03, eta: 5:33:27, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 0.2092, loss: 0.2092 2023-12-24 11:23:27,695 - pyskl - INFO - Epoch [117][2200/2506] lr: 2.889e-03, eta: 5:33:02, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 0.1852, loss: 0.1852 2023-12-24 11:23:51,097 - pyskl - INFO - Epoch [117][2300/2506] lr: 2.882e-03, eta: 5:32:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9950, loss_cls: 0.1881, loss: 0.1881 2023-12-24 11:24:14,519 - pyskl - INFO - Epoch [117][2400/2506] lr: 2.876e-03, eta: 5:32:14, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9950, loss_cls: 0.2102, loss: 0.2102 2023-12-24 11:24:37,847 - pyskl - INFO - Epoch [117][2500/2506] lr: 2.869e-03, eta: 5:31:50, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9962, loss_cls: 0.1748, loss: 0.1748 2023-12-24 11:24:39,759 - pyskl - INFO - Saving checkpoint at 117 epochs 2023-12-24 11:26:02,371 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 11:26:02,445 - pyskl - INFO - top1_acc 0.8461 top5_acc 0.9736 2023-12-24 11:26:02,449 - pyskl - INFO - Epoch(val) [117][1031] top1_acc: 0.8461, top5_acc: 0.9736 2023-12-24 11:26:45,316 - pyskl - INFO - Epoch [118][100/2506] lr: 2.862e-03, eta: 5:31:29, time: 0.429, data_time: 0.195, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1424, loss: 0.1424 2023-12-24 11:27:08,710 - pyskl - INFO - Epoch [118][200/2506] lr: 2.855e-03, eta: 5:31:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 0.1313, loss: 0.1313 2023-12-24 11:27:32,118 - pyskl - INFO - Epoch [118][300/2506] lr: 2.849e-03, eta: 5:30:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.1432, loss: 0.1432 2023-12-24 11:27:55,382 - pyskl - INFO - Epoch [118][400/2506] lr: 2.842e-03, eta: 5:30:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 0.1666, loss: 0.1666 2023-12-24 11:28:18,712 - pyskl - INFO - Epoch [118][500/2506] lr: 2.835e-03, eta: 5:29:52, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 0.1464, loss: 0.1464 2023-12-24 11:28:42,092 - pyskl - INFO - Epoch [118][600/2506] lr: 2.829e-03, eta: 5:29:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 1.0000, loss_cls: 0.1684, loss: 0.1684 2023-12-24 11:29:05,320 - pyskl - INFO - Epoch [118][700/2506] lr: 2.822e-03, eta: 5:29:03, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 0.1355, loss: 0.1355 2023-12-24 11:29:28,716 - pyskl - INFO - Epoch [118][800/2506] lr: 2.816e-03, eta: 5:28:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 0.1345, loss: 0.1345 2023-12-24 11:29:52,105 - pyskl - INFO - Epoch [118][900/2506] lr: 2.809e-03, eta: 5:28:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 0.1441, loss: 0.1441 2023-12-24 11:30:15,453 - pyskl - INFO - Epoch [118][1000/2506] lr: 2.802e-03, eta: 5:27:50, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.1657, loss: 0.1657 2023-12-24 11:30:38,933 - pyskl - INFO - Epoch [118][1100/2506] lr: 2.796e-03, eta: 5:27:26, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.1712, loss: 0.1712 2023-12-24 11:31:02,359 - pyskl - INFO - Epoch [118][1200/2506] lr: 2.789e-03, eta: 5:27:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.2000, loss: 0.2000 2023-12-24 11:31:25,707 - pyskl - INFO - Epoch [118][1300/2506] lr: 2.783e-03, eta: 5:26:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 0.1912, loss: 0.1912 2023-12-24 11:31:49,035 - pyskl - INFO - Epoch [118][1400/2506] lr: 2.776e-03, eta: 5:26:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 0.1842, loss: 0.1842 2023-12-24 11:32:12,312 - pyskl - INFO - Epoch [118][1500/2506] lr: 2.770e-03, eta: 5:25:49, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 0.1750, loss: 0.1750 2023-12-24 11:32:35,550 - pyskl - INFO - Epoch [118][1600/2506] lr: 2.763e-03, eta: 5:25:25, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 0.1819, loss: 0.1819 2023-12-24 11:32:58,810 - pyskl - INFO - Epoch [118][1700/2506] lr: 2.756e-03, eta: 5:25:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 0.1615, loss: 0.1615 2023-12-24 11:33:22,111 - pyskl - INFO - Epoch [118][1800/2506] lr: 2.750e-03, eta: 5:24:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 0.1958, loss: 0.1958 2023-12-24 11:33:45,514 - pyskl - INFO - Epoch [118][1900/2506] lr: 2.743e-03, eta: 5:24:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 0.1797, loss: 0.1797 2023-12-24 11:34:08,900 - pyskl - INFO - Epoch [118][2000/2506] lr: 2.737e-03, eta: 5:23:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 0.1685, loss: 0.1685 2023-12-24 11:34:32,195 - pyskl - INFO - Epoch [118][2100/2506] lr: 2.730e-03, eta: 5:23:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.1615, loss: 0.1615 2023-12-24 11:34:55,473 - pyskl - INFO - Epoch [118][2200/2506] lr: 2.724e-03, eta: 5:22:59, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 0.1875, loss: 0.1875 2023-12-24 11:35:18,883 - pyskl - INFO - Epoch [118][2300/2506] lr: 2.717e-03, eta: 5:22:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 0.2126, loss: 0.2126 2023-12-24 11:35:42,207 - pyskl - INFO - Epoch [118][2400/2506] lr: 2.711e-03, eta: 5:22:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 0.1863, loss: 0.1863 2023-12-24 11:36:05,414 - pyskl - INFO - Epoch [118][2500/2506] lr: 2.704e-03, eta: 5:21:46, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 0.2038, loss: 0.2038 2023-12-24 11:36:07,269 - pyskl - INFO - Saving checkpoint at 118 epochs 2023-12-24 11:37:29,550 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 11:37:29,625 - pyskl - INFO - top1_acc 0.8484 top5_acc 0.9728 2023-12-24 11:37:29,628 - pyskl - INFO - Epoch(val) [118][1031] top1_acc: 0.8484, top5_acc: 0.9728 2023-12-24 11:38:11,961 - pyskl - INFO - Epoch [119][100/2506] lr: 2.697e-03, eta: 5:21:25, time: 0.423, data_time: 0.190, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 0.1532, loss: 0.1532 2023-12-24 11:38:35,396 - pyskl - INFO - Epoch [119][200/2506] lr: 2.691e-03, eta: 5:21:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 0.1533, loss: 0.1533 2023-12-24 11:38:58,835 - pyskl - INFO - Epoch [119][300/2506] lr: 2.684e-03, eta: 5:20:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 0.1342, loss: 0.1342 2023-12-24 11:39:22,331 - pyskl - INFO - Epoch [119][400/2506] lr: 2.678e-03, eta: 5:20:12, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 0.1663, loss: 0.1663 2023-12-24 11:39:45,758 - pyskl - INFO - Epoch [119][500/2506] lr: 2.672e-03, eta: 5:19:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 0.1693, loss: 0.1693 2023-12-24 11:40:09,121 - pyskl - INFO - Epoch [119][600/2506] lr: 2.665e-03, eta: 5:19:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 0.1512, loss: 0.1512 2023-12-24 11:40:32,388 - pyskl - INFO - Epoch [119][700/2506] lr: 2.659e-03, eta: 5:19:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 0.1562, loss: 0.1562 2023-12-24 11:40:55,696 - pyskl - INFO - Epoch [119][800/2506] lr: 2.652e-03, eta: 5:18:35, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 0.1738, loss: 0.1738 2023-12-24 11:41:18,946 - pyskl - INFO - Epoch [119][900/2506] lr: 2.646e-03, eta: 5:18:11, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 0.1560, loss: 0.1560 2023-12-24 11:41:42,241 - pyskl - INFO - Epoch [119][1000/2506] lr: 2.639e-03, eta: 5:17:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 0.1547, loss: 0.1547 2023-12-24 11:42:05,600 - pyskl - INFO - Epoch [119][1100/2506] lr: 2.633e-03, eta: 5:17:23, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 0.1597, loss: 0.1597 2023-12-24 11:42:29,002 - pyskl - INFO - Epoch [119][1200/2506] lr: 2.627e-03, eta: 5:16:58, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.1579, loss: 0.1579 2023-12-24 11:42:52,326 - pyskl - INFO - Epoch [119][1300/2506] lr: 2.620e-03, eta: 5:16:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 0.1828, loss: 0.1828 2023-12-24 11:43:15,628 - pyskl - INFO - Epoch [119][1400/2506] lr: 2.614e-03, eta: 5:16:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9944, loss_cls: 0.1996, loss: 0.1996 2023-12-24 11:43:38,905 - pyskl - INFO - Epoch [119][1500/2506] lr: 2.607e-03, eta: 5:15:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.1650, loss: 0.1650 2023-12-24 11:44:02,159 - pyskl - INFO - Epoch [119][1600/2506] lr: 2.601e-03, eta: 5:15:21, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 0.1648, loss: 0.1648 2023-12-24 11:44:25,367 - pyskl - INFO - Epoch [119][1700/2506] lr: 2.595e-03, eta: 5:14:57, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 0.1910, loss: 0.1910 2023-12-24 11:44:48,697 - pyskl - INFO - Epoch [119][1800/2506] lr: 2.588e-03, eta: 5:14:33, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 0.1571, loss: 0.1571 2023-12-24 11:45:11,999 - pyskl - INFO - Epoch [119][1900/2506] lr: 2.582e-03, eta: 5:14:08, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 0.1764, loss: 0.1764 2023-12-24 11:45:35,260 - pyskl - INFO - Epoch [119][2000/2506] lr: 2.575e-03, eta: 5:13:44, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 0.1517, loss: 0.1517 2023-12-24 11:45:58,520 - pyskl - INFO - Epoch [119][2100/2506] lr: 2.569e-03, eta: 5:13:20, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 0.1496, loss: 0.1496 2023-12-24 11:46:21,862 - pyskl - INFO - Epoch [119][2200/2506] lr: 2.563e-03, eta: 5:12:55, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 0.1722, loss: 0.1722 2023-12-24 11:46:45,189 - pyskl - INFO - Epoch [119][2300/2506] lr: 2.556e-03, eta: 5:12:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 0.1677, loss: 0.1677 2023-12-24 11:47:08,469 - pyskl - INFO - Epoch [119][2400/2506] lr: 2.550e-03, eta: 5:12:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 0.1401, loss: 0.1401 2023-12-24 11:47:31,718 - pyskl - INFO - Epoch [119][2500/2506] lr: 2.544e-03, eta: 5:11:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.1784, loss: 0.1784 2023-12-24 11:47:33,613 - pyskl - INFO - Saving checkpoint at 119 epochs 2023-12-24 11:48:55,804 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 11:48:55,873 - pyskl - INFO - top1_acc 0.8484 top5_acc 0.9735 2023-12-24 11:48:55,877 - pyskl - INFO - Epoch(val) [119][1031] top1_acc: 0.8484, top5_acc: 0.9735 2023-12-24 11:49:38,553 - pyskl - INFO - Epoch [120][100/2506] lr: 2.537e-03, eta: 5:11:22, time: 0.427, data_time: 0.194, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.1433, loss: 0.1433 2023-12-24 11:50:01,847 - pyskl - INFO - Epoch [120][200/2506] lr: 2.531e-03, eta: 5:10:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.1376, loss: 0.1376 2023-12-24 11:50:25,225 - pyskl - INFO - Epoch [120][300/2506] lr: 2.525e-03, eta: 5:10:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1212, loss: 0.1212 2023-12-24 11:50:48,597 - pyskl - INFO - Epoch [120][400/2506] lr: 2.518e-03, eta: 5:10:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1217, loss: 0.1217 2023-12-24 11:51:12,004 - pyskl - INFO - Epoch [120][500/2506] lr: 2.512e-03, eta: 5:09:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1222, loss: 0.1222 2023-12-24 11:51:35,399 - pyskl - INFO - Epoch [120][600/2506] lr: 2.506e-03, eta: 5:09:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1258, loss: 0.1258 2023-12-24 11:51:58,668 - pyskl - INFO - Epoch [120][700/2506] lr: 2.499e-03, eta: 5:08:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 0.1420, loss: 0.1420 2023-12-24 11:52:22,035 - pyskl - INFO - Epoch [120][800/2506] lr: 2.493e-03, eta: 5:08:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1240, loss: 0.1240 2023-12-24 11:52:45,364 - pyskl - INFO - Epoch [120][900/2506] lr: 2.487e-03, eta: 5:08:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.1315, loss: 0.1315 2023-12-24 11:53:08,769 - pyskl - INFO - Epoch [120][1000/2506] lr: 2.481e-03, eta: 5:07:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.1455, loss: 0.1455 2023-12-24 11:53:32,107 - pyskl - INFO - Epoch [120][1100/2506] lr: 2.474e-03, eta: 5:07:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 0.1362, loss: 0.1362 2023-12-24 11:53:55,399 - pyskl - INFO - Epoch [120][1200/2506] lr: 2.468e-03, eta: 5:06:55, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 0.1431, loss: 0.1431 2023-12-24 11:54:18,778 - pyskl - INFO - Epoch [120][1300/2506] lr: 2.462e-03, eta: 5:06:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.1373, loss: 0.1373 2023-12-24 11:54:42,166 - pyskl - INFO - Epoch [120][1400/2506] lr: 2.456e-03, eta: 5:06:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.1470, loss: 0.1470 2023-12-24 11:55:05,393 - pyskl - INFO - Epoch [120][1500/2506] lr: 2.449e-03, eta: 5:05:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.1610, loss: 0.1610 2023-12-24 11:55:28,716 - pyskl - INFO - Epoch [120][1600/2506] lr: 2.443e-03, eta: 5:05:18, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.1565, loss: 0.1565 2023-12-24 11:55:52,130 - pyskl - INFO - Epoch [120][1700/2506] lr: 2.437e-03, eta: 5:04:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.1581, loss: 0.1581 2023-12-24 11:56:15,515 - pyskl - INFO - Epoch [120][1800/2506] lr: 2.431e-03, eta: 5:04:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.1212, loss: 0.1212 2023-12-24 11:56:38,857 - pyskl - INFO - Epoch [120][1900/2506] lr: 2.425e-03, eta: 5:04:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 0.1504, loss: 0.1504 2023-12-24 11:57:02,271 - pyskl - INFO - Epoch [120][2000/2506] lr: 2.419e-03, eta: 5:03:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 0.1624, loss: 0.1624 2023-12-24 11:57:25,680 - pyskl - INFO - Epoch [120][2100/2506] lr: 2.412e-03, eta: 5:03:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 0.1749, loss: 0.1749 2023-12-24 11:57:48,939 - pyskl - INFO - Epoch [120][2200/2506] lr: 2.406e-03, eta: 5:02:52, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.1780, loss: 0.1780 2023-12-24 11:58:12,209 - pyskl - INFO - Epoch [120][2300/2506] lr: 2.400e-03, eta: 5:02:28, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 0.1556, loss: 0.1556 2023-12-24 11:58:35,688 - pyskl - INFO - Epoch [120][2400/2506] lr: 2.394e-03, eta: 5:02:04, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 0.1701, loss: 0.1701 2023-12-24 11:58:59,085 - pyskl - INFO - Epoch [120][2500/2506] lr: 2.388e-03, eta: 5:01:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 0.1434, loss: 0.1434 2023-12-24 11:59:01,032 - pyskl - INFO - Saving checkpoint at 120 epochs 2023-12-24 12:00:23,403 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 12:00:23,474 - pyskl - INFO - top1_acc 0.8572 top5_acc 0.9745 2023-12-24 12:00:23,479 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/km/best_top1_acc_epoch_114.pth was removed 2023-12-24 12:00:23,633 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. 2023-12-24 12:00:23,633 - pyskl - INFO - Best top1_acc is 0.8572 at 120 epoch. 2023-12-24 12:00:23,638 - pyskl - INFO - Epoch(val) [120][1031] top1_acc: 0.8572, top5_acc: 0.9745 2023-12-24 12:01:06,559 - pyskl - INFO - Epoch [121][100/2506] lr: 2.381e-03, eta: 5:01:18, time: 0.429, data_time: 0.195, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 0.1526, loss: 0.1526 2023-12-24 12:01:29,860 - pyskl - INFO - Epoch [121][200/2506] lr: 2.375e-03, eta: 5:00:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.1243, loss: 0.1243 2023-12-24 12:01:53,301 - pyskl - INFO - Epoch [121][300/2506] lr: 2.369e-03, eta: 5:00:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 0.1376, loss: 0.1376 2023-12-24 12:02:16,648 - pyskl - INFO - Epoch [121][400/2506] lr: 2.363e-03, eta: 5:00:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.1259, loss: 0.1259 2023-12-24 12:02:39,955 - pyskl - INFO - Epoch [121][500/2506] lr: 2.357e-03, eta: 4:59:41, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.1266, loss: 0.1266 2023-12-24 12:03:03,300 - pyskl - INFO - Epoch [121][600/2506] lr: 2.351e-03, eta: 4:59:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1270, loss: 0.1270 2023-12-24 12:03:26,776 - pyskl - INFO - Epoch [121][700/2506] lr: 2.345e-03, eta: 4:58:53, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1210, loss: 0.1210 2023-12-24 12:03:50,102 - pyskl - INFO - Epoch [121][800/2506] lr: 2.338e-03, eta: 4:58:28, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.1297, loss: 0.1297 2023-12-24 12:04:13,538 - pyskl - INFO - Epoch [121][900/2506] lr: 2.332e-03, eta: 4:58:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1345, loss: 0.1345 2023-12-24 12:04:36,940 - pyskl - INFO - Epoch [121][1000/2506] lr: 2.326e-03, eta: 4:57:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.1378, loss: 0.1378 2023-12-24 12:05:00,234 - pyskl - INFO - Epoch [121][1100/2506] lr: 2.320e-03, eta: 4:57:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.1317, loss: 0.1317 2023-12-24 12:05:23,554 - pyskl - INFO - Epoch [121][1200/2506] lr: 2.314e-03, eta: 4:56:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 0.1569, loss: 0.1569 2023-12-24 12:05:46,827 - pyskl - INFO - Epoch [121][1300/2506] lr: 2.308e-03, eta: 4:56:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 0.1506, loss: 0.1506 2023-12-24 12:06:10,155 - pyskl - INFO - Epoch [121][1400/2506] lr: 2.302e-03, eta: 4:56:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 0.1339, loss: 0.1339 2023-12-24 12:06:33,476 - pyskl - INFO - Epoch [121][1500/2506] lr: 2.296e-03, eta: 4:55:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.1466, loss: 0.1466 2023-12-24 12:06:56,793 - pyskl - INFO - Epoch [121][1600/2506] lr: 2.290e-03, eta: 4:55:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 0.1404, loss: 0.1404 2023-12-24 12:07:20,065 - pyskl - INFO - Epoch [121][1700/2506] lr: 2.284e-03, eta: 4:54:50, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.1306, loss: 0.1306 2023-12-24 12:07:43,307 - pyskl - INFO - Epoch [121][1800/2506] lr: 2.278e-03, eta: 4:54:26, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 0.1343, loss: 0.1343 2023-12-24 12:08:06,687 - pyskl - INFO - Epoch [121][1900/2506] lr: 2.272e-03, eta: 4:54:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 0.1482, loss: 0.1482 2023-12-24 12:08:29,984 - pyskl - INFO - Epoch [121][2000/2506] lr: 2.266e-03, eta: 4:53:37, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 0.1501, loss: 0.1501 2023-12-24 12:08:53,293 - pyskl - INFO - Epoch [121][2100/2506] lr: 2.260e-03, eta: 4:53:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.1195, loss: 0.1195 2023-12-24 12:09:16,580 - pyskl - INFO - Epoch [121][2200/2506] lr: 2.254e-03, eta: 4:52:49, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1434, loss: 0.1434 2023-12-24 12:09:39,943 - pyskl - INFO - Epoch [121][2300/2506] lr: 2.248e-03, eta: 4:52:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 1.0000, loss_cls: 0.1563, loss: 0.1563 2023-12-24 12:10:03,221 - pyskl - INFO - Epoch [121][2400/2506] lr: 2.242e-03, eta: 4:52:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 0.1462, loss: 0.1462 2023-12-24 12:10:26,669 - pyskl - INFO - Epoch [121][2500/2506] lr: 2.236e-03, eta: 4:51:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 0.1467, loss: 0.1467 2023-12-24 12:10:28,622 - pyskl - INFO - Saving checkpoint at 121 epochs 2023-12-24 12:11:50,824 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 12:11:50,901 - pyskl - INFO - top1_acc 0.8425 top5_acc 0.9726 2023-12-24 12:11:50,906 - pyskl - INFO - Epoch(val) [121][1031] top1_acc: 0.8425, top5_acc: 0.9726 2023-12-24 12:12:33,267 - pyskl - INFO - Epoch [122][100/2506] lr: 2.230e-03, eta: 4:51:14, time: 0.424, data_time: 0.191, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.1317, loss: 0.1317 2023-12-24 12:12:56,483 - pyskl - INFO - Epoch [122][200/2506] lr: 2.224e-03, eta: 4:50:50, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1010, loss: 0.1010 2023-12-24 12:13:19,734 - pyskl - INFO - Epoch [122][300/2506] lr: 2.218e-03, eta: 4:50:26, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1177, loss: 0.1177 2023-12-24 12:13:42,976 - pyskl - INFO - Epoch [122][400/2506] lr: 2.212e-03, eta: 4:50:02, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.1289, loss: 0.1289 2023-12-24 12:14:06,292 - pyskl - INFO - Epoch [122][500/2506] lr: 2.206e-03, eta: 4:49:37, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.1377, loss: 0.1377 2023-12-24 12:14:29,589 - pyskl - INFO - Epoch [122][600/2506] lr: 2.200e-03, eta: 4:49:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.1394, loss: 0.1394 2023-12-24 12:14:52,880 - pyskl - INFO - Epoch [122][700/2506] lr: 2.194e-03, eta: 4:48:49, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 0.1314, loss: 0.1314 2023-12-24 12:15:16,243 - pyskl - INFO - Epoch [122][800/2506] lr: 2.188e-03, eta: 4:48:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 0.1116, loss: 0.1116 2023-12-24 12:15:39,683 - pyskl - INFO - Epoch [122][900/2506] lr: 2.182e-03, eta: 4:48:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 0.1250, loss: 0.1250 2023-12-24 12:16:02,986 - pyskl - INFO - Epoch [122][1000/2506] lr: 2.176e-03, eta: 4:47:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1074, loss: 0.1074 2023-12-24 12:16:26,289 - pyskl - INFO - Epoch [122][1100/2506] lr: 2.171e-03, eta: 4:47:12, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 0.1075, loss: 0.1075 2023-12-24 12:16:49,674 - pyskl - INFO - Epoch [122][1200/2506] lr: 2.165e-03, eta: 4:46:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1183, loss: 0.1183 2023-12-24 12:17:13,005 - pyskl - INFO - Epoch [122][1300/2506] lr: 2.159e-03, eta: 4:46:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.1405, loss: 0.1405 2023-12-24 12:17:36,385 - pyskl - INFO - Epoch [122][1400/2506] lr: 2.153e-03, eta: 4:45:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 0.1438, loss: 0.1438 2023-12-24 12:17:59,845 - pyskl - INFO - Epoch [122][1500/2506] lr: 2.147e-03, eta: 4:45:35, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1220, loss: 0.1220 2023-12-24 12:18:23,194 - pyskl - INFO - Epoch [122][1600/2506] lr: 2.141e-03, eta: 4:45:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1027, loss: 0.1027 2023-12-24 12:18:46,570 - pyskl - INFO - Epoch [122][1700/2506] lr: 2.135e-03, eta: 4:44:46, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.1235, loss: 0.1235 2023-12-24 12:19:09,850 - pyskl - INFO - Epoch [122][1800/2506] lr: 2.130e-03, eta: 4:44:22, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.1287, loss: 0.1287 2023-12-24 12:19:33,143 - pyskl - INFO - Epoch [122][1900/2506] lr: 2.124e-03, eta: 4:43:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 0.1378, loss: 0.1378 2023-12-24 12:19:56,498 - pyskl - INFO - Epoch [122][2000/2506] lr: 2.118e-03, eta: 4:43:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.1348, loss: 0.1348 2023-12-24 12:20:19,922 - pyskl - INFO - Epoch [122][2100/2506] lr: 2.112e-03, eta: 4:43:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1269, loss: 0.1269 2023-12-24 12:20:43,257 - pyskl - INFO - Epoch [122][2200/2506] lr: 2.106e-03, eta: 4:42:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.1332, loss: 0.1332 2023-12-24 12:21:06,538 - pyskl - INFO - Epoch [122][2300/2506] lr: 2.100e-03, eta: 4:42:21, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 0.1556, loss: 0.1556 2023-12-24 12:21:29,795 - pyskl - INFO - Epoch [122][2400/2506] lr: 2.095e-03, eta: 4:41:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 0.1380, loss: 0.1380 2023-12-24 12:21:53,059 - pyskl - INFO - Epoch [122][2500/2506] lr: 2.089e-03, eta: 4:41:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 0.1308, loss: 0.1308 2023-12-24 12:21:54,953 - pyskl - INFO - Saving checkpoint at 122 epochs 2023-12-24 12:23:17,739 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 12:23:17,812 - pyskl - INFO - top1_acc 0.8560 top5_acc 0.9758 2023-12-24 12:23:17,817 - pyskl - INFO - Epoch(val) [122][1031] top1_acc: 0.8560, top5_acc: 0.9758 2023-12-24 12:24:00,812 - pyskl - INFO - Epoch [123][100/2506] lr: 2.083e-03, eta: 4:41:11, time: 0.430, data_time: 0.197, memory: 6499, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1089, loss: 0.1089 2023-12-24 12:24:24,127 - pyskl - INFO - Epoch [123][200/2506] lr: 2.077e-03, eta: 4:40:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1028, loss: 0.1028 2023-12-24 12:24:47,521 - pyskl - INFO - Epoch [123][300/2506] lr: 2.071e-03, eta: 4:40:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1035, loss: 0.1035 2023-12-24 12:25:10,946 - pyskl - INFO - Epoch [123][400/2506] lr: 2.065e-03, eta: 4:39:58, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 0.1199, loss: 0.1199 2023-12-24 12:25:34,360 - pyskl - INFO - Epoch [123][500/2506] lr: 2.060e-03, eta: 4:39:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1103, loss: 0.1103 2023-12-24 12:25:57,694 - pyskl - INFO - Epoch [123][600/2506] lr: 2.054e-03, eta: 4:39:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1082, loss: 0.1082 2023-12-24 12:26:21,033 - pyskl - INFO - Epoch [123][700/2506] lr: 2.048e-03, eta: 4:38:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1063, loss: 0.1063 2023-12-24 12:26:44,474 - pyskl - INFO - Epoch [123][800/2506] lr: 2.043e-03, eta: 4:38:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1155, loss: 0.1155 2023-12-24 12:27:07,828 - pyskl - INFO - Epoch [123][900/2506] lr: 2.037e-03, eta: 4:37:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.1369, loss: 0.1369 2023-12-24 12:27:31,303 - pyskl - INFO - Epoch [123][1000/2506] lr: 2.031e-03, eta: 4:37:33, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 0.1289, loss: 0.1289 2023-12-24 12:27:54,745 - pyskl - INFO - Epoch [123][1100/2506] lr: 2.025e-03, eta: 4:37:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9969, loss_cls: 0.1450, loss: 0.1450 2023-12-24 12:28:18,071 - pyskl - INFO - Epoch [123][1200/2506] lr: 2.020e-03, eta: 4:36:44, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 0.1348, loss: 0.1348 2023-12-24 12:28:41,418 - pyskl - INFO - Epoch [123][1300/2506] lr: 2.014e-03, eta: 4:36:20, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 0.1321, loss: 0.1321 2023-12-24 12:29:04,930 - pyskl - INFO - Epoch [123][1400/2506] lr: 2.008e-03, eta: 4:35:56, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 0.1276, loss: 0.1276 2023-12-24 12:29:28,277 - pyskl - INFO - Epoch [123][1500/2506] lr: 2.003e-03, eta: 4:35:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.1337, loss: 0.1337 2023-12-24 12:29:51,608 - pyskl - INFO - Epoch [123][1600/2506] lr: 1.997e-03, eta: 4:35:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 0.1435, loss: 0.1435 2023-12-24 12:30:14,940 - pyskl - INFO - Epoch [123][1700/2506] lr: 1.991e-03, eta: 4:34:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.1381, loss: 0.1381 2023-12-24 12:30:38,221 - pyskl - INFO - Epoch [123][1800/2506] lr: 1.986e-03, eta: 4:34:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9969, loss_cls: 0.1469, loss: 0.1469 2023-12-24 12:31:01,517 - pyskl - INFO - Epoch [123][1900/2506] lr: 1.980e-03, eta: 4:33:55, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1296, loss: 0.1296 2023-12-24 12:31:24,860 - pyskl - INFO - Epoch [123][2000/2506] lr: 1.974e-03, eta: 4:33:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 0.1398, loss: 0.1398 2023-12-24 12:31:48,250 - pyskl - INFO - Epoch [123][2100/2506] lr: 1.969e-03, eta: 4:33:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1082, loss: 0.1082 2023-12-24 12:32:11,622 - pyskl - INFO - Epoch [123][2200/2506] lr: 1.963e-03, eta: 4:32:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1107, loss: 0.1107 2023-12-24 12:32:34,901 - pyskl - INFO - Epoch [123][2300/2506] lr: 1.958e-03, eta: 4:32:18, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 0.1275, loss: 0.1275 2023-12-24 12:32:58,363 - pyskl - INFO - Epoch [123][2400/2506] lr: 1.952e-03, eta: 4:31:53, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1137, loss: 0.1137 2023-12-24 12:33:21,664 - pyskl - INFO - Epoch [123][2500/2506] lr: 1.946e-03, eta: 4:31:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 0.1157, loss: 0.1157 2023-12-24 12:33:23,582 - pyskl - INFO - Saving checkpoint at 123 epochs 2023-12-24 12:34:46,063 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 12:34:46,135 - pyskl - INFO - top1_acc 0.8600 top5_acc 0.9773 2023-12-24 12:34:46,140 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/km/best_top1_acc_epoch_120.pth was removed 2023-12-24 12:34:46,292 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. 2023-12-24 12:34:46,293 - pyskl - INFO - Best top1_acc is 0.8600 at 123 epoch. 2023-12-24 12:34:46,297 - pyskl - INFO - Epoch(val) [123][1031] top1_acc: 0.8600, top5_acc: 0.9773 2023-12-24 12:35:29,228 - pyskl - INFO - Epoch [124][100/2506] lr: 1.940e-03, eta: 4:31:08, time: 0.429, data_time: 0.196, memory: 6499, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1017, loss: 0.1017 2023-12-24 12:35:52,442 - pyskl - INFO - Epoch [124][200/2506] lr: 1.935e-03, eta: 4:30:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1194, loss: 0.1194 2023-12-24 12:36:15,730 - pyskl - INFO - Epoch [124][300/2506] lr: 1.929e-03, eta: 4:30:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1052, loss: 0.1052 2023-12-24 12:36:39,134 - pyskl - INFO - Epoch [124][400/2506] lr: 1.924e-03, eta: 4:29:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1142, loss: 0.1142 2023-12-24 12:37:02,482 - pyskl - INFO - Epoch [124][500/2506] lr: 1.918e-03, eta: 4:29:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.1052, loss: 0.1052 2023-12-24 12:37:25,795 - pyskl - INFO - Epoch [124][600/2506] lr: 1.913e-03, eta: 4:29:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.1050, loss: 0.1050 2023-12-24 12:37:49,130 - pyskl - INFO - Epoch [124][700/2506] lr: 1.907e-03, eta: 4:28:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1022, loss: 0.1022 2023-12-24 12:38:12,404 - pyskl - INFO - Epoch [124][800/2506] lr: 1.901e-03, eta: 4:28:18, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1190, loss: 0.1190 2023-12-24 12:38:35,742 - pyskl - INFO - Epoch [124][900/2506] lr: 1.896e-03, eta: 4:27:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 0.1236, loss: 0.1236 2023-12-24 12:38:59,063 - pyskl - INFO - Epoch [124][1000/2506] lr: 1.890e-03, eta: 4:27:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1134, loss: 0.1134 2023-12-24 12:39:22,249 - pyskl - INFO - Epoch [124][1100/2506] lr: 1.885e-03, eta: 4:27:05, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.1248, loss: 0.1248 2023-12-24 12:39:45,593 - pyskl - INFO - Epoch [124][1200/2506] lr: 1.879e-03, eta: 4:26:41, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1065, loss: 0.1065 2023-12-24 12:40:08,879 - pyskl - INFO - Epoch [124][1300/2506] lr: 1.874e-03, eta: 4:26:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 0.1116, loss: 0.1116 2023-12-24 12:40:32,170 - pyskl - INFO - Epoch [124][1400/2506] lr: 1.868e-03, eta: 4:25:52, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1054, loss: 0.1054 2023-12-24 12:40:55,476 - pyskl - INFO - Epoch [124][1500/2506] lr: 1.863e-03, eta: 4:25:28, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1305, loss: 0.1305 2023-12-24 12:41:18,704 - pyskl - INFO - Epoch [124][1600/2506] lr: 1.857e-03, eta: 4:25:04, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1225, loss: 0.1225 2023-12-24 12:41:42,076 - pyskl - INFO - Epoch [124][1700/2506] lr: 1.852e-03, eta: 4:24:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.1296, loss: 0.1296 2023-12-24 12:42:05,345 - pyskl - INFO - Epoch [124][1800/2506] lr: 1.846e-03, eta: 4:24:15, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.1205, loss: 0.1205 2023-12-24 12:42:28,627 - pyskl - INFO - Epoch [124][1900/2506] lr: 1.841e-03, eta: 4:23:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1097, loss: 0.1097 2023-12-24 12:42:51,964 - pyskl - INFO - Epoch [124][2000/2506] lr: 1.835e-03, eta: 4:23:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1057, loss: 0.1057 2023-12-24 12:43:15,256 - pyskl - INFO - Epoch [124][2100/2506] lr: 1.830e-03, eta: 4:23:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1180, loss: 0.1180 2023-12-24 12:43:38,608 - pyskl - INFO - Epoch [124][2200/2506] lr: 1.825e-03, eta: 4:22:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.1104, loss: 0.1104 2023-12-24 12:44:01,878 - pyskl - INFO - Epoch [124][2300/2506] lr: 1.819e-03, eta: 4:22:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.1262, loss: 0.1262 2023-12-24 12:44:25,210 - pyskl - INFO - Epoch [124][2400/2506] lr: 1.814e-03, eta: 4:21:50, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1001, loss: 0.1001 2023-12-24 12:44:48,416 - pyskl - INFO - Epoch [124][2500/2506] lr: 1.808e-03, eta: 4:21:26, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1221, loss: 0.1221 2023-12-24 12:44:50,307 - pyskl - INFO - Saving checkpoint at 124 epochs 2023-12-24 12:46:12,909 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 12:46:12,984 - pyskl - INFO - top1_acc 0.8510 top5_acc 0.9719 2023-12-24 12:46:12,987 - pyskl - INFO - Epoch(val) [124][1031] top1_acc: 0.8510, top5_acc: 0.9719 2023-12-24 12:46:55,802 - pyskl - INFO - Epoch [125][100/2506] lr: 1.803e-03, eta: 4:21:04, time: 0.428, data_time: 0.195, memory: 6499, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1098, loss: 0.1098 2023-12-24 12:47:19,083 - pyskl - INFO - Epoch [125][200/2506] lr: 1.797e-03, eta: 4:20:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0928, loss: 0.0928 2023-12-24 12:47:42,367 - pyskl - INFO - Epoch [125][300/2506] lr: 1.792e-03, eta: 4:20:15, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.0904, loss: 0.0904 2023-12-24 12:48:05,769 - pyskl - INFO - Epoch [125][400/2506] lr: 1.786e-03, eta: 4:19:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.0909, loss: 0.0909 2023-12-24 12:48:29,221 - pyskl - INFO - Epoch [125][500/2506] lr: 1.781e-03, eta: 4:19:27, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.0945, loss: 0.0945 2023-12-24 12:48:52,583 - pyskl - INFO - Epoch [125][600/2506] lr: 1.776e-03, eta: 4:19:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.1042, loss: 0.1042 2023-12-24 12:49:16,048 - pyskl - INFO - Epoch [125][700/2506] lr: 1.770e-03, eta: 4:18:38, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 0.1073, loss: 0.1073 2023-12-24 12:49:39,393 - pyskl - INFO - Epoch [125][800/2506] lr: 1.765e-03, eta: 4:18:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.1288, loss: 0.1288 2023-12-24 12:50:02,759 - pyskl - INFO - Epoch [125][900/2506] lr: 1.760e-03, eta: 4:17:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.0865, loss: 0.0865 2023-12-24 12:50:26,234 - pyskl - INFO - Epoch [125][1000/2506] lr: 1.754e-03, eta: 4:17:26, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.0982, loss: 0.0982 2023-12-24 12:50:49,571 - pyskl - INFO - Epoch [125][1100/2506] lr: 1.749e-03, eta: 4:17:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1071, loss: 0.1071 2023-12-24 12:51:13,026 - pyskl - INFO - Epoch [125][1200/2506] lr: 1.744e-03, eta: 4:16:37, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1075, loss: 0.1075 2023-12-24 12:51:36,418 - pyskl - INFO - Epoch [125][1300/2506] lr: 1.738e-03, eta: 4:16:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1075, loss: 0.1075 2023-12-24 12:51:59,795 - pyskl - INFO - Epoch [125][1400/2506] lr: 1.733e-03, eta: 4:15:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.1068, loss: 0.1068 2023-12-24 12:52:23,058 - pyskl - INFO - Epoch [125][1500/2506] lr: 1.728e-03, eta: 4:15:25, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.0927, loss: 0.0927 2023-12-24 12:52:46,390 - pyskl - INFO - Epoch [125][1600/2506] lr: 1.722e-03, eta: 4:15:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1160, loss: 0.1160 2023-12-24 12:53:09,733 - pyskl - INFO - Epoch [125][1700/2506] lr: 1.717e-03, eta: 4:14:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 0.1066, loss: 0.1066 2023-12-24 12:53:33,025 - pyskl - INFO - Epoch [125][1800/2506] lr: 1.712e-03, eta: 4:14:12, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 0.1195, loss: 0.1195 2023-12-24 12:53:56,321 - pyskl - INFO - Epoch [125][1900/2506] lr: 1.707e-03, eta: 4:13:48, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1105, loss: 0.1105 2023-12-24 12:54:19,792 - pyskl - INFO - Epoch [125][2000/2506] lr: 1.701e-03, eta: 4:13:24, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1086, loss: 0.1086 2023-12-24 12:54:43,155 - pyskl - INFO - Epoch [125][2100/2506] lr: 1.696e-03, eta: 4:12:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.1056, loss: 0.1056 2023-12-24 12:55:06,474 - pyskl - INFO - Epoch [125][2200/2506] lr: 1.691e-03, eta: 4:12:35, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 0.1012, loss: 0.1012 2023-12-24 12:55:29,825 - pyskl - INFO - Epoch [125][2300/2506] lr: 1.686e-03, eta: 4:12:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1220, loss: 0.1220 2023-12-24 12:55:53,109 - pyskl - INFO - Epoch [125][2400/2506] lr: 1.680e-03, eta: 4:11:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1292, loss: 0.1292 2023-12-24 12:56:16,501 - pyskl - INFO - Epoch [125][2500/2506] lr: 1.675e-03, eta: 4:11:23, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.0866, loss: 0.0866 2023-12-24 12:56:18,349 - pyskl - INFO - Saving checkpoint at 125 epochs 2023-12-24 12:57:40,750 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 12:57:40,828 - pyskl - INFO - top1_acc 0.8502 top5_acc 0.9713 2023-12-24 12:57:40,831 - pyskl - INFO - Epoch(val) [125][1031] top1_acc: 0.8502, top5_acc: 0.9713 2023-12-24 12:58:23,298 - pyskl - INFO - Epoch [126][100/2506] lr: 1.670e-03, eta: 4:11:00, time: 0.425, data_time: 0.193, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.0942, loss: 0.0942 2023-12-24 12:58:46,496 - pyskl - INFO - Epoch [126][200/2506] lr: 1.664e-03, eta: 4:10:36, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0746, loss: 0.0746 2023-12-24 12:59:09,833 - pyskl - INFO - Epoch [126][300/2506] lr: 1.659e-03, eta: 4:10:12, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0702, loss: 0.0702 2023-12-24 12:59:33,092 - pyskl - INFO - Epoch [126][400/2506] lr: 1.654e-03, eta: 4:09:48, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 0.0825, loss: 0.0825 2023-12-24 12:59:56,346 - pyskl - INFO - Epoch [126][500/2506] lr: 1.649e-03, eta: 4:09:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0794, loss: 0.0794 2023-12-24 13:00:19,587 - pyskl - INFO - Epoch [126][600/2506] lr: 1.644e-03, eta: 4:08:59, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.0987, loss: 0.0987 2023-12-24 13:00:42,826 - pyskl - INFO - Epoch [126][700/2506] lr: 1.638e-03, eta: 4:08:35, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.0839, loss: 0.0839 2023-12-24 13:01:06,197 - pyskl - INFO - Epoch [126][800/2506] lr: 1.633e-03, eta: 4:08:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1048, loss: 0.1048 2023-12-24 13:01:29,424 - pyskl - INFO - Epoch [126][900/2506] lr: 1.628e-03, eta: 4:07:46, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1117, loss: 0.1117 2023-12-24 13:01:52,690 - pyskl - INFO - Epoch [126][1000/2506] lr: 1.623e-03, eta: 4:07:22, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1011, loss: 0.1011 2023-12-24 13:02:15,973 - pyskl - INFO - Epoch [126][1100/2506] lr: 1.618e-03, eta: 4:06:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.0989, loss: 0.0989 2023-12-24 13:02:39,357 - pyskl - INFO - Epoch [126][1200/2506] lr: 1.613e-03, eta: 4:06:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 0.0838, loss: 0.0838 2023-12-24 13:03:02,701 - pyskl - INFO - Epoch [126][1300/2506] lr: 1.607e-03, eta: 4:06:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.0952, loss: 0.0952 2023-12-24 13:03:26,000 - pyskl - INFO - Epoch [126][1400/2506] lr: 1.602e-03, eta: 4:05:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0784, loss: 0.0784 2023-12-24 13:03:49,349 - pyskl - INFO - Epoch [126][1500/2506] lr: 1.597e-03, eta: 4:05:21, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.0899, loss: 0.0899 2023-12-24 13:04:12,645 - pyskl - INFO - Epoch [126][1600/2506] lr: 1.592e-03, eta: 4:04:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.1063, loss: 0.1063 2023-12-24 13:04:36,003 - pyskl - INFO - Epoch [126][1700/2506] lr: 1.587e-03, eta: 4:04:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.0887, loss: 0.0887 2023-12-24 13:04:59,404 - pyskl - INFO - Epoch [126][1800/2506] lr: 1.582e-03, eta: 4:04:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1022, loss: 0.1022 2023-12-24 13:05:22,905 - pyskl - INFO - Epoch [126][1900/2506] lr: 1.577e-03, eta: 4:03:44, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.0832, loss: 0.0832 2023-12-24 13:05:46,220 - pyskl - INFO - Epoch [126][2000/2506] lr: 1.572e-03, eta: 4:03:20, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1022, loss: 0.1022 2023-12-24 13:06:09,622 - pyskl - INFO - Epoch [126][2100/2506] lr: 1.567e-03, eta: 4:02:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1035, loss: 0.1035 2023-12-24 13:06:32,911 - pyskl - INFO - Epoch [126][2200/2506] lr: 1.562e-03, eta: 4:02:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1119, loss: 0.1119 2023-12-24 13:06:56,182 - pyskl - INFO - Epoch [126][2300/2506] lr: 1.557e-03, eta: 4:02:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 0.1350, loss: 0.1350 2023-12-24 13:07:19,609 - pyskl - INFO - Epoch [126][2400/2506] lr: 1.552e-03, eta: 4:01:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1041, loss: 0.1041 2023-12-24 13:07:42,972 - pyskl - INFO - Epoch [126][2500/2506] lr: 1.547e-03, eta: 4:01:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.0956, loss: 0.0956 2023-12-24 13:07:44,915 - pyskl - INFO - Saving checkpoint at 126 epochs 2023-12-24 13:09:07,368 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 13:09:07,439 - pyskl - INFO - top1_acc 0.8516 top5_acc 0.9744 2023-12-24 13:09:07,443 - pyskl - INFO - Epoch(val) [126][1031] top1_acc: 0.8516, top5_acc: 0.9744 2023-12-24 13:09:49,517 - pyskl - INFO - Epoch [127][100/2506] lr: 1.541e-03, eta: 4:00:57, time: 0.421, data_time: 0.188, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0695, loss: 0.0695 2023-12-24 13:10:12,796 - pyskl - INFO - Epoch [127][200/2506] lr: 1.536e-03, eta: 4:00:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 0.1044, loss: 0.1044 2023-12-24 13:10:36,049 - pyskl - INFO - Epoch [127][300/2506] lr: 1.531e-03, eta: 4:00:08, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.0904, loss: 0.0904 2023-12-24 13:10:59,370 - pyskl - INFO - Epoch [127][400/2506] lr: 1.526e-03, eta: 3:59:44, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0759, loss: 0.0759 2023-12-24 13:11:22,750 - pyskl - INFO - Epoch [127][500/2506] lr: 1.521e-03, eta: 3:59:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0707, loss: 0.0707 2023-12-24 13:11:46,050 - pyskl - INFO - Epoch [127][600/2506] lr: 1.516e-03, eta: 3:58:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0772, loss: 0.0772 2023-12-24 13:12:09,325 - pyskl - INFO - Epoch [127][700/2506] lr: 1.511e-03, eta: 3:58:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 0.0982, loss: 0.0982 2023-12-24 13:12:32,664 - pyskl - INFO - Epoch [127][800/2506] lr: 1.506e-03, eta: 3:58:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.0936, loss: 0.0936 2023-12-24 13:12:55,937 - pyskl - INFO - Epoch [127][900/2506] lr: 1.501e-03, eta: 3:57:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.0759, loss: 0.0759 2023-12-24 13:13:19,237 - pyskl - INFO - Epoch [127][1000/2506] lr: 1.496e-03, eta: 3:57:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 0.0885, loss: 0.0885 2023-12-24 13:13:42,614 - pyskl - INFO - Epoch [127][1100/2506] lr: 1.491e-03, eta: 3:56:54, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.0890, loss: 0.0890 2023-12-24 13:14:05,901 - pyskl - INFO - Epoch [127][1200/2506] lr: 1.486e-03, eta: 3:56:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1006, loss: 0.1006 2023-12-24 13:14:29,268 - pyskl - INFO - Epoch [127][1300/2506] lr: 1.481e-03, eta: 3:56:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.0860, loss: 0.0860 2023-12-24 13:14:52,606 - pyskl - INFO - Epoch [127][1400/2506] lr: 1.477e-03, eta: 3:55:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 0.0894, loss: 0.0894 2023-12-24 13:15:15,939 - pyskl - INFO - Epoch [127][1500/2506] lr: 1.472e-03, eta: 3:55:18, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1021, loss: 0.1021 2023-12-24 13:15:39,197 - pyskl - INFO - Epoch [127][1600/2506] lr: 1.467e-03, eta: 3:54:53, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0813, loss: 0.0813 2023-12-24 13:16:02,568 - pyskl - INFO - Epoch [127][1700/2506] lr: 1.462e-03, eta: 3:54:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0817, loss: 0.0817 2023-12-24 13:16:25,967 - pyskl - INFO - Epoch [127][1800/2506] lr: 1.457e-03, eta: 3:54:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.0806, loss: 0.0806 2023-12-24 13:16:49,334 - pyskl - INFO - Epoch [127][1900/2506] lr: 1.452e-03, eta: 3:53:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.0873, loss: 0.0873 2023-12-24 13:17:12,620 - pyskl - INFO - Epoch [127][2000/2506] lr: 1.447e-03, eta: 3:53:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.0960, loss: 0.0960 2023-12-24 13:17:35,868 - pyskl - INFO - Epoch [127][2100/2506] lr: 1.442e-03, eta: 3:52:52, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0686, loss: 0.0686 2023-12-24 13:17:59,124 - pyskl - INFO - Epoch [127][2200/2506] lr: 1.437e-03, eta: 3:52:28, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.0903, loss: 0.0903 2023-12-24 13:18:22,476 - pyskl - INFO - Epoch [127][2300/2506] lr: 1.432e-03, eta: 3:52:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0877, loss: 0.0877 2023-12-24 13:18:45,724 - pyskl - INFO - Epoch [127][2400/2506] lr: 1.428e-03, eta: 3:51:40, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.0915, loss: 0.0915 2023-12-24 13:19:08,885 - pyskl - INFO - Epoch [127][2500/2506] lr: 1.423e-03, eta: 3:51:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0667, loss: 0.0667 2023-12-24 13:19:10,751 - pyskl - INFO - Saving checkpoint at 127 epochs 2023-12-24 13:20:33,002 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 13:20:33,074 - pyskl - INFO - top1_acc 0.8670 top5_acc 0.9774 2023-12-24 13:20:33,078 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/km/best_top1_acc_epoch_123.pth was removed 2023-12-24 13:20:33,227 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. 2023-12-24 13:20:33,228 - pyskl - INFO - Best top1_acc is 0.8670 at 127 epoch. 2023-12-24 13:20:33,232 - pyskl - INFO - Epoch(val) [127][1031] top1_acc: 0.8670, top5_acc: 0.9774 2023-12-24 13:21:16,174 - pyskl - INFO - Epoch [128][100/2506] lr: 1.418e-03, eta: 3:50:53, time: 0.429, data_time: 0.196, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0734, loss: 0.0734 2023-12-24 13:21:39,480 - pyskl - INFO - Epoch [128][200/2506] lr: 1.413e-03, eta: 3:50:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0729, loss: 0.0729 2023-12-24 13:22:02,791 - pyskl - INFO - Epoch [128][300/2506] lr: 1.408e-03, eta: 3:50:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0775, loss: 0.0775 2023-12-24 13:22:26,020 - pyskl - INFO - Epoch [128][400/2506] lr: 1.403e-03, eta: 3:49:40, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0657, loss: 0.0657 2023-12-24 13:22:49,297 - pyskl - INFO - Epoch [128][500/2506] lr: 1.398e-03, eta: 3:49:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.0902, loss: 0.0902 2023-12-24 13:23:12,755 - pyskl - INFO - Epoch [128][600/2506] lr: 1.394e-03, eta: 3:48:52, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0807, loss: 0.0807 2023-12-24 13:23:36,055 - pyskl - INFO - Epoch [128][700/2506] lr: 1.389e-03, eta: 3:48:28, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0741, loss: 0.0741 2023-12-24 13:23:59,466 - pyskl - INFO - Epoch [128][800/2506] lr: 1.384e-03, eta: 3:48:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.0831, loss: 0.0831 2023-12-24 13:24:22,885 - pyskl - INFO - Epoch [128][900/2506] lr: 1.379e-03, eta: 3:47:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0637, loss: 0.0637 2023-12-24 13:24:46,350 - pyskl - INFO - Epoch [128][1000/2506] lr: 1.374e-03, eta: 3:47:15, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.0821, loss: 0.0821 2023-12-24 13:25:09,724 - pyskl - INFO - Epoch [128][1100/2506] lr: 1.370e-03, eta: 3:46:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0632, loss: 0.0632 2023-12-24 13:25:33,624 - pyskl - INFO - Epoch [128][1200/2506] lr: 1.365e-03, eta: 3:46:27, time: 0.239, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.0853, loss: 0.0853 2023-12-24 13:25:57,424 - pyskl - INFO - Epoch [128][1300/2506] lr: 1.360e-03, eta: 3:46:03, time: 0.238, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0777, loss: 0.0777 2023-12-24 13:26:21,097 - pyskl - INFO - Epoch [128][1400/2506] lr: 1.356e-03, eta: 3:45:39, time: 0.237, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0648, loss: 0.0648 2023-12-24 13:26:44,866 - pyskl - INFO - Epoch [128][1500/2506] lr: 1.351e-03, eta: 3:45:15, time: 0.238, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0755, loss: 0.0755 2023-12-24 13:27:08,596 - pyskl - INFO - Epoch [128][1600/2506] lr: 1.346e-03, eta: 3:44:50, time: 0.237, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.0829, loss: 0.0829 2023-12-24 13:27:32,420 - pyskl - INFO - Epoch [128][1700/2506] lr: 1.341e-03, eta: 3:44:26, time: 0.238, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.0830, loss: 0.0830 2023-12-24 13:27:56,298 - pyskl - INFO - Epoch [128][1800/2506] lr: 1.337e-03, eta: 3:44:02, time: 0.239, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.0897, loss: 0.0897 2023-12-24 13:28:20,007 - pyskl - INFO - Epoch [128][1900/2506] lr: 1.332e-03, eta: 3:43:38, time: 0.237, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0704, loss: 0.0704 2023-12-24 13:28:43,784 - pyskl - INFO - Epoch [128][2000/2506] lr: 1.327e-03, eta: 3:43:14, time: 0.238, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0624, loss: 0.0624 2023-12-24 13:29:07,697 - pyskl - INFO - Epoch [128][2100/2506] lr: 1.323e-03, eta: 3:42:50, time: 0.239, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0715, loss: 0.0715 2023-12-24 13:29:31,440 - pyskl - INFO - Epoch [128][2200/2506] lr: 1.318e-03, eta: 3:42:26, time: 0.237, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0608, loss: 0.0608 2023-12-24 13:29:55,066 - pyskl - INFO - Epoch [128][2300/2506] lr: 1.313e-03, eta: 3:42:02, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 0.0829, loss: 0.0829 2023-12-24 13:30:18,815 - pyskl - INFO - Epoch [128][2400/2506] lr: 1.309e-03, eta: 3:41:37, time: 0.237, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.0829, loss: 0.0829 2023-12-24 13:30:42,533 - pyskl - INFO - Epoch [128][2500/2506] lr: 1.304e-03, eta: 3:41:13, time: 0.237, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.0890, loss: 0.0890 2023-12-24 13:30:44,491 - pyskl - INFO - Saving checkpoint at 128 epochs 2023-12-24 13:32:07,170 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 13:32:07,249 - pyskl - INFO - top1_acc 0.8629 top5_acc 0.9751 2023-12-24 13:32:07,254 - pyskl - INFO - Epoch(val) [128][1031] top1_acc: 0.8629, top5_acc: 0.9751 2023-12-24 13:32:49,916 - pyskl - INFO - Epoch [129][100/2506] lr: 1.299e-03, eta: 3:40:51, time: 0.427, data_time: 0.192, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0680, loss: 0.0680 2023-12-24 13:33:13,179 - pyskl - INFO - Epoch [129][200/2506] lr: 1.294e-03, eta: 3:40:26, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0663, loss: 0.0663 2023-12-24 13:33:36,471 - pyskl - INFO - Epoch [129][300/2506] lr: 1.290e-03, eta: 3:40:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0648, loss: 0.0648 2023-12-24 13:33:59,831 - pyskl - INFO - Epoch [129][400/2506] lr: 1.285e-03, eta: 3:39:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0761, loss: 0.0761 2023-12-24 13:34:23,197 - pyskl - INFO - Epoch [129][500/2506] lr: 1.281e-03, eta: 3:39:14, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0577, loss: 0.0577 2023-12-24 13:34:46,610 - pyskl - INFO - Epoch [129][600/2506] lr: 1.276e-03, eta: 3:38:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0740, loss: 0.0740 2023-12-24 13:35:09,931 - pyskl - INFO - Epoch [129][700/2506] lr: 1.271e-03, eta: 3:38:25, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0754, loss: 0.0754 2023-12-24 13:35:33,361 - pyskl - INFO - Epoch [129][800/2506] lr: 1.267e-03, eta: 3:38:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0773, loss: 0.0773 2023-12-24 13:35:56,830 - pyskl - INFO - Epoch [129][900/2506] lr: 1.262e-03, eta: 3:37:37, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0710, loss: 0.0710 2023-12-24 13:36:20,271 - pyskl - INFO - Epoch [129][1000/2506] lr: 1.258e-03, eta: 3:37:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0660, loss: 0.0660 2023-12-24 13:36:43,731 - pyskl - INFO - Epoch [129][1100/2506] lr: 1.253e-03, eta: 3:36:49, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0652, loss: 0.0652 2023-12-24 13:37:07,088 - pyskl - INFO - Epoch [129][1200/2506] lr: 1.248e-03, eta: 3:36:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0767, loss: 0.0767 2023-12-24 13:37:30,382 - pyskl - INFO - Epoch [129][1300/2506] lr: 1.244e-03, eta: 3:36:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0790, loss: 0.0790 2023-12-24 13:37:53,793 - pyskl - INFO - Epoch [129][1400/2506] lr: 1.239e-03, eta: 3:35:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0643, loss: 0.0643 2023-12-24 13:38:17,226 - pyskl - INFO - Epoch [129][1500/2506] lr: 1.235e-03, eta: 3:35:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.0794, loss: 0.0794 2023-12-24 13:38:40,576 - pyskl - INFO - Epoch [129][1600/2506] lr: 1.230e-03, eta: 3:34:48, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0723, loss: 0.0723 2023-12-24 13:39:03,985 - pyskl - INFO - Epoch [129][1700/2506] lr: 1.226e-03, eta: 3:34:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.0712, loss: 0.0712 2023-12-24 13:39:27,364 - pyskl - INFO - Epoch [129][1800/2506] lr: 1.221e-03, eta: 3:33:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0754, loss: 0.0754 2023-12-24 13:39:50,660 - pyskl - INFO - Epoch [129][1900/2506] lr: 1.217e-03, eta: 3:33:35, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.0849, loss: 0.0849 2023-12-24 13:40:13,979 - pyskl - INFO - Epoch [129][2000/2506] lr: 1.212e-03, eta: 3:33:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0642, loss: 0.0642 2023-12-24 13:40:37,329 - pyskl - INFO - Epoch [129][2100/2506] lr: 1.208e-03, eta: 3:32:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0728, loss: 0.0728 2023-12-24 13:41:00,842 - pyskl - INFO - Epoch [129][2200/2506] lr: 1.203e-03, eta: 3:32:23, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.0739, loss: 0.0739 2023-12-24 13:41:24,198 - pyskl - INFO - Epoch [129][2300/2506] lr: 1.199e-03, eta: 3:31:58, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.0673, loss: 0.0673 2023-12-24 13:41:47,601 - pyskl - INFO - Epoch [129][2400/2506] lr: 1.194e-03, eta: 3:31:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.0783, loss: 0.0783 2023-12-24 13:42:10,961 - pyskl - INFO - Epoch [129][2500/2506] lr: 1.190e-03, eta: 3:31:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.0837, loss: 0.0837 2023-12-24 13:42:12,856 - pyskl - INFO - Saving checkpoint at 129 epochs 2023-12-24 13:43:35,184 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 13:43:35,262 - pyskl - INFO - top1_acc 0.8649 top5_acc 0.9758 2023-12-24 13:43:35,267 - pyskl - INFO - Epoch(val) [129][1031] top1_acc: 0.8649, top5_acc: 0.9758 2023-12-24 13:44:17,737 - pyskl - INFO - Epoch [130][100/2506] lr: 1.185e-03, eta: 3:30:47, time: 0.425, data_time: 0.191, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0638, loss: 0.0638 2023-12-24 13:44:41,008 - pyskl - INFO - Epoch [130][200/2506] lr: 1.181e-03, eta: 3:30:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0543, loss: 0.0543 2023-12-24 13:45:04,384 - pyskl - INFO - Epoch [130][300/2506] lr: 1.176e-03, eta: 3:29:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0662, loss: 0.0662 2023-12-24 13:45:27,652 - pyskl - INFO - Epoch [130][400/2506] lr: 1.172e-03, eta: 3:29:35, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0670, loss: 0.0670 2023-12-24 13:45:50,916 - pyskl - INFO - Epoch [130][500/2506] lr: 1.168e-03, eta: 3:29:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0674, loss: 0.0674 2023-12-24 13:46:14,240 - pyskl - INFO - Epoch [130][600/2506] lr: 1.163e-03, eta: 3:28:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0642, loss: 0.0642 2023-12-24 13:46:37,530 - pyskl - INFO - Epoch [130][700/2506] lr: 1.159e-03, eta: 3:28:22, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0611, loss: 0.0611 2023-12-24 13:47:00,787 - pyskl - INFO - Epoch [130][800/2506] lr: 1.154e-03, eta: 3:27:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0670, loss: 0.0670 2023-12-24 13:47:24,012 - pyskl - INFO - Epoch [130][900/2506] lr: 1.150e-03, eta: 3:27:34, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0676, loss: 0.0676 2023-12-24 13:47:47,377 - pyskl - INFO - Epoch [130][1000/2506] lr: 1.146e-03, eta: 3:27:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0592, loss: 0.0592 2023-12-24 13:48:10,716 - pyskl - INFO - Epoch [130][1100/2506] lr: 1.141e-03, eta: 3:26:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0649, loss: 0.0649 2023-12-24 13:48:34,028 - pyskl - INFO - Epoch [130][1200/2506] lr: 1.137e-03, eta: 3:26:21, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 0.0770, loss: 0.0770 2023-12-24 13:48:57,499 - pyskl - INFO - Epoch [130][1300/2506] lr: 1.133e-03, eta: 3:25:57, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0670, loss: 0.0670 2023-12-24 13:49:20,753 - pyskl - INFO - Epoch [130][1400/2506] lr: 1.128e-03, eta: 3:25:33, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0635, loss: 0.0635 2023-12-24 13:49:43,936 - pyskl - INFO - Epoch [130][1500/2506] lr: 1.124e-03, eta: 3:25:08, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0534, loss: 0.0534 2023-12-24 13:50:07,272 - pyskl - INFO - Epoch [130][1600/2506] lr: 1.120e-03, eta: 3:24:44, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0612, loss: 0.0612 2023-12-24 13:50:30,668 - pyskl - INFO - Epoch [130][1700/2506] lr: 1.115e-03, eta: 3:24:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.0799, loss: 0.0799 2023-12-24 13:50:53,940 - pyskl - INFO - Epoch [130][1800/2506] lr: 1.111e-03, eta: 3:23:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0637, loss: 0.0637 2023-12-24 13:51:17,179 - pyskl - INFO - Epoch [130][1900/2506] lr: 1.107e-03, eta: 3:23:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0624, loss: 0.0624 2023-12-24 13:51:40,558 - pyskl - INFO - Epoch [130][2000/2506] lr: 1.102e-03, eta: 3:23:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0593, loss: 0.0593 2023-12-24 13:52:03,884 - pyskl - INFO - Epoch [130][2100/2506] lr: 1.098e-03, eta: 3:22:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0582, loss: 0.0582 2023-12-24 13:52:27,180 - pyskl - INFO - Epoch [130][2200/2506] lr: 1.094e-03, eta: 3:22:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0567, loss: 0.0567 2023-12-24 13:52:50,547 - pyskl - INFO - Epoch [130][2300/2506] lr: 1.089e-03, eta: 3:21:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0661, loss: 0.0661 2023-12-24 13:53:13,810 - pyskl - INFO - Epoch [130][2400/2506] lr: 1.085e-03, eta: 3:21:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0646, loss: 0.0646 2023-12-24 13:53:37,066 - pyskl - INFO - Epoch [130][2500/2506] lr: 1.081e-03, eta: 3:21:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0680, loss: 0.0680 2023-12-24 13:53:38,940 - pyskl - INFO - Saving checkpoint at 130 epochs 2023-12-24 13:55:01,899 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 13:55:01,971 - pyskl - INFO - top1_acc 0.8612 top5_acc 0.9746 2023-12-24 13:55:01,975 - pyskl - INFO - Epoch(val) [130][1031] top1_acc: 0.8612, top5_acc: 0.9746 2023-12-24 13:55:44,782 - pyskl - INFO - Epoch [131][100/2506] lr: 1.076e-03, eta: 3:20:44, time: 0.428, data_time: 0.194, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0631, loss: 0.0631 2023-12-24 13:56:08,055 - pyskl - INFO - Epoch [131][200/2506] lr: 1.072e-03, eta: 3:20:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0518, loss: 0.0518 2023-12-24 13:56:31,326 - pyskl - INFO - Epoch [131][300/2506] lr: 1.068e-03, eta: 3:19:55, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0525, loss: 0.0525 2023-12-24 13:56:54,668 - pyskl - INFO - Epoch [131][400/2506] lr: 1.064e-03, eta: 3:19:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0562, loss: 0.0562 2023-12-24 13:57:17,896 - pyskl - INFO - Epoch [131][500/2506] lr: 1.060e-03, eta: 3:19:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0559, loss: 0.0559 2023-12-24 13:57:41,145 - pyskl - INFO - Epoch [131][600/2506] lr: 1.055e-03, eta: 3:18:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0609, loss: 0.0609 2023-12-24 13:58:04,460 - pyskl - INFO - Epoch [131][700/2506] lr: 1.051e-03, eta: 3:18:18, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0640, loss: 0.0640 2023-12-24 13:58:27,745 - pyskl - INFO - Epoch [131][800/2506] lr: 1.047e-03, eta: 3:17:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0513, loss: 0.0513 2023-12-24 13:58:51,051 - pyskl - INFO - Epoch [131][900/2506] lr: 1.043e-03, eta: 3:17:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0643, loss: 0.0643 2023-12-24 13:59:14,332 - pyskl - INFO - Epoch [131][1000/2506] lr: 1.039e-03, eta: 3:17:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0568, loss: 0.0568 2023-12-24 13:59:37,728 - pyskl - INFO - Epoch [131][1100/2506] lr: 1.034e-03, eta: 3:16:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0615, loss: 0.0615 2023-12-24 14:00:01,165 - pyskl - INFO - Epoch [131][1200/2506] lr: 1.030e-03, eta: 3:16:18, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0487, loss: 0.0487 2023-12-24 14:00:24,410 - pyskl - INFO - Epoch [131][1300/2506] lr: 1.026e-03, eta: 3:15:53, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0767, loss: 0.0767 2023-12-24 14:00:47,831 - pyskl - INFO - Epoch [131][1400/2506] lr: 1.022e-03, eta: 3:15:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0597, loss: 0.0597 2023-12-24 14:01:11,257 - pyskl - INFO - Epoch [131][1500/2506] lr: 1.018e-03, eta: 3:15:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0705, loss: 0.0705 2023-12-24 14:01:34,503 - pyskl - INFO - Epoch [131][1600/2506] lr: 1.014e-03, eta: 3:14:41, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0627, loss: 0.0627 2023-12-24 14:01:57,815 - pyskl - INFO - Epoch [131][1700/2506] lr: 1.010e-03, eta: 3:14:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0535, loss: 0.0535 2023-12-24 14:02:21,178 - pyskl - INFO - Epoch [131][1800/2506] lr: 1.006e-03, eta: 3:13:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0549, loss: 0.0549 2023-12-24 14:02:44,448 - pyskl - INFO - Epoch [131][1900/2506] lr: 1.001e-03, eta: 3:13:28, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0646, loss: 0.0646 2023-12-24 14:03:07,669 - pyskl - INFO - Epoch [131][2000/2506] lr: 9.973e-04, eta: 3:13:04, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0631, loss: 0.0631 2023-12-24 14:03:30,880 - pyskl - INFO - Epoch [131][2100/2506] lr: 9.933e-04, eta: 3:12:40, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0612, loss: 0.0612 2023-12-24 14:03:54,200 - pyskl - INFO - Epoch [131][2200/2506] lr: 9.892e-04, eta: 3:12:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0572, loss: 0.0572 2023-12-24 14:04:17,516 - pyskl - INFO - Epoch [131][2300/2506] lr: 9.851e-04, eta: 3:11:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0556, loss: 0.0556 2023-12-24 14:04:40,841 - pyskl - INFO - Epoch [131][2400/2506] lr: 9.810e-04, eta: 3:11:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0531, loss: 0.0531 2023-12-24 14:05:04,103 - pyskl - INFO - Epoch [131][2500/2506] lr: 9.770e-04, eta: 3:11:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0590, loss: 0.0590 2023-12-24 14:05:06,043 - pyskl - INFO - Saving checkpoint at 131 epochs 2023-12-24 14:06:28,399 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 14:06:28,469 - pyskl - INFO - top1_acc 0.8654 top5_acc 0.9762 2023-12-24 14:06:28,473 - pyskl - INFO - Epoch(val) [131][1031] top1_acc: 0.8654, top5_acc: 0.9762 2023-12-24 14:07:10,977 - pyskl - INFO - Epoch [132][100/2506] lr: 9.727e-04, eta: 3:10:40, time: 0.425, data_time: 0.192, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0609, loss: 0.0609 2023-12-24 14:07:34,399 - pyskl - INFO - Epoch [132][200/2506] lr: 9.687e-04, eta: 3:10:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0570, loss: 0.0570 2023-12-24 14:07:57,763 - pyskl - INFO - Epoch [132][300/2506] lr: 9.646e-04, eta: 3:09:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0608, loss: 0.0608 2023-12-24 14:08:21,157 - pyskl - INFO - Epoch [132][400/2506] lr: 9.606e-04, eta: 3:09:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0514, loss: 0.0514 2023-12-24 14:08:44,412 - pyskl - INFO - Epoch [132][500/2506] lr: 9.566e-04, eta: 3:09:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0511, loss: 0.0511 2023-12-24 14:09:07,739 - pyskl - INFO - Epoch [132][600/2506] lr: 9.526e-04, eta: 3:08:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0637, loss: 0.0637 2023-12-24 14:09:31,132 - pyskl - INFO - Epoch [132][700/2506] lr: 9.486e-04, eta: 3:08:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0506, loss: 0.0506 2023-12-24 14:09:54,524 - pyskl - INFO - Epoch [132][800/2506] lr: 9.446e-04, eta: 3:07:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0559, loss: 0.0559 2023-12-24 14:10:17,797 - pyskl - INFO - Epoch [132][900/2506] lr: 9.406e-04, eta: 3:07:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0497, loss: 0.0497 2023-12-24 14:10:41,164 - pyskl - INFO - Epoch [132][1000/2506] lr: 9.367e-04, eta: 3:07:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0487, loss: 0.0487 2023-12-24 14:11:04,325 - pyskl - INFO - Epoch [132][1100/2506] lr: 9.327e-04, eta: 3:06:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0515, loss: 0.0515 2023-12-24 14:11:27,488 - pyskl - INFO - Epoch [132][1200/2506] lr: 9.288e-04, eta: 3:06:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0453, loss: 0.0453 2023-12-24 14:11:50,692 - pyskl - INFO - Epoch [132][1300/2506] lr: 9.248e-04, eta: 3:05:50, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0493, loss: 0.0493 2023-12-24 14:12:13,872 - pyskl - INFO - Epoch [132][1400/2506] lr: 9.209e-04, eta: 3:05:26, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0519, loss: 0.0519 2023-12-24 14:12:37,128 - pyskl - INFO - Epoch [132][1500/2506] lr: 9.169e-04, eta: 3:05:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0559, loss: 0.0559 2023-12-24 14:13:00,657 - pyskl - INFO - Epoch [132][1600/2506] lr: 9.130e-04, eta: 3:04:37, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0508, loss: 0.0508 2023-12-24 14:13:23,937 - pyskl - INFO - Epoch [132][1700/2506] lr: 9.091e-04, eta: 3:04:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0632, loss: 0.0632 2023-12-24 14:13:47,322 - pyskl - INFO - Epoch [132][1800/2506] lr: 9.052e-04, eta: 3:03:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0595, loss: 0.0595 2023-12-24 14:14:10,707 - pyskl - INFO - Epoch [132][1900/2506] lr: 9.013e-04, eta: 3:03:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0546, loss: 0.0546 2023-12-24 14:14:34,072 - pyskl - INFO - Epoch [132][2000/2506] lr: 8.974e-04, eta: 3:03:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0469, loss: 0.0469 2023-12-24 14:14:57,498 - pyskl - INFO - Epoch [132][2100/2506] lr: 8.935e-04, eta: 3:02:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0542, loss: 0.0542 2023-12-24 14:15:20,883 - pyskl - INFO - Epoch [132][2200/2506] lr: 8.896e-04, eta: 3:02:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0504, loss: 0.0504 2023-12-24 14:15:44,293 - pyskl - INFO - Epoch [132][2300/2506] lr: 8.858e-04, eta: 3:01:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0569, loss: 0.0569 2023-12-24 14:16:07,506 - pyskl - INFO - Epoch [132][2400/2506] lr: 8.819e-04, eta: 3:01:24, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0496, loss: 0.0496 2023-12-24 14:16:30,753 - pyskl - INFO - Epoch [132][2500/2506] lr: 8.781e-04, eta: 3:01:00, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0492, loss: 0.0492 2023-12-24 14:16:32,667 - pyskl - INFO - Saving checkpoint at 132 epochs 2023-12-24 14:17:55,468 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 14:17:55,544 - pyskl - INFO - top1_acc 0.8609 top5_acc 0.9749 2023-12-24 14:17:55,548 - pyskl - INFO - Epoch(val) [132][1031] top1_acc: 0.8609, top5_acc: 0.9749 2023-12-24 14:18:38,027 - pyskl - INFO - Epoch [133][100/2506] lr: 8.740e-04, eta: 3:00:36, time: 0.425, data_time: 0.191, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0520, loss: 0.0520 2023-12-24 14:19:01,365 - pyskl - INFO - Epoch [133][200/2506] lr: 8.702e-04, eta: 3:00:12, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0476, loss: 0.0476 2023-12-24 14:19:24,635 - pyskl - INFO - Epoch [133][300/2506] lr: 8.663e-04, eta: 2:59:48, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0508, loss: 0.0508 2023-12-24 14:19:47,972 - pyskl - INFO - Epoch [133][400/2506] lr: 8.625e-04, eta: 2:59:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0454, loss: 0.0454 2023-12-24 14:20:11,345 - pyskl - INFO - Epoch [133][500/2506] lr: 8.587e-04, eta: 2:59:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0616, loss: 0.0616 2023-12-24 14:20:34,574 - pyskl - INFO - Epoch [133][600/2506] lr: 8.549e-04, eta: 2:58:36, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0416, loss: 0.0416 2023-12-24 14:20:57,896 - pyskl - INFO - Epoch [133][700/2506] lr: 8.511e-04, eta: 2:58:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0502, loss: 0.0502 2023-12-24 14:21:21,314 - pyskl - INFO - Epoch [133][800/2506] lr: 8.473e-04, eta: 2:57:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0497, loss: 0.0497 2023-12-24 14:21:44,614 - pyskl - INFO - Epoch [133][900/2506] lr: 8.435e-04, eta: 2:57:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0382, loss: 0.0382 2023-12-24 14:22:08,010 - pyskl - INFO - Epoch [133][1000/2506] lr: 8.398e-04, eta: 2:56:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0543, loss: 0.0543 2023-12-24 14:22:31,184 - pyskl - INFO - Epoch [133][1100/2506] lr: 8.360e-04, eta: 2:56:35, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0515, loss: 0.0515 2023-12-24 14:22:54,536 - pyskl - INFO - Epoch [133][1200/2506] lr: 8.323e-04, eta: 2:56:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0504, loss: 0.0504 2023-12-24 14:23:17,873 - pyskl - INFO - Epoch [133][1300/2506] lr: 8.285e-04, eta: 2:55:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0477, loss: 0.0477 2023-12-24 14:23:41,212 - pyskl - INFO - Epoch [133][1400/2506] lr: 8.248e-04, eta: 2:55:22, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0539, loss: 0.0539 2023-12-24 14:24:04,601 - pyskl - INFO - Epoch [133][1500/2506] lr: 8.211e-04, eta: 2:54:58, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0434, loss: 0.0434 2023-12-24 14:24:28,085 - pyskl - INFO - Epoch [133][1600/2506] lr: 8.173e-04, eta: 2:54:34, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0478, loss: 0.0478 2023-12-24 14:24:51,513 - pyskl - INFO - Epoch [133][1700/2506] lr: 8.136e-04, eta: 2:54:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0581, loss: 0.0581 2023-12-24 14:25:14,945 - pyskl - INFO - Epoch [133][1800/2506] lr: 8.099e-04, eta: 2:53:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0567, loss: 0.0567 2023-12-24 14:25:38,388 - pyskl - INFO - Epoch [133][1900/2506] lr: 8.062e-04, eta: 2:53:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 0.0366, loss: 0.0366 2023-12-24 14:26:01,836 - pyskl - INFO - Epoch [133][2000/2506] lr: 8.025e-04, eta: 2:52:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0467, loss: 0.0467 2023-12-24 14:26:25,138 - pyskl - INFO - Epoch [133][2100/2506] lr: 7.989e-04, eta: 2:52:33, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0443, loss: 0.0443 2023-12-24 14:26:48,479 - pyskl - INFO - Epoch [133][2200/2506] lr: 7.952e-04, eta: 2:52:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0433, loss: 0.0433 2023-12-24 14:27:11,760 - pyskl - INFO - Epoch [133][2300/2506] lr: 7.915e-04, eta: 2:51:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0494, loss: 0.0494 2023-12-24 14:27:34,996 - pyskl - INFO - Epoch [133][2400/2506] lr: 7.879e-04, eta: 2:51:20, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0466, loss: 0.0466 2023-12-24 14:27:58,292 - pyskl - INFO - Epoch [133][2500/2506] lr: 7.842e-04, eta: 2:50:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0513, loss: 0.0513 2023-12-24 14:28:00,255 - pyskl - INFO - Saving checkpoint at 133 epochs 2023-12-24 14:29:23,155 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 14:29:23,229 - pyskl - INFO - top1_acc 0.8687 top5_acc 0.9757 2023-12-24 14:29:23,234 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/km/best_top1_acc_epoch_127.pth was removed 2023-12-24 14:29:23,382 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. 2023-12-24 14:29:23,383 - pyskl - INFO - Best top1_acc is 0.8687 at 133 epoch. 2023-12-24 14:29:23,387 - pyskl - INFO - Epoch(val) [133][1031] top1_acc: 0.8687, top5_acc: 0.9757 2023-12-24 14:30:06,055 - pyskl - INFO - Epoch [134][100/2506] lr: 7.804e-04, eta: 2:50:33, time: 0.427, data_time: 0.194, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0393, loss: 0.0393 2023-12-24 14:30:29,301 - pyskl - INFO - Epoch [134][200/2506] lr: 7.767e-04, eta: 2:50:09, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0380, loss: 0.0380 2023-12-24 14:30:52,568 - pyskl - INFO - Epoch [134][300/2506] lr: 7.731e-04, eta: 2:49:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0420, loss: 0.0420 2023-12-24 14:31:15,927 - pyskl - INFO - Epoch [134][400/2506] lr: 7.695e-04, eta: 2:49:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0405, loss: 0.0405 2023-12-24 14:31:39,340 - pyskl - INFO - Epoch [134][500/2506] lr: 7.659e-04, eta: 2:48:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0367, loss: 0.0367 2023-12-24 14:32:02,727 - pyskl - INFO - Epoch [134][600/2506] lr: 7.623e-04, eta: 2:48:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0407, loss: 0.0407 2023-12-24 14:32:26,145 - pyskl - INFO - Epoch [134][700/2506] lr: 7.587e-04, eta: 2:48:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0338, loss: 0.0338 2023-12-24 14:32:49,495 - pyskl - INFO - Epoch [134][800/2506] lr: 7.551e-04, eta: 2:47:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0348, loss: 0.0348 2023-12-24 14:33:12,803 - pyskl - INFO - Epoch [134][900/2506] lr: 7.516e-04, eta: 2:47:20, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0452, loss: 0.0452 2023-12-24 14:33:36,084 - pyskl - INFO - Epoch [134][1000/2506] lr: 7.480e-04, eta: 2:46:55, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0429, loss: 0.0429 2023-12-24 14:33:59,319 - pyskl - INFO - Epoch [134][1100/2506] lr: 7.444e-04, eta: 2:46:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0440, loss: 0.0440 2023-12-24 14:34:22,690 - pyskl - INFO - Epoch [134][1200/2506] lr: 7.409e-04, eta: 2:46:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0374, loss: 0.0374 2023-12-24 14:34:46,006 - pyskl - INFO - Epoch [134][1300/2506] lr: 7.374e-04, eta: 2:45:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 0.0335, loss: 0.0335 2023-12-24 14:35:09,310 - pyskl - INFO - Epoch [134][1400/2506] lr: 7.338e-04, eta: 2:45:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0500, loss: 0.0500 2023-12-24 14:35:32,516 - pyskl - INFO - Epoch [134][1500/2506] lr: 7.303e-04, eta: 2:44:55, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0493, loss: 0.0493 2023-12-24 14:35:55,759 - pyskl - INFO - Epoch [134][1600/2506] lr: 7.268e-04, eta: 2:44:30, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0424, loss: 0.0424 2023-12-24 14:36:19,163 - pyskl - INFO - Epoch [134][1700/2506] lr: 7.233e-04, eta: 2:44:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0422, loss: 0.0422 2023-12-24 14:36:42,523 - pyskl - INFO - Epoch [134][1800/2506] lr: 7.198e-04, eta: 2:43:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0457, loss: 0.0457 2023-12-24 14:37:05,804 - pyskl - INFO - Epoch [134][1900/2506] lr: 7.163e-04, eta: 2:43:18, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0456, loss: 0.0456 2023-12-24 14:37:29,022 - pyskl - INFO - Epoch [134][2000/2506] lr: 7.128e-04, eta: 2:42:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0389, loss: 0.0389 2023-12-24 14:37:52,472 - pyskl - INFO - Epoch [134][2100/2506] lr: 7.093e-04, eta: 2:42:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0425, loss: 0.0425 2023-12-24 14:38:15,878 - pyskl - INFO - Epoch [134][2200/2506] lr: 7.059e-04, eta: 2:42:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0448, loss: 0.0448 2023-12-24 14:38:39,199 - pyskl - INFO - Epoch [134][2300/2506] lr: 7.024e-04, eta: 2:41:41, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0406, loss: 0.0406 2023-12-24 14:39:02,503 - pyskl - INFO - Epoch [134][2400/2506] lr: 6.990e-04, eta: 2:41:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0406, loss: 0.0406 2023-12-24 14:39:25,655 - pyskl - INFO - Epoch [134][2500/2506] lr: 6.955e-04, eta: 2:40:53, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0401, loss: 0.0401 2023-12-24 14:39:27,490 - pyskl - INFO - Saving checkpoint at 134 epochs 2023-12-24 14:40:50,126 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 14:40:50,197 - pyskl - INFO - top1_acc 0.8710 top5_acc 0.9772 2023-12-24 14:40:50,201 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/km/best_top1_acc_epoch_133.pth was removed 2023-12-24 14:40:50,335 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. 2023-12-24 14:40:50,336 - pyskl - INFO - Best top1_acc is 0.8710 at 134 epoch. 2023-12-24 14:40:50,340 - pyskl - INFO - Epoch(val) [134][1031] top1_acc: 0.8710, top5_acc: 0.9772 2023-12-24 14:41:33,118 - pyskl - INFO - Epoch [135][100/2506] lr: 6.919e-04, eta: 2:40:29, time: 0.428, data_time: 0.195, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0383, loss: 0.0383 2023-12-24 14:41:56,522 - pyskl - INFO - Epoch [135][200/2506] lr: 6.885e-04, eta: 2:40:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0346, loss: 0.0346 2023-12-24 14:42:19,859 - pyskl - INFO - Epoch [135][300/2506] lr: 6.851e-04, eta: 2:39:41, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0440, loss: 0.0440 2023-12-24 14:42:43,226 - pyskl - INFO - Epoch [135][400/2506] lr: 6.817e-04, eta: 2:39:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0375, loss: 0.0375 2023-12-24 14:43:06,592 - pyskl - INFO - Epoch [135][500/2506] lr: 6.783e-04, eta: 2:38:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0375, loss: 0.0375 2023-12-24 14:43:30,003 - pyskl - INFO - Epoch [135][600/2506] lr: 6.749e-04, eta: 2:38:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0463, loss: 0.0463 2023-12-24 14:43:53,302 - pyskl - INFO - Epoch [135][700/2506] lr: 6.715e-04, eta: 2:38:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0412, loss: 0.0412 2023-12-24 14:44:16,645 - pyskl - INFO - Epoch [135][800/2506] lr: 6.681e-04, eta: 2:37:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0363, loss: 0.0363 2023-12-24 14:44:39,982 - pyskl - INFO - Epoch [135][900/2506] lr: 6.647e-04, eta: 2:37:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0397, loss: 0.0397 2023-12-24 14:45:03,212 - pyskl - INFO - Epoch [135][1000/2506] lr: 6.614e-04, eta: 2:36:52, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0368, loss: 0.0368 2023-12-24 14:45:26,475 - pyskl - INFO - Epoch [135][1100/2506] lr: 6.580e-04, eta: 2:36:28, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0463, loss: 0.0463 2023-12-24 14:45:49,782 - pyskl - INFO - Epoch [135][1200/2506] lr: 6.547e-04, eta: 2:36:04, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0401, loss: 0.0401 2023-12-24 14:46:13,066 - pyskl - INFO - Epoch [135][1300/2506] lr: 6.514e-04, eta: 2:35:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0435, loss: 0.0435 2023-12-24 14:46:36,298 - pyskl - INFO - Epoch [135][1400/2506] lr: 6.480e-04, eta: 2:35:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0378, loss: 0.0378 2023-12-24 14:46:59,629 - pyskl - INFO - Epoch [135][1500/2506] lr: 6.447e-04, eta: 2:34:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0401, loss: 0.0401 2023-12-24 14:47:23,114 - pyskl - INFO - Epoch [135][1600/2506] lr: 6.414e-04, eta: 2:34:27, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0442, loss: 0.0442 2023-12-24 14:47:46,407 - pyskl - INFO - Epoch [135][1700/2506] lr: 6.381e-04, eta: 2:34:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0429, loss: 0.0429 2023-12-24 14:48:09,691 - pyskl - INFO - Epoch [135][1800/2506] lr: 6.348e-04, eta: 2:33:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0402, loss: 0.0402 2023-12-24 14:48:32,987 - pyskl - INFO - Epoch [135][1900/2506] lr: 6.315e-04, eta: 2:33:15, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0300, loss: 0.0300 2023-12-24 14:48:56,287 - pyskl - INFO - Epoch [135][2000/2506] lr: 6.283e-04, eta: 2:32:50, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0358, loss: 0.0358 2023-12-24 14:49:19,528 - pyskl - INFO - Epoch [135][2100/2506] lr: 6.250e-04, eta: 2:32:26, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0401, loss: 0.0401 2023-12-24 14:49:42,783 - pyskl - INFO - Epoch [135][2200/2506] lr: 6.217e-04, eta: 2:32:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0308, loss: 0.0308 2023-12-24 14:50:06,075 - pyskl - INFO - Epoch [135][2300/2506] lr: 6.185e-04, eta: 2:31:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0347, loss: 0.0347 2023-12-24 14:50:29,312 - pyskl - INFO - Epoch [135][2400/2506] lr: 6.153e-04, eta: 2:31:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0392, loss: 0.0392 2023-12-24 14:50:52,693 - pyskl - INFO - Epoch [135][2500/2506] lr: 6.120e-04, eta: 2:30:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0402, loss: 0.0402 2023-12-24 14:50:54,610 - pyskl - INFO - Saving checkpoint at 135 epochs 2023-12-24 14:52:17,177 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 14:52:17,249 - pyskl - INFO - top1_acc 0.8721 top5_acc 0.9774 2023-12-24 14:52:17,253 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/km/best_top1_acc_epoch_134.pth was removed 2023-12-24 14:52:17,396 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. 2023-12-24 14:52:17,397 - pyskl - INFO - Best top1_acc is 0.8721 at 135 epoch. 2023-12-24 14:52:17,401 - pyskl - INFO - Epoch(val) [135][1031] top1_acc: 0.8721, top5_acc: 0.9774 2023-12-24 14:52:59,656 - pyskl - INFO - Epoch [136][100/2506] lr: 6.086e-04, eta: 2:30:26, time: 0.423, data_time: 0.190, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0340, loss: 0.0340 2023-12-24 14:53:22,892 - pyskl - INFO - Epoch [136][200/2506] lr: 6.054e-04, eta: 2:30:02, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0314, loss: 0.0314 2023-12-24 14:53:46,243 - pyskl - INFO - Epoch [136][300/2506] lr: 6.022e-04, eta: 2:29:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0419, loss: 0.0419 2023-12-24 14:54:09,537 - pyskl - INFO - Epoch [136][400/2506] lr: 5.990e-04, eta: 2:29:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0455, loss: 0.0455 2023-12-24 14:54:32,966 - pyskl - INFO - Epoch [136][500/2506] lr: 5.958e-04, eta: 2:28:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0349, loss: 0.0349 2023-12-24 14:54:56,203 - pyskl - INFO - Epoch [136][600/2506] lr: 5.926e-04, eta: 2:28:25, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0518, loss: 0.0518 2023-12-24 14:55:19,462 - pyskl - INFO - Epoch [136][700/2506] lr: 5.894e-04, eta: 2:28:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0366, loss: 0.0366 2023-12-24 14:55:42,657 - pyskl - INFO - Epoch [136][800/2506] lr: 5.863e-04, eta: 2:27:37, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0313, loss: 0.0313 2023-12-24 14:56:06,002 - pyskl - INFO - Epoch [136][900/2506] lr: 5.831e-04, eta: 2:27:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0365, loss: 0.0365 2023-12-24 14:56:29,262 - pyskl - INFO - Epoch [136][1000/2506] lr: 5.800e-04, eta: 2:26:48, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0350, loss: 0.0350 2023-12-24 14:56:52,510 - pyskl - INFO - Epoch [136][1100/2506] lr: 5.768e-04, eta: 2:26:24, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0416, loss: 0.0416 2023-12-24 14:57:15,773 - pyskl - INFO - Epoch [136][1200/2506] lr: 5.737e-04, eta: 2:26:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0390, loss: 0.0390 2023-12-24 14:57:39,191 - pyskl - INFO - Epoch [136][1300/2506] lr: 5.706e-04, eta: 2:25:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0339, loss: 0.0339 2023-12-24 14:58:02,500 - pyskl - INFO - Epoch [136][1400/2506] lr: 5.674e-04, eta: 2:25:12, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0335, loss: 0.0335 2023-12-24 14:58:25,792 - pyskl - INFO - Epoch [136][1500/2506] lr: 5.643e-04, eta: 2:24:48, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0294, loss: 0.0294 2023-12-24 14:58:49,069 - pyskl - INFO - Epoch [136][1600/2506] lr: 5.612e-04, eta: 2:24:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0395, loss: 0.0395 2023-12-24 14:59:12,385 - pyskl - INFO - Epoch [136][1700/2506] lr: 5.581e-04, eta: 2:23:59, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0289, loss: 0.0289 2023-12-24 14:59:35,603 - pyskl - INFO - Epoch [136][1800/2506] lr: 5.551e-04, eta: 2:23:35, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0374, loss: 0.0374 2023-12-24 14:59:58,844 - pyskl - INFO - Epoch [136][1900/2506] lr: 5.520e-04, eta: 2:23:11, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0413, loss: 0.0413 2023-12-24 15:00:22,228 - pyskl - INFO - Epoch [136][2000/2506] lr: 5.489e-04, eta: 2:22:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0306, loss: 0.0306 2023-12-24 15:00:45,519 - pyskl - INFO - Epoch [136][2100/2506] lr: 5.459e-04, eta: 2:22:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0323, loss: 0.0323 2023-12-24 15:01:08,733 - pyskl - INFO - Epoch [136][2200/2506] lr: 5.428e-04, eta: 2:21:59, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0474, loss: 0.0474 2023-12-24 15:01:31,895 - pyskl - INFO - Epoch [136][2300/2506] lr: 5.398e-04, eta: 2:21:34, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0298, loss: 0.0298 2023-12-24 15:01:55,015 - pyskl - INFO - Epoch [136][2400/2506] lr: 5.367e-04, eta: 2:21:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0307, loss: 0.0307 2023-12-24 15:02:18,345 - pyskl - INFO - Epoch [136][2500/2506] lr: 5.337e-04, eta: 2:20:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0320, loss: 0.0320 2023-12-24 15:02:20,234 - pyskl - INFO - Saving checkpoint at 136 epochs 2023-12-24 15:03:43,023 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 15:03:43,097 - pyskl - INFO - top1_acc 0.8735 top5_acc 0.9779 2023-12-24 15:03:43,102 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/km/best_top1_acc_epoch_135.pth was removed 2023-12-24 15:03:43,245 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. 2023-12-24 15:03:43,246 - pyskl - INFO - Best top1_acc is 0.8735 at 136 epoch. 2023-12-24 15:03:43,250 - pyskl - INFO - Epoch(val) [136][1031] top1_acc: 0.8735, top5_acc: 0.9779 2023-12-24 15:04:25,841 - pyskl - INFO - Epoch [137][100/2506] lr: 5.305e-04, eta: 2:20:22, time: 0.426, data_time: 0.194, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0351, loss: 0.0351 2023-12-24 15:04:49,061 - pyskl - INFO - Epoch [137][200/2506] lr: 5.275e-04, eta: 2:19:58, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0335, loss: 0.0335 2023-12-24 15:05:12,262 - pyskl - INFO - Epoch [137][300/2506] lr: 5.245e-04, eta: 2:19:34, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0310, loss: 0.0310 2023-12-24 15:05:35,645 - pyskl - INFO - Epoch [137][400/2506] lr: 5.215e-04, eta: 2:19:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0400, loss: 0.0400 2023-12-24 15:05:58,874 - pyskl - INFO - Epoch [137][500/2506] lr: 5.185e-04, eta: 2:18:46, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0336, loss: 0.0336 2023-12-24 15:06:22,186 - pyskl - INFO - Epoch [137][600/2506] lr: 5.156e-04, eta: 2:18:22, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0277, loss: 0.0277 2023-12-24 15:06:45,446 - pyskl - INFO - Epoch [137][700/2506] lr: 5.126e-04, eta: 2:17:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0362, loss: 0.0362 2023-12-24 15:07:08,794 - pyskl - INFO - Epoch [137][800/2506] lr: 5.096e-04, eta: 2:17:33, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0319, loss: 0.0319 2023-12-24 15:07:32,108 - pyskl - INFO - Epoch [137][900/2506] lr: 5.067e-04, eta: 2:17:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0338, loss: 0.0338 2023-12-24 15:07:55,390 - pyskl - INFO - Epoch [137][1000/2506] lr: 5.038e-04, eta: 2:16:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0286, loss: 0.0286 2023-12-24 15:08:18,622 - pyskl - INFO - Epoch [137][1100/2506] lr: 5.008e-04, eta: 2:16:21, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0365, loss: 0.0365 2023-12-24 15:08:41,952 - pyskl - INFO - Epoch [137][1200/2506] lr: 4.979e-04, eta: 2:15:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0321, loss: 0.0321 2023-12-24 15:09:05,165 - pyskl - INFO - Epoch [137][1300/2506] lr: 4.950e-04, eta: 2:15:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0329, loss: 0.0329 2023-12-24 15:09:28,461 - pyskl - INFO - Epoch [137][1400/2506] lr: 4.921e-04, eta: 2:15:08, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0317, loss: 0.0317 2023-12-24 15:09:51,752 - pyskl - INFO - Epoch [137][1500/2506] lr: 4.892e-04, eta: 2:14:44, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0334, loss: 0.0334 2023-12-24 15:10:15,071 - pyskl - INFO - Epoch [137][1600/2506] lr: 4.863e-04, eta: 2:14:20, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0330, loss: 0.0330 2023-12-24 15:10:38,363 - pyskl - INFO - Epoch [137][1700/2506] lr: 4.834e-04, eta: 2:13:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0277, loss: 0.0277 2023-12-24 15:11:01,660 - pyskl - INFO - Epoch [137][1800/2506] lr: 4.805e-04, eta: 2:13:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0295, loss: 0.0295 2023-12-24 15:11:24,994 - pyskl - INFO - Epoch [137][1900/2506] lr: 4.777e-04, eta: 2:13:08, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0275, loss: 0.0275 2023-12-24 15:11:48,360 - pyskl - INFO - Epoch [137][2000/2506] lr: 4.748e-04, eta: 2:12:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0439, loss: 0.0439 2023-12-24 15:12:11,730 - pyskl - INFO - Epoch [137][2100/2506] lr: 4.720e-04, eta: 2:12:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0320, loss: 0.0320 2023-12-24 15:12:35,031 - pyskl - INFO - Epoch [137][2200/2506] lr: 4.691e-04, eta: 2:11:55, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0309, loss: 0.0309 2023-12-24 15:12:58,358 - pyskl - INFO - Epoch [137][2300/2506] lr: 4.663e-04, eta: 2:11:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0308, loss: 0.0308 2023-12-24 15:13:21,553 - pyskl - INFO - Epoch [137][2400/2506] lr: 4.635e-04, eta: 2:11:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0338, loss: 0.0338 2023-12-24 15:13:44,924 - pyskl - INFO - Epoch [137][2500/2506] lr: 4.607e-04, eta: 2:10:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0287, loss: 0.0287 2023-12-24 15:13:46,809 - pyskl - INFO - Saving checkpoint at 137 epochs 2023-12-24 15:15:09,178 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 15:15:09,249 - pyskl - INFO - top1_acc 0.8700 top5_acc 0.9778 2023-12-24 15:15:09,253 - pyskl - INFO - Epoch(val) [137][1031] top1_acc: 0.8700, top5_acc: 0.9778 2023-12-24 15:15:52,084 - pyskl - INFO - Epoch [138][100/2506] lr: 4.577e-04, eta: 2:10:19, time: 0.428, data_time: 0.194, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0316, loss: 0.0316 2023-12-24 15:16:15,425 - pyskl - INFO - Epoch [138][200/2506] lr: 4.549e-04, eta: 2:09:55, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0268, loss: 0.0268 2023-12-24 15:16:38,725 - pyskl - INFO - Epoch [138][300/2506] lr: 4.521e-04, eta: 2:09:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0319, loss: 0.0319 2023-12-24 15:17:02,038 - pyskl - INFO - Epoch [138][400/2506] lr: 4.493e-04, eta: 2:09:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0309, loss: 0.0309 2023-12-24 15:17:25,481 - pyskl - INFO - Epoch [138][500/2506] lr: 4.466e-04, eta: 2:08:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0261, loss: 0.0261 2023-12-24 15:17:48,884 - pyskl - INFO - Epoch [138][600/2506] lr: 4.438e-04, eta: 2:08:18, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0321, loss: 0.0321 2023-12-24 15:18:12,255 - pyskl - INFO - Epoch [138][700/2506] lr: 4.410e-04, eta: 2:07:54, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0318, loss: 0.0318 2023-12-24 15:18:35,639 - pyskl - INFO - Epoch [138][800/2506] lr: 4.383e-04, eta: 2:07:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0317, loss: 0.0317 2023-12-24 15:18:59,104 - pyskl - INFO - Epoch [138][900/2506] lr: 4.356e-04, eta: 2:07:06, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0352, loss: 0.0352 2023-12-24 15:19:22,544 - pyskl - INFO - Epoch [138][1000/2506] lr: 4.328e-04, eta: 2:06:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0341, loss: 0.0341 2023-12-24 15:19:45,928 - pyskl - INFO - Epoch [138][1100/2506] lr: 4.301e-04, eta: 2:06:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0309, loss: 0.0309 2023-12-24 15:20:09,314 - pyskl - INFO - Epoch [138][1200/2506] lr: 4.274e-04, eta: 2:05:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0362, loss: 0.0362 2023-12-24 15:20:32,616 - pyskl - INFO - Epoch [138][1300/2506] lr: 4.247e-04, eta: 2:05:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0333, loss: 0.0333 2023-12-24 15:20:56,007 - pyskl - INFO - Epoch [138][1400/2506] lr: 4.220e-04, eta: 2:05:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0255, loss: 0.0255 2023-12-24 15:21:19,358 - pyskl - INFO - Epoch [138][1500/2506] lr: 4.193e-04, eta: 2:04:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0273, loss: 0.0273 2023-12-24 15:21:42,634 - pyskl - INFO - Epoch [138][1600/2506] lr: 4.166e-04, eta: 2:04:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0274, loss: 0.0274 2023-12-24 15:22:05,942 - pyskl - INFO - Epoch [138][1700/2506] lr: 4.140e-04, eta: 2:03:53, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0299, loss: 0.0299 2023-12-24 15:22:29,351 - pyskl - INFO - Epoch [138][1800/2506] lr: 4.113e-04, eta: 2:03:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0303, loss: 0.0303 2023-12-24 15:22:52,788 - pyskl - INFO - Epoch [138][1900/2506] lr: 4.086e-04, eta: 2:03:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0315, loss: 0.0315 2023-12-24 15:23:16,124 - pyskl - INFO - Epoch [138][2000/2506] lr: 4.060e-04, eta: 2:02:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0315, loss: 0.0315 2023-12-24 15:23:39,407 - pyskl - INFO - Epoch [138][2100/2506] lr: 4.034e-04, eta: 2:02:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0380, loss: 0.0380 2023-12-24 15:24:02,818 - pyskl - INFO - Epoch [138][2200/2506] lr: 4.007e-04, eta: 2:01:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0298, loss: 0.0298 2023-12-24 15:24:26,179 - pyskl - INFO - Epoch [138][2300/2506] lr: 3.981e-04, eta: 2:01:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 2023-12-24 15:24:49,524 - pyskl - INFO - Epoch [138][2400/2506] lr: 3.955e-04, eta: 2:01:04, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0322, loss: 0.0322 2023-12-24 15:25:12,945 - pyskl - INFO - Epoch [138][2500/2506] lr: 3.929e-04, eta: 2:00:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0291, loss: 0.0291 2023-12-24 15:25:14,908 - pyskl - INFO - Saving checkpoint at 138 epochs 2023-12-24 15:26:37,362 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 15:26:37,432 - pyskl - INFO - top1_acc 0.8742 top5_acc 0.9773 2023-12-24 15:26:37,436 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/km/best_top1_acc_epoch_136.pth was removed 2023-12-24 15:26:37,570 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. 2023-12-24 15:26:37,570 - pyskl - INFO - Best top1_acc is 0.8742 at 138 epoch. 2023-12-24 15:26:37,574 - pyskl - INFO - Epoch(val) [138][1031] top1_acc: 0.8742, top5_acc: 0.9773 2023-12-24 15:27:19,863 - pyskl - INFO - Epoch [139][100/2506] lr: 3.901e-04, eta: 2:00:15, time: 0.423, data_time: 0.189, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0373, loss: 0.0373 2023-12-24 15:27:43,198 - pyskl - INFO - Epoch [139][200/2506] lr: 3.876e-04, eta: 1:59:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0280, loss: 0.0280 2023-12-24 15:28:06,629 - pyskl - INFO - Epoch [139][300/2506] lr: 3.850e-04, eta: 1:59:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0281, loss: 0.0281 2023-12-24 15:28:30,048 - pyskl - INFO - Epoch [139][400/2506] lr: 3.824e-04, eta: 1:59:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0360, loss: 0.0360 2023-12-24 15:28:53,590 - pyskl - INFO - Epoch [139][500/2506] lr: 3.799e-04, eta: 1:58:39, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0280, loss: 0.0280 2023-12-24 15:29:17,021 - pyskl - INFO - Epoch [139][600/2506] lr: 3.773e-04, eta: 1:58:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 2023-12-24 15:29:40,370 - pyskl - INFO - Epoch [139][700/2506] lr: 3.748e-04, eta: 1:57:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0280, loss: 0.0280 2023-12-24 15:30:03,756 - pyskl - INFO - Epoch [139][800/2506] lr: 3.722e-04, eta: 1:57:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 2023-12-24 15:30:27,045 - pyskl - INFO - Epoch [139][900/2506] lr: 3.697e-04, eta: 1:57:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 2023-12-24 15:30:50,333 - pyskl - INFO - Epoch [139][1000/2506] lr: 3.672e-04, eta: 1:56:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0284, loss: 0.0284 2023-12-24 15:31:13,619 - pyskl - INFO - Epoch [139][1100/2506] lr: 3.647e-04, eta: 1:56:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0284, loss: 0.0284 2023-12-24 15:31:36,845 - pyskl - INFO - Epoch [139][1200/2506] lr: 3.622e-04, eta: 1:55:50, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0366, loss: 0.0366 2023-12-24 15:32:00,152 - pyskl - INFO - Epoch [139][1300/2506] lr: 3.597e-04, eta: 1:55:26, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 2023-12-24 15:32:23,573 - pyskl - INFO - Epoch [139][1400/2506] lr: 3.572e-04, eta: 1:55:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0264, loss: 0.0264 2023-12-24 15:32:46,884 - pyskl - INFO - Epoch [139][1500/2506] lr: 3.547e-04, eta: 1:54:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0296, loss: 0.0296 2023-12-24 15:33:10,084 - pyskl - INFO - Epoch [139][1600/2506] lr: 3.523e-04, eta: 1:54:13, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0331, loss: 0.0331 2023-12-24 15:33:33,440 - pyskl - INFO - Epoch [139][1700/2506] lr: 3.498e-04, eta: 1:53:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0295, loss: 0.0295 2023-12-24 15:33:56,803 - pyskl - INFO - Epoch [139][1800/2506] lr: 3.473e-04, eta: 1:53:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0289, loss: 0.0289 2023-12-24 15:34:20,169 - pyskl - INFO - Epoch [139][1900/2506] lr: 3.449e-04, eta: 1:53:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0326, loss: 0.0326 2023-12-24 15:34:43,442 - pyskl - INFO - Epoch [139][2000/2506] lr: 3.425e-04, eta: 1:52:37, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0255, loss: 0.0255 2023-12-24 15:35:06,752 - pyskl - INFO - Epoch [139][2100/2506] lr: 3.400e-04, eta: 1:52:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 2023-12-24 15:35:30,102 - pyskl - INFO - Epoch [139][2200/2506] lr: 3.376e-04, eta: 1:51:49, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0290, loss: 0.0290 2023-12-24 15:35:53,402 - pyskl - INFO - Epoch [139][2300/2506] lr: 3.352e-04, eta: 1:51:25, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 2023-12-24 15:36:16,671 - pyskl - INFO - Epoch [139][2400/2506] lr: 3.328e-04, eta: 1:51:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0340, loss: 0.0340 2023-12-24 15:36:39,904 - pyskl - INFO - Epoch [139][2500/2506] lr: 3.304e-04, eta: 1:50:36, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0264, loss: 0.0264 2023-12-24 15:36:41,881 - pyskl - INFO - Saving checkpoint at 139 epochs 2023-12-24 15:38:04,518 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 15:38:04,594 - pyskl - INFO - top1_acc 0.8732 top5_acc 0.9774 2023-12-24 15:38:04,599 - pyskl - INFO - Epoch(val) [139][1031] top1_acc: 0.8732, top5_acc: 0.9774 2023-12-24 15:38:47,671 - pyskl - INFO - Epoch [140][100/2506] lr: 3.279e-04, eta: 1:50:12, time: 0.431, data_time: 0.197, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0296, loss: 0.0296 2023-12-24 15:39:11,004 - pyskl - INFO - Epoch [140][200/2506] lr: 3.255e-04, eta: 1:49:48, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0280, loss: 0.0280 2023-12-24 15:39:34,386 - pyskl - INFO - Epoch [140][300/2506] lr: 3.232e-04, eta: 1:49:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0316, loss: 0.0316 2023-12-24 15:39:57,790 - pyskl - INFO - Epoch [140][400/2506] lr: 3.208e-04, eta: 1:49:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0263, loss: 0.0263 2023-12-24 15:40:21,132 - pyskl - INFO - Epoch [140][500/2506] lr: 3.185e-04, eta: 1:48:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-24 15:40:44,513 - pyskl - INFO - Epoch [140][600/2506] lr: 3.161e-04, eta: 1:48:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0285, loss: 0.0285 2023-12-24 15:41:07,860 - pyskl - INFO - Epoch [140][700/2506] lr: 3.138e-04, eta: 1:47:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0272, loss: 0.0272 2023-12-24 15:41:31,209 - pyskl - INFO - Epoch [140][800/2506] lr: 3.115e-04, eta: 1:47:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0296, loss: 0.0296 2023-12-24 15:41:54,599 - pyskl - INFO - Epoch [140][900/2506] lr: 3.092e-04, eta: 1:46:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0310, loss: 0.0310 2023-12-24 15:42:17,945 - pyskl - INFO - Epoch [140][1000/2506] lr: 3.069e-04, eta: 1:46:35, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0269, loss: 0.0269 2023-12-24 15:42:41,343 - pyskl - INFO - Epoch [140][1100/2506] lr: 3.046e-04, eta: 1:46:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 2023-12-24 15:43:04,634 - pyskl - INFO - Epoch [140][1200/2506] lr: 3.023e-04, eta: 1:45:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 2023-12-24 15:43:28,016 - pyskl - INFO - Epoch [140][1300/2506] lr: 3.000e-04, eta: 1:45:23, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0258, loss: 0.0258 2023-12-24 15:43:51,325 - pyskl - INFO - Epoch [140][1400/2506] lr: 2.977e-04, eta: 1:44:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0299, loss: 0.0299 2023-12-24 15:44:14,616 - pyskl - INFO - Epoch [140][1500/2506] lr: 2.955e-04, eta: 1:44:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0269, loss: 0.0269 2023-12-24 15:44:37,884 - pyskl - INFO - Epoch [140][1600/2506] lr: 2.932e-04, eta: 1:44:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 2023-12-24 15:45:01,137 - pyskl - INFO - Epoch [140][1700/2506] lr: 2.910e-04, eta: 1:43:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0268, loss: 0.0268 2023-12-24 15:45:24,269 - pyskl - INFO - Epoch [140][1800/2506] lr: 2.887e-04, eta: 1:43:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257 2023-12-24 15:45:47,420 - pyskl - INFO - Epoch [140][1900/2506] lr: 2.865e-04, eta: 1:42:58, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0265, loss: 0.0265 2023-12-24 15:46:10,702 - pyskl - INFO - Epoch [140][2000/2506] lr: 2.843e-04, eta: 1:42:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 2023-12-24 15:46:33,888 - pyskl - INFO - Epoch [140][2100/2506] lr: 2.821e-04, eta: 1:42:10, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0267, loss: 0.0267 2023-12-24 15:46:57,151 - pyskl - INFO - Epoch [140][2200/2506] lr: 2.799e-04, eta: 1:41:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0260, loss: 0.0260 2023-12-24 15:47:20,432 - pyskl - INFO - Epoch [140][2300/2506] lr: 2.777e-04, eta: 1:41:21, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 0.0285, loss: 0.0285 2023-12-24 15:47:43,730 - pyskl - INFO - Epoch [140][2400/2506] lr: 2.755e-04, eta: 1:40:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0287, loss: 0.0287 2023-12-24 15:48:06,995 - pyskl - INFO - Epoch [140][2500/2506] lr: 2.733e-04, eta: 1:40:33, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 2023-12-24 15:48:08,961 - pyskl - INFO - Saving checkpoint at 140 epochs 2023-12-24 15:49:31,325 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 15:49:31,396 - pyskl - INFO - top1_acc 0.8753 top5_acc 0.9778 2023-12-24 15:49:31,401 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/km/best_top1_acc_epoch_138.pth was removed 2023-12-24 15:49:31,538 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. 2023-12-24 15:49:31,538 - pyskl - INFO - Best top1_acc is 0.8753 at 140 epoch. 2023-12-24 15:49:31,542 - pyskl - INFO - Epoch(val) [140][1031] top1_acc: 0.8753, top5_acc: 0.9778 2023-12-24 15:50:13,737 - pyskl - INFO - Epoch [141][100/2506] lr: 2.710e-04, eta: 1:40:09, time: 0.422, data_time: 0.188, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0258, loss: 0.0258 2023-12-24 15:50:36,978 - pyskl - INFO - Epoch [141][200/2506] lr: 2.688e-04, eta: 1:39:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 2023-12-24 15:51:00,278 - pyskl - INFO - Epoch [141][300/2506] lr: 2.667e-04, eta: 1:39:20, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0315, loss: 0.0315 2023-12-24 15:51:23,516 - pyskl - INFO - Epoch [141][400/2506] lr: 2.646e-04, eta: 1:38:56, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-24 15:51:46,704 - pyskl - INFO - Epoch [141][500/2506] lr: 2.624e-04, eta: 1:38:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 2023-12-24 15:52:09,986 - pyskl - INFO - Epoch [141][600/2506] lr: 2.603e-04, eta: 1:38:08, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0270, loss: 0.0270 2023-12-24 15:52:33,276 - pyskl - INFO - Epoch [141][700/2506] lr: 2.582e-04, eta: 1:37:44, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0208, loss: 0.0208 2023-12-24 15:52:56,568 - pyskl - INFO - Epoch [141][800/2506] lr: 2.561e-04, eta: 1:37:20, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0285, loss: 0.0285 2023-12-24 15:53:19,813 - pyskl - INFO - Epoch [141][900/2506] lr: 2.540e-04, eta: 1:36:56, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0271, loss: 0.0271 2023-12-24 15:53:43,031 - pyskl - INFO - Epoch [141][1000/2506] lr: 2.519e-04, eta: 1:36:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0303, loss: 0.0303 2023-12-24 15:54:06,271 - pyskl - INFO - Epoch [141][1100/2506] lr: 2.498e-04, eta: 1:36:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0270, loss: 0.0270 2023-12-24 15:54:29,493 - pyskl - INFO - Epoch [141][1200/2506] lr: 2.477e-04, eta: 1:35:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0254, loss: 0.0254 2023-12-24 15:54:52,765 - pyskl - INFO - Epoch [141][1300/2506] lr: 2.457e-04, eta: 1:35:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0285, loss: 0.0285 2023-12-24 15:55:15,972 - pyskl - INFO - Epoch [141][1400/2506] lr: 2.436e-04, eta: 1:34:55, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0288, loss: 0.0288 2023-12-24 15:55:39,242 - pyskl - INFO - Epoch [141][1500/2506] lr: 2.416e-04, eta: 1:34:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 2023-12-24 15:56:02,598 - pyskl - INFO - Epoch [141][1600/2506] lr: 2.395e-04, eta: 1:34:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 2023-12-24 15:56:25,959 - pyskl - INFO - Epoch [141][1700/2506] lr: 2.375e-04, eta: 1:33:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0269, loss: 0.0269 2023-12-24 15:56:49,255 - pyskl - INFO - Epoch [141][1800/2506] lr: 2.355e-04, eta: 1:33:18, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 2023-12-24 15:57:12,622 - pyskl - INFO - Epoch [141][1900/2506] lr: 2.334e-04, eta: 1:32:54, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0315, loss: 0.0315 2023-12-24 15:57:36,083 - pyskl - INFO - Epoch [141][2000/2506] lr: 2.314e-04, eta: 1:32:30, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 2023-12-24 15:57:59,355 - pyskl - INFO - Epoch [141][2100/2506] lr: 2.294e-04, eta: 1:32:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 2023-12-24 15:58:22,575 - pyskl - INFO - Epoch [141][2200/2506] lr: 2.275e-04, eta: 1:31:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0293, loss: 0.0293 2023-12-24 15:58:45,838 - pyskl - INFO - Epoch [141][2300/2506] lr: 2.255e-04, eta: 1:31:18, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0269, loss: 0.0269 2023-12-24 15:59:09,075 - pyskl - INFO - Epoch [141][2400/2506] lr: 2.235e-04, eta: 1:30:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0260, loss: 0.0260 2023-12-24 15:59:32,370 - pyskl - INFO - Epoch [141][2500/2506] lr: 2.215e-04, eta: 1:30:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0251, loss: 0.0251 2023-12-24 15:59:34,228 - pyskl - INFO - Saving checkpoint at 141 epochs 2023-12-24 16:00:56,612 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 16:00:56,686 - pyskl - INFO - top1_acc 0.8727 top5_acc 0.9772 2023-12-24 16:00:56,690 - pyskl - INFO - Epoch(val) [141][1031] top1_acc: 0.8727, top5_acc: 0.9772 2023-12-24 16:01:39,467 - pyskl - INFO - Epoch [142][100/2506] lr: 2.195e-04, eta: 1:30:05, time: 0.428, data_time: 0.194, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 2023-12-24 16:02:02,699 - pyskl - INFO - Epoch [142][200/2506] lr: 2.175e-04, eta: 1:29:41, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0277, loss: 0.0277 2023-12-24 16:02:26,064 - pyskl - INFO - Epoch [142][300/2506] lr: 2.156e-04, eta: 1:29:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 2023-12-24 16:02:49,525 - pyskl - INFO - Epoch [142][400/2506] lr: 2.137e-04, eta: 1:28:53, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 2023-12-24 16:03:12,996 - pyskl - INFO - Epoch [142][500/2506] lr: 2.117e-04, eta: 1:28:29, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0288, loss: 0.0288 2023-12-24 16:03:36,459 - pyskl - INFO - Epoch [142][600/2506] lr: 2.098e-04, eta: 1:28:05, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0262, loss: 0.0262 2023-12-24 16:03:59,867 - pyskl - INFO - Epoch [142][700/2506] lr: 2.079e-04, eta: 1:27:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0249, loss: 0.0249 2023-12-24 16:04:23,340 - pyskl - INFO - Epoch [142][800/2506] lr: 2.060e-04, eta: 1:27:16, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0194, loss: 0.0194 2023-12-24 16:04:46,695 - pyskl - INFO - Epoch [142][900/2506] lr: 2.042e-04, eta: 1:26:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0258, loss: 0.0258 2023-12-24 16:05:10,173 - pyskl - INFO - Epoch [142][1000/2506] lr: 2.023e-04, eta: 1:26:28, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0276, loss: 0.0276 2023-12-24 16:05:33,613 - pyskl - INFO - Epoch [142][1100/2506] lr: 2.004e-04, eta: 1:26:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0268, loss: 0.0268 2023-12-24 16:05:56,921 - pyskl - INFO - Epoch [142][1200/2506] lr: 1.986e-04, eta: 1:25:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0256, loss: 0.0256 2023-12-24 16:06:20,266 - pyskl - INFO - Epoch [142][1300/2506] lr: 1.967e-04, eta: 1:25:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0254, loss: 0.0254 2023-12-24 16:06:43,679 - pyskl - INFO - Epoch [142][1400/2506] lr: 1.949e-04, eta: 1:24:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 2023-12-24 16:07:07,101 - pyskl - INFO - Epoch [142][1500/2506] lr: 1.930e-04, eta: 1:24:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 2023-12-24 16:07:30,459 - pyskl - INFO - Epoch [142][1600/2506] lr: 1.912e-04, eta: 1:24:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-24 16:07:53,807 - pyskl - INFO - Epoch [142][1700/2506] lr: 1.894e-04, eta: 1:23:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-24 16:08:17,195 - pyskl - INFO - Epoch [142][1800/2506] lr: 1.876e-04, eta: 1:23:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0300, loss: 0.0300 2023-12-24 16:08:40,592 - pyskl - INFO - Epoch [142][1900/2506] lr: 1.858e-04, eta: 1:22:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0284, loss: 0.0284 2023-12-24 16:09:03,992 - pyskl - INFO - Epoch [142][2000/2506] lr: 1.840e-04, eta: 1:22:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0260, loss: 0.0260 2023-12-24 16:09:27,325 - pyskl - INFO - Epoch [142][2100/2506] lr: 1.822e-04, eta: 1:22:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0304, loss: 0.0304 2023-12-24 16:09:50,640 - pyskl - INFO - Epoch [142][2200/2506] lr: 1.804e-04, eta: 1:21:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-24 16:10:13,966 - pyskl - INFO - Epoch [142][2300/2506] lr: 1.787e-04, eta: 1:21:15, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0256, loss: 0.0256 2023-12-24 16:10:37,414 - pyskl - INFO - Epoch [142][2400/2506] lr: 1.769e-04, eta: 1:20:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0266, loss: 0.0266 2023-12-24 16:11:00,788 - pyskl - INFO - Epoch [142][2500/2506] lr: 1.752e-04, eta: 1:20:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 2023-12-24 16:11:02,718 - pyskl - INFO - Saving checkpoint at 142 epochs 2023-12-24 16:12:25,641 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 16:12:25,712 - pyskl - INFO - top1_acc 0.8734 top5_acc 0.9768 2023-12-24 16:12:25,715 - pyskl - INFO - Epoch(val) [142][1031] top1_acc: 0.8734, top5_acc: 0.9768 2023-12-24 16:13:08,507 - pyskl - INFO - Epoch [143][100/2506] lr: 1.733e-04, eta: 1:20:02, time: 0.428, data_time: 0.195, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218 2023-12-24 16:13:31,869 - pyskl - INFO - Epoch [143][200/2506] lr: 1.716e-04, eta: 1:19:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 2023-12-24 16:13:55,209 - pyskl - INFO - Epoch [143][300/2506] lr: 1.699e-04, eta: 1:19:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246 2023-12-24 16:14:18,687 - pyskl - INFO - Epoch [143][400/2506] lr: 1.682e-04, eta: 1:18:50, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0253, loss: 0.0253 2023-12-24 16:14:42,128 - pyskl - INFO - Epoch [143][500/2506] lr: 1.665e-04, eta: 1:18:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0293, loss: 0.0293 2023-12-24 16:15:05,484 - pyskl - INFO - Epoch [143][600/2506] lr: 1.648e-04, eta: 1:18:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0251, loss: 0.0251 2023-12-24 16:15:28,860 - pyskl - INFO - Epoch [143][700/2506] lr: 1.631e-04, eta: 1:17:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0277, loss: 0.0277 2023-12-24 16:15:52,256 - pyskl - INFO - Epoch [143][800/2506] lr: 1.614e-04, eta: 1:17:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0270, loss: 0.0270 2023-12-24 16:16:15,726 - pyskl - INFO - Epoch [143][900/2506] lr: 1.597e-04, eta: 1:16:49, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-24 16:16:39,129 - pyskl - INFO - Epoch [143][1000/2506] lr: 1.581e-04, eta: 1:16:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0271, loss: 0.0271 2023-12-24 16:17:02,636 - pyskl - INFO - Epoch [143][1100/2506] lr: 1.564e-04, eta: 1:16:01, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-24 16:17:25,947 - pyskl - INFO - Epoch [143][1200/2506] lr: 1.548e-04, eta: 1:15:37, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 2023-12-24 16:17:49,399 - pyskl - INFO - Epoch [143][1300/2506] lr: 1.531e-04, eta: 1:15:13, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-24 16:18:12,920 - pyskl - INFO - Epoch [143][1400/2506] lr: 1.515e-04, eta: 1:14:49, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 2023-12-24 16:18:36,300 - pyskl - INFO - Epoch [143][1500/2506] lr: 1.499e-04, eta: 1:14:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 2023-12-24 16:18:59,681 - pyskl - INFO - Epoch [143][1600/2506] lr: 1.483e-04, eta: 1:14:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 2023-12-24 16:19:23,097 - pyskl - INFO - Epoch [143][1700/2506] lr: 1.467e-04, eta: 1:13:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257 2023-12-24 16:19:46,561 - pyskl - INFO - Epoch [143][1800/2506] lr: 1.451e-04, eta: 1:13:12, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0217, loss: 0.0217 2023-12-24 16:20:10,065 - pyskl - INFO - Epoch [143][1900/2506] lr: 1.435e-04, eta: 1:12:48, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257 2023-12-24 16:20:33,491 - pyskl - INFO - Epoch [143][2000/2506] lr: 1.419e-04, eta: 1:12:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 2023-12-24 16:20:56,950 - pyskl - INFO - Epoch [143][2100/2506] lr: 1.404e-04, eta: 1:12:00, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 2023-12-24 16:21:20,445 - pyskl - INFO - Epoch [143][2200/2506] lr: 1.388e-04, eta: 1:11:36, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0290, loss: 0.0290 2023-12-24 16:21:43,821 - pyskl - INFO - Epoch [143][2300/2506] lr: 1.373e-04, eta: 1:11:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0253, loss: 0.0253 2023-12-24 16:22:07,182 - pyskl - INFO - Epoch [143][2400/2506] lr: 1.357e-04, eta: 1:10:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 2023-12-24 16:22:30,596 - pyskl - INFO - Epoch [143][2500/2506] lr: 1.342e-04, eta: 1:10:23, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-24 16:22:32,491 - pyskl - INFO - Saving checkpoint at 143 epochs 2023-12-24 16:23:55,477 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 16:23:55,553 - pyskl - INFO - top1_acc 0.8745 top5_acc 0.9782 2023-12-24 16:23:55,558 - pyskl - INFO - Epoch(val) [143][1031] top1_acc: 0.8745, top5_acc: 0.9782 2023-12-24 16:24:37,718 - pyskl - INFO - Epoch [144][100/2506] lr: 1.326e-04, eta: 1:09:59, time: 0.422, data_time: 0.187, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0294, loss: 0.0294 2023-12-24 16:25:01,013 - pyskl - INFO - Epoch [144][200/2506] lr: 1.311e-04, eta: 1:09:35, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0200, loss: 0.0200 2023-12-24 16:25:24,304 - pyskl - INFO - Epoch [144][300/2506] lr: 1.296e-04, eta: 1:09:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0265, loss: 0.0265 2023-12-24 16:25:47,586 - pyskl - INFO - Epoch [144][400/2506] lr: 1.281e-04, eta: 1:08:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 2023-12-24 16:26:11,039 - pyskl - INFO - Epoch [144][500/2506] lr: 1.266e-04, eta: 1:08:22, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-24 16:26:34,338 - pyskl - INFO - Epoch [144][600/2506] lr: 1.251e-04, eta: 1:07:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0262, loss: 0.0262 2023-12-24 16:26:57,604 - pyskl - INFO - Epoch [144][700/2506] lr: 1.236e-04, eta: 1:07:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0258, loss: 0.0258 2023-12-24 16:27:20,949 - pyskl - INFO - Epoch [144][800/2506] lr: 1.222e-04, eta: 1:07:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 2023-12-24 16:27:44,274 - pyskl - INFO - Epoch [144][900/2506] lr: 1.207e-04, eta: 1:06:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 2023-12-24 16:28:07,672 - pyskl - INFO - Epoch [144][1000/2506] lr: 1.193e-04, eta: 1:06:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 2023-12-24 16:28:31,051 - pyskl - INFO - Epoch [144][1100/2506] lr: 1.178e-04, eta: 1:05:58, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 2023-12-24 16:28:54,490 - pyskl - INFO - Epoch [144][1200/2506] lr: 1.164e-04, eta: 1:05:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 2023-12-24 16:29:17,812 - pyskl - INFO - Epoch [144][1300/2506] lr: 1.150e-04, eta: 1:05:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0315, loss: 0.0315 2023-12-24 16:29:41,207 - pyskl - INFO - Epoch [144][1400/2506] lr: 1.136e-04, eta: 1:04:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 2023-12-24 16:30:04,590 - pyskl - INFO - Epoch [144][1500/2506] lr: 1.122e-04, eta: 1:04:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0213, loss: 0.0213 2023-12-24 16:30:28,001 - pyskl - INFO - Epoch [144][1600/2506] lr: 1.108e-04, eta: 1:03:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 2023-12-24 16:30:51,502 - pyskl - INFO - Epoch [144][1700/2506] lr: 1.094e-04, eta: 1:03:33, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0215, loss: 0.0215 2023-12-24 16:31:14,977 - pyskl - INFO - Epoch [144][1800/2506] lr: 1.080e-04, eta: 1:03:09, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-24 16:31:38,429 - pyskl - INFO - Epoch [144][1900/2506] lr: 1.067e-04, eta: 1:02:45, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 2023-12-24 16:32:01,737 - pyskl - INFO - Epoch [144][2000/2506] lr: 1.053e-04, eta: 1:02:21, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0274, loss: 0.0274 2023-12-24 16:32:25,177 - pyskl - INFO - Epoch [144][2100/2506] lr: 1.040e-04, eta: 1:01:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-24 16:32:48,611 - pyskl - INFO - Epoch [144][2200/2506] lr: 1.026e-04, eta: 1:01:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0211, loss: 0.0211 2023-12-24 16:33:11,988 - pyskl - INFO - Epoch [144][2300/2506] lr: 1.013e-04, eta: 1:01:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 2023-12-24 16:33:35,361 - pyskl - INFO - Epoch [144][2400/2506] lr: 9.997e-05, eta: 1:00:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 2023-12-24 16:33:58,703 - pyskl - INFO - Epoch [144][2500/2506] lr: 9.866e-05, eta: 1:00:20, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257 2023-12-24 16:34:00,550 - pyskl - INFO - Saving checkpoint at 144 epochs 2023-12-24 16:35:23,340 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 16:35:23,415 - pyskl - INFO - top1_acc 0.8763 top5_acc 0.9785 2023-12-24 16:35:23,420 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/km/best_top1_acc_epoch_140.pth was removed 2023-12-24 16:35:23,568 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_144.pth. 2023-12-24 16:35:23,569 - pyskl - INFO - Best top1_acc is 0.8763 at 144 epoch. 2023-12-24 16:35:23,573 - pyskl - INFO - Epoch(val) [144][1031] top1_acc: 0.8763, top5_acc: 0.9785 2023-12-24 16:36:06,117 - pyskl - INFO - Epoch [145][100/2506] lr: 9.727e-05, eta: 0:59:55, time: 0.425, data_time: 0.193, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0255, loss: 0.0255 2023-12-24 16:36:29,322 - pyskl - INFO - Epoch [145][200/2506] lr: 9.598e-05, eta: 0:59:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 2023-12-24 16:36:52,544 - pyskl - INFO - Epoch [145][300/2506] lr: 9.469e-05, eta: 0:59:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0260, loss: 0.0260 2023-12-24 16:37:15,812 - pyskl - INFO - Epoch [145][400/2506] lr: 9.341e-05, eta: 0:58:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-24 16:37:39,220 - pyskl - INFO - Epoch [145][500/2506] lr: 9.214e-05, eta: 0:58:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218 2023-12-24 16:38:02,523 - pyskl - INFO - Epoch [145][600/2506] lr: 9.088e-05, eta: 0:57:55, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 0.0218, loss: 0.0218 2023-12-24 16:38:25,988 - pyskl - INFO - Epoch [145][700/2506] lr: 8.963e-05, eta: 0:57:31, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 2023-12-24 16:38:49,268 - pyskl - INFO - Epoch [145][800/2506] lr: 8.838e-05, eta: 0:57:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 2023-12-24 16:39:12,528 - pyskl - INFO - Epoch [145][900/2506] lr: 8.715e-05, eta: 0:56:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 2023-12-24 16:39:35,702 - pyskl - INFO - Epoch [145][1000/2506] lr: 8.592e-05, eta: 0:56:18, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0269, loss: 0.0269 2023-12-24 16:39:58,896 - pyskl - INFO - Epoch [145][1100/2506] lr: 8.470e-05, eta: 0:55:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0253, loss: 0.0253 2023-12-24 16:40:22,212 - pyskl - INFO - Epoch [145][1200/2506] lr: 8.349e-05, eta: 0:55:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 2023-12-24 16:40:45,515 - pyskl - INFO - Epoch [145][1300/2506] lr: 8.229e-05, eta: 0:55:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0209, loss: 0.0209 2023-12-24 16:41:08,916 - pyskl - INFO - Epoch [145][1400/2506] lr: 8.110e-05, eta: 0:54:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 2023-12-24 16:41:32,295 - pyskl - INFO - Epoch [145][1500/2506] lr: 7.991e-05, eta: 0:54:18, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0202, loss: 0.0202 2023-12-24 16:41:55,591 - pyskl - INFO - Epoch [145][1600/2506] lr: 7.874e-05, eta: 0:53:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0274, loss: 0.0274 2023-12-24 16:42:19,004 - pyskl - INFO - Epoch [145][1700/2506] lr: 7.757e-05, eta: 0:53:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0195, loss: 0.0195 2023-12-24 16:42:42,373 - pyskl - INFO - Epoch [145][1800/2506] lr: 7.641e-05, eta: 0:53:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 2023-12-24 16:43:05,703 - pyskl - INFO - Epoch [145][1900/2506] lr: 7.526e-05, eta: 0:52:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 2023-12-24 16:43:29,065 - pyskl - INFO - Epoch [145][2000/2506] lr: 7.412e-05, eta: 0:52:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246 2023-12-24 16:43:52,411 - pyskl - INFO - Epoch [145][2100/2506] lr: 7.299e-05, eta: 0:51:53, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 2023-12-24 16:44:15,795 - pyskl - INFO - Epoch [145][2200/2506] lr: 7.187e-05, eta: 0:51:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-24 16:44:39,005 - pyskl - INFO - Epoch [145][2300/2506] lr: 7.076e-05, eta: 0:51:05, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0200, loss: 0.0200 2023-12-24 16:45:02,233 - pyskl - INFO - Epoch [145][2400/2506] lr: 6.965e-05, eta: 0:50:41, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 2023-12-24 16:45:25,492 - pyskl - INFO - Epoch [145][2500/2506] lr: 6.855e-05, eta: 0:50:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0270, loss: 0.0270 2023-12-24 16:45:27,415 - pyskl - INFO - Saving checkpoint at 145 epochs 2023-12-24 16:46:49,871 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 16:46:49,941 - pyskl - INFO - top1_acc 0.8743 top5_acc 0.9771 2023-12-24 16:46:49,945 - pyskl - INFO - Epoch(val) [145][1031] top1_acc: 0.8743, top5_acc: 0.9771 2023-12-24 16:47:32,568 - pyskl - INFO - Epoch [146][100/2506] lr: 6.740e-05, eta: 0:49:52, time: 0.426, data_time: 0.194, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 2023-12-24 16:47:55,992 - pyskl - INFO - Epoch [146][200/2506] lr: 6.632e-05, eta: 0:49:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 2023-12-24 16:48:19,459 - pyskl - INFO - Epoch [146][300/2506] lr: 6.525e-05, eta: 0:49:04, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 2023-12-24 16:48:42,938 - pyskl - INFO - Epoch [146][400/2506] lr: 6.419e-05, eta: 0:48:40, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0213, loss: 0.0213 2023-12-24 16:49:06,342 - pyskl - INFO - Epoch [146][500/2506] lr: 6.314e-05, eta: 0:48:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-24 16:49:29,727 - pyskl - INFO - Epoch [146][600/2506] lr: 6.209e-05, eta: 0:47:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 2023-12-24 16:49:53,065 - pyskl - INFO - Epoch [146][700/2506] lr: 6.106e-05, eta: 0:47:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 2023-12-24 16:50:16,445 - pyskl - INFO - Epoch [146][800/2506] lr: 6.003e-05, eta: 0:47:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 2023-12-24 16:50:39,768 - pyskl - INFO - Epoch [146][900/2506] lr: 5.901e-05, eta: 0:46:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 2023-12-24 16:51:03,110 - pyskl - INFO - Epoch [146][1000/2506] lr: 5.800e-05, eta: 0:46:15, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-24 16:51:26,461 - pyskl - INFO - Epoch [146][1100/2506] lr: 5.700e-05, eta: 0:45:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 2023-12-24 16:51:49,829 - pyskl - INFO - Epoch [146][1200/2506] lr: 5.601e-05, eta: 0:45:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0202, loss: 0.0202 2023-12-24 16:52:13,263 - pyskl - INFO - Epoch [146][1300/2506] lr: 5.502e-05, eta: 0:45:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0205, loss: 0.0205 2023-12-24 16:52:36,592 - pyskl - INFO - Epoch [146][1400/2506] lr: 5.405e-05, eta: 0:44:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0210, loss: 0.0210 2023-12-24 16:52:59,868 - pyskl - INFO - Epoch [146][1500/2506] lr: 5.308e-05, eta: 0:44:15, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0278, loss: 0.0278 2023-12-24 16:53:23,182 - pyskl - INFO - Epoch [146][1600/2506] lr: 5.213e-05, eta: 0:43:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 2023-12-24 16:53:46,474 - pyskl - INFO - Epoch [146][1700/2506] lr: 5.118e-05, eta: 0:43:26, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 2023-12-24 16:54:09,997 - pyskl - INFO - Epoch [146][1800/2506] lr: 5.024e-05, eta: 0:43:02, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 2023-12-24 16:54:33,467 - pyskl - INFO - Epoch [146][1900/2506] lr: 4.931e-05, eta: 0:42:38, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0255, loss: 0.0255 2023-12-24 16:54:56,873 - pyskl - INFO - Epoch [146][2000/2506] lr: 4.838e-05, eta: 0:42:14, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-24 16:55:20,315 - pyskl - INFO - Epoch [146][2100/2506] lr: 4.747e-05, eta: 0:41:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 2023-12-24 16:55:43,796 - pyskl - INFO - Epoch [146][2200/2506] lr: 4.656e-05, eta: 0:41:26, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0215, loss: 0.0215 2023-12-24 16:56:07,165 - pyskl - INFO - Epoch [146][2300/2506] lr: 4.567e-05, eta: 0:41:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0194, loss: 0.0194 2023-12-24 16:56:30,600 - pyskl - INFO - Epoch [146][2400/2506] lr: 4.478e-05, eta: 0:40:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0195, loss: 0.0195 2023-12-24 16:56:54,011 - pyskl - INFO - Epoch [146][2500/2506] lr: 4.390e-05, eta: 0:40:14, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0217, loss: 0.0217 2023-12-24 16:56:55,932 - pyskl - INFO - Saving checkpoint at 146 epochs 2023-12-24 16:58:18,805 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 16:58:18,881 - pyskl - INFO - top1_acc 0.8743 top5_acc 0.9773 2023-12-24 16:58:18,890 - pyskl - INFO - Epoch(val) [146][1031] top1_acc: 0.8743, top5_acc: 0.9773 2023-12-24 16:59:01,341 - pyskl - INFO - Epoch [147][100/2506] lr: 4.298e-05, eta: 0:39:49, time: 0.424, data_time: 0.192, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 2023-12-24 16:59:24,752 - pyskl - INFO - Epoch [147][200/2506] lr: 4.212e-05, eta: 0:39:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0270, loss: 0.0270 2023-12-24 16:59:48,109 - pyskl - INFO - Epoch [147][300/2506] lr: 4.126e-05, eta: 0:39:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0251, loss: 0.0251 2023-12-24 17:00:11,580 - pyskl - INFO - Epoch [147][400/2506] lr: 4.042e-05, eta: 0:38:36, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 2023-12-24 17:00:34,811 - pyskl - INFO - Epoch [147][500/2506] lr: 3.959e-05, eta: 0:38:12, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 2023-12-24 17:00:58,109 - pyskl - INFO - Epoch [147][600/2506] lr: 3.876e-05, eta: 0:37:48, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 2023-12-24 17:01:21,392 - pyskl - INFO - Epoch [147][700/2506] lr: 3.794e-05, eta: 0:37:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0190, loss: 0.0190 2023-12-24 17:01:44,687 - pyskl - INFO - Epoch [147][800/2506] lr: 3.713e-05, eta: 0:37:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-24 17:02:08,046 - pyskl - INFO - Epoch [147][900/2506] lr: 3.633e-05, eta: 0:36:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0209, loss: 0.0209 2023-12-24 17:02:31,309 - pyskl - INFO - Epoch [147][1000/2506] lr: 3.554e-05, eta: 0:36:12, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 2023-12-24 17:02:54,589 - pyskl - INFO - Epoch [147][1100/2506] lr: 3.476e-05, eta: 0:35:48, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0201, loss: 0.0201 2023-12-24 17:03:17,983 - pyskl - INFO - Epoch [147][1200/2506] lr: 3.398e-05, eta: 0:35:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0255, loss: 0.0255 2023-12-24 17:03:41,282 - pyskl - INFO - Epoch [147][1300/2506] lr: 3.322e-05, eta: 0:35:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0286, loss: 0.0286 2023-12-24 17:04:04,557 - pyskl - INFO - Epoch [147][1400/2506] lr: 3.246e-05, eta: 0:34:35, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0211, loss: 0.0211 2023-12-24 17:04:27,775 - pyskl - INFO - Epoch [147][1500/2506] lr: 3.171e-05, eta: 0:34:11, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 2023-12-24 17:04:51,139 - pyskl - INFO - Epoch [147][1600/2506] lr: 3.097e-05, eta: 0:33:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 2023-12-24 17:05:14,577 - pyskl - INFO - Epoch [147][1700/2506] lr: 3.024e-05, eta: 0:33:23, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0266, loss: 0.0266 2023-12-24 17:05:37,874 - pyskl - INFO - Epoch [147][1800/2506] lr: 2.952e-05, eta: 0:32:59, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 2023-12-24 17:06:01,211 - pyskl - INFO - Epoch [147][1900/2506] lr: 2.881e-05, eta: 0:32:35, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-24 17:06:24,470 - pyskl - INFO - Epoch [147][2000/2506] lr: 2.810e-05, eta: 0:32:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0208, loss: 0.0208 2023-12-24 17:06:47,660 - pyskl - INFO - Epoch [147][2100/2506] lr: 2.741e-05, eta: 0:31:47, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 2023-12-24 17:07:10,967 - pyskl - INFO - Epoch [147][2200/2506] lr: 2.672e-05, eta: 0:31:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0204, loss: 0.0204 2023-12-24 17:07:34,412 - pyskl - INFO - Epoch [147][2300/2506] lr: 2.604e-05, eta: 0:30:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 2023-12-24 17:07:57,829 - pyskl - INFO - Epoch [147][2400/2506] lr: 2.537e-05, eta: 0:30:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-24 17:08:21,193 - pyskl - INFO - Epoch [147][2500/2506] lr: 2.471e-05, eta: 0:30:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0255, loss: 0.0255 2023-12-24 17:08:23,082 - pyskl - INFO - Saving checkpoint at 147 epochs 2023-12-24 17:09:45,668 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 17:09:45,744 - pyskl - INFO - top1_acc 0.8791 top5_acc 0.9793 2023-12-24 17:09:45,749 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/km/best_top1_acc_epoch_144.pth was removed 2023-12-24 17:09:45,885 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_147.pth. 2023-12-24 17:09:45,885 - pyskl - INFO - Best top1_acc is 0.8791 at 147 epoch. 2023-12-24 17:09:45,889 - pyskl - INFO - Epoch(val) [147][1031] top1_acc: 0.8791, top5_acc: 0.9793 2023-12-24 17:10:28,374 - pyskl - INFO - Epoch [148][100/2506] lr: 2.402e-05, eta: 0:29:45, time: 0.425, data_time: 0.193, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0261, loss: 0.0261 2023-12-24 17:10:51,798 - pyskl - INFO - Epoch [148][200/2506] lr: 2.338e-05, eta: 0:29:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246 2023-12-24 17:11:15,033 - pyskl - INFO - Epoch [148][300/2506] lr: 2.274e-05, eta: 0:28:57, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0205, loss: 0.0205 2023-12-24 17:11:38,284 - pyskl - INFO - Epoch [148][400/2506] lr: 2.212e-05, eta: 0:28:33, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 2023-12-24 17:12:01,664 - pyskl - INFO - Epoch [148][500/2506] lr: 2.150e-05, eta: 0:28:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0200, loss: 0.0200 2023-12-24 17:12:24,980 - pyskl - INFO - Epoch [148][600/2506] lr: 2.089e-05, eta: 0:27:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0213, loss: 0.0213 2023-12-24 17:12:48,324 - pyskl - INFO - Epoch [148][700/2506] lr: 2.029e-05, eta: 0:27:21, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-24 17:13:11,648 - pyskl - INFO - Epoch [148][800/2506] lr: 1.970e-05, eta: 0:26:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 2023-12-24 17:13:34,880 - pyskl - INFO - Epoch [148][900/2506] lr: 1.912e-05, eta: 0:26:33, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 2023-12-24 17:13:58,171 - pyskl - INFO - Epoch [148][1000/2506] lr: 1.855e-05, eta: 0:26:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 2023-12-24 17:14:21,495 - pyskl - INFO - Epoch [148][1100/2506] lr: 1.798e-05, eta: 0:25:44, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 2023-12-24 17:14:44,855 - pyskl - INFO - Epoch [148][1200/2506] lr: 1.743e-05, eta: 0:25:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 2023-12-24 17:15:08,138 - pyskl - INFO - Epoch [148][1300/2506] lr: 1.688e-05, eta: 0:24:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0198, loss: 0.0198 2023-12-24 17:15:31,581 - pyskl - INFO - Epoch [148][1400/2506] lr: 1.634e-05, eta: 0:24:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0249, loss: 0.0249 2023-12-24 17:15:54,856 - pyskl - INFO - Epoch [148][1500/2506] lr: 1.581e-05, eta: 0:24:08, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 2023-12-24 17:16:18,212 - pyskl - INFO - Epoch [148][1600/2506] lr: 1.529e-05, eta: 0:23:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0214, loss: 0.0214 2023-12-24 17:16:41,530 - pyskl - INFO - Epoch [148][1700/2506] lr: 1.478e-05, eta: 0:23:20, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0255, loss: 0.0255 2023-12-24 17:17:04,842 - pyskl - INFO - Epoch [148][1800/2506] lr: 1.428e-05, eta: 0:22:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0211, loss: 0.0211 2023-12-24 17:17:28,100 - pyskl - INFO - Epoch [148][1900/2506] lr: 1.378e-05, eta: 0:22:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0281, loss: 0.0281 2023-12-24 17:17:51,436 - pyskl - INFO - Epoch [148][2000/2506] lr: 1.329e-05, eta: 0:22:08, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-24 17:18:14,690 - pyskl - INFO - Epoch [148][2100/2506] lr: 1.282e-05, eta: 0:21:44, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 2023-12-24 17:18:38,002 - pyskl - INFO - Epoch [148][2200/2506] lr: 1.235e-05, eta: 0:21:20, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0280, loss: 0.0280 2023-12-24 17:19:01,330 - pyskl - INFO - Epoch [148][2300/2506] lr: 1.189e-05, eta: 0:20:55, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0209, loss: 0.0209 2023-12-24 17:19:24,568 - pyskl - INFO - Epoch [148][2400/2506] lr: 1.144e-05, eta: 0:20:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 2023-12-24 17:19:47,984 - pyskl - INFO - Epoch [148][2500/2506] lr: 1.100e-05, eta: 0:20:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 2023-12-24 17:19:49,904 - pyskl - INFO - Saving checkpoint at 148 epochs 2023-12-24 17:21:12,354 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 17:21:12,444 - pyskl - INFO - top1_acc 0.8768 top5_acc 0.9785 2023-12-24 17:21:12,448 - pyskl - INFO - Epoch(val) [148][1031] top1_acc: 0.8768, top5_acc: 0.9785 2023-12-24 17:21:55,713 - pyskl - INFO - Epoch [149][100/2506] lr: 1.054e-05, eta: 0:19:42, time: 0.433, data_time: 0.199, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 2023-12-24 17:22:19,165 - pyskl - INFO - Epoch [149][200/2506] lr: 1.011e-05, eta: 0:19:18, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 2023-12-24 17:22:42,668 - pyskl - INFO - Epoch [149][300/2506] lr: 9.696e-06, eta: 0:18:54, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 2023-12-24 17:23:06,114 - pyskl - INFO - Epoch [149][400/2506] lr: 9.289e-06, eta: 0:18:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216 2023-12-24 17:23:29,626 - pyskl - INFO - Epoch [149][500/2506] lr: 8.890e-06, eta: 0:18:06, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 2023-12-24 17:23:52,974 - pyskl - INFO - Epoch [149][600/2506] lr: 8.501e-06, eta: 0:17:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0270, loss: 0.0270 2023-12-24 17:24:16,338 - pyskl - INFO - Epoch [149][700/2506] lr: 8.120e-06, eta: 0:17:18, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0258, loss: 0.0258 2023-12-24 17:24:39,760 - pyskl - INFO - Epoch [149][800/2506] lr: 7.748e-06, eta: 0:16:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 2023-12-24 17:25:03,212 - pyskl - INFO - Epoch [149][900/2506] lr: 7.384e-06, eta: 0:16:29, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 2023-12-24 17:25:26,729 - pyskl - INFO - Epoch [149][1000/2506] lr: 7.030e-06, eta: 0:16:05, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0190, loss: 0.0190 2023-12-24 17:25:50,027 - pyskl - INFO - Epoch [149][1100/2506] lr: 6.684e-06, eta: 0:15:41, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 2023-12-24 17:26:13,416 - pyskl - INFO - Epoch [149][1200/2506] lr: 6.346e-06, eta: 0:15:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 2023-12-24 17:26:36,834 - pyskl - INFO - Epoch [149][1300/2506] lr: 6.018e-06, eta: 0:14:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 2023-12-24 17:27:00,286 - pyskl - INFO - Epoch [149][1400/2506] lr: 5.698e-06, eta: 0:14:29, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-24 17:27:23,676 - pyskl - INFO - Epoch [149][1500/2506] lr: 5.387e-06, eta: 0:14:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 2023-12-24 17:27:47,057 - pyskl - INFO - Epoch [149][1600/2506] lr: 5.085e-06, eta: 0:13:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0249, loss: 0.0249 2023-12-24 17:28:10,500 - pyskl - INFO - Epoch [149][1700/2506] lr: 4.791e-06, eta: 0:13:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 2023-12-24 17:28:33,881 - pyskl - INFO - Epoch [149][1800/2506] lr: 4.506e-06, eta: 0:12:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0217, loss: 0.0217 2023-12-24 17:28:57,160 - pyskl - INFO - Epoch [149][1900/2506] lr: 4.230e-06, eta: 0:12:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 2023-12-24 17:29:20,610 - pyskl - INFO - Epoch [149][2000/2506] lr: 3.963e-06, eta: 0:12:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0213, loss: 0.0213 2023-12-24 17:29:44,092 - pyskl - INFO - Epoch [149][2100/2506] lr: 3.704e-06, eta: 0:11:40, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0209, loss: 0.0209 2023-12-24 17:30:07,544 - pyskl - INFO - Epoch [149][2200/2506] lr: 3.454e-06, eta: 0:11:16, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0275, loss: 0.0275 2023-12-24 17:30:30,949 - pyskl - INFO - Epoch [149][2300/2506] lr: 3.213e-06, eta: 0:10:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 2023-12-24 17:30:54,329 - pyskl - INFO - Epoch [149][2400/2506] lr: 2.981e-06, eta: 0:10:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 2023-12-24 17:31:17,690 - pyskl - INFO - Epoch [149][2500/2506] lr: 2.757e-06, eta: 0:10:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 2023-12-24 17:31:19,679 - pyskl - INFO - Saving checkpoint at 149 epochs 2023-12-24 17:32:42,792 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 17:32:42,869 - pyskl - INFO - top1_acc 0.8737 top5_acc 0.9771 2023-12-24 17:32:42,873 - pyskl - INFO - Epoch(val) [149][1031] top1_acc: 0.8737, top5_acc: 0.9771 2023-12-24 17:33:25,036 - pyskl - INFO - Epoch [150][100/2506] lr: 2.529e-06, eta: 0:09:39, time: 0.422, data_time: 0.188, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0214, loss: 0.0214 2023-12-24 17:33:48,228 - pyskl - INFO - Epoch [150][200/2506] lr: 2.323e-06, eta: 0:09:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0278, loss: 0.0278 2023-12-24 17:34:11,526 - pyskl - INFO - Epoch [150][300/2506] lr: 2.126e-06, eta: 0:08:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0268, loss: 0.0268 2023-12-24 17:34:34,861 - pyskl - INFO - Epoch [150][400/2506] lr: 1.938e-06, eta: 0:08:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 2023-12-24 17:34:58,072 - pyskl - INFO - Epoch [150][500/2506] lr: 1.758e-06, eta: 0:08:02, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0211, loss: 0.0211 2023-12-24 17:35:21,241 - pyskl - INFO - Epoch [150][600/2506] lr: 1.588e-06, eta: 0:07:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0201, loss: 0.0201 2023-12-24 17:35:44,599 - pyskl - INFO - Epoch [150][700/2506] lr: 1.425e-06, eta: 0:07:14, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0214, loss: 0.0214 2023-12-24 17:36:07,893 - pyskl - INFO - Epoch [150][800/2506] lr: 1.272e-06, eta: 0:06:50, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0205, loss: 0.0205 2023-12-24 17:36:31,237 - pyskl - INFO - Epoch [150][900/2506] lr: 1.127e-06, eta: 0:06:26, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 2023-12-24 17:36:54,486 - pyskl - INFO - Epoch [150][1000/2506] lr: 9.914e-07, eta: 0:06:02, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0211, loss: 0.0211 2023-12-24 17:37:17,709 - pyskl - INFO - Epoch [150][1100/2506] lr: 8.642e-07, eta: 0:05:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0306, loss: 0.0306 2023-12-24 17:37:41,014 - pyskl - INFO - Epoch [150][1200/2506] lr: 7.457e-07, eta: 0:05:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216 2023-12-24 17:38:04,303 - pyskl - INFO - Epoch [150][1300/2506] lr: 6.360e-07, eta: 0:04:50, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 2023-12-24 17:38:27,647 - pyskl - INFO - Epoch [150][1400/2506] lr: 5.350e-07, eta: 0:04:26, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0215, loss: 0.0215 2023-12-24 17:38:51,033 - pyskl - INFO - Epoch [150][1500/2506] lr: 4.427e-07, eta: 0:04:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 2023-12-24 17:39:14,371 - pyskl - INFO - Epoch [150][1600/2506] lr: 3.591e-07, eta: 0:03:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-24 17:39:37,664 - pyskl - INFO - Epoch [150][1700/2506] lr: 2.843e-07, eta: 0:03:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 2023-12-24 17:40:00,974 - pyskl - INFO - Epoch [150][1800/2506] lr: 2.182e-07, eta: 0:02:49, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 2023-12-24 17:40:24,282 - pyskl - INFO - Epoch [150][1900/2506] lr: 1.608e-07, eta: 0:02:25, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 2023-12-24 17:40:47,536 - pyskl - INFO - Epoch [150][2000/2506] lr: 1.122e-07, eta: 0:02:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0214, loss: 0.0214 2023-12-24 17:41:10,820 - pyskl - INFO - Epoch [150][2100/2506] lr: 7.231e-08, eta: 0:01:37, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0213, loss: 0.0213 2023-12-24 17:41:34,077 - pyskl - INFO - Epoch [150][2200/2506] lr: 4.114e-08, eta: 0:01:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0205, loss: 0.0205 2023-12-24 17:41:57,349 - pyskl - INFO - Epoch [150][2300/2506] lr: 1.871e-08, eta: 0:00:49, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-24 17:42:20,575 - pyskl - INFO - Epoch [150][2400/2506] lr: 4.998e-09, eta: 0:00:25, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-24 17:42:43,958 - pyskl - INFO - Epoch [150][2500/2506] lr: 2.139e-11, eta: 0:00:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0211, loss: 0.0211 2023-12-24 17:42:45,885 - pyskl - INFO - Saving checkpoint at 150 epochs 2023-12-24 17:44:08,918 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 17:44:09,000 - pyskl - INFO - top1_acc 0.8768 top5_acc 0.9782 2023-12-24 17:44:09,006 - pyskl - INFO - Epoch(val) [150][1031] top1_acc: 0.8768, top5_acc: 0.9782 2023-12-24 17:44:17,638 - pyskl - INFO - 16487 videos remain after valid thresholding 2023-12-24 17:54:59,843 - pyskl - INFO - Testing results of the last checkpoint 2023-12-24 17:54:59,844 - pyskl - INFO - top1_acc: 0.8837 2023-12-24 17:54:59,844 - pyskl - INFO - top5_acc: 0.9806 2023-12-24 17:54:59,844 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/ntu60_xsub/km/best_top1_acc_epoch_147.pth 2023-12-24 18:05:41,309 - pyskl - INFO - Testing results of the best checkpoint 2023-12-24 18:05:41,310 - pyskl - INFO - top1_acc: 0.8846 2023-12-24 18:05:41,310 - pyskl - INFO - top5_acc: 0.9809