diff --git "a/ntu60_xsub/k_2/20231223_130318.log" "b/ntu60_xsub/k_2/20231223_130318.log" new file mode 100644--- /dev/null +++ "b/ntu60_xsub/k_2/20231223_130318.log" @@ -0,0 +1,4944 @@ +2023-12-23 13:03:19,114 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2023-12-23 13:03:19,396 - pyskl - INFO - Config: modality = 'k' +graph = 'nturgb+d' +work_dir = './work_dirs/test_prototype/ntu60_xsub/k_2' +model = dict( + type='RecognizerGCN_7_1_1', + backbone=dict( + type='GCN_7_1_1', + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict(type='SimpleHead_7_4_1', num_classes=60, in_channels=384)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2023-12-23 13:03:19,396 - pyskl - INFO - Set random seed to 853485461, deterministic: False +2023-12-23 13:03:24,502 - pyskl - INFO - 40091 videos remain after valid thresholding +2023-12-23 13:03:32,796 - pyskl - INFO - 16487 videos remain after valid thresholding +2023-12-23 13:03:32,803 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_2 +2023-12-23 13:03:32,803 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2023-12-23 13:03:32,804 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2023-12-23 13:03:32,804 - pyskl - INFO - Checkpoints will be saved to /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_2 by HardDiskBackend. +2023-12-23 13:04:15,373 - pyskl - INFO - Epoch [1][100/2506] lr: 2.500e-02, eta: 1 day, 20:25:57, time: 0.426, data_time: 0.192, memory: 6499, top1_acc: 0.0275, top5_acc: 0.1425, loss_cls: 4.9459, loss: 4.9459 +2023-12-23 13:04:37,753 - pyskl - INFO - Epoch [1][200/2506] lr: 2.500e-02, eta: 1 day, 9:53:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.0425, top5_acc: 0.2162, loss_cls: 4.5480, loss: 4.5480 +2023-12-23 13:05:00,170 - pyskl - INFO - Epoch [1][300/2506] lr: 2.500e-02, eta: 1 day, 6:22:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.0700, top5_acc: 0.2938, loss_cls: 4.3776, loss: 4.3776 +2023-12-23 13:05:22,648 - pyskl - INFO - Epoch [1][400/2506] lr: 2.500e-02, eta: 1 day, 4:38:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.0737, top5_acc: 0.3063, loss_cls: 4.4023, loss: 4.4023 +2023-12-23 13:05:45,133 - pyskl - INFO - Epoch [1][500/2506] lr: 2.500e-02, eta: 1 day, 3:35:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.0813, top5_acc: 0.3663, loss_cls: 4.3738, loss: 4.3738 +2023-12-23 13:06:07,655 - pyskl - INFO - Epoch [1][600/2506] lr: 2.500e-02, eta: 1 day, 2:54:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.1031, top5_acc: 0.3919, loss_cls: 4.4295, loss: 4.4295 +2023-12-23 13:06:30,190 - pyskl - INFO - Epoch [1][700/2506] lr: 2.500e-02, eta: 1 day, 2:24:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.1169, top5_acc: 0.4281, loss_cls: 4.0825, loss: 4.0825 +2023-12-23 13:06:52,745 - pyskl - INFO - Epoch [1][800/2506] lr: 2.500e-02, eta: 1 day, 2:02:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.1406, top5_acc: 0.4619, loss_cls: 4.2629, loss: 4.2629 +2023-12-23 13:07:15,289 - pyskl - INFO - Epoch [1][900/2506] lr: 2.500e-02, eta: 1 day, 1:44:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.1581, top5_acc: 0.5025, loss_cls: 4.1030, loss: 4.1030 +2023-12-23 13:07:37,866 - pyskl - INFO - Epoch [1][1000/2506] lr: 2.500e-02, eta: 1 day, 1:31:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.1775, top5_acc: 0.5212, loss_cls: 4.0149, loss: 4.0149 +2023-12-23 13:08:00,469 - pyskl - INFO - Epoch [1][1100/2506] lr: 2.500e-02, eta: 1 day, 1:19:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.1875, top5_acc: 0.5525, loss_cls: 3.8027, loss: 3.8027 +2023-12-23 13:08:23,082 - pyskl - INFO - Epoch [1][1200/2506] lr: 2.500e-02, eta: 1 day, 1:10:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.2025, top5_acc: 0.5869, loss_cls: 3.6715, loss: 3.6715 +2023-12-23 13:08:45,800 - pyskl - INFO - Epoch [1][1300/2506] lr: 2.500e-02, eta: 1 day, 1:03:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.2162, top5_acc: 0.6012, loss_cls: 3.4922, loss: 3.4922 +2023-12-23 13:09:08,463 - pyskl - INFO - Epoch [1][1400/2506] lr: 2.500e-02, eta: 1 day, 0:56:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.2319, top5_acc: 0.6206, loss_cls: 3.4128, loss: 3.4128 +2023-12-23 13:09:30,973 - pyskl - INFO - Epoch [1][1500/2506] lr: 2.500e-02, eta: 1 day, 0:49:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.2444, top5_acc: 0.6637, loss_cls: 3.2926, loss: 3.2926 +2023-12-23 13:09:53,646 - pyskl - INFO - Epoch [1][1600/2506] lr: 2.500e-02, eta: 1 day, 0:44:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.2625, top5_acc: 0.6737, loss_cls: 3.2020, loss: 3.2020 +2023-12-23 13:10:16,263 - pyskl - INFO - Epoch [1][1700/2506] lr: 2.500e-02, eta: 1 day, 0:40:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.2838, top5_acc: 0.7169, loss_cls: 3.0777, loss: 3.0777 +2023-12-23 13:10:38,815 - pyskl - INFO - Epoch [1][1800/2506] lr: 2.500e-02, eta: 1 day, 0:35:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.2806, top5_acc: 0.7188, loss_cls: 3.0362, loss: 3.0362 +2023-12-23 13:11:01,458 - pyskl - INFO - Epoch [1][1900/2506] lr: 2.500e-02, eta: 1 day, 0:31:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.3481, top5_acc: 0.7650, loss_cls: 2.7962, loss: 2.7962 +2023-12-23 13:11:23,990 - pyskl - INFO - Epoch [1][2000/2506] lr: 2.500e-02, eta: 1 day, 0:28:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.3013, top5_acc: 0.7244, loss_cls: 3.0019, loss: 3.0019 +2023-12-23 13:11:46,683 - pyskl - INFO - Epoch [1][2100/2506] lr: 2.500e-02, eta: 1 day, 0:25:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.3387, top5_acc: 0.7800, loss_cls: 2.7988, loss: 2.7988 +2023-12-23 13:12:09,461 - pyskl - INFO - Epoch [1][2200/2506] lr: 2.500e-02, eta: 1 day, 0:22:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.3406, top5_acc: 0.7538, loss_cls: 2.7941, loss: 2.7941 +2023-12-23 13:12:32,228 - pyskl - INFO - Epoch [1][2300/2506] lr: 2.500e-02, eta: 1 day, 0:20:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.3638, top5_acc: 0.7750, loss_cls: 2.7551, loss: 2.7551 +2023-12-23 13:12:54,849 - pyskl - INFO - Epoch [1][2400/2506] lr: 2.500e-02, eta: 1 day, 0:17:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.3756, top5_acc: 0.7819, loss_cls: 2.6977, loss: 2.6977 +2023-12-23 13:13:17,534 - pyskl - INFO - Epoch [1][2500/2506] lr: 2.500e-02, eta: 1 day, 0:15:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.3925, top5_acc: 0.8137, loss_cls: 2.5648, loss: 2.5648 +2023-12-23 13:13:19,397 - pyskl - INFO - Saving checkpoint at 1 epochs +2023-12-23 13:14:38,676 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 13:14:38,749 - pyskl - INFO - +top1_acc 0.4299 +top5_acc 0.8268 +2023-12-23 13:14:38,882 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2023-12-23 13:14:38,883 - pyskl - INFO - Best top1_acc is 0.4299 at 1 epoch. +2023-12-23 13:14:38,887 - pyskl - INFO - Epoch(val) [1][1031] top1_acc: 0.4299, top5_acc: 0.8268 +2023-12-23 13:15:20,419 - pyskl - INFO - Epoch [2][100/2506] lr: 2.500e-02, eta: 1 day, 0:55:05, time: 0.415, data_time: 0.190, memory: 6499, top1_acc: 0.4100, top5_acc: 0.8156, loss_cls: 2.4805, loss: 2.4805 +2023-12-23 13:15:42,886 - pyskl - INFO - Epoch [2][200/2506] lr: 2.500e-02, eta: 1 day, 0:51:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.3944, top5_acc: 0.8081, loss_cls: 2.5401, loss: 2.5401 +2023-12-23 13:16:05,400 - pyskl - INFO - Epoch [2][300/2506] lr: 2.500e-02, eta: 1 day, 0:47:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.4394, top5_acc: 0.8344, loss_cls: 2.4114, loss: 2.4114 +2023-12-23 13:16:27,899 - pyskl - INFO - Epoch [2][400/2506] lr: 2.500e-02, eta: 1 day, 0:44:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.4306, top5_acc: 0.8306, loss_cls: 2.3881, loss: 2.3881 +2023-12-23 13:16:50,376 - pyskl - INFO - Epoch [2][500/2506] lr: 2.500e-02, eta: 1 day, 0:40:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.4456, top5_acc: 0.8356, loss_cls: 2.3401, loss: 2.3401 +2023-12-23 13:17:12,982 - pyskl - INFO - Epoch [2][600/2506] lr: 2.500e-02, eta: 1 day, 0:37:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.4369, top5_acc: 0.8400, loss_cls: 2.3378, loss: 2.3378 +2023-12-23 13:17:35,721 - pyskl - INFO - Epoch [2][700/2506] lr: 2.500e-02, eta: 1 day, 0:35:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.4325, top5_acc: 0.8512, loss_cls: 2.3241, loss: 2.3241 +2023-12-23 13:17:58,415 - pyskl - INFO - Epoch [2][800/2506] lr: 2.500e-02, eta: 1 day, 0:33:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.4425, top5_acc: 0.8431, loss_cls: 2.3565, loss: 2.3565 +2023-12-23 13:18:21,140 - pyskl - INFO - Epoch [2][900/2506] lr: 2.499e-02, eta: 1 day, 0:30:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.4444, top5_acc: 0.8413, loss_cls: 2.3354, loss: 2.3354 +2023-12-23 13:18:43,872 - pyskl - INFO - Epoch [2][1000/2506] lr: 2.499e-02, eta: 1 day, 0:28:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.4569, top5_acc: 0.8538, loss_cls: 2.2657, loss: 2.2657 +2023-12-23 13:19:06,514 - pyskl - INFO - Epoch [2][1100/2506] lr: 2.499e-02, eta: 1 day, 0:26:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.4606, top5_acc: 0.8550, loss_cls: 2.2318, loss: 2.2318 +2023-12-23 13:19:29,147 - pyskl - INFO - Epoch [2][1200/2506] lr: 2.499e-02, eta: 1 day, 0:24:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.4919, top5_acc: 0.8562, loss_cls: 2.2084, loss: 2.2084 +2023-12-23 13:19:51,780 - pyskl - INFO - Epoch [2][1300/2506] lr: 2.499e-02, eta: 1 day, 0:22:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5031, top5_acc: 0.8662, loss_cls: 2.1082, loss: 2.1082 +2023-12-23 13:20:14,429 - pyskl - INFO - Epoch [2][1400/2506] lr: 2.499e-02, eta: 1 day, 0:20:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5019, top5_acc: 0.8669, loss_cls: 2.0986, loss: 2.0986 +2023-12-23 13:20:36,979 - pyskl - INFO - Epoch [2][1500/2506] lr: 2.499e-02, eta: 1 day, 0:18:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.5344, top5_acc: 0.8606, loss_cls: 2.0413, loss: 2.0413 +2023-12-23 13:20:59,517 - pyskl - INFO - Epoch [2][1600/2506] lr: 2.499e-02, eta: 1 day, 0:16:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.5175, top5_acc: 0.8819, loss_cls: 2.0196, loss: 2.0196 +2023-12-23 13:21:22,020 - pyskl - INFO - Epoch [2][1700/2506] lr: 2.499e-02, eta: 1 day, 0:14:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.5212, top5_acc: 0.8806, loss_cls: 1.9702, loss: 1.9702 +2023-12-23 13:21:44,467 - pyskl - INFO - Epoch [2][1800/2506] lr: 2.499e-02, eta: 1 day, 0:13:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.5525, top5_acc: 0.8856, loss_cls: 1.9219, loss: 1.9219 +2023-12-23 13:22:06,936 - pyskl - INFO - Epoch [2][1900/2506] lr: 2.499e-02, eta: 1 day, 0:11:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.5156, top5_acc: 0.8844, loss_cls: 2.0135, loss: 2.0135 +2023-12-23 13:22:29,579 - pyskl - INFO - Epoch [2][2000/2506] lr: 2.499e-02, eta: 1 day, 0:09:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5587, top5_acc: 0.8831, loss_cls: 1.8702, loss: 1.8702 +2023-12-23 13:22:52,232 - pyskl - INFO - Epoch [2][2100/2506] lr: 2.499e-02, eta: 1 day, 0:08:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5394, top5_acc: 0.8906, loss_cls: 1.8901, loss: 1.8901 +2023-12-23 13:23:14,891 - pyskl - INFO - Epoch [2][2200/2506] lr: 2.499e-02, eta: 1 day, 0:06:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5312, top5_acc: 0.8850, loss_cls: 1.9449, loss: 1.9449 +2023-12-23 13:23:37,403 - pyskl - INFO - Epoch [2][2300/2506] lr: 2.499e-02, eta: 1 day, 0:05:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.5669, top5_acc: 0.8962, loss_cls: 1.7954, loss: 1.7954 +2023-12-23 13:24:00,026 - pyskl - INFO - Epoch [2][2400/2506] lr: 2.499e-02, eta: 1 day, 0:04:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5575, top5_acc: 0.8994, loss_cls: 1.7927, loss: 1.7927 +2023-12-23 13:24:22,739 - pyskl - INFO - Epoch [2][2500/2506] lr: 2.499e-02, eta: 1 day, 0:02:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5775, top5_acc: 0.8975, loss_cls: 1.7603, loss: 1.7603 +2023-12-23 13:24:24,650 - pyskl - INFO - Saving checkpoint at 2 epochs +2023-12-23 13:25:43,812 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 13:25:43,883 - pyskl - INFO - +top1_acc 0.5663 +top5_acc 0.8897 +2023-12-23 13:25:43,886 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_2/best_top1_acc_epoch_1.pth was removed +2023-12-23 13:25:44,014 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2023-12-23 13:25:44,015 - pyskl - INFO - Best top1_acc is 0.5663 at 2 epoch. +2023-12-23 13:25:44,019 - pyskl - INFO - Epoch(val) [2][1031] top1_acc: 0.5663, top5_acc: 0.8897 +2023-12-23 13:26:26,022 - pyskl - INFO - Epoch [3][100/2506] lr: 2.499e-02, eta: 1 day, 0:23:24, time: 0.420, data_time: 0.193, memory: 6499, top1_acc: 0.5563, top5_acc: 0.9031, loss_cls: 1.7932, loss: 1.7932 +2023-12-23 13:26:48,546 - pyskl - INFO - Epoch [3][200/2506] lr: 2.499e-02, eta: 1 day, 0:21:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.5881, top5_acc: 0.9150, loss_cls: 1.6733, loss: 1.6733 +2023-12-23 13:27:11,198 - pyskl - INFO - Epoch [3][300/2506] lr: 2.499e-02, eta: 1 day, 0:20:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5900, top5_acc: 0.9044, loss_cls: 1.7131, loss: 1.7131 +2023-12-23 13:27:33,694 - pyskl - INFO - Epoch [3][400/2506] lr: 2.499e-02, eta: 1 day, 0:18:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.5906, top5_acc: 0.9056, loss_cls: 1.7085, loss: 1.7085 +2023-12-23 13:27:56,254 - pyskl - INFO - Epoch [3][500/2506] lr: 2.499e-02, eta: 1 day, 0:16:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5825, top5_acc: 0.9081, loss_cls: 1.7023, loss: 1.7023 +2023-12-23 13:28:18,882 - pyskl - INFO - Epoch [3][600/2506] lr: 2.499e-02, eta: 1 day, 0:15:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5981, top5_acc: 0.9044, loss_cls: 1.6600, loss: 1.6600 +2023-12-23 13:28:41,380 - pyskl - INFO - Epoch [3][700/2506] lr: 2.499e-02, eta: 1 day, 0:13:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6088, top5_acc: 0.9175, loss_cls: 1.5989, loss: 1.5989 +2023-12-23 13:29:03,961 - pyskl - INFO - Epoch [3][800/2506] lr: 2.499e-02, eta: 1 day, 0:12:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6162, top5_acc: 0.9200, loss_cls: 1.5683, loss: 1.5683 +2023-12-23 13:29:26,560 - pyskl - INFO - Epoch [3][900/2506] lr: 2.498e-02, eta: 1 day, 0:10:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5950, top5_acc: 0.9144, loss_cls: 1.6388, loss: 1.6388 +2023-12-23 13:29:49,139 - pyskl - INFO - Epoch [3][1000/2506] lr: 2.498e-02, eta: 1 day, 0:09:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6112, top5_acc: 0.9144, loss_cls: 1.6107, loss: 1.6107 +2023-12-23 13:30:11,683 - pyskl - INFO - Epoch [3][1100/2506] lr: 2.498e-02, eta: 1 day, 0:08:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.5994, top5_acc: 0.9213, loss_cls: 1.6174, loss: 1.6174 +2023-12-23 13:30:34,353 - pyskl - INFO - Epoch [3][1200/2506] lr: 2.498e-02, eta: 1 day, 0:07:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6106, top5_acc: 0.9156, loss_cls: 1.5787, loss: 1.5787 +2023-12-23 13:30:56,962 - pyskl - INFO - Epoch [3][1300/2506] lr: 2.498e-02, eta: 1 day, 0:05:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6219, top5_acc: 0.9219, loss_cls: 1.5255, loss: 1.5255 +2023-12-23 13:31:19,620 - pyskl - INFO - Epoch [3][1400/2506] lr: 2.498e-02, eta: 1 day, 0:04:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6181, top5_acc: 0.9144, loss_cls: 1.5873, loss: 1.5873 +2023-12-23 13:31:42,123 - pyskl - INFO - Epoch [3][1500/2506] lr: 2.498e-02, eta: 1 day, 0:03:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6225, top5_acc: 0.9237, loss_cls: 1.5478, loss: 1.5478 +2023-12-23 13:32:04,689 - pyskl - INFO - Epoch [3][1600/2506] lr: 2.498e-02, eta: 1 day, 0:02:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6088, top5_acc: 0.9200, loss_cls: 1.5502, loss: 1.5502 +2023-12-23 13:32:27,297 - pyskl - INFO - Epoch [3][1700/2506] lr: 2.498e-02, eta: 1 day, 0:00:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6312, top5_acc: 0.9181, loss_cls: 1.5407, loss: 1.5407 +2023-12-23 13:32:49,902 - pyskl - INFO - Epoch [3][1800/2506] lr: 2.498e-02, eta: 23:59:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6188, top5_acc: 0.9187, loss_cls: 1.5691, loss: 1.5691 +2023-12-23 13:33:12,391 - pyskl - INFO - Epoch [3][1900/2506] lr: 2.498e-02, eta: 23:58:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6219, top5_acc: 0.9269, loss_cls: 1.5044, loss: 1.5044 +2023-12-23 13:33:35,021 - pyskl - INFO - Epoch [3][2000/2506] lr: 2.498e-02, eta: 23:57:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6194, top5_acc: 0.9187, loss_cls: 1.5219, loss: 1.5219 +2023-12-23 13:33:57,638 - pyskl - INFO - Epoch [3][2100/2506] lr: 2.498e-02, eta: 23:56:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6138, top5_acc: 0.9163, loss_cls: 1.5755, loss: 1.5755 +2023-12-23 13:34:20,294 - pyskl - INFO - Epoch [3][2200/2506] lr: 2.498e-02, eta: 23:55:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6344, top5_acc: 0.9369, loss_cls: 1.4401, loss: 1.4401 +2023-12-23 13:34:42,894 - pyskl - INFO - Epoch [3][2300/2506] lr: 2.498e-02, eta: 23:54:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6581, top5_acc: 0.9281, loss_cls: 1.4240, loss: 1.4240 +2023-12-23 13:35:05,659 - pyskl - INFO - Epoch [3][2400/2506] lr: 2.498e-02, eta: 23:53:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6431, top5_acc: 0.9269, loss_cls: 1.4311, loss: 1.4311 +2023-12-23 13:35:28,210 - pyskl - INFO - Epoch [3][2500/2506] lr: 2.498e-02, eta: 23:52:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6312, top5_acc: 0.9256, loss_cls: 1.4934, loss: 1.4934 +2023-12-23 13:35:30,034 - pyskl - INFO - Saving checkpoint at 3 epochs +2023-12-23 13:36:48,768 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 13:36:48,849 - pyskl - INFO - +top1_acc 0.6578 +top5_acc 0.9295 +2023-12-23 13:36:48,853 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_2/best_top1_acc_epoch_2.pth was removed +2023-12-23 13:36:48,983 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2023-12-23 13:36:48,984 - pyskl - INFO - Best top1_acc is 0.6578 at 3 epoch. +2023-12-23 13:36:48,988 - pyskl - INFO - Epoch(val) [3][1031] top1_acc: 0.6578, top5_acc: 0.9295 +2023-12-23 13:37:30,534 - pyskl - INFO - Epoch [4][100/2506] lr: 2.497e-02, eta: 1 day, 0:05:41, time: 0.415, data_time: 0.190, memory: 6499, top1_acc: 0.6281, top5_acc: 0.9300, loss_cls: 1.4629, loss: 1.4629 +2023-12-23 13:37:53,024 - pyskl - INFO - Epoch [4][200/2506] lr: 2.497e-02, eta: 1 day, 0:04:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6462, top5_acc: 0.9363, loss_cls: 1.4087, loss: 1.4087 +2023-12-23 13:38:15,597 - pyskl - INFO - Epoch [4][300/2506] lr: 2.497e-02, eta: 1 day, 0:03:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6369, top5_acc: 0.9369, loss_cls: 1.4132, loss: 1.4132 +2023-12-23 13:38:38,115 - pyskl - INFO - Epoch [4][400/2506] lr: 2.497e-02, eta: 1 day, 0:02:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6406, top5_acc: 0.9325, loss_cls: 1.4422, loss: 1.4422 +2023-12-23 13:39:00,707 - pyskl - INFO - Epoch [4][500/2506] lr: 2.497e-02, eta: 1 day, 0:01:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6594, top5_acc: 0.9444, loss_cls: 1.3628, loss: 1.3628 +2023-12-23 13:39:23,407 - pyskl - INFO - Epoch [4][600/2506] lr: 2.497e-02, eta: 1 day, 0:00:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6587, top5_acc: 0.9400, loss_cls: 1.3689, loss: 1.3689 +2023-12-23 13:39:45,943 - pyskl - INFO - Epoch [4][700/2506] lr: 2.497e-02, eta: 23:58:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6438, top5_acc: 0.9319, loss_cls: 1.4126, loss: 1.4126 +2023-12-23 13:40:08,531 - pyskl - INFO - Epoch [4][800/2506] lr: 2.497e-02, eta: 23:57:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6663, top5_acc: 0.9381, loss_cls: 1.3780, loss: 1.3780 +2023-12-23 13:40:31,196 - pyskl - INFO - Epoch [4][900/2506] lr: 2.497e-02, eta: 23:56:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6556, top5_acc: 0.9269, loss_cls: 1.3977, loss: 1.3977 +2023-12-23 13:40:53,841 - pyskl - INFO - Epoch [4][1000/2506] lr: 2.497e-02, eta: 23:55:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6512, top5_acc: 0.9250, loss_cls: 1.4025, loss: 1.4025 +2023-12-23 13:41:16,321 - pyskl - INFO - Epoch [4][1100/2506] lr: 2.497e-02, eta: 23:54:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6606, top5_acc: 0.9325, loss_cls: 1.3793, loss: 1.3793 +2023-12-23 13:41:38,952 - pyskl - INFO - Epoch [4][1200/2506] lr: 2.497e-02, eta: 23:53:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6744, top5_acc: 0.9394, loss_cls: 1.3305, loss: 1.3305 +2023-12-23 13:42:01,531 - pyskl - INFO - Epoch [4][1300/2506] lr: 2.497e-02, eta: 23:52:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6538, top5_acc: 0.9381, loss_cls: 1.3500, loss: 1.3500 +2023-12-23 13:42:24,046 - pyskl - INFO - Epoch [4][1400/2506] lr: 2.497e-02, eta: 23:51:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6737, top5_acc: 0.9300, loss_cls: 1.3422, loss: 1.3422 +2023-12-23 13:42:46,601 - pyskl - INFO - Epoch [4][1500/2506] lr: 2.496e-02, eta: 23:50:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6844, top5_acc: 0.9394, loss_cls: 1.3104, loss: 1.3104 +2023-12-23 13:43:09,237 - pyskl - INFO - Epoch [4][1600/2506] lr: 2.496e-02, eta: 23:50:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6925, top5_acc: 0.9413, loss_cls: 1.2515, loss: 1.2515 +2023-12-23 13:43:31,825 - pyskl - INFO - Epoch [4][1700/2506] lr: 2.496e-02, eta: 23:49:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6694, top5_acc: 0.9381, loss_cls: 1.3109, loss: 1.3109 +2023-12-23 13:43:54,441 - pyskl - INFO - Epoch [4][1800/2506] lr: 2.496e-02, eta: 23:48:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6937, top5_acc: 0.9519, loss_cls: 1.2597, loss: 1.2597 +2023-12-23 13:44:17,060 - pyskl - INFO - Epoch [4][1900/2506] lr: 2.496e-02, eta: 23:47:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7013, top5_acc: 0.9444, loss_cls: 1.2316, loss: 1.2316 +2023-12-23 13:44:39,616 - pyskl - INFO - Epoch [4][2000/2506] lr: 2.496e-02, eta: 23:46:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6844, top5_acc: 0.9450, loss_cls: 1.2308, loss: 1.2308 +2023-12-23 13:45:02,272 - pyskl - INFO - Epoch [4][2100/2506] lr: 2.496e-02, eta: 23:45:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6625, top5_acc: 0.9437, loss_cls: 1.3027, loss: 1.3027 +2023-12-23 13:45:24,954 - pyskl - INFO - Epoch [4][2200/2506] lr: 2.496e-02, eta: 23:44:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6681, top5_acc: 0.9375, loss_cls: 1.3478, loss: 1.3478 +2023-12-23 13:45:47,519 - pyskl - INFO - Epoch [4][2300/2506] lr: 2.496e-02, eta: 23:43:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6894, top5_acc: 0.9406, loss_cls: 1.2666, loss: 1.2666 +2023-12-23 13:46:09,970 - pyskl - INFO - Epoch [4][2400/2506] lr: 2.496e-02, eta: 23:42:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7081, top5_acc: 0.9500, loss_cls: 1.1850, loss: 1.1850 +2023-12-23 13:46:32,576 - pyskl - INFO - Epoch [4][2500/2506] lr: 2.496e-02, eta: 23:42:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6887, top5_acc: 0.9437, loss_cls: 1.2745, loss: 1.2745 +2023-12-23 13:46:34,406 - pyskl - INFO - Saving checkpoint at 4 epochs +2023-12-23 13:47:53,679 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 13:47:53,764 - pyskl - INFO - +top1_acc 0.6775 +top5_acc 0.9387 +2023-12-23 13:47:53,769 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_2/best_top1_acc_epoch_3.pth was removed +2023-12-23 13:47:53,920 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2023-12-23 13:47:53,920 - pyskl - INFO - Best top1_acc is 0.6775 at 4 epoch. +2023-12-23 13:47:53,925 - pyskl - INFO - Epoch(val) [4][1031] top1_acc: 0.6775, top5_acc: 0.9387 +2023-12-23 13:48:35,329 - pyskl - INFO - Epoch [5][100/2506] lr: 2.496e-02, eta: 23:51:44, time: 0.414, data_time: 0.188, memory: 6499, top1_acc: 0.6975, top5_acc: 0.9425, loss_cls: 1.2442, loss: 1.2442 +2023-12-23 13:48:57,854 - pyskl - INFO - Epoch [5][200/2506] lr: 2.495e-02, eta: 23:50:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9544, loss_cls: 1.1270, loss: 1.1270 +2023-12-23 13:49:20,427 - pyskl - INFO - Epoch [5][300/2506] lr: 2.495e-02, eta: 23:49:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6863, top5_acc: 0.9500, loss_cls: 1.2424, loss: 1.2424 +2023-12-23 13:49:43,023 - pyskl - INFO - Epoch [5][400/2506] lr: 2.495e-02, eta: 23:48:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6919, top5_acc: 0.9444, loss_cls: 1.2432, loss: 1.2432 +2023-12-23 13:50:05,712 - pyskl - INFO - Epoch [5][500/2506] lr: 2.495e-02, eta: 23:48:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6831, top5_acc: 0.9450, loss_cls: 1.2681, loss: 1.2681 +2023-12-23 13:50:28,251 - pyskl - INFO - Epoch [5][600/2506] lr: 2.495e-02, eta: 23:47:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6937, top5_acc: 0.9413, loss_cls: 1.2730, loss: 1.2730 +2023-12-23 13:50:50,858 - pyskl - INFO - Epoch [5][700/2506] lr: 2.495e-02, eta: 23:46:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7006, top5_acc: 0.9487, loss_cls: 1.1983, loss: 1.1983 +2023-12-23 13:51:13,348 - pyskl - INFO - Epoch [5][800/2506] lr: 2.495e-02, eta: 23:45:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6900, top5_acc: 0.9363, loss_cls: 1.2776, loss: 1.2776 +2023-12-23 13:51:35,985 - pyskl - INFO - Epoch [5][900/2506] lr: 2.495e-02, eta: 23:44:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9463, loss_cls: 1.1797, loss: 1.1797 +2023-12-23 13:51:58,678 - pyskl - INFO - Epoch [5][1000/2506] lr: 2.495e-02, eta: 23:43:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6831, top5_acc: 0.9425, loss_cls: 1.2470, loss: 1.2470 +2023-12-23 13:52:21,290 - pyskl - INFO - Epoch [5][1100/2506] lr: 2.495e-02, eta: 23:42:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6887, top5_acc: 0.9475, loss_cls: 1.2662, loss: 1.2662 +2023-12-23 13:52:43,979 - pyskl - INFO - Epoch [5][1200/2506] lr: 2.495e-02, eta: 23:42:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7069, top5_acc: 0.9519, loss_cls: 1.1698, loss: 1.1698 +2023-12-23 13:53:06,554 - pyskl - INFO - Epoch [5][1300/2506] lr: 2.494e-02, eta: 23:41:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6969, top5_acc: 0.9469, loss_cls: 1.2158, loss: 1.2158 +2023-12-23 13:53:29,298 - pyskl - INFO - Epoch [5][1400/2506] lr: 2.494e-02, eta: 23:40:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9581, loss_cls: 1.1294, loss: 1.1294 +2023-12-23 13:53:51,907 - pyskl - INFO - Epoch [5][1500/2506] lr: 2.494e-02, eta: 23:39:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6987, top5_acc: 0.9481, loss_cls: 1.1967, loss: 1.1967 +2023-12-23 13:54:14,492 - pyskl - INFO - Epoch [5][1600/2506] lr: 2.494e-02, eta: 23:39:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6875, top5_acc: 0.9487, loss_cls: 1.2271, loss: 1.2271 +2023-12-23 13:54:37,062 - pyskl - INFO - Epoch [5][1700/2506] lr: 2.494e-02, eta: 23:38:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6975, top5_acc: 0.9456, loss_cls: 1.2147, loss: 1.2147 +2023-12-23 13:54:59,749 - pyskl - INFO - Epoch [5][1800/2506] lr: 2.494e-02, eta: 23:37:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7238, top5_acc: 0.9575, loss_cls: 1.1202, loss: 1.1202 +2023-12-23 13:55:22,334 - pyskl - INFO - Epoch [5][1900/2506] lr: 2.494e-02, eta: 23:36:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9475, loss_cls: 1.1718, loss: 1.1718 +2023-12-23 13:55:44,864 - pyskl - INFO - Epoch [5][2000/2506] lr: 2.494e-02, eta: 23:35:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9525, loss_cls: 1.1549, loss: 1.1549 +2023-12-23 13:56:07,594 - pyskl - INFO - Epoch [5][2100/2506] lr: 2.494e-02, eta: 23:35:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9544, loss_cls: 1.1201, loss: 1.1201 +2023-12-23 13:56:30,379 - pyskl - INFO - Epoch [5][2200/2506] lr: 2.493e-02, eta: 23:34:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9550, loss_cls: 1.1180, loss: 1.1180 +2023-12-23 13:56:52,977 - pyskl - INFO - Epoch [5][2300/2506] lr: 2.493e-02, eta: 23:33:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6863, top5_acc: 0.9394, loss_cls: 1.2668, loss: 1.2668 +2023-12-23 13:57:15,527 - pyskl - INFO - Epoch [5][2400/2506] lr: 2.493e-02, eta: 23:33:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9587, loss_cls: 1.0601, loss: 1.0601 +2023-12-23 13:57:38,132 - pyskl - INFO - Epoch [5][2500/2506] lr: 2.493e-02, eta: 23:32:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7238, top5_acc: 0.9513, loss_cls: 1.1135, loss: 1.1135 +2023-12-23 13:57:39,931 - pyskl - INFO - Saving checkpoint at 5 epochs +2023-12-23 13:58:58,748 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 13:58:58,827 - pyskl - INFO - +top1_acc 0.7159 +top5_acc 0.9460 +2023-12-23 13:58:58,831 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_2/best_top1_acc_epoch_4.pth was removed +2023-12-23 13:58:58,982 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2023-12-23 13:58:58,983 - pyskl - INFO - Best top1_acc is 0.7159 at 5 epoch. +2023-12-23 13:58:58,987 - pyskl - INFO - Epoch(val) [5][1031] top1_acc: 0.7159, top5_acc: 0.9460 +2023-12-23 13:59:40,859 - pyskl - INFO - Epoch [6][100/2506] lr: 2.493e-02, eta: 23:40:04, time: 0.419, data_time: 0.193, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9487, loss_cls: 1.1093, loss: 1.1093 +2023-12-23 14:00:03,385 - pyskl - INFO - Epoch [6][200/2506] lr: 2.493e-02, eta: 23:39:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9500, loss_cls: 1.1438, loss: 1.1438 +2023-12-23 14:00:25,997 - pyskl - INFO - Epoch [6][300/2506] lr: 2.493e-02, eta: 23:38:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9463, loss_cls: 1.1690, loss: 1.1690 +2023-12-23 14:00:48,694 - pyskl - INFO - Epoch [6][400/2506] lr: 2.493e-02, eta: 23:37:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7100, top5_acc: 0.9506, loss_cls: 1.1817, loss: 1.1817 +2023-12-23 14:01:11,261 - pyskl - INFO - Epoch [6][500/2506] lr: 2.493e-02, eta: 23:36:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7188, top5_acc: 0.9525, loss_cls: 1.1382, loss: 1.1382 +2023-12-23 14:01:33,762 - pyskl - INFO - Epoch [6][600/2506] lr: 2.492e-02, eta: 23:36:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9506, loss_cls: 1.1566, loss: 1.1566 +2023-12-23 14:01:56,361 - pyskl - INFO - Epoch [6][700/2506] lr: 2.492e-02, eta: 23:35:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9537, loss_cls: 1.0891, loss: 1.0891 +2023-12-23 14:02:19,048 - pyskl - INFO - Epoch [6][800/2506] lr: 2.492e-02, eta: 23:34:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9481, loss_cls: 1.0642, loss: 1.0642 +2023-12-23 14:02:41,688 - pyskl - INFO - Epoch [6][900/2506] lr: 2.492e-02, eta: 23:33:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9581, loss_cls: 1.0713, loss: 1.0713 +2023-12-23 14:03:04,233 - pyskl - INFO - Epoch [6][1000/2506] lr: 2.492e-02, eta: 23:33:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9500, loss_cls: 1.1175, loss: 1.1175 +2023-12-23 14:03:26,930 - pyskl - INFO - Epoch [6][1100/2506] lr: 2.492e-02, eta: 23:32:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9513, loss_cls: 1.1273, loss: 1.1273 +2023-12-23 14:03:49,491 - pyskl - INFO - Epoch [6][1200/2506] lr: 2.492e-02, eta: 23:31:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9606, loss_cls: 1.1056, loss: 1.1056 +2023-12-23 14:04:12,037 - pyskl - INFO - Epoch [6][1300/2506] lr: 2.492e-02, eta: 23:30:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9500, loss_cls: 1.1484, loss: 1.1484 +2023-12-23 14:04:34,671 - pyskl - INFO - Epoch [6][1400/2506] lr: 2.492e-02, eta: 23:30:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9487, loss_cls: 1.1498, loss: 1.1498 +2023-12-23 14:04:57,340 - pyskl - INFO - Epoch [6][1500/2506] lr: 2.491e-02, eta: 23:29:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7219, top5_acc: 0.9587, loss_cls: 1.1177, loss: 1.1177 +2023-12-23 14:05:19,926 - pyskl - INFO - Epoch [6][1600/2506] lr: 2.491e-02, eta: 23:28:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9587, loss_cls: 1.1098, loss: 1.1098 +2023-12-23 14:05:42,650 - pyskl - INFO - Epoch [6][1700/2506] lr: 2.491e-02, eta: 23:28:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9550, loss_cls: 1.1313, loss: 1.1313 +2023-12-23 14:06:05,296 - pyskl - INFO - Epoch [6][1800/2506] lr: 2.491e-02, eta: 23:27:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7044, top5_acc: 0.9444, loss_cls: 1.1830, loss: 1.1830 +2023-12-23 14:06:27,839 - pyskl - INFO - Epoch [6][1900/2506] lr: 2.491e-02, eta: 23:26:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9581, loss_cls: 1.1605, loss: 1.1605 +2023-12-23 14:06:50,469 - pyskl - INFO - Epoch [6][2000/2506] lr: 2.491e-02, eta: 23:25:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7000, top5_acc: 0.9475, loss_cls: 1.2072, loss: 1.2072 +2023-12-23 14:07:12,989 - pyskl - INFO - Epoch [6][2100/2506] lr: 2.491e-02, eta: 23:25:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7044, top5_acc: 0.9431, loss_cls: 1.1756, loss: 1.1756 +2023-12-23 14:07:35,646 - pyskl - INFO - Epoch [6][2200/2506] lr: 2.491e-02, eta: 23:24:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7188, top5_acc: 0.9563, loss_cls: 1.1143, loss: 1.1143 +2023-12-23 14:07:58,284 - pyskl - INFO - Epoch [6][2300/2506] lr: 2.490e-02, eta: 23:23:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6931, top5_acc: 0.9450, loss_cls: 1.2330, loss: 1.2330 +2023-12-23 14:08:20,775 - pyskl - INFO - Epoch [6][2400/2506] lr: 2.490e-02, eta: 23:23:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7013, top5_acc: 0.9456, loss_cls: 1.2025, loss: 1.2025 +2023-12-23 14:08:43,286 - pyskl - INFO - Epoch [6][2500/2506] lr: 2.490e-02, eta: 23:22:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9525, loss_cls: 1.0785, loss: 1.0785 +2023-12-23 14:08:45,109 - pyskl - INFO - Saving checkpoint at 6 epochs +2023-12-23 14:10:04,074 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 14:10:04,146 - pyskl - INFO - +top1_acc 0.7118 +top5_acc 0.9513 +2023-12-23 14:10:04,150 - pyskl - INFO - Epoch(val) [6][1031] top1_acc: 0.7118, top5_acc: 0.9513 +2023-12-23 14:10:45,479 - pyskl - INFO - Epoch [7][100/2506] lr: 2.490e-02, eta: 23:28:40, time: 0.413, data_time: 0.187, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9537, loss_cls: 1.1357, loss: 1.1357 +2023-12-23 14:11:07,961 - pyskl - INFO - Epoch [7][200/2506] lr: 2.490e-02, eta: 23:27:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9550, loss_cls: 1.1544, loss: 1.1544 +2023-12-23 14:11:30,563 - pyskl - INFO - Epoch [7][300/2506] lr: 2.490e-02, eta: 23:27:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9550, loss_cls: 1.0625, loss: 1.0625 +2023-12-23 14:11:53,171 - pyskl - INFO - Epoch [7][400/2506] lr: 2.490e-02, eta: 23:26:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9600, loss_cls: 1.0910, loss: 1.0910 +2023-12-23 14:12:15,709 - pyskl - INFO - Epoch [7][500/2506] lr: 2.489e-02, eta: 23:25:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9525, loss_cls: 1.1173, loss: 1.1173 +2023-12-23 14:12:38,193 - pyskl - INFO - Epoch [7][600/2506] lr: 2.489e-02, eta: 23:25:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9537, loss_cls: 1.0995, loss: 1.0995 +2023-12-23 14:13:00,670 - pyskl - INFO - Epoch [7][700/2506] lr: 2.489e-02, eta: 23:24:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9556, loss_cls: 1.1361, loss: 1.1361 +2023-12-23 14:13:23,260 - pyskl - INFO - Epoch [7][800/2506] lr: 2.489e-02, eta: 23:23:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7250, top5_acc: 0.9550, loss_cls: 1.1223, loss: 1.1223 +2023-12-23 14:13:45,835 - pyskl - INFO - Epoch [7][900/2506] lr: 2.489e-02, eta: 23:22:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9613, loss_cls: 1.0283, loss: 1.0283 +2023-12-23 14:14:08,422 - pyskl - INFO - Epoch [7][1000/2506] lr: 2.489e-02, eta: 23:22:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9594, loss_cls: 1.0737, loss: 1.0737 +2023-12-23 14:14:31,052 - pyskl - INFO - Epoch [7][1100/2506] lr: 2.489e-02, eta: 23:21:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9575, loss_cls: 1.1257, loss: 1.1257 +2023-12-23 14:14:53,543 - pyskl - INFO - Epoch [7][1200/2506] lr: 2.489e-02, eta: 23:20:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9531, loss_cls: 1.0984, loss: 1.0984 +2023-12-23 14:15:16,094 - pyskl - INFO - Epoch [7][1300/2506] lr: 2.488e-02, eta: 23:20:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9463, loss_cls: 1.1641, loss: 1.1641 +2023-12-23 14:15:38,612 - pyskl - INFO - Epoch [7][1400/2506] lr: 2.488e-02, eta: 23:19:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9487, loss_cls: 1.1302, loss: 1.1302 +2023-12-23 14:16:01,181 - pyskl - INFO - Epoch [7][1500/2506] lr: 2.488e-02, eta: 23:18:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9506, loss_cls: 1.0318, loss: 1.0318 +2023-12-23 14:16:23,682 - pyskl - INFO - Epoch [7][1600/2506] lr: 2.488e-02, eta: 23:18:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9569, loss_cls: 1.0646, loss: 1.0646 +2023-12-23 14:16:46,202 - pyskl - INFO - Epoch [7][1700/2506] lr: 2.488e-02, eta: 23:17:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7219, top5_acc: 0.9481, loss_cls: 1.1800, loss: 1.1800 +2023-12-23 14:17:08,811 - pyskl - INFO - Epoch [7][1800/2506] lr: 2.488e-02, eta: 23:16:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9556, loss_cls: 1.0812, loss: 1.0812 +2023-12-23 14:17:31,410 - pyskl - INFO - Epoch [7][1900/2506] lr: 2.488e-02, eta: 23:16:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9506, loss_cls: 1.1025, loss: 1.1025 +2023-12-23 14:17:53,970 - pyskl - INFO - Epoch [7][2000/2506] lr: 2.487e-02, eta: 23:15:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9706, loss_cls: 0.9740, loss: 0.9740 +2023-12-23 14:18:16,592 - pyskl - INFO - Epoch [7][2100/2506] lr: 2.487e-02, eta: 23:14:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9594, loss_cls: 1.0479, loss: 1.0479 +2023-12-23 14:18:39,148 - pyskl - INFO - Epoch [7][2200/2506] lr: 2.487e-02, eta: 23:14:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9600, loss_cls: 1.0751, loss: 1.0751 +2023-12-23 14:19:01,737 - pyskl - INFO - Epoch [7][2300/2506] lr: 2.487e-02, eta: 23:13:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9475, loss_cls: 1.1255, loss: 1.1255 +2023-12-23 14:19:24,346 - pyskl - INFO - Epoch [7][2400/2506] lr: 2.487e-02, eta: 23:12:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9525, loss_cls: 1.1254, loss: 1.1254 +2023-12-23 14:19:46,904 - pyskl - INFO - Epoch [7][2500/2506] lr: 2.487e-02, eta: 23:12:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9619, loss_cls: 1.0520, loss: 1.0520 +2023-12-23 14:19:48,704 - pyskl - INFO - Saving checkpoint at 7 epochs +2023-12-23 14:21:07,660 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 14:21:07,732 - pyskl - INFO - +top1_acc 0.7235 +top5_acc 0.9508 +2023-12-23 14:21:07,736 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_2/best_top1_acc_epoch_5.pth was removed +2023-12-23 14:21:07,881 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2023-12-23 14:21:07,881 - pyskl - INFO - Best top1_acc is 0.7235 at 7 epoch. +2023-12-23 14:21:07,885 - pyskl - INFO - Epoch(val) [7][1031] top1_acc: 0.7235, top5_acc: 0.9508 +2023-12-23 14:21:49,460 - pyskl - INFO - Epoch [8][100/2506] lr: 2.486e-02, eta: 23:17:29, time: 0.416, data_time: 0.190, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9606, loss_cls: 0.9875, loss: 0.9875 +2023-12-23 14:22:12,109 - pyskl - INFO - Epoch [8][200/2506] lr: 2.486e-02, eta: 23:16:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9694, loss_cls: 1.0055, loss: 1.0055 +2023-12-23 14:22:34,541 - pyskl - INFO - Epoch [8][300/2506] lr: 2.486e-02, eta: 23:16:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9581, loss_cls: 1.0891, loss: 1.0891 +2023-12-23 14:22:57,092 - pyskl - INFO - Epoch [8][400/2506] lr: 2.486e-02, eta: 23:15:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9487, loss_cls: 1.0313, loss: 1.0313 +2023-12-23 14:23:19,780 - pyskl - INFO - Epoch [8][500/2506] lr: 2.486e-02, eta: 23:14:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9575, loss_cls: 1.0747, loss: 1.0747 +2023-12-23 14:23:42,311 - pyskl - INFO - Epoch [8][600/2506] lr: 2.486e-02, eta: 23:14:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9569, loss_cls: 1.0333, loss: 1.0333 +2023-12-23 14:24:05,006 - pyskl - INFO - Epoch [8][700/2506] lr: 2.486e-02, eta: 23:13:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9500, loss_cls: 1.1038, loss: 1.1038 +2023-12-23 14:24:27,648 - pyskl - INFO - Epoch [8][800/2506] lr: 2.485e-02, eta: 23:12:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9669, loss_cls: 0.9929, loss: 0.9929 +2023-12-23 14:24:50,320 - pyskl - INFO - Epoch [8][900/2506] lr: 2.485e-02, eta: 23:12:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9619, loss_cls: 0.9674, loss: 0.9674 +2023-12-23 14:25:12,989 - pyskl - INFO - Epoch [8][1000/2506] lr: 2.485e-02, eta: 23:11:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9631, loss_cls: 1.0160, loss: 1.0160 +2023-12-23 14:25:35,567 - pyskl - INFO - Epoch [8][1100/2506] lr: 2.485e-02, eta: 23:11:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9644, loss_cls: 0.9510, loss: 0.9510 +2023-12-23 14:25:58,160 - pyskl - INFO - Epoch [8][1200/2506] lr: 2.485e-02, eta: 23:10:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9587, loss_cls: 1.0542, loss: 1.0542 +2023-12-23 14:26:20,646 - pyskl - INFO - Epoch [8][1300/2506] lr: 2.485e-02, eta: 23:09:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9613, loss_cls: 1.0345, loss: 1.0345 +2023-12-23 14:26:43,220 - pyskl - INFO - Epoch [8][1400/2506] lr: 2.484e-02, eta: 23:09:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9619, loss_cls: 1.0233, loss: 1.0233 +2023-12-23 14:27:05,813 - pyskl - INFO - Epoch [8][1500/2506] lr: 2.484e-02, eta: 23:08:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7250, top5_acc: 0.9525, loss_cls: 1.1107, loss: 1.1107 +2023-12-23 14:27:28,394 - pyskl - INFO - Epoch [8][1600/2506] lr: 2.484e-02, eta: 23:07:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9619, loss_cls: 0.9913, loss: 0.9913 +2023-12-23 14:27:51,103 - pyskl - INFO - Epoch [8][1700/2506] lr: 2.484e-02, eta: 23:07:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9556, loss_cls: 1.0386, loss: 1.0386 +2023-12-23 14:28:13,699 - pyskl - INFO - Epoch [8][1800/2506] lr: 2.484e-02, eta: 23:06:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9625, loss_cls: 1.0502, loss: 1.0502 +2023-12-23 14:28:36,245 - pyskl - INFO - Epoch [8][1900/2506] lr: 2.484e-02, eta: 23:06:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9631, loss_cls: 0.9824, loss: 0.9824 +2023-12-23 14:28:58,998 - pyskl - INFO - Epoch [8][2000/2506] lr: 2.483e-02, eta: 23:05:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9631, loss_cls: 1.0004, loss: 1.0004 +2023-12-23 14:29:21,641 - pyskl - INFO - Epoch [8][2100/2506] lr: 2.483e-02, eta: 23:04:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9669, loss_cls: 0.9787, loss: 0.9787 +2023-12-23 14:29:44,254 - pyskl - INFO - Epoch [8][2200/2506] lr: 2.483e-02, eta: 23:04:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9594, loss_cls: 1.0025, loss: 1.0025 +2023-12-23 14:30:06,754 - pyskl - INFO - Epoch [8][2300/2506] lr: 2.483e-02, eta: 23:03:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9613, loss_cls: 1.0302, loss: 1.0302 +2023-12-23 14:30:29,250 - pyskl - INFO - Epoch [8][2400/2506] lr: 2.483e-02, eta: 23:03:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9475, loss_cls: 1.0961, loss: 1.0961 +2023-12-23 14:30:51,764 - pyskl - INFO - Epoch [8][2500/2506] lr: 2.483e-02, eta: 23:02:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9556, loss_cls: 1.0414, loss: 1.0414 +2023-12-23 14:30:53,575 - pyskl - INFO - Saving checkpoint at 8 epochs +2023-12-23 14:32:12,307 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 14:32:12,381 - pyskl - INFO - +top1_acc 0.6781 +top5_acc 0.9435 +2023-12-23 14:32:12,385 - pyskl - INFO - Epoch(val) [8][1031] top1_acc: 0.6781, top5_acc: 0.9435 +2023-12-23 14:32:53,783 - pyskl - INFO - Epoch [9][100/2506] lr: 2.482e-02, eta: 23:06:52, time: 0.414, data_time: 0.188, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9700, loss_cls: 0.8869, loss: 0.8869 +2023-12-23 14:33:16,248 - pyskl - INFO - Epoch [9][200/2506] lr: 2.482e-02, eta: 23:06:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9619, loss_cls: 0.9605, loss: 0.9605 +2023-12-23 14:33:38,796 - pyskl - INFO - Epoch [9][300/2506] lr: 2.482e-02, eta: 23:05:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9631, loss_cls: 0.9321, loss: 0.9321 +2023-12-23 14:34:01,264 - pyskl - INFO - Epoch [9][400/2506] lr: 2.482e-02, eta: 23:04:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9606, loss_cls: 0.9664, loss: 0.9664 +2023-12-23 14:34:23,725 - pyskl - INFO - Epoch [9][500/2506] lr: 2.482e-02, eta: 23:04:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9694, loss_cls: 0.9550, loss: 0.9550 +2023-12-23 14:34:46,320 - pyskl - INFO - Epoch [9][600/2506] lr: 2.481e-02, eta: 23:03:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9631, loss_cls: 0.9822, loss: 0.9822 +2023-12-23 14:35:08,889 - pyskl - INFO - Epoch [9][700/2506] lr: 2.481e-02, eta: 23:03:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9631, loss_cls: 0.9902, loss: 0.9902 +2023-12-23 14:35:31,491 - pyskl - INFO - Epoch [9][800/2506] lr: 2.481e-02, eta: 23:02:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9575, loss_cls: 0.9739, loss: 0.9739 +2023-12-23 14:35:54,072 - pyskl - INFO - Epoch [9][900/2506] lr: 2.481e-02, eta: 23:01:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9581, loss_cls: 0.9974, loss: 0.9974 +2023-12-23 14:36:16,633 - pyskl - INFO - Epoch [9][1000/2506] lr: 2.481e-02, eta: 23:01:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9644, loss_cls: 0.9889, loss: 0.9889 +2023-12-23 14:36:39,145 - pyskl - INFO - Epoch [9][1100/2506] lr: 2.481e-02, eta: 23:00:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9631, loss_cls: 0.9874, loss: 0.9874 +2023-12-23 14:37:01,673 - pyskl - INFO - Epoch [9][1200/2506] lr: 2.480e-02, eta: 22:59:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9663, loss_cls: 0.9948, loss: 0.9948 +2023-12-23 14:37:24,303 - pyskl - INFO - Epoch [9][1300/2506] lr: 2.480e-02, eta: 22:59:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9675, loss_cls: 0.9581, loss: 0.9581 +2023-12-23 14:37:46,965 - pyskl - INFO - Epoch [9][1400/2506] lr: 2.480e-02, eta: 22:58:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9625, loss_cls: 0.9780, loss: 0.9780 +2023-12-23 14:38:09,567 - pyskl - INFO - Epoch [9][1500/2506] lr: 2.480e-02, eta: 22:58:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9644, loss_cls: 0.9515, loss: 0.9515 +2023-12-23 14:38:32,281 - pyskl - INFO - Epoch [9][1600/2506] lr: 2.480e-02, eta: 22:57:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9613, loss_cls: 0.9963, loss: 0.9963 +2023-12-23 14:38:54,927 - pyskl - INFO - Epoch [9][1700/2506] lr: 2.479e-02, eta: 22:57:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9613, loss_cls: 0.9630, loss: 0.9630 +2023-12-23 14:39:17,505 - pyskl - INFO - Epoch [9][1800/2506] lr: 2.479e-02, eta: 22:56:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9550, loss_cls: 0.9789, loss: 0.9789 +2023-12-23 14:39:40,192 - pyskl - INFO - Epoch [9][1900/2506] lr: 2.479e-02, eta: 22:55:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9700, loss_cls: 0.9711, loss: 0.9711 +2023-12-23 14:40:02,795 - pyskl - INFO - Epoch [9][2000/2506] lr: 2.479e-02, eta: 22:55:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9531, loss_cls: 1.0456, loss: 1.0456 +2023-12-23 14:40:25,324 - pyskl - INFO - Epoch [9][2100/2506] lr: 2.479e-02, eta: 22:54:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9663, loss_cls: 0.9670, loss: 0.9670 +2023-12-23 14:40:47,872 - pyskl - INFO - Epoch [9][2200/2506] lr: 2.478e-02, eta: 22:54:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9575, loss_cls: 0.9884, loss: 0.9884 +2023-12-23 14:41:10,516 - pyskl - INFO - Epoch [9][2300/2506] lr: 2.478e-02, eta: 22:53:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9613, loss_cls: 1.0164, loss: 1.0164 +2023-12-23 14:41:33,066 - pyskl - INFO - Epoch [9][2400/2506] lr: 2.478e-02, eta: 22:53:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9663, loss_cls: 0.9511, loss: 0.9511 +2023-12-23 14:41:55,611 - pyskl - INFO - Epoch [9][2500/2506] lr: 2.478e-02, eta: 22:52:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9594, loss_cls: 1.0215, loss: 1.0215 +2023-12-23 14:41:57,422 - pyskl - INFO - Saving checkpoint at 9 epochs +2023-12-23 14:43:16,321 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 14:43:16,391 - pyskl - INFO - +top1_acc 0.7439 +top5_acc 0.9565 +2023-12-23 14:43:16,395 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_2/best_top1_acc_epoch_7.pth was removed +2023-12-23 14:43:16,524 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2023-12-23 14:43:16,524 - pyskl - INFO - Best top1_acc is 0.7439 at 9 epoch. +2023-12-23 14:43:16,528 - pyskl - INFO - Epoch(val) [9][1031] top1_acc: 0.7439, top5_acc: 0.9565 +2023-12-23 14:43:57,375 - pyskl - INFO - Epoch [10][100/2506] lr: 2.478e-02, eta: 22:56:11, time: 0.408, data_time: 0.182, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9606, loss_cls: 0.9351, loss: 0.9351 +2023-12-23 14:44:19,904 - pyskl - INFO - Epoch [10][200/2506] lr: 2.477e-02, eta: 22:55:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9656, loss_cls: 0.9451, loss: 0.9451 +2023-12-23 14:44:42,397 - pyskl - INFO - Epoch [10][300/2506] lr: 2.477e-02, eta: 22:54:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9556, loss_cls: 0.9682, loss: 0.9682 +2023-12-23 14:45:04,870 - pyskl - INFO - Epoch [10][400/2506] lr: 2.477e-02, eta: 22:54:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9663, loss_cls: 0.9576, loss: 0.9576 +2023-12-23 14:45:27,446 - pyskl - INFO - Epoch [10][500/2506] lr: 2.477e-02, eta: 22:53:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9637, loss_cls: 0.9352, loss: 0.9352 +2023-12-23 14:45:49,913 - pyskl - INFO - Epoch [10][600/2506] lr: 2.477e-02, eta: 22:53:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9700, loss_cls: 0.8857, loss: 0.8857 +2023-12-23 14:46:12,471 - pyskl - INFO - Epoch [10][700/2506] lr: 2.476e-02, eta: 22:52:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9675, loss_cls: 0.8935, loss: 0.8935 +2023-12-23 14:46:35,209 - pyskl - INFO - Epoch [10][800/2506] lr: 2.476e-02, eta: 22:52:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9650, loss_cls: 0.9621, loss: 0.9621 +2023-12-23 14:46:57,906 - pyskl - INFO - Epoch [10][900/2506] lr: 2.476e-02, eta: 22:51:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9587, loss_cls: 0.9634, loss: 0.9634 +2023-12-23 14:47:20,494 - pyskl - INFO - Epoch [10][1000/2506] lr: 2.476e-02, eta: 22:50:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9700, loss_cls: 0.9225, loss: 0.9225 +2023-12-23 14:47:43,047 - pyskl - INFO - Epoch [10][1100/2506] lr: 2.476e-02, eta: 22:50:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9663, loss_cls: 0.8993, loss: 0.8993 +2023-12-23 14:48:05,598 - pyskl - INFO - Epoch [10][1200/2506] lr: 2.475e-02, eta: 22:49:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9625, loss_cls: 0.9765, loss: 0.9765 +2023-12-23 14:48:28,173 - pyskl - INFO - Epoch [10][1300/2506] lr: 2.475e-02, eta: 22:49:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9594, loss_cls: 0.9606, loss: 0.9606 +2023-12-23 14:48:50,759 - pyskl - INFO - Epoch [10][1400/2506] lr: 2.475e-02, eta: 22:48:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9675, loss_cls: 0.9351, loss: 0.9351 +2023-12-23 14:49:13,378 - pyskl - INFO - Epoch [10][1500/2506] lr: 2.475e-02, eta: 22:47:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9650, loss_cls: 0.9592, loss: 0.9592 +2023-12-23 14:49:36,010 - pyskl - INFO - Epoch [10][1600/2506] lr: 2.475e-02, eta: 22:47:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9675, loss_cls: 0.9658, loss: 0.9658 +2023-12-23 14:49:58,550 - pyskl - INFO - Epoch [10][1700/2506] lr: 2.474e-02, eta: 22:46:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9613, loss_cls: 0.9545, loss: 0.9545 +2023-12-23 14:50:21,096 - pyskl - INFO - Epoch [10][1800/2506] lr: 2.474e-02, eta: 22:46:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9663, loss_cls: 1.0003, loss: 1.0003 +2023-12-23 14:50:43,589 - pyskl - INFO - Epoch [10][1900/2506] lr: 2.474e-02, eta: 22:45:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9594, loss_cls: 0.9622, loss: 0.9622 +2023-12-23 14:51:06,216 - pyskl - INFO - Epoch [10][2000/2506] lr: 2.474e-02, eta: 22:45:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9587, loss_cls: 0.9826, loss: 0.9826 +2023-12-23 14:51:28,852 - pyskl - INFO - Epoch [10][2100/2506] lr: 2.474e-02, eta: 22:44:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9613, loss_cls: 0.8917, loss: 0.8917 +2023-12-23 14:51:51,560 - pyskl - INFO - Epoch [10][2200/2506] lr: 2.473e-02, eta: 22:44:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9600, loss_cls: 0.9755, loss: 0.9755 +2023-12-23 14:52:14,175 - pyskl - INFO - Epoch [10][2300/2506] lr: 2.473e-02, eta: 22:43:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9600, loss_cls: 0.9022, loss: 0.9022 +2023-12-23 14:52:36,717 - pyskl - INFO - Epoch [10][2400/2506] lr: 2.473e-02, eta: 22:42:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9669, loss_cls: 0.9137, loss: 0.9137 +2023-12-23 14:52:59,330 - pyskl - INFO - Epoch [10][2500/2506] lr: 2.473e-02, eta: 22:42:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9625, loss_cls: 0.9684, loss: 0.9684 +2023-12-23 14:53:01,219 - pyskl - INFO - Saving checkpoint at 10 epochs +2023-12-23 14:54:19,865 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 14:54:19,938 - pyskl - INFO - +top1_acc 0.7651 +top5_acc 0.9615 +2023-12-23 14:54:19,941 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_2/best_top1_acc_epoch_9.pth was removed +2023-12-23 14:54:20,066 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2023-12-23 14:54:20,066 - pyskl - INFO - Best top1_acc is 0.7651 at 10 epoch. +2023-12-23 14:54:20,070 - pyskl - INFO - Epoch(val) [10][1031] top1_acc: 0.7651, top5_acc: 0.9615 +2023-12-23 14:55:01,457 - pyskl - INFO - Epoch [11][100/2506] lr: 2.472e-02, eta: 22:45:51, time: 0.414, data_time: 0.188, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9669, loss_cls: 0.9391, loss: 0.9391 +2023-12-23 14:55:24,056 - pyskl - INFO - Epoch [11][200/2506] lr: 2.472e-02, eta: 22:45:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9731, loss_cls: 0.8806, loss: 0.8806 +2023-12-23 14:55:46,522 - pyskl - INFO - Epoch [11][300/2506] lr: 2.472e-02, eta: 22:44:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9600, loss_cls: 0.9293, loss: 0.9293 +2023-12-23 14:56:09,015 - pyskl - INFO - Epoch [11][400/2506] lr: 2.472e-02, eta: 22:44:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9637, loss_cls: 0.9024, loss: 0.9024 +2023-12-23 14:56:31,658 - pyskl - INFO - Epoch [11][500/2506] lr: 2.472e-02, eta: 22:43:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9637, loss_cls: 0.9307, loss: 0.9307 +2023-12-23 14:56:54,234 - pyskl - INFO - Epoch [11][600/2506] lr: 2.471e-02, eta: 22:42:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9669, loss_cls: 0.9303, loss: 0.9303 +2023-12-23 14:57:16,898 - pyskl - INFO - Epoch [11][700/2506] lr: 2.471e-02, eta: 22:42:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9738, loss_cls: 0.8501, loss: 0.8501 +2023-12-23 14:57:39,526 - pyskl - INFO - Epoch [11][800/2506] lr: 2.471e-02, eta: 22:41:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9631, loss_cls: 0.9361, loss: 0.9361 +2023-12-23 14:58:02,047 - pyskl - INFO - Epoch [11][900/2506] lr: 2.471e-02, eta: 22:41:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9669, loss_cls: 0.9069, loss: 0.9069 +2023-12-23 14:58:24,615 - pyskl - INFO - Epoch [11][1000/2506] lr: 2.470e-02, eta: 22:40:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 0.8512, loss: 0.8512 +2023-12-23 14:58:47,201 - pyskl - INFO - Epoch [11][1100/2506] lr: 2.470e-02, eta: 22:40:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9587, loss_cls: 0.9404, loss: 0.9404 +2023-12-23 14:59:09,823 - pyskl - INFO - Epoch [11][1200/2506] lr: 2.470e-02, eta: 22:39:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9519, loss_cls: 0.9429, loss: 0.9429 +2023-12-23 14:59:32,428 - pyskl - INFO - Epoch [11][1300/2506] lr: 2.470e-02, eta: 22:39:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9606, loss_cls: 0.9435, loss: 0.9435 +2023-12-23 14:59:55,101 - pyskl - INFO - Epoch [11][1400/2506] lr: 2.470e-02, eta: 22:38:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9594, loss_cls: 0.9435, loss: 0.9435 +2023-12-23 15:00:17,626 - pyskl - INFO - Epoch [11][1500/2506] lr: 2.469e-02, eta: 22:38:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9650, loss_cls: 0.9028, loss: 0.9028 +2023-12-23 15:00:40,193 - pyskl - INFO - Epoch [11][1600/2506] lr: 2.469e-02, eta: 22:37:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9587, loss_cls: 0.8912, loss: 0.8912 +2023-12-23 15:01:02,805 - pyskl - INFO - Epoch [11][1700/2506] lr: 2.469e-02, eta: 22:36:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9756, loss_cls: 0.8370, loss: 0.8370 +2023-12-23 15:01:25,364 - pyskl - INFO - Epoch [11][1800/2506] lr: 2.469e-02, eta: 22:36:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9625, loss_cls: 0.9257, loss: 0.9257 +2023-12-23 15:01:47,939 - pyskl - INFO - Epoch [11][1900/2506] lr: 2.468e-02, eta: 22:35:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9688, loss_cls: 0.8933, loss: 0.8933 +2023-12-23 15:02:10,411 - pyskl - INFO - Epoch [11][2000/2506] lr: 2.468e-02, eta: 22:35:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9681, loss_cls: 0.9509, loss: 0.9509 +2023-12-23 15:02:33,097 - pyskl - INFO - Epoch [11][2100/2506] lr: 2.468e-02, eta: 22:34:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9712, loss_cls: 0.9059, loss: 0.9059 +2023-12-23 15:02:55,719 - pyskl - INFO - Epoch [11][2200/2506] lr: 2.468e-02, eta: 22:34:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9619, loss_cls: 0.9042, loss: 0.9042 +2023-12-23 15:03:18,342 - pyskl - INFO - Epoch [11][2300/2506] lr: 2.467e-02, eta: 22:33:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9644, loss_cls: 0.9192, loss: 0.9192 +2023-12-23 15:03:40,923 - pyskl - INFO - Epoch [11][2400/2506] lr: 2.467e-02, eta: 22:33:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9675, loss_cls: 0.9067, loss: 0.9067 +2023-12-23 15:04:03,586 - pyskl - INFO - Epoch [11][2500/2506] lr: 2.467e-02, eta: 22:32:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9656, loss_cls: 0.8987, loss: 0.8987 +2023-12-23 15:04:05,413 - pyskl - INFO - Saving checkpoint at 11 epochs +2023-12-23 15:05:24,603 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 15:05:24,676 - pyskl - INFO - +top1_acc 0.7635 +top5_acc 0.9631 +2023-12-23 15:05:24,680 - pyskl - INFO - Epoch(val) [11][1031] top1_acc: 0.7635, top5_acc: 0.9631 +2023-12-23 15:06:05,791 - pyskl - INFO - Epoch [12][100/2506] lr: 2.467e-02, eta: 22:35:37, time: 0.411, data_time: 0.186, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9656, loss_cls: 0.8602, loss: 0.8602 +2023-12-23 15:06:28,239 - pyskl - INFO - Epoch [12][200/2506] lr: 2.466e-02, eta: 22:35:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9663, loss_cls: 0.8927, loss: 0.8927 +2023-12-23 15:06:50,771 - pyskl - INFO - Epoch [12][300/2506] lr: 2.466e-02, eta: 22:34:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9750, loss_cls: 0.8466, loss: 0.8466 +2023-12-23 15:07:13,310 - pyskl - INFO - Epoch [12][400/2506] lr: 2.466e-02, eta: 22:33:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9631, loss_cls: 0.8866, loss: 0.8866 +2023-12-23 15:07:35,933 - pyskl - INFO - Epoch [12][500/2506] lr: 2.466e-02, eta: 22:33:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9663, loss_cls: 0.8749, loss: 0.8749 +2023-12-23 15:07:58,485 - pyskl - INFO - Epoch [12][600/2506] lr: 2.466e-02, eta: 22:32:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9656, loss_cls: 0.8627, loss: 0.8627 +2023-12-23 15:08:21,055 - pyskl - INFO - Epoch [12][700/2506] lr: 2.465e-02, eta: 22:32:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9688, loss_cls: 0.8704, loss: 0.8704 +2023-12-23 15:08:43,531 - pyskl - INFO - Epoch [12][800/2506] lr: 2.465e-02, eta: 22:31:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9781, loss_cls: 0.8060, loss: 0.8060 +2023-12-23 15:09:06,021 - pyskl - INFO - Epoch [12][900/2506] lr: 2.465e-02, eta: 22:31:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9688, loss_cls: 0.8296, loss: 0.8296 +2023-12-23 15:09:28,568 - pyskl - INFO - Epoch [12][1000/2506] lr: 2.465e-02, eta: 22:30:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9706, loss_cls: 0.8764, loss: 0.8764 +2023-12-23 15:09:51,098 - pyskl - INFO - Epoch [12][1100/2506] lr: 2.464e-02, eta: 22:30:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9706, loss_cls: 0.8358, loss: 0.8358 +2023-12-23 15:10:13,621 - pyskl - INFO - Epoch [12][1200/2506] lr: 2.464e-02, eta: 22:29:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9719, loss_cls: 0.9038, loss: 0.9038 +2023-12-23 15:10:36,193 - pyskl - INFO - Epoch [12][1300/2506] lr: 2.464e-02, eta: 22:28:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9644, loss_cls: 0.8933, loss: 0.8933 +2023-12-23 15:10:58,777 - pyskl - INFO - Epoch [12][1400/2506] lr: 2.464e-02, eta: 22:28:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9650, loss_cls: 0.8988, loss: 0.8988 +2023-12-23 15:11:21,305 - pyskl - INFO - Epoch [12][1500/2506] lr: 2.463e-02, eta: 22:27:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9637, loss_cls: 0.9296, loss: 0.9296 +2023-12-23 15:11:43,784 - pyskl - INFO - Epoch [12][1600/2506] lr: 2.463e-02, eta: 22:27:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9688, loss_cls: 0.8976, loss: 0.8976 +2023-12-23 15:12:06,414 - pyskl - INFO - Epoch [12][1700/2506] lr: 2.463e-02, eta: 22:26:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9706, loss_cls: 0.8393, loss: 0.8393 +2023-12-23 15:12:29,024 - pyskl - INFO - Epoch [12][1800/2506] lr: 2.463e-02, eta: 22:26:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9688, loss_cls: 0.8791, loss: 0.8791 +2023-12-23 15:12:51,613 - pyskl - INFO - Epoch [12][1900/2506] lr: 2.462e-02, eta: 22:25:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9569, loss_cls: 0.9988, loss: 0.9988 +2023-12-23 15:13:14,125 - pyskl - INFO - Epoch [12][2000/2506] lr: 2.462e-02, eta: 22:25:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9613, loss_cls: 0.9077, loss: 0.9077 +2023-12-23 15:13:36,638 - pyskl - INFO - Epoch [12][2100/2506] lr: 2.462e-02, eta: 22:24:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9644, loss_cls: 0.9323, loss: 0.9323 +2023-12-23 15:13:59,090 - pyskl - INFO - Epoch [12][2200/2506] lr: 2.462e-02, eta: 22:24:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9625, loss_cls: 0.9103, loss: 0.9103 +2023-12-23 15:14:21,705 - pyskl - INFO - Epoch [12][2300/2506] lr: 2.461e-02, eta: 22:23:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9706, loss_cls: 0.8959, loss: 0.8959 +2023-12-23 15:14:44,188 - pyskl - INFO - Epoch [12][2400/2506] lr: 2.461e-02, eta: 22:23:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9750, loss_cls: 0.8352, loss: 0.8352 +2023-12-23 15:15:06,697 - pyskl - INFO - Epoch [12][2500/2506] lr: 2.461e-02, eta: 22:22:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9706, loss_cls: 0.8882, loss: 0.8882 +2023-12-23 15:15:08,558 - pyskl - INFO - Saving checkpoint at 12 epochs +2023-12-23 15:16:27,472 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 15:16:27,547 - pyskl - INFO - +top1_acc 0.7816 +top5_acc 0.9645 +2023-12-23 15:16:27,552 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_2/best_top1_acc_epoch_10.pth was removed +2023-12-23 15:16:27,688 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2023-12-23 15:16:27,688 - pyskl - INFO - Best top1_acc is 0.7816 at 12 epoch. +2023-12-23 15:16:27,692 - pyskl - INFO - Epoch(val) [12][1031] top1_acc: 0.7816, top5_acc: 0.9645 +2023-12-23 15:17:09,751 - pyskl - INFO - Epoch [13][100/2506] lr: 2.460e-02, eta: 22:25:24, time: 0.421, data_time: 0.195, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 0.8355, loss: 0.8355 +2023-12-23 15:17:32,260 - pyskl - INFO - Epoch [13][200/2506] lr: 2.460e-02, eta: 22:24:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9712, loss_cls: 0.8625, loss: 0.8625 +2023-12-23 15:17:54,803 - pyskl - INFO - Epoch [13][300/2506] lr: 2.460e-02, eta: 22:24:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9725, loss_cls: 0.8468, loss: 0.8468 +2023-12-23 15:18:17,393 - pyskl - INFO - Epoch [13][400/2506] lr: 2.460e-02, eta: 22:23:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9650, loss_cls: 0.8576, loss: 0.8576 +2023-12-23 15:18:39,900 - pyskl - INFO - Epoch [13][500/2506] lr: 2.459e-02, eta: 22:23:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9656, loss_cls: 0.8920, loss: 0.8920 +2023-12-23 15:19:02,477 - pyskl - INFO - Epoch [13][600/2506] lr: 2.459e-02, eta: 22:22:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9725, loss_cls: 0.8842, loss: 0.8842 +2023-12-23 15:19:25,161 - pyskl - INFO - Epoch [13][700/2506] lr: 2.459e-02, eta: 22:22:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9731, loss_cls: 0.8350, loss: 0.8350 +2023-12-23 15:19:47,737 - pyskl - INFO - Epoch [13][800/2506] lr: 2.459e-02, eta: 22:21:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9644, loss_cls: 0.8802, loss: 0.8802 +2023-12-23 15:20:10,242 - pyskl - INFO - Epoch [13][900/2506] lr: 2.458e-02, eta: 22:21:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9762, loss_cls: 0.8472, loss: 0.8472 +2023-12-23 15:20:32,778 - pyskl - INFO - Epoch [13][1000/2506] lr: 2.458e-02, eta: 22:20:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9613, loss_cls: 0.9213, loss: 0.9213 +2023-12-23 15:20:55,347 - pyskl - INFO - Epoch [13][1100/2506] lr: 2.458e-02, eta: 22:20:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9725, loss_cls: 0.8497, loss: 0.8497 +2023-12-23 15:21:18,018 - pyskl - INFO - Epoch [13][1200/2506] lr: 2.458e-02, eta: 22:19:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9669, loss_cls: 0.8852, loss: 0.8852 +2023-12-23 15:21:40,636 - pyskl - INFO - Epoch [13][1300/2506] lr: 2.457e-02, eta: 22:19:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9706, loss_cls: 0.8385, loss: 0.8385 +2023-12-23 15:22:03,238 - pyskl - INFO - Epoch [13][1400/2506] lr: 2.457e-02, eta: 22:18:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9675, loss_cls: 0.8702, loss: 0.8702 +2023-12-23 15:22:25,817 - pyskl - INFO - Epoch [13][1500/2506] lr: 2.457e-02, eta: 22:17:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9762, loss_cls: 0.8045, loss: 0.8045 +2023-12-23 15:22:48,409 - pyskl - INFO - Epoch [13][1600/2506] lr: 2.456e-02, eta: 22:17:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9700, loss_cls: 0.8341, loss: 0.8341 +2023-12-23 15:23:10,995 - pyskl - INFO - Epoch [13][1700/2506] lr: 2.456e-02, eta: 22:16:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 0.8947, loss: 0.8947 +2023-12-23 15:23:33,535 - pyskl - INFO - Epoch [13][1800/2506] lr: 2.456e-02, eta: 22:16:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9775, loss_cls: 0.7903, loss: 0.7903 +2023-12-23 15:23:56,029 - pyskl - INFO - Epoch [13][1900/2506] lr: 2.456e-02, eta: 22:15:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 0.8504, loss: 0.8504 +2023-12-23 15:24:18,702 - pyskl - INFO - Epoch [13][2000/2506] lr: 2.455e-02, eta: 22:15:23, time: 0.227, data_time: 0.001, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9712, loss_cls: 0.8977, loss: 0.8977 +2023-12-23 15:24:41,296 - pyskl - INFO - Epoch [13][2100/2506] lr: 2.455e-02, eta: 22:14:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9663, loss_cls: 0.8885, loss: 0.8885 +2023-12-23 15:25:03,885 - pyskl - INFO - Epoch [13][2200/2506] lr: 2.455e-02, eta: 22:14:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 0.8652, loss: 0.8652 +2023-12-23 15:25:26,536 - pyskl - INFO - Epoch [13][2300/2506] lr: 2.455e-02, eta: 22:13:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9706, loss_cls: 0.8861, loss: 0.8861 +2023-12-23 15:25:49,150 - pyskl - INFO - Epoch [13][2400/2506] lr: 2.454e-02, eta: 22:13:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9675, loss_cls: 0.8228, loss: 0.8228 +2023-12-23 15:26:11,654 - pyskl - INFO - Epoch [13][2500/2506] lr: 2.454e-02, eta: 22:12:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9706, loss_cls: 0.8519, loss: 0.8519 +2023-12-23 15:26:13,452 - pyskl - INFO - Saving checkpoint at 13 epochs +2023-12-23 15:27:32,496 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 15:27:32,570 - pyskl - INFO - +top1_acc 0.7788 +top5_acc 0.9632 +2023-12-23 15:27:32,574 - pyskl - INFO - Epoch(val) [13][1031] top1_acc: 0.7788, top5_acc: 0.9632 +2023-12-23 15:28:13,834 - pyskl - INFO - Epoch [14][100/2506] lr: 2.454e-02, eta: 22:15:18, time: 0.413, data_time: 0.187, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9712, loss_cls: 0.8500, loss: 0.8500 +2023-12-23 15:28:36,361 - pyskl - INFO - Epoch [14][200/2506] lr: 2.453e-02, eta: 22:14:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9669, loss_cls: 0.8653, loss: 0.8653 +2023-12-23 15:28:58,802 - pyskl - INFO - Epoch [14][300/2506] lr: 2.453e-02, eta: 22:14:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9781, loss_cls: 0.7600, loss: 0.7600 +2023-12-23 15:29:21,334 - pyskl - INFO - Epoch [14][400/2506] lr: 2.453e-02, eta: 22:13:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9850, loss_cls: 0.7459, loss: 0.7459 +2023-12-23 15:29:43,935 - pyskl - INFO - Epoch [14][500/2506] lr: 2.453e-02, eta: 22:13:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9688, loss_cls: 0.8240, loss: 0.8240 +2023-12-23 15:30:06,576 - pyskl - INFO - Epoch [14][600/2506] lr: 2.452e-02, eta: 22:12:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 0.8644, loss: 0.8644 +2023-12-23 15:30:29,015 - pyskl - INFO - Epoch [14][700/2506] lr: 2.452e-02, eta: 22:12:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9725, loss_cls: 0.8723, loss: 0.8723 +2023-12-23 15:30:51,575 - pyskl - INFO - Epoch [14][800/2506] lr: 2.452e-02, eta: 22:11:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9644, loss_cls: 0.8741, loss: 0.8741 +2023-12-23 15:31:14,144 - pyskl - INFO - Epoch [14][900/2506] lr: 2.451e-02, eta: 22:11:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9675, loss_cls: 0.8582, loss: 0.8582 +2023-12-23 15:31:36,704 - pyskl - INFO - Epoch [14][1000/2506] lr: 2.451e-02, eta: 22:10:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9731, loss_cls: 0.8467, loss: 0.8467 +2023-12-23 15:31:59,328 - pyskl - INFO - Epoch [14][1100/2506] lr: 2.451e-02, eta: 22:10:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9681, loss_cls: 0.8795, loss: 0.8795 +2023-12-23 15:32:22,000 - pyskl - INFO - Epoch [14][1200/2506] lr: 2.451e-02, eta: 22:09:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9769, loss_cls: 0.7907, loss: 0.7907 +2023-12-23 15:32:44,760 - pyskl - INFO - Epoch [14][1300/2506] lr: 2.450e-02, eta: 22:09:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9700, loss_cls: 0.8104, loss: 0.8104 +2023-12-23 15:33:07,346 - pyskl - INFO - Epoch [14][1400/2506] lr: 2.450e-02, eta: 22:08:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9719, loss_cls: 0.8646, loss: 0.8646 +2023-12-23 15:33:30,040 - pyskl - INFO - Epoch [14][1500/2506] lr: 2.450e-02, eta: 22:08:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9719, loss_cls: 0.8507, loss: 0.8507 +2023-12-23 15:33:52,615 - pyskl - INFO - Epoch [14][1600/2506] lr: 2.449e-02, eta: 22:07:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9725, loss_cls: 0.8409, loss: 0.8409 +2023-12-23 15:34:15,321 - pyskl - INFO - Epoch [14][1700/2506] lr: 2.449e-02, eta: 22:07:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9656, loss_cls: 0.8720, loss: 0.8720 +2023-12-23 15:34:38,011 - pyskl - INFO - Epoch [14][1800/2506] lr: 2.449e-02, eta: 22:06:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9631, loss_cls: 0.8147, loss: 0.8147 +2023-12-23 15:35:00,671 - pyskl - INFO - Epoch [14][1900/2506] lr: 2.448e-02, eta: 22:06:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9644, loss_cls: 0.8916, loss: 0.8916 +2023-12-23 15:35:23,257 - pyskl - INFO - Epoch [14][2000/2506] lr: 2.448e-02, eta: 22:05:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 0.9103, loss: 0.9103 +2023-12-23 15:35:45,821 - pyskl - INFO - Epoch [14][2100/2506] lr: 2.448e-02, eta: 22:05:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9656, loss_cls: 0.8599, loss: 0.8599 +2023-12-23 15:36:08,370 - pyskl - INFO - Epoch [14][2200/2506] lr: 2.448e-02, eta: 22:04:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9794, loss_cls: 0.7837, loss: 0.7837 +2023-12-23 15:36:30,912 - pyskl - INFO - Epoch [14][2300/2506] lr: 2.447e-02, eta: 22:04:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9681, loss_cls: 0.8615, loss: 0.8615 +2023-12-23 15:36:53,517 - pyskl - INFO - Epoch [14][2400/2506] lr: 2.447e-02, eta: 22:03:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 0.7527, loss: 0.7527 +2023-12-23 15:37:16,204 - pyskl - INFO - Epoch [14][2500/2506] lr: 2.447e-02, eta: 22:03:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9681, loss_cls: 0.8595, loss: 0.8595 +2023-12-23 15:37:18,020 - pyskl - INFO - Saving checkpoint at 14 epochs +2023-12-23 15:38:37,095 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 15:38:37,167 - pyskl - INFO - +top1_acc 0.7739 +top5_acc 0.9651 +2023-12-23 15:38:37,170 - pyskl - INFO - Epoch(val) [14][1031] top1_acc: 0.7739, top5_acc: 0.9651 +2023-12-23 15:39:18,625 - pyskl - INFO - Epoch [15][100/2506] lr: 2.446e-02, eta: 22:05:22, time: 0.415, data_time: 0.189, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9663, loss_cls: 0.8296, loss: 0.8296 +2023-12-23 15:39:41,176 - pyskl - INFO - Epoch [15][200/2506] lr: 2.446e-02, eta: 22:04:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9719, loss_cls: 0.8194, loss: 0.8194 +2023-12-23 15:40:03,728 - pyskl - INFO - Epoch [15][300/2506] lr: 2.446e-02, eta: 22:04:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 0.8251, loss: 0.8251 +2023-12-23 15:40:26,369 - pyskl - INFO - Epoch [15][400/2506] lr: 2.445e-02, eta: 22:03:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9706, loss_cls: 0.8758, loss: 0.8758 +2023-12-23 15:40:49,063 - pyskl - INFO - Epoch [15][500/2506] lr: 2.445e-02, eta: 22:03:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9781, loss_cls: 0.7909, loss: 0.7909 +2023-12-23 15:41:11,725 - pyskl - INFO - Epoch [15][600/2506] lr: 2.445e-02, eta: 22:02:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9712, loss_cls: 0.8539, loss: 0.8539 +2023-12-23 15:41:34,393 - pyskl - INFO - Epoch [15][700/2506] lr: 2.445e-02, eta: 22:02:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9731, loss_cls: 0.8014, loss: 0.8014 +2023-12-23 15:41:57,037 - pyskl - INFO - Epoch [15][800/2506] lr: 2.444e-02, eta: 22:01:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9750, loss_cls: 0.8080, loss: 0.8080 +2023-12-23 15:42:19,613 - pyskl - INFO - Epoch [15][900/2506] lr: 2.444e-02, eta: 22:01:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9738, loss_cls: 0.8341, loss: 0.8341 +2023-12-23 15:42:42,216 - pyskl - INFO - Epoch [15][1000/2506] lr: 2.444e-02, eta: 22:00:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9625, loss_cls: 0.8476, loss: 0.8476 +2023-12-23 15:43:04,657 - pyskl - INFO - Epoch [15][1100/2506] lr: 2.443e-02, eta: 22:00:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9769, loss_cls: 0.7722, loss: 0.7722 +2023-12-23 15:43:27,126 - pyskl - INFO - Epoch [15][1200/2506] lr: 2.443e-02, eta: 21:59:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9731, loss_cls: 0.8431, loss: 0.8431 +2023-12-23 15:43:49,803 - pyskl - INFO - Epoch [15][1300/2506] lr: 2.443e-02, eta: 21:59:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9619, loss_cls: 0.8717, loss: 0.8717 +2023-12-23 15:44:12,483 - pyskl - INFO - Epoch [15][1400/2506] lr: 2.442e-02, eta: 21:58:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9719, loss_cls: 0.8242, loss: 0.8242 +2023-12-23 15:44:35,314 - pyskl - INFO - Epoch [15][1500/2506] lr: 2.442e-02, eta: 21:58:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9700, loss_cls: 0.8817, loss: 0.8817 +2023-12-23 15:44:57,977 - pyskl - INFO - Epoch [15][1600/2506] lr: 2.442e-02, eta: 21:57:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9762, loss_cls: 0.7879, loss: 0.7879 +2023-12-23 15:45:20,498 - pyskl - INFO - Epoch [15][1700/2506] lr: 2.441e-02, eta: 21:57:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9738, loss_cls: 0.7632, loss: 0.7632 +2023-12-23 15:45:42,990 - pyskl - INFO - Epoch [15][1800/2506] lr: 2.441e-02, eta: 21:56:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9694, loss_cls: 0.8703, loss: 0.8703 +2023-12-23 15:46:05,541 - pyskl - INFO - Epoch [15][1900/2506] lr: 2.441e-02, eta: 21:56:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 0.8135, loss: 0.8135 +2023-12-23 15:46:28,167 - pyskl - INFO - Epoch [15][2000/2506] lr: 2.440e-02, eta: 21:55:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9675, loss_cls: 0.8800, loss: 0.8800 +2023-12-23 15:46:50,794 - pyskl - INFO - Epoch [15][2100/2506] lr: 2.440e-02, eta: 21:55:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9663, loss_cls: 0.8396, loss: 0.8396 +2023-12-23 15:47:13,407 - pyskl - INFO - Epoch [15][2200/2506] lr: 2.440e-02, eta: 21:54:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9581, loss_cls: 0.8749, loss: 0.8749 +2023-12-23 15:47:36,044 - pyskl - INFO - Epoch [15][2300/2506] lr: 2.439e-02, eta: 21:54:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9762, loss_cls: 0.8437, loss: 0.8437 +2023-12-23 15:47:58,680 - pyskl - INFO - Epoch [15][2400/2506] lr: 2.439e-02, eta: 21:53:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9688, loss_cls: 0.8352, loss: 0.8352 +2023-12-23 15:48:21,273 - pyskl - INFO - Epoch [15][2500/2506] lr: 2.439e-02, eta: 21:53:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 0.8025, loss: 0.8025 +2023-12-23 15:48:23,149 - pyskl - INFO - Saving checkpoint at 15 epochs +2023-12-23 15:49:41,802 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 15:49:41,872 - pyskl - INFO - +top1_acc 0.8014 +top5_acc 0.9706 +2023-12-23 15:49:41,876 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_2/best_top1_acc_epoch_12.pth was removed +2023-12-23 15:49:42,006 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. +2023-12-23 15:49:42,007 - pyskl - INFO - Best top1_acc is 0.8014 at 15 epoch. +2023-12-23 15:49:42,011 - pyskl - INFO - Epoch(val) [15][1031] top1_acc: 0.8014, top5_acc: 0.9706 +2023-12-23 15:50:22,869 - pyskl - INFO - Epoch [16][100/2506] lr: 2.439e-02, eta: 21:55:24, time: 0.409, data_time: 0.183, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9656, loss_cls: 0.8271, loss: 0.8271 +2023-12-23 15:50:45,393 - pyskl - INFO - Epoch [16][200/2506] lr: 2.438e-02, eta: 21:54:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9700, loss_cls: 0.7935, loss: 0.7935 +2023-12-23 15:51:07,848 - pyskl - INFO - Epoch [16][300/2506] lr: 2.438e-02, eta: 21:54:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 0.7624, loss: 0.7624 +2023-12-23 15:51:30,356 - pyskl - INFO - Epoch [16][400/2506] lr: 2.438e-02, eta: 21:53:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9769, loss_cls: 0.7871, loss: 0.7871 +2023-12-23 15:51:52,867 - pyskl - INFO - Epoch [16][500/2506] lr: 2.437e-02, eta: 21:53:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9681, loss_cls: 0.8331, loss: 0.8331 +2023-12-23 15:52:15,431 - pyskl - INFO - Epoch [16][600/2506] lr: 2.437e-02, eta: 21:52:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 0.7188, loss: 0.7188 +2023-12-23 15:52:38,059 - pyskl - INFO - Epoch [16][700/2506] lr: 2.437e-02, eta: 21:52:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 0.8414, loss: 0.8414 +2023-12-23 15:53:00,661 - pyskl - INFO - Epoch [16][800/2506] lr: 2.436e-02, eta: 21:51:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9738, loss_cls: 0.8122, loss: 0.8122 +2023-12-23 15:53:23,228 - pyskl - INFO - Epoch [16][900/2506] lr: 2.436e-02, eta: 21:51:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9681, loss_cls: 0.7640, loss: 0.7640 +2023-12-23 15:53:45,997 - pyskl - INFO - Epoch [16][1000/2506] lr: 2.436e-02, eta: 21:50:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9688, loss_cls: 0.8405, loss: 0.8405 +2023-12-23 15:54:08,613 - pyskl - INFO - Epoch [16][1100/2506] lr: 2.435e-02, eta: 21:50:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9775, loss_cls: 0.7773, loss: 0.7773 +2023-12-23 15:54:31,314 - pyskl - INFO - Epoch [16][1200/2506] lr: 2.435e-02, eta: 21:49:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9756, loss_cls: 0.7793, loss: 0.7793 +2023-12-23 15:54:53,807 - pyskl - INFO - Epoch [16][1300/2506] lr: 2.435e-02, eta: 21:49:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 0.8168, loss: 0.8168 +2023-12-23 15:55:16,372 - pyskl - INFO - Epoch [16][1400/2506] lr: 2.434e-02, eta: 21:48:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9769, loss_cls: 0.7861, loss: 0.7861 +2023-12-23 15:55:38,851 - pyskl - INFO - Epoch [16][1500/2506] lr: 2.434e-02, eta: 21:48:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 0.7757, loss: 0.7757 +2023-12-23 15:56:01,393 - pyskl - INFO - Epoch [16][1600/2506] lr: 2.434e-02, eta: 21:47:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 0.8301, loss: 0.8301 +2023-12-23 15:56:23,994 - pyskl - INFO - Epoch [16][1700/2506] lr: 2.433e-02, eta: 21:47:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9625, loss_cls: 0.9087, loss: 0.9087 +2023-12-23 15:56:46,602 - pyskl - INFO - Epoch [16][1800/2506] lr: 2.433e-02, eta: 21:46:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9719, loss_cls: 0.8312, loss: 0.8312 +2023-12-23 15:57:09,062 - pyskl - INFO - Epoch [16][1900/2506] lr: 2.433e-02, eta: 21:46:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 0.7904, loss: 0.7904 +2023-12-23 15:57:31,661 - pyskl - INFO - Epoch [16][2000/2506] lr: 2.432e-02, eta: 21:45:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9650, loss_cls: 0.8443, loss: 0.8443 +2023-12-23 15:57:54,331 - pyskl - INFO - Epoch [16][2100/2506] lr: 2.432e-02, eta: 21:45:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9712, loss_cls: 0.8324, loss: 0.8324 +2023-12-23 15:58:16,871 - pyskl - INFO - Epoch [16][2200/2506] lr: 2.432e-02, eta: 21:44:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9744, loss_cls: 0.8011, loss: 0.8011 +2023-12-23 15:58:39,447 - pyskl - INFO - Epoch [16][2300/2506] lr: 2.431e-02, eta: 21:44:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9731, loss_cls: 0.8106, loss: 0.8106 +2023-12-23 15:59:02,063 - pyskl - INFO - Epoch [16][2400/2506] lr: 2.431e-02, eta: 21:44:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9788, loss_cls: 0.7711, loss: 0.7711 +2023-12-23 15:59:24,608 - pyskl - INFO - Epoch [16][2500/2506] lr: 2.430e-02, eta: 21:43:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9719, loss_cls: 0.8174, loss: 0.8174 +2023-12-23 15:59:26,438 - pyskl - INFO - Saving checkpoint at 16 epochs +2023-12-23 16:00:45,580 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 16:00:45,649 - pyskl - INFO - +top1_acc 0.7847 +top5_acc 0.9654 +2023-12-23 16:00:45,652 - pyskl - INFO - Epoch(val) [16][1031] top1_acc: 0.7847, top5_acc: 0.9654 +2023-12-23 16:01:26,515 - pyskl - INFO - Epoch [17][100/2506] lr: 2.430e-02, eta: 21:45:21, time: 0.409, data_time: 0.184, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9694, loss_cls: 0.7992, loss: 0.7992 +2023-12-23 16:01:48,987 - pyskl - INFO - Epoch [17][200/2506] lr: 2.430e-02, eta: 21:44:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 0.7254, loss: 0.7254 +2023-12-23 16:02:11,450 - pyskl - INFO - Epoch [17][300/2506] lr: 2.429e-02, eta: 21:44:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9694, loss_cls: 0.7405, loss: 0.7405 +2023-12-23 16:02:34,076 - pyskl - INFO - Epoch [17][400/2506] lr: 2.429e-02, eta: 21:43:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 0.8147, loss: 0.8147 +2023-12-23 16:02:56,677 - pyskl - INFO - Epoch [17][500/2506] lr: 2.429e-02, eta: 21:43:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9637, loss_cls: 0.8476, loss: 0.8476 +2023-12-23 16:03:19,181 - pyskl - INFO - Epoch [17][600/2506] lr: 2.428e-02, eta: 21:42:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9800, loss_cls: 0.7801, loss: 0.7801 +2023-12-23 16:03:41,842 - pyskl - INFO - Epoch [17][700/2506] lr: 2.428e-02, eta: 21:42:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9762, loss_cls: 0.7623, loss: 0.7623 +2023-12-23 16:04:04,406 - pyskl - INFO - Epoch [17][800/2506] lr: 2.428e-02, eta: 21:41:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9694, loss_cls: 0.7738, loss: 0.7738 +2023-12-23 16:04:26,882 - pyskl - INFO - Epoch [17][900/2506] lr: 2.427e-02, eta: 21:41:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 0.7952, loss: 0.7952 +2023-12-23 16:04:49,539 - pyskl - INFO - Epoch [17][1000/2506] lr: 2.427e-02, eta: 21:40:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9694, loss_cls: 0.8500, loss: 0.8500 +2023-12-23 16:05:12,163 - pyskl - INFO - Epoch [17][1100/2506] lr: 2.427e-02, eta: 21:40:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9594, loss_cls: 0.8335, loss: 0.8335 +2023-12-23 16:05:34,763 - pyskl - INFO - Epoch [17][1200/2506] lr: 2.426e-02, eta: 21:39:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9762, loss_cls: 0.7973, loss: 0.7973 +2023-12-23 16:05:57,458 - pyskl - INFO - Epoch [17][1300/2506] lr: 2.426e-02, eta: 21:39:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9731, loss_cls: 0.8132, loss: 0.8132 +2023-12-23 16:06:20,045 - pyskl - INFO - Epoch [17][1400/2506] lr: 2.426e-02, eta: 21:38:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9762, loss_cls: 0.8028, loss: 0.8028 +2023-12-23 16:06:42,615 - pyskl - INFO - Epoch [17][1500/2506] lr: 2.425e-02, eta: 21:38:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 0.7941, loss: 0.7941 +2023-12-23 16:07:05,106 - pyskl - INFO - Epoch [17][1600/2506] lr: 2.425e-02, eta: 21:38:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 0.7798, loss: 0.7798 +2023-12-23 16:07:27,645 - pyskl - INFO - Epoch [17][1700/2506] lr: 2.425e-02, eta: 21:37:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9619, loss_cls: 0.8193, loss: 0.8193 +2023-12-23 16:07:50,404 - pyskl - INFO - Epoch [17][1800/2506] lr: 2.424e-02, eta: 21:37:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9694, loss_cls: 0.8492, loss: 0.8492 +2023-12-23 16:08:12,992 - pyskl - INFO - Epoch [17][1900/2506] lr: 2.424e-02, eta: 21:36:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9688, loss_cls: 0.8264, loss: 0.8264 +2023-12-23 16:08:35,534 - pyskl - INFO - Epoch [17][2000/2506] lr: 2.423e-02, eta: 21:36:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 0.7640, loss: 0.7640 +2023-12-23 16:08:58,048 - pyskl - INFO - Epoch [17][2100/2506] lr: 2.423e-02, eta: 21:35:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9669, loss_cls: 0.8232, loss: 0.8232 +2023-12-23 16:09:20,691 - pyskl - INFO - Epoch [17][2200/2506] lr: 2.423e-02, eta: 21:35:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9700, loss_cls: 0.7719, loss: 0.7719 +2023-12-23 16:09:43,349 - pyskl - INFO - Epoch [17][2300/2506] lr: 2.422e-02, eta: 21:34:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 0.7727, loss: 0.7727 +2023-12-23 16:10:05,916 - pyskl - INFO - Epoch [17][2400/2506] lr: 2.422e-02, eta: 21:34:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9769, loss_cls: 0.7910, loss: 0.7910 +2023-12-23 16:10:28,683 - pyskl - INFO - Epoch [17][2500/2506] lr: 2.422e-02, eta: 21:33:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 0.8160, loss: 0.8160 +2023-12-23 16:10:30,521 - pyskl - INFO - Saving checkpoint at 17 epochs +2023-12-23 16:11:49,358 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 16:11:49,431 - pyskl - INFO - +top1_acc 0.7215 +top5_acc 0.9463 +2023-12-23 16:11:49,435 - pyskl - INFO - Epoch(val) [17][1031] top1_acc: 0.7215, top5_acc: 0.9463 +2023-12-23 16:12:30,352 - pyskl - INFO - Epoch [18][100/2506] lr: 2.421e-02, eta: 21:35:24, time: 0.409, data_time: 0.183, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9806, loss_cls: 0.7435, loss: 0.7435 +2023-12-23 16:12:52,828 - pyskl - INFO - Epoch [18][200/2506] lr: 2.421e-02, eta: 21:34:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9800, loss_cls: 0.7567, loss: 0.7567 +2023-12-23 16:13:15,296 - pyskl - INFO - Epoch [18][300/2506] lr: 2.421e-02, eta: 21:34:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9762, loss_cls: 0.8042, loss: 0.8042 +2023-12-23 16:13:37,920 - pyskl - INFO - Epoch [18][400/2506] lr: 2.420e-02, eta: 21:33:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 0.7169, loss: 0.7169 +2023-12-23 16:14:00,560 - pyskl - INFO - Epoch [18][500/2506] lr: 2.420e-02, eta: 21:33:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 0.7860, loss: 0.7860 +2023-12-23 16:14:23,285 - pyskl - INFO - Epoch [18][600/2506] lr: 2.419e-02, eta: 21:32:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9788, loss_cls: 0.7309, loss: 0.7309 +2023-12-23 16:14:45,916 - pyskl - INFO - Epoch [18][700/2506] lr: 2.419e-02, eta: 21:32:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9656, loss_cls: 0.8395, loss: 0.8395 +2023-12-23 16:15:08,386 - pyskl - INFO - Epoch [18][800/2506] lr: 2.419e-02, eta: 21:32:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 0.7549, loss: 0.7549 +2023-12-23 16:15:30,977 - pyskl - INFO - Epoch [18][900/2506] lr: 2.418e-02, eta: 21:31:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 0.8120, loss: 0.8120 +2023-12-23 16:15:53,393 - pyskl - INFO - Epoch [18][1000/2506] lr: 2.418e-02, eta: 21:31:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9681, loss_cls: 0.8578, loss: 0.8578 +2023-12-23 16:16:15,891 - pyskl - INFO - Epoch [18][1100/2506] lr: 2.418e-02, eta: 21:30:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9631, loss_cls: 0.8694, loss: 0.8694 +2023-12-23 16:16:38,548 - pyskl - INFO - Epoch [18][1200/2506] lr: 2.417e-02, eta: 21:30:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9769, loss_cls: 0.7774, loss: 0.7774 +2023-12-23 16:17:01,104 - pyskl - INFO - Epoch [18][1300/2506] lr: 2.417e-02, eta: 21:29:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9706, loss_cls: 0.8536, loss: 0.8536 +2023-12-23 16:17:23,616 - pyskl - INFO - Epoch [18][1400/2506] lr: 2.416e-02, eta: 21:29:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9731, loss_cls: 0.7751, loss: 0.7751 +2023-12-23 16:17:46,274 - pyskl - INFO - Epoch [18][1500/2506] lr: 2.416e-02, eta: 21:28:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9750, loss_cls: 0.8437, loss: 0.8437 +2023-12-23 16:18:08,881 - pyskl - INFO - Epoch [18][1600/2506] lr: 2.416e-02, eta: 21:28:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 0.7936, loss: 0.7936 +2023-12-23 16:18:31,408 - pyskl - INFO - Epoch [18][1700/2506] lr: 2.415e-02, eta: 21:27:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9750, loss_cls: 0.7114, loss: 0.7114 +2023-12-23 16:18:53,961 - pyskl - INFO - Epoch [18][1800/2506] lr: 2.415e-02, eta: 21:27:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 0.7902, loss: 0.7902 +2023-12-23 16:19:16,486 - pyskl - INFO - Epoch [18][1900/2506] lr: 2.415e-02, eta: 21:26:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9756, loss_cls: 0.7707, loss: 0.7707 +2023-12-23 16:19:39,178 - pyskl - INFO - Epoch [18][2000/2506] lr: 2.414e-02, eta: 21:26:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9756, loss_cls: 0.7592, loss: 0.7592 +2023-12-23 16:20:01,643 - pyskl - INFO - Epoch [18][2100/2506] lr: 2.414e-02, eta: 21:25:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9619, loss_cls: 0.8530, loss: 0.8530 +2023-12-23 16:20:24,211 - pyskl - INFO - Epoch [18][2200/2506] lr: 2.413e-02, eta: 21:25:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9675, loss_cls: 0.7914, loss: 0.7914 +2023-12-23 16:20:46,756 - pyskl - INFO - Epoch [18][2300/2506] lr: 2.413e-02, eta: 21:24:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 0.8261, loss: 0.8261 +2023-12-23 16:21:09,304 - pyskl - INFO - Epoch [18][2400/2506] lr: 2.413e-02, eta: 21:24:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 0.7579, loss: 0.7579 +2023-12-23 16:21:31,770 - pyskl - INFO - Epoch [18][2500/2506] lr: 2.412e-02, eta: 21:23:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9762, loss_cls: 0.7653, loss: 0.7653 +2023-12-23 16:21:33,641 - pyskl - INFO - Saving checkpoint at 18 epochs +2023-12-23 16:22:52,510 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 16:22:52,599 - pyskl - INFO - +top1_acc 0.7885 +top5_acc 0.9700 +2023-12-23 16:22:52,607 - pyskl - INFO - Epoch(val) [18][1031] top1_acc: 0.7885, top5_acc: 0.9700 +2023-12-23 16:23:34,376 - pyskl - INFO - Epoch [19][100/2506] lr: 2.412e-02, eta: 21:25:29, time: 0.418, data_time: 0.192, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 0.7035, loss: 0.7035 +2023-12-23 16:23:56,968 - pyskl - INFO - Epoch [19][200/2506] lr: 2.411e-02, eta: 21:25:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9769, loss_cls: 0.7314, loss: 0.7314 +2023-12-23 16:24:19,565 - pyskl - INFO - Epoch [19][300/2506] lr: 2.411e-02, eta: 21:24:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9819, loss_cls: 0.6952, loss: 0.6952 +2023-12-23 16:24:42,270 - pyskl - INFO - Epoch [19][400/2506] lr: 2.411e-02, eta: 21:24:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 0.7620, loss: 0.7620 +2023-12-23 16:25:04,867 - pyskl - INFO - Epoch [19][500/2506] lr: 2.410e-02, eta: 21:23:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9663, loss_cls: 0.7939, loss: 0.7939 +2023-12-23 16:25:27,400 - pyskl - INFO - Epoch [19][600/2506] lr: 2.410e-02, eta: 21:23:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 0.7757, loss: 0.7757 +2023-12-23 16:25:49,920 - pyskl - INFO - Epoch [19][700/2506] lr: 2.410e-02, eta: 21:22:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9731, loss_cls: 0.8048, loss: 0.8048 +2023-12-23 16:26:12,508 - pyskl - INFO - Epoch [19][800/2506] lr: 2.409e-02, eta: 21:22:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9681, loss_cls: 0.7945, loss: 0.7945 +2023-12-23 16:26:35,089 - pyskl - INFO - Epoch [19][900/2506] lr: 2.409e-02, eta: 21:21:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 0.8694, loss: 0.8694 +2023-12-23 16:26:57,653 - pyskl - INFO - Epoch [19][1000/2506] lr: 2.408e-02, eta: 21:21:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 0.7900, loss: 0.7900 +2023-12-23 16:27:20,130 - pyskl - INFO - Epoch [19][1100/2506] lr: 2.408e-02, eta: 21:20:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9669, loss_cls: 0.7484, loss: 0.7484 +2023-12-23 16:27:42,667 - pyskl - INFO - Epoch [19][1200/2506] lr: 2.408e-02, eta: 21:20:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 0.7981, loss: 0.7981 +2023-12-23 16:28:05,275 - pyskl - INFO - Epoch [19][1300/2506] lr: 2.407e-02, eta: 21:19:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9725, loss_cls: 0.8140, loss: 0.8140 +2023-12-23 16:28:27,859 - pyskl - INFO - Epoch [19][1400/2506] lr: 2.407e-02, eta: 21:19:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9712, loss_cls: 0.7909, loss: 0.7909 +2023-12-23 16:28:50,425 - pyskl - INFO - Epoch [19][1500/2506] lr: 2.406e-02, eta: 21:18:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 0.8052, loss: 0.8052 +2023-12-23 16:29:13,015 - pyskl - INFO - Epoch [19][1600/2506] lr: 2.406e-02, eta: 21:18:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 0.7353, loss: 0.7353 +2023-12-23 16:29:35,539 - pyskl - INFO - Epoch [19][1700/2506] lr: 2.406e-02, eta: 21:17:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9769, loss_cls: 0.7580, loss: 0.7580 +2023-12-23 16:29:58,076 - pyskl - INFO - Epoch [19][1800/2506] lr: 2.405e-02, eta: 21:17:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9769, loss_cls: 0.7269, loss: 0.7269 +2023-12-23 16:30:20,692 - pyskl - INFO - Epoch [19][1900/2506] lr: 2.405e-02, eta: 21:16:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 0.8195, loss: 0.8195 +2023-12-23 16:30:43,241 - pyskl - INFO - Epoch [19][2000/2506] lr: 2.404e-02, eta: 21:16:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9663, loss_cls: 0.8239, loss: 0.8239 +2023-12-23 16:31:05,759 - pyskl - INFO - Epoch [19][2100/2506] lr: 2.404e-02, eta: 21:15:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 0.7747, loss: 0.7747 +2023-12-23 16:31:28,225 - pyskl - INFO - Epoch [19][2200/2506] lr: 2.404e-02, eta: 21:15:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9700, loss_cls: 0.8184, loss: 0.8184 +2023-12-23 16:31:50,802 - pyskl - INFO - Epoch [19][2300/2506] lr: 2.403e-02, eta: 21:15:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 0.7582, loss: 0.7582 +2023-12-23 16:32:13,401 - pyskl - INFO - Epoch [19][2400/2506] lr: 2.403e-02, eta: 21:14:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 0.7588, loss: 0.7588 +2023-12-23 16:32:35,971 - pyskl - INFO - Epoch [19][2500/2506] lr: 2.402e-02, eta: 21:14:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9625, loss_cls: 0.7717, loss: 0.7717 +2023-12-23 16:32:37,815 - pyskl - INFO - Saving checkpoint at 19 epochs +2023-12-23 16:33:56,836 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 16:33:56,908 - pyskl - INFO - +top1_acc 0.8022 +top5_acc 0.9684 +2023-12-23 16:33:56,912 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_2/best_top1_acc_epoch_15.pth was removed +2023-12-23 16:33:57,039 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. +2023-12-23 16:33:57,039 - pyskl - INFO - Best top1_acc is 0.8022 at 19 epoch. +2023-12-23 16:33:57,043 - pyskl - INFO - Epoch(val) [19][1031] top1_acc: 0.8022, top5_acc: 0.9684 +2023-12-23 16:34:38,277 - pyskl - INFO - Epoch [20][100/2506] lr: 2.402e-02, eta: 21:15:33, time: 0.412, data_time: 0.186, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9794, loss_cls: 0.7137, loss: 0.7137 +2023-12-23 16:35:00,915 - pyskl - INFO - Epoch [20][200/2506] lr: 2.402e-02, eta: 21:15:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 0.7515, loss: 0.7515 +2023-12-23 16:35:23,472 - pyskl - INFO - Epoch [20][300/2506] lr: 2.401e-02, eta: 21:14:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9756, loss_cls: 0.8051, loss: 0.8051 +2023-12-23 16:35:45,931 - pyskl - INFO - Epoch [20][400/2506] lr: 2.401e-02, eta: 21:14:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 0.7123, loss: 0.7123 +2023-12-23 16:36:08,450 - pyskl - INFO - Epoch [20][500/2506] lr: 2.400e-02, eta: 21:13:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9762, loss_cls: 0.7779, loss: 0.7779 +2023-12-23 16:36:30,991 - pyskl - INFO - Epoch [20][600/2506] lr: 2.400e-02, eta: 21:13:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9719, loss_cls: 0.8088, loss: 0.8088 +2023-12-23 16:36:53,530 - pyskl - INFO - Epoch [20][700/2506] lr: 2.399e-02, eta: 21:12:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 0.7659, loss: 0.7659 +2023-12-23 16:37:16,130 - pyskl - INFO - Epoch [20][800/2506] lr: 2.399e-02, eta: 21:12:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 0.7916, loss: 0.7916 +2023-12-23 16:37:38,742 - pyskl - INFO - Epoch [20][900/2506] lr: 2.399e-02, eta: 21:11:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 0.8027, loss: 0.8027 +2023-12-23 16:38:01,309 - pyskl - INFO - Epoch [20][1000/2506] lr: 2.398e-02, eta: 21:11:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 0.7637, loss: 0.7637 +2023-12-23 16:38:23,951 - pyskl - INFO - Epoch [20][1100/2506] lr: 2.398e-02, eta: 21:10:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 0.7605, loss: 0.7605 +2023-12-23 16:38:46,490 - pyskl - INFO - Epoch [20][1200/2506] lr: 2.397e-02, eta: 21:10:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 0.7711, loss: 0.7711 +2023-12-23 16:39:09,014 - pyskl - INFO - Epoch [20][1300/2506] lr: 2.397e-02, eta: 21:09:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9681, loss_cls: 0.7502, loss: 0.7502 +2023-12-23 16:39:31,517 - pyskl - INFO - Epoch [20][1400/2506] lr: 2.397e-02, eta: 21:09:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 0.6909, loss: 0.6909 +2023-12-23 16:39:54,100 - pyskl - INFO - Epoch [20][1500/2506] lr: 2.396e-02, eta: 21:08:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 0.7968, loss: 0.7968 +2023-12-23 16:40:16,647 - pyskl - INFO - Epoch [20][1600/2506] lr: 2.396e-02, eta: 21:08:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 0.7277, loss: 0.7277 +2023-12-23 16:40:39,170 - pyskl - INFO - Epoch [20][1700/2506] lr: 2.395e-02, eta: 21:07:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9775, loss_cls: 0.7878, loss: 0.7878 +2023-12-23 16:41:01,744 - pyskl - INFO - Epoch [20][1800/2506] lr: 2.395e-02, eta: 21:07:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9725, loss_cls: 0.7689, loss: 0.7689 +2023-12-23 16:41:24,272 - pyskl - INFO - Epoch [20][1900/2506] lr: 2.394e-02, eta: 21:07:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9775, loss_cls: 0.7711, loss: 0.7711 +2023-12-23 16:41:46,833 - pyskl - INFO - Epoch [20][2000/2506] lr: 2.394e-02, eta: 21:06:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9744, loss_cls: 0.7708, loss: 0.7708 +2023-12-23 16:42:09,381 - pyskl - INFO - Epoch [20][2100/2506] lr: 2.394e-02, eta: 21:06:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 0.8400, loss: 0.8400 +2023-12-23 16:42:31,877 - pyskl - INFO - Epoch [20][2200/2506] lr: 2.393e-02, eta: 21:05:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9712, loss_cls: 0.7484, loss: 0.7484 +2023-12-23 16:42:54,480 - pyskl - INFO - Epoch [20][2300/2506] lr: 2.393e-02, eta: 21:05:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9656, loss_cls: 0.8284, loss: 0.8284 +2023-12-23 16:43:17,049 - pyskl - INFO - Epoch [20][2400/2506] lr: 2.392e-02, eta: 21:04:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9637, loss_cls: 0.8238, loss: 0.8238 +2023-12-23 16:43:39,582 - pyskl - INFO - Epoch [20][2500/2506] lr: 2.392e-02, eta: 21:04:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9681, loss_cls: 0.8280, loss: 0.8280 +2023-12-23 16:43:41,471 - pyskl - INFO - Saving checkpoint at 20 epochs +2023-12-23 16:45:00,895 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 16:45:00,967 - pyskl - INFO - +top1_acc 0.7577 +top5_acc 0.9486 +2023-12-23 16:45:00,971 - pyskl - INFO - Epoch(val) [20][1031] top1_acc: 0.7577, top5_acc: 0.9486 +2023-12-23 16:45:42,112 - pyskl - INFO - Epoch [21][100/2506] lr: 2.392e-02, eta: 21:05:36, time: 0.411, data_time: 0.187, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 0.7070, loss: 0.7070 +2023-12-23 16:46:04,635 - pyskl - INFO - Epoch [21][200/2506] lr: 2.391e-02, eta: 21:05:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 0.7423, loss: 0.7423 +2023-12-23 16:46:27,189 - pyskl - INFO - Epoch [21][300/2506] lr: 2.391e-02, eta: 21:04:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 0.7157, loss: 0.7157 +2023-12-23 16:46:49,826 - pyskl - INFO - Epoch [21][400/2506] lr: 2.390e-02, eta: 21:04:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 0.7284, loss: 0.7284 +2023-12-23 16:47:12,431 - pyskl - INFO - Epoch [21][500/2506] lr: 2.390e-02, eta: 21:03:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9756, loss_cls: 0.7452, loss: 0.7452 +2023-12-23 16:47:34,994 - pyskl - INFO - Epoch [21][600/2506] lr: 2.389e-02, eta: 21:03:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9744, loss_cls: 0.8061, loss: 0.8061 +2023-12-23 16:47:57,681 - pyskl - INFO - Epoch [21][700/2506] lr: 2.389e-02, eta: 21:02:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 0.6924, loss: 0.6924 +2023-12-23 16:48:20,295 - pyskl - INFO - Epoch [21][800/2506] lr: 2.389e-02, eta: 21:02:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 0.7573, loss: 0.7573 +2023-12-23 16:48:42,839 - pyskl - INFO - Epoch [21][900/2506] lr: 2.388e-02, eta: 21:01:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 0.7367, loss: 0.7367 +2023-12-23 16:49:05,546 - pyskl - INFO - Epoch [21][1000/2506] lr: 2.388e-02, eta: 21:01:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 0.7069, loss: 0.7069 +2023-12-23 16:49:28,108 - pyskl - INFO - Epoch [21][1100/2506] lr: 2.387e-02, eta: 21:00:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 0.7564, loss: 0.7564 +2023-12-23 16:49:50,673 - pyskl - INFO - Epoch [21][1200/2506] lr: 2.387e-02, eta: 21:00:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 0.7465, loss: 0.7465 +2023-12-23 16:50:13,217 - pyskl - INFO - Epoch [21][1300/2506] lr: 2.386e-02, eta: 21:00:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 0.7608, loss: 0.7608 +2023-12-23 16:50:35,815 - pyskl - INFO - Epoch [21][1400/2506] lr: 2.386e-02, eta: 20:59:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 0.7752, loss: 0.7752 +2023-12-23 16:50:58,425 - pyskl - INFO - Epoch [21][1500/2506] lr: 2.385e-02, eta: 20:59:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9769, loss_cls: 0.7414, loss: 0.7414 +2023-12-23 16:51:21,030 - pyskl - INFO - Epoch [21][1600/2506] lr: 2.385e-02, eta: 20:58:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9681, loss_cls: 0.8140, loss: 0.8140 +2023-12-23 16:51:43,597 - pyskl - INFO - Epoch [21][1700/2506] lr: 2.385e-02, eta: 20:58:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9731, loss_cls: 0.8051, loss: 0.8051 +2023-12-23 16:52:06,319 - pyskl - INFO - Epoch [21][1800/2506] lr: 2.384e-02, eta: 20:57:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9712, loss_cls: 0.8114, loss: 0.8114 +2023-12-23 16:52:28,869 - pyskl - INFO - Epoch [21][1900/2506] lr: 2.384e-02, eta: 20:57:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9688, loss_cls: 0.8330, loss: 0.8330 +2023-12-23 16:52:51,367 - pyskl - INFO - Epoch [21][2000/2506] lr: 2.383e-02, eta: 20:56:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9706, loss_cls: 0.8386, loss: 0.8386 +2023-12-23 16:53:14,057 - pyskl - INFO - Epoch [21][2100/2506] lr: 2.383e-02, eta: 20:56:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9750, loss_cls: 0.7734, loss: 0.7734 +2023-12-23 16:53:36,678 - pyskl - INFO - Epoch [21][2200/2506] lr: 2.382e-02, eta: 20:55:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9725, loss_cls: 0.7918, loss: 0.7918 +2023-12-23 16:53:59,415 - pyskl - INFO - Epoch [21][2300/2506] lr: 2.382e-02, eta: 20:55:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 0.7325, loss: 0.7325 +2023-12-23 16:54:22,043 - pyskl - INFO - Epoch [21][2400/2506] lr: 2.382e-02, eta: 20:54:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 0.7225, loss: 0.7225 +2023-12-23 16:54:44,701 - pyskl - INFO - Epoch [21][2500/2506] lr: 2.381e-02, eta: 20:54:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 0.7932, loss: 0.7932 +2023-12-23 16:54:46,568 - pyskl - INFO - Saving checkpoint at 21 epochs +2023-12-23 16:56:05,641 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 16:56:05,718 - pyskl - INFO - +top1_acc 0.7816 +top5_acc 0.9679 +2023-12-23 16:56:05,724 - pyskl - INFO - Epoch(val) [21][1031] top1_acc: 0.7816, top5_acc: 0.9679 +2023-12-23 16:56:46,824 - pyskl - INFO - Epoch [22][100/2506] lr: 2.381e-02, eta: 20:55:47, time: 0.411, data_time: 0.186, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 0.7092, loss: 0.7092 +2023-12-23 16:57:09,381 - pyskl - INFO - Epoch [22][200/2506] lr: 2.380e-02, eta: 20:55:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 0.7181, loss: 0.7181 +2023-12-23 16:57:31,972 - pyskl - INFO - Epoch [22][300/2506] lr: 2.380e-02, eta: 20:54:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9762, loss_cls: 0.7027, loss: 0.7027 +2023-12-23 16:57:54,413 - pyskl - INFO - Epoch [22][400/2506] lr: 2.379e-02, eta: 20:54:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9788, loss_cls: 0.7528, loss: 0.7528 +2023-12-23 16:58:16,952 - pyskl - INFO - Epoch [22][500/2506] lr: 2.379e-02, eta: 20:53:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9738, loss_cls: 0.7855, loss: 0.7855 +2023-12-23 16:58:39,572 - pyskl - INFO - Epoch [22][600/2506] lr: 2.378e-02, eta: 20:53:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 0.7674, loss: 0.7674 +2023-12-23 16:59:02,087 - pyskl - INFO - Epoch [22][700/2506] lr: 2.378e-02, eta: 20:53:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9806, loss_cls: 0.7453, loss: 0.7453 +2023-12-23 16:59:24,714 - pyskl - INFO - Epoch [22][800/2506] lr: 2.377e-02, eta: 20:52:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 0.7192, loss: 0.7192 +2023-12-23 16:59:47,295 - pyskl - INFO - Epoch [22][900/2506] lr: 2.377e-02, eta: 20:52:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 0.8423, loss: 0.8423 +2023-12-23 17:00:09,958 - pyskl - INFO - Epoch [22][1000/2506] lr: 2.377e-02, eta: 20:51:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 0.7404, loss: 0.7404 +2023-12-23 17:00:32,546 - pyskl - INFO - Epoch [22][1100/2506] lr: 2.376e-02, eta: 20:51:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9744, loss_cls: 0.7591, loss: 0.7591 +2023-12-23 17:00:55,145 - pyskl - INFO - Epoch [22][1200/2506] lr: 2.376e-02, eta: 20:50:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9788, loss_cls: 0.7395, loss: 0.7395 +2023-12-23 17:01:17,748 - pyskl - INFO - Epoch [22][1300/2506] lr: 2.375e-02, eta: 20:50:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 0.7558, loss: 0.7558 +2023-12-23 17:01:40,271 - pyskl - INFO - Epoch [22][1400/2506] lr: 2.375e-02, eta: 20:49:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 0.8082, loss: 0.8082 +2023-12-23 17:02:02,931 - pyskl - INFO - Epoch [22][1500/2506] lr: 2.374e-02, eta: 20:49:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 0.7353, loss: 0.7353 +2023-12-23 17:02:25,528 - pyskl - INFO - Epoch [22][1600/2506] lr: 2.374e-02, eta: 20:48:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 0.7336, loss: 0.7336 +2023-12-23 17:02:48,082 - pyskl - INFO - Epoch [22][1700/2506] lr: 2.373e-02, eta: 20:48:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 0.7725, loss: 0.7725 +2023-12-23 17:03:10,684 - pyskl - INFO - Epoch [22][1800/2506] lr: 2.373e-02, eta: 20:47:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 0.7282, loss: 0.7282 +2023-12-23 17:03:33,314 - pyskl - INFO - Epoch [22][1900/2506] lr: 2.372e-02, eta: 20:47:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 0.7568, loss: 0.7568 +2023-12-23 17:03:55,999 - pyskl - INFO - Epoch [22][2000/2506] lr: 2.372e-02, eta: 20:47:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9775, loss_cls: 0.7448, loss: 0.7448 +2023-12-23 17:04:18,528 - pyskl - INFO - Epoch [22][2100/2506] lr: 2.372e-02, eta: 20:46:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9775, loss_cls: 0.7365, loss: 0.7365 +2023-12-23 17:04:41,144 - pyskl - INFO - Epoch [22][2200/2506] lr: 2.371e-02, eta: 20:46:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9762, loss_cls: 0.7818, loss: 0.7818 +2023-12-23 17:05:03,714 - pyskl - INFO - Epoch [22][2300/2506] lr: 2.371e-02, eta: 20:45:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9744, loss_cls: 0.7535, loss: 0.7535 +2023-12-23 17:05:26,311 - pyskl - INFO - Epoch [22][2400/2506] lr: 2.370e-02, eta: 20:45:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9731, loss_cls: 0.8121, loss: 0.8121 +2023-12-23 17:05:48,959 - pyskl - INFO - Epoch [22][2500/2506] lr: 2.370e-02, eta: 20:44:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 0.7386, loss: 0.7386 +2023-12-23 17:05:50,780 - pyskl - INFO - Saving checkpoint at 22 epochs +2023-12-23 17:07:10,120 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 17:07:10,190 - pyskl - INFO - +top1_acc 0.7975 +top5_acc 0.9688 +2023-12-23 17:07:10,194 - pyskl - INFO - Epoch(val) [22][1031] top1_acc: 0.7975, top5_acc: 0.9688 +2023-12-23 17:07:51,556 - pyskl - INFO - Epoch [23][100/2506] lr: 2.369e-02, eta: 20:45:59, time: 0.414, data_time: 0.187, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 0.7042, loss: 0.7042 +2023-12-23 17:08:14,047 - pyskl - INFO - Epoch [23][200/2506] lr: 2.369e-02, eta: 20:45:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 0.6875, loss: 0.6875 +2023-12-23 17:08:36,484 - pyskl - INFO - Epoch [23][300/2506] lr: 2.368e-02, eta: 20:45:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 0.7335, loss: 0.7335 +2023-12-23 17:08:59,024 - pyskl - INFO - Epoch [23][400/2506] lr: 2.368e-02, eta: 20:44:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 0.7344, loss: 0.7344 +2023-12-23 17:09:21,525 - pyskl - INFO - Epoch [23][500/2506] lr: 2.367e-02, eta: 20:44:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 0.7300, loss: 0.7300 +2023-12-23 17:09:43,995 - pyskl - INFO - Epoch [23][600/2506] lr: 2.367e-02, eta: 20:43:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 0.7099, loss: 0.7099 +2023-12-23 17:10:06,495 - pyskl - INFO - Epoch [23][700/2506] lr: 2.366e-02, eta: 20:43:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 0.6785, loss: 0.6785 +2023-12-23 17:10:29,180 - pyskl - INFO - Epoch [23][800/2506] lr: 2.366e-02, eta: 20:42:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9756, loss_cls: 0.7522, loss: 0.7522 +2023-12-23 17:10:51,783 - pyskl - INFO - Epoch [23][900/2506] lr: 2.365e-02, eta: 20:42:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9806, loss_cls: 0.6797, loss: 0.6797 +2023-12-23 17:11:14,429 - pyskl - INFO - Epoch [23][1000/2506] lr: 2.365e-02, eta: 20:41:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9694, loss_cls: 0.8352, loss: 0.8352 +2023-12-23 17:11:36,996 - pyskl - INFO - Epoch [23][1100/2506] lr: 2.364e-02, eta: 20:41:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 0.7280, loss: 0.7280 +2023-12-23 17:11:59,504 - pyskl - INFO - Epoch [23][1200/2506] lr: 2.364e-02, eta: 20:40:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9712, loss_cls: 0.8199, loss: 0.8199 +2023-12-23 17:12:21,986 - pyskl - INFO - Epoch [23][1300/2506] lr: 2.364e-02, eta: 20:40:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9731, loss_cls: 0.7706, loss: 0.7706 +2023-12-23 17:12:44,549 - pyskl - INFO - Epoch [23][1400/2506] lr: 2.363e-02, eta: 20:39:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9719, loss_cls: 0.8055, loss: 0.8055 +2023-12-23 17:13:07,113 - pyskl - INFO - Epoch [23][1500/2506] lr: 2.363e-02, eta: 20:39:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 0.7228, loss: 0.7228 +2023-12-23 17:13:29,637 - pyskl - INFO - Epoch [23][1600/2506] lr: 2.362e-02, eta: 20:39:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9806, loss_cls: 0.6791, loss: 0.6791 +2023-12-23 17:13:52,180 - pyskl - INFO - Epoch [23][1700/2506] lr: 2.362e-02, eta: 20:38:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9750, loss_cls: 0.7703, loss: 0.7703 +2023-12-23 17:14:14,894 - pyskl - INFO - Epoch [23][1800/2506] lr: 2.361e-02, eta: 20:38:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 0.7108, loss: 0.7108 +2023-12-23 17:14:37,628 - pyskl - INFO - Epoch [23][1900/2506] lr: 2.361e-02, eta: 20:37:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9725, loss_cls: 0.7554, loss: 0.7554 +2023-12-23 17:15:00,146 - pyskl - INFO - Epoch [23][2000/2506] lr: 2.360e-02, eta: 20:37:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9756, loss_cls: 0.7328, loss: 0.7328 +2023-12-23 17:15:22,674 - pyskl - INFO - Epoch [23][2100/2506] lr: 2.360e-02, eta: 20:36:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 0.7626, loss: 0.7626 +2023-12-23 17:15:45,280 - pyskl - INFO - Epoch [23][2200/2506] lr: 2.359e-02, eta: 20:36:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9819, loss_cls: 0.7526, loss: 0.7526 +2023-12-23 17:16:07,858 - pyskl - INFO - Epoch [23][2300/2506] lr: 2.359e-02, eta: 20:35:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 0.7010, loss: 0.7010 +2023-12-23 17:16:30,439 - pyskl - INFO - Epoch [23][2400/2506] lr: 2.358e-02, eta: 20:35:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9738, loss_cls: 0.7836, loss: 0.7836 +2023-12-23 17:16:53,015 - pyskl - INFO - Epoch [23][2500/2506] lr: 2.358e-02, eta: 20:34:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9769, loss_cls: 0.7705, loss: 0.7705 +2023-12-23 17:16:54,867 - pyskl - INFO - Saving checkpoint at 23 epochs +2023-12-23 17:18:13,391 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 17:18:13,461 - pyskl - INFO - +top1_acc 0.7681 +top5_acc 0.9648 +2023-12-23 17:18:13,464 - pyskl - INFO - Epoch(val) [23][1031] top1_acc: 0.7681, top5_acc: 0.9648 +2023-12-23 17:18:54,292 - pyskl - INFO - Epoch [24][100/2506] lr: 2.357e-02, eta: 20:36:04, time: 0.408, data_time: 0.182, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9675, loss_cls: 0.7656, loss: 0.7656 +2023-12-23 17:19:16,758 - pyskl - INFO - Epoch [24][200/2506] lr: 2.357e-02, eta: 20:35:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 0.6558, loss: 0.6558 +2023-12-23 17:19:39,297 - pyskl - INFO - Epoch [24][300/2506] lr: 2.356e-02, eta: 20:35:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9744, loss_cls: 0.7778, loss: 0.7778 +2023-12-23 17:20:01,826 - pyskl - INFO - Epoch [24][400/2506] lr: 2.356e-02, eta: 20:34:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 0.7569, loss: 0.7569 +2023-12-23 17:20:24,501 - pyskl - INFO - Epoch [24][500/2506] lr: 2.355e-02, eta: 20:34:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 0.7496, loss: 0.7496 +2023-12-23 17:20:47,088 - pyskl - INFO - Epoch [24][600/2506] lr: 2.355e-02, eta: 20:33:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9769, loss_cls: 0.7554, loss: 0.7554 +2023-12-23 17:21:09,558 - pyskl - INFO - Epoch [24][700/2506] lr: 2.354e-02, eta: 20:33:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9744, loss_cls: 0.7150, loss: 0.7150 +2023-12-23 17:21:32,144 - pyskl - INFO - Epoch [24][800/2506] lr: 2.354e-02, eta: 20:32:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 0.7110, loss: 0.7110 +2023-12-23 17:21:54,708 - pyskl - INFO - Epoch [24][900/2506] lr: 2.353e-02, eta: 20:32:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9744, loss_cls: 0.7680, loss: 0.7680 +2023-12-23 17:22:17,294 - pyskl - INFO - Epoch [24][1000/2506] lr: 2.353e-02, eta: 20:31:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 0.7425, loss: 0.7425 +2023-12-23 17:22:39,882 - pyskl - INFO - Epoch [24][1100/2506] lr: 2.352e-02, eta: 20:31:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 0.7538, loss: 0.7538 +2023-12-23 17:23:02,449 - pyskl - INFO - Epoch [24][1200/2506] lr: 2.352e-02, eta: 20:31:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9762, loss_cls: 0.7037, loss: 0.7037 +2023-12-23 17:23:25,011 - pyskl - INFO - Epoch [24][1300/2506] lr: 2.351e-02, eta: 20:30:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9738, loss_cls: 0.7560, loss: 0.7560 +2023-12-23 17:23:47,444 - pyskl - INFO - Epoch [24][1400/2506] lr: 2.351e-02, eta: 20:30:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9706, loss_cls: 0.7099, loss: 0.7099 +2023-12-23 17:24:09,977 - pyskl - INFO - Epoch [24][1500/2506] lr: 2.350e-02, eta: 20:29:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9756, loss_cls: 0.7292, loss: 0.7292 +2023-12-23 17:24:32,507 - pyskl - INFO - Epoch [24][1600/2506] lr: 2.350e-02, eta: 20:29:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9769, loss_cls: 0.7412, loss: 0.7412 +2023-12-23 17:24:55,028 - pyskl - INFO - Epoch [24][1700/2506] lr: 2.349e-02, eta: 20:28:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 0.7641, loss: 0.7641 +2023-12-23 17:25:17,585 - pyskl - INFO - Epoch [24][1800/2506] lr: 2.349e-02, eta: 20:28:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9788, loss_cls: 0.7604, loss: 0.7604 +2023-12-23 17:25:40,000 - pyskl - INFO - Epoch [24][1900/2506] lr: 2.348e-02, eta: 20:27:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9750, loss_cls: 0.7322, loss: 0.7322 +2023-12-23 17:26:02,576 - pyskl - INFO - Epoch [24][2000/2506] lr: 2.348e-02, eta: 20:27:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 0.7542, loss: 0.7542 +2023-12-23 17:26:25,133 - pyskl - INFO - Epoch [24][2100/2506] lr: 2.347e-02, eta: 20:26:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 0.7316, loss: 0.7316 +2023-12-23 17:26:47,650 - pyskl - INFO - Epoch [24][2200/2506] lr: 2.347e-02, eta: 20:26:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 0.7993, loss: 0.7993 +2023-12-23 17:27:10,126 - pyskl - INFO - Epoch [24][2300/2506] lr: 2.346e-02, eta: 20:26:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 0.7182, loss: 0.7182 +2023-12-23 17:27:32,598 - pyskl - INFO - Epoch [24][2400/2506] lr: 2.346e-02, eta: 20:25:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9806, loss_cls: 0.6858, loss: 0.6858 +2023-12-23 17:27:55,135 - pyskl - INFO - Epoch [24][2500/2506] lr: 2.345e-02, eta: 20:25:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 0.7032, loss: 0.7032 +2023-12-23 17:27:56,977 - pyskl - INFO - Saving checkpoint at 24 epochs +2023-12-23 17:29:15,913 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 17:29:15,983 - pyskl - INFO - +top1_acc 0.7799 +top5_acc 0.9654 +2023-12-23 17:29:15,986 - pyskl - INFO - Epoch(val) [24][1031] top1_acc: 0.7799, top5_acc: 0.9654 +2023-12-23 17:29:56,787 - pyskl - INFO - Epoch [25][100/2506] lr: 2.345e-02, eta: 20:26:06, time: 0.408, data_time: 0.182, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 0.7294, loss: 0.7294 +2023-12-23 17:30:19,378 - pyskl - INFO - Epoch [25][200/2506] lr: 2.344e-02, eta: 20:25:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 0.7709, loss: 0.7709 +2023-12-23 17:30:41,803 - pyskl - INFO - Epoch [25][300/2506] lr: 2.344e-02, eta: 20:25:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 0.6620, loss: 0.6620 +2023-12-23 17:31:04,430 - pyskl - INFO - Epoch [25][400/2506] lr: 2.343e-02, eta: 20:24:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9775, loss_cls: 0.7494, loss: 0.7494 +2023-12-23 17:31:27,026 - pyskl - INFO - Epoch [25][500/2506] lr: 2.343e-02, eta: 20:24:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9812, loss_cls: 0.6919, loss: 0.6919 +2023-12-23 17:31:49,602 - pyskl - INFO - Epoch [25][600/2506] lr: 2.342e-02, eta: 20:23:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9862, loss_cls: 0.6592, loss: 0.6592 +2023-12-23 17:32:12,269 - pyskl - INFO - Epoch [25][700/2506] lr: 2.342e-02, eta: 20:23:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 0.7101, loss: 0.7101 +2023-12-23 17:32:34,983 - pyskl - INFO - Epoch [25][800/2506] lr: 2.341e-02, eta: 20:22:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 0.7567, loss: 0.7567 +2023-12-23 17:32:57,595 - pyskl - INFO - Epoch [25][900/2506] lr: 2.341e-02, eta: 20:22:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 0.7732, loss: 0.7732 +2023-12-23 17:33:20,116 - pyskl - INFO - Epoch [25][1000/2506] lr: 2.340e-02, eta: 20:22:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 0.7733, loss: 0.7733 +2023-12-23 17:33:42,776 - pyskl - INFO - Epoch [25][1100/2506] lr: 2.340e-02, eta: 20:21:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9769, loss_cls: 0.6854, loss: 0.6854 +2023-12-23 17:34:05,388 - pyskl - INFO - Epoch [25][1200/2506] lr: 2.339e-02, eta: 20:21:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 0.6889, loss: 0.6889 +2023-12-23 17:34:28,040 - pyskl - INFO - Epoch [25][1300/2506] lr: 2.339e-02, eta: 20:20:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 0.7359, loss: 0.7359 +2023-12-23 17:34:50,603 - pyskl - INFO - Epoch [25][1400/2506] lr: 2.338e-02, eta: 20:20:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9712, loss_cls: 0.8261, loss: 0.8261 +2023-12-23 17:35:13,149 - pyskl - INFO - Epoch [25][1500/2506] lr: 2.338e-02, eta: 20:19:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 0.7347, loss: 0.7347 +2023-12-23 17:35:35,708 - pyskl - INFO - Epoch [25][1600/2506] lr: 2.337e-02, eta: 20:19:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 0.7379, loss: 0.7379 +2023-12-23 17:35:58,315 - pyskl - INFO - Epoch [25][1700/2506] lr: 2.337e-02, eta: 20:18:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 0.6957, loss: 0.6957 +2023-12-23 17:36:20,886 - pyskl - INFO - Epoch [25][1800/2506] lr: 2.336e-02, eta: 20:18:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9769, loss_cls: 0.7656, loss: 0.7656 +2023-12-23 17:36:43,450 - pyskl - INFO - Epoch [25][1900/2506] lr: 2.336e-02, eta: 20:18:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 0.7821, loss: 0.7821 +2023-12-23 17:37:05,989 - pyskl - INFO - Epoch [25][2000/2506] lr: 2.335e-02, eta: 20:17:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9756, loss_cls: 0.7763, loss: 0.7763 +2023-12-23 17:37:28,434 - pyskl - INFO - Epoch [25][2100/2506] lr: 2.335e-02, eta: 20:17:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 0.7203, loss: 0.7203 +2023-12-23 17:37:50,922 - pyskl - INFO - Epoch [25][2200/2506] lr: 2.334e-02, eta: 20:16:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9781, loss_cls: 0.7048, loss: 0.7048 +2023-12-23 17:38:13,446 - pyskl - INFO - Epoch [25][2300/2506] lr: 2.334e-02, eta: 20:16:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9788, loss_cls: 0.7239, loss: 0.7239 +2023-12-23 17:38:35,966 - pyskl - INFO - Epoch [25][2400/2506] lr: 2.333e-02, eta: 20:15:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 0.6937, loss: 0.6937 +2023-12-23 17:38:58,496 - pyskl - INFO - Epoch [25][2500/2506] lr: 2.333e-02, eta: 20:15:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 0.7401, loss: 0.7401 +2023-12-23 17:39:00,360 - pyskl - INFO - Saving checkpoint at 25 epochs +2023-12-23 17:40:19,323 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 17:40:19,398 - pyskl - INFO - +top1_acc 0.7746 +top5_acc 0.9595 +2023-12-23 17:40:19,402 - pyskl - INFO - Epoch(val) [25][1031] top1_acc: 0.7746, top5_acc: 0.9595 +2023-12-23 17:41:00,371 - pyskl - INFO - Epoch [26][100/2506] lr: 2.332e-02, eta: 20:16:15, time: 0.410, data_time: 0.184, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9794, loss_cls: 0.6843, loss: 0.6843 +2023-12-23 17:41:22,856 - pyskl - INFO - Epoch [26][200/2506] lr: 2.331e-02, eta: 20:15:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 0.7856, loss: 0.7856 +2023-12-23 17:41:45,417 - pyskl - INFO - Epoch [26][300/2506] lr: 2.331e-02, eta: 20:15:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 0.7773, loss: 0.7773 +2023-12-23 17:42:08,025 - pyskl - INFO - Epoch [26][400/2506] lr: 2.330e-02, eta: 20:14:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 0.6962, loss: 0.6962 +2023-12-23 17:42:30,707 - pyskl - INFO - Epoch [26][500/2506] lr: 2.330e-02, eta: 20:14:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9762, loss_cls: 0.7090, loss: 0.7090 +2023-12-23 17:42:53,268 - pyskl - INFO - Epoch [26][600/2506] lr: 2.329e-02, eta: 20:14:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9800, loss_cls: 0.7020, loss: 0.7020 +2023-12-23 17:43:15,882 - pyskl - INFO - Epoch [26][700/2506] lr: 2.329e-02, eta: 20:13:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 0.7033, loss: 0.7033 +2023-12-23 17:43:38,414 - pyskl - INFO - Epoch [26][800/2506] lr: 2.328e-02, eta: 20:13:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9744, loss_cls: 0.7634, loss: 0.7634 +2023-12-23 17:44:00,895 - pyskl - INFO - Epoch [26][900/2506] lr: 2.328e-02, eta: 20:12:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9731, loss_cls: 0.7525, loss: 0.7525 +2023-12-23 17:44:23,431 - pyskl - INFO - Epoch [26][1000/2506] lr: 2.327e-02, eta: 20:12:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 0.6916, loss: 0.6916 +2023-12-23 17:44:46,169 - pyskl - INFO - Epoch [26][1100/2506] lr: 2.327e-02, eta: 20:11:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 0.7069, loss: 0.7069 +2023-12-23 17:45:08,842 - pyskl - INFO - Epoch [26][1200/2506] lr: 2.326e-02, eta: 20:11:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9788, loss_cls: 0.7275, loss: 0.7275 +2023-12-23 17:45:31,406 - pyskl - INFO - Epoch [26][1300/2506] lr: 2.326e-02, eta: 20:10:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 0.6584, loss: 0.6584 +2023-12-23 17:45:53,936 - pyskl - INFO - Epoch [26][1400/2506] lr: 2.325e-02, eta: 20:10:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9762, loss_cls: 0.7402, loss: 0.7402 +2023-12-23 17:46:16,538 - pyskl - INFO - Epoch [26][1500/2506] lr: 2.325e-02, eta: 20:10:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9762, loss_cls: 0.7387, loss: 0.7387 +2023-12-23 17:46:39,111 - pyskl - INFO - Epoch [26][1600/2506] lr: 2.324e-02, eta: 20:09:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9669, loss_cls: 0.7093, loss: 0.7093 +2023-12-23 17:47:01,651 - pyskl - INFO - Epoch [26][1700/2506] lr: 2.324e-02, eta: 20:09:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9744, loss_cls: 0.7805, loss: 0.7805 +2023-12-23 17:47:24,181 - pyskl - INFO - Epoch [26][1800/2506] lr: 2.323e-02, eta: 20:08:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 0.7081, loss: 0.7081 +2023-12-23 17:47:46,806 - pyskl - INFO - Epoch [26][1900/2506] lr: 2.322e-02, eta: 20:08:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9781, loss_cls: 0.7339, loss: 0.7339 +2023-12-23 17:48:09,382 - pyskl - INFO - Epoch [26][2000/2506] lr: 2.322e-02, eta: 20:07:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9819, loss_cls: 0.7001, loss: 0.7001 +2023-12-23 17:48:31,939 - pyskl - INFO - Epoch [26][2100/2506] lr: 2.321e-02, eta: 20:07:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 0.7038, loss: 0.7038 +2023-12-23 17:48:54,498 - pyskl - INFO - Epoch [26][2200/2506] lr: 2.321e-02, eta: 20:06:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 0.6989, loss: 0.6989 +2023-12-23 17:49:17,140 - pyskl - INFO - Epoch [26][2300/2506] lr: 2.320e-02, eta: 20:06:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 0.7187, loss: 0.7187 +2023-12-23 17:49:39,746 - pyskl - INFO - Epoch [26][2400/2506] lr: 2.320e-02, eta: 20:06:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9762, loss_cls: 0.7369, loss: 0.7369 +2023-12-23 17:50:02,362 - pyskl - INFO - Epoch [26][2500/2506] lr: 2.319e-02, eta: 20:05:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9794, loss_cls: 0.7535, loss: 0.7535 +2023-12-23 17:50:04,252 - pyskl - INFO - Saving checkpoint at 26 epochs +2023-12-23 17:51:23,139 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 17:51:23,209 - pyskl - INFO - +top1_acc 0.7914 +top5_acc 0.9674 +2023-12-23 17:51:23,212 - pyskl - INFO - Epoch(val) [26][1031] top1_acc: 0.7914, top5_acc: 0.9674 +2023-12-23 17:52:04,410 - pyskl - INFO - Epoch [27][100/2506] lr: 2.319e-02, eta: 20:06:27, time: 0.412, data_time: 0.187, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 0.6890, loss: 0.6890 +2023-12-23 17:52:26,917 - pyskl - INFO - Epoch [27][200/2506] lr: 2.318e-02, eta: 20:06:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 0.6874, loss: 0.6874 +2023-12-23 17:52:49,539 - pyskl - INFO - Epoch [27][300/2506] lr: 2.318e-02, eta: 20:05:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9850, loss_cls: 0.7159, loss: 0.7159 +2023-12-23 17:53:12,179 - pyskl - INFO - Epoch [27][400/2506] lr: 2.317e-02, eta: 20:05:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 0.7366, loss: 0.7366 +2023-12-23 17:53:34,695 - pyskl - INFO - Epoch [27][500/2506] lr: 2.316e-02, eta: 20:04:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 0.7801, loss: 0.7801 +2023-12-23 17:53:57,254 - pyskl - INFO - Epoch [27][600/2506] lr: 2.316e-02, eta: 20:04:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9831, loss_cls: 0.6859, loss: 0.6859 +2023-12-23 17:54:19,826 - pyskl - INFO - Epoch [27][700/2506] lr: 2.315e-02, eta: 20:03:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 0.6208, loss: 0.6208 +2023-12-23 17:54:42,434 - pyskl - INFO - Epoch [27][800/2506] lr: 2.315e-02, eta: 20:03:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 0.6684, loss: 0.6684 +2023-12-23 17:55:05,021 - pyskl - INFO - Epoch [27][900/2506] lr: 2.314e-02, eta: 20:02:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 0.7045, loss: 0.7045 +2023-12-23 17:55:27,564 - pyskl - INFO - Epoch [27][1000/2506] lr: 2.314e-02, eta: 20:02:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9681, loss_cls: 0.7432, loss: 0.7432 +2023-12-23 17:55:50,103 - pyskl - INFO - Epoch [27][1100/2506] lr: 2.313e-02, eta: 20:02:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9831, loss_cls: 0.7348, loss: 0.7348 +2023-12-23 17:56:12,663 - pyskl - INFO - Epoch [27][1200/2506] lr: 2.313e-02, eta: 20:01:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 0.6895, loss: 0.6895 +2023-12-23 17:56:35,151 - pyskl - INFO - Epoch [27][1300/2506] lr: 2.312e-02, eta: 20:01:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9756, loss_cls: 0.7592, loss: 0.7592 +2023-12-23 17:56:57,674 - pyskl - INFO - Epoch [27][1400/2506] lr: 2.312e-02, eta: 20:00:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9788, loss_cls: 0.7157, loss: 0.7157 +2023-12-23 17:57:20,241 - pyskl - INFO - Epoch [27][1500/2506] lr: 2.311e-02, eta: 20:00:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9725, loss_cls: 0.7897, loss: 0.7897 +2023-12-23 17:57:42,789 - pyskl - INFO - Epoch [27][1600/2506] lr: 2.310e-02, eta: 19:59:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9844, loss_cls: 0.6197, loss: 0.6197 +2023-12-23 17:58:05,377 - pyskl - INFO - Epoch [27][1700/2506] lr: 2.310e-02, eta: 19:59:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 0.7320, loss: 0.7320 +2023-12-23 17:58:27,885 - pyskl - INFO - Epoch [27][1800/2506] lr: 2.309e-02, eta: 19:58:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 0.7019, loss: 0.7019 +2023-12-23 17:58:50,475 - pyskl - INFO - Epoch [27][1900/2506] lr: 2.309e-02, eta: 19:58:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9675, loss_cls: 0.7825, loss: 0.7825 +2023-12-23 17:59:13,060 - pyskl - INFO - Epoch [27][2000/2506] lr: 2.308e-02, eta: 19:58:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 0.7267, loss: 0.7267 +2023-12-23 17:59:35,783 - pyskl - INFO - Epoch [27][2100/2506] lr: 2.308e-02, eta: 19:57:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 0.6914, loss: 0.6914 +2023-12-23 17:59:58,329 - pyskl - INFO - Epoch [27][2200/2506] lr: 2.307e-02, eta: 19:57:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 0.7054, loss: 0.7054 +2023-12-23 18:00:20,934 - pyskl - INFO - Epoch [27][2300/2506] lr: 2.307e-02, eta: 19:56:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 0.7547, loss: 0.7547 +2023-12-23 18:00:43,598 - pyskl - INFO - Epoch [27][2400/2506] lr: 2.306e-02, eta: 19:56:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 0.7157, loss: 0.7157 +2023-12-23 18:01:06,248 - pyskl - INFO - Epoch [27][2500/2506] lr: 2.305e-02, eta: 19:55:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9781, loss_cls: 0.7253, loss: 0.7253 +2023-12-23 18:01:08,004 - pyskl - INFO - Saving checkpoint at 27 epochs +2023-12-23 18:02:26,996 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 18:02:27,066 - pyskl - INFO - +top1_acc 0.7977 +top5_acc 0.9663 +2023-12-23 18:02:27,069 - pyskl - INFO - Epoch(val) [27][1031] top1_acc: 0.7977, top5_acc: 0.9663 +2023-12-23 18:03:08,274 - pyskl - INFO - Epoch [28][100/2506] lr: 2.305e-02, eta: 19:56:39, time: 0.412, data_time: 0.187, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9800, loss_cls: 0.6762, loss: 0.6762 +2023-12-23 18:03:30,737 - pyskl - INFO - Epoch [28][200/2506] lr: 2.304e-02, eta: 19:56:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 0.6678, loss: 0.6678 +2023-12-23 18:03:53,270 - pyskl - INFO - Epoch [28][300/2506] lr: 2.304e-02, eta: 19:55:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 0.7042, loss: 0.7042 +2023-12-23 18:04:15,809 - pyskl - INFO - Epoch [28][400/2506] lr: 2.303e-02, eta: 19:55:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 0.7132, loss: 0.7132 +2023-12-23 18:04:38,428 - pyskl - INFO - Epoch [28][500/2506] lr: 2.303e-02, eta: 19:54:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 0.6843, loss: 0.6843 +2023-12-23 18:05:00,938 - pyskl - INFO - Epoch [28][600/2506] lr: 2.302e-02, eta: 19:54:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9794, loss_cls: 0.7466, loss: 0.7466 +2023-12-23 18:05:23,493 - pyskl - INFO - Epoch [28][700/2506] lr: 2.301e-02, eta: 19:53:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 0.7145, loss: 0.7145 +2023-12-23 18:05:46,030 - pyskl - INFO - Epoch [28][800/2506] lr: 2.301e-02, eta: 19:53:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 0.7460, loss: 0.7460 +2023-12-23 18:06:08,547 - pyskl - INFO - Epoch [28][900/2506] lr: 2.300e-02, eta: 19:53:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9769, loss_cls: 0.7601, loss: 0.7601 +2023-12-23 18:06:31,077 - pyskl - INFO - Epoch [28][1000/2506] lr: 2.300e-02, eta: 19:52:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9812, loss_cls: 0.6663, loss: 0.6663 +2023-12-23 18:06:53,547 - pyskl - INFO - Epoch [28][1100/2506] lr: 2.299e-02, eta: 19:52:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9781, loss_cls: 0.7261, loss: 0.7261 +2023-12-23 18:07:16,071 - pyskl - INFO - Epoch [28][1200/2506] lr: 2.299e-02, eta: 19:51:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 0.6488, loss: 0.6488 +2023-12-23 18:07:38,615 - pyskl - INFO - Epoch [28][1300/2506] lr: 2.298e-02, eta: 19:51:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 0.7154, loss: 0.7154 +2023-12-23 18:08:01,144 - pyskl - INFO - Epoch [28][1400/2506] lr: 2.298e-02, eta: 19:50:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 0.7345, loss: 0.7345 +2023-12-23 18:08:23,750 - pyskl - INFO - Epoch [28][1500/2506] lr: 2.297e-02, eta: 19:50:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 0.6707, loss: 0.6707 +2023-12-23 18:08:46,309 - pyskl - INFO - Epoch [28][1600/2506] lr: 2.296e-02, eta: 19:49:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 0.6766, loss: 0.6766 +2023-12-23 18:09:08,937 - pyskl - INFO - Epoch [28][1700/2506] lr: 2.296e-02, eta: 19:49:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 0.6741, loss: 0.6741 +2023-12-23 18:09:31,495 - pyskl - INFO - Epoch [28][1800/2506] lr: 2.295e-02, eta: 19:49:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9669, loss_cls: 0.7727, loss: 0.7727 +2023-12-23 18:09:54,043 - pyskl - INFO - Epoch [28][1900/2506] lr: 2.295e-02, eta: 19:48:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 0.7507, loss: 0.7507 +2023-12-23 18:10:16,526 - pyskl - INFO - Epoch [28][2000/2506] lr: 2.294e-02, eta: 19:48:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9756, loss_cls: 0.7549, loss: 0.7549 +2023-12-23 18:10:39,192 - pyskl - INFO - Epoch [28][2100/2506] lr: 2.293e-02, eta: 19:47:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9625, loss_cls: 0.7985, loss: 0.7985 +2023-12-23 18:11:01,746 - pyskl - INFO - Epoch [28][2200/2506] lr: 2.293e-02, eta: 19:47:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9869, loss_cls: 0.6556, loss: 0.6556 +2023-12-23 18:11:24,311 - pyskl - INFO - Epoch [28][2300/2506] lr: 2.292e-02, eta: 19:46:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 0.7527, loss: 0.7527 +2023-12-23 18:11:46,904 - pyskl - INFO - Epoch [28][2400/2506] lr: 2.292e-02, eta: 19:46:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 0.7353, loss: 0.7353 +2023-12-23 18:12:09,504 - pyskl - INFO - Epoch [28][2500/2506] lr: 2.291e-02, eta: 19:46:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 0.7098, loss: 0.7098 +2023-12-23 18:12:11,339 - pyskl - INFO - Saving checkpoint at 28 epochs +2023-12-23 18:13:30,333 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 18:13:30,405 - pyskl - INFO - +top1_acc 0.7889 +top5_acc 0.9631 +2023-12-23 18:13:30,409 - pyskl - INFO - Epoch(val) [28][1031] top1_acc: 0.7889, top5_acc: 0.9631 +2023-12-23 18:14:11,402 - pyskl - INFO - Epoch [29][100/2506] lr: 2.291e-02, eta: 19:46:48, time: 0.410, data_time: 0.186, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 0.6599, loss: 0.6599 +2023-12-23 18:14:34,038 - pyskl - INFO - Epoch [29][200/2506] lr: 2.290e-02, eta: 19:46:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9788, loss_cls: 0.7122, loss: 0.7122 +2023-12-23 18:14:56,648 - pyskl - INFO - Epoch [29][300/2506] lr: 2.289e-02, eta: 19:45:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 0.7114, loss: 0.7114 +2023-12-23 18:15:19,229 - pyskl - INFO - Epoch [29][400/2506] lr: 2.289e-02, eta: 19:45:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 0.6336, loss: 0.6336 +2023-12-23 18:15:41,837 - pyskl - INFO - Epoch [29][500/2506] lr: 2.288e-02, eta: 19:45:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 0.6881, loss: 0.6881 +2023-12-23 18:16:04,497 - pyskl - INFO - Epoch [29][600/2506] lr: 2.288e-02, eta: 19:44:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9794, loss_cls: 0.6928, loss: 0.6928 +2023-12-23 18:16:27,085 - pyskl - INFO - Epoch [29][700/2506] lr: 2.287e-02, eta: 19:44:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9775, loss_cls: 0.6951, loss: 0.6951 +2023-12-23 18:16:49,669 - pyskl - INFO - Epoch [29][800/2506] lr: 2.287e-02, eta: 19:43:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9775, loss_cls: 0.6836, loss: 0.6836 +2023-12-23 18:17:12,202 - pyskl - INFO - Epoch [29][900/2506] lr: 2.286e-02, eta: 19:43:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9756, loss_cls: 0.7353, loss: 0.7353 +2023-12-23 18:17:34,867 - pyskl - INFO - Epoch [29][1000/2506] lr: 2.285e-02, eta: 19:42:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 0.7406, loss: 0.7406 +2023-12-23 18:17:57,458 - pyskl - INFO - Epoch [29][1100/2506] lr: 2.285e-02, eta: 19:42:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 0.7101, loss: 0.7101 +2023-12-23 18:18:20,033 - pyskl - INFO - Epoch [29][1200/2506] lr: 2.284e-02, eta: 19:41:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 0.7117, loss: 0.7117 +2023-12-23 18:18:42,717 - pyskl - INFO - Epoch [29][1300/2506] lr: 2.284e-02, eta: 19:41:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 0.7033, loss: 0.7033 +2023-12-23 18:19:05,382 - pyskl - INFO - Epoch [29][1400/2506] lr: 2.283e-02, eta: 19:41:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 0.7366, loss: 0.7366 +2023-12-23 18:19:28,041 - pyskl - INFO - Epoch [29][1500/2506] lr: 2.282e-02, eta: 19:40:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9675, loss_cls: 0.7474, loss: 0.7474 +2023-12-23 18:19:50,576 - pyskl - INFO - Epoch [29][1600/2506] lr: 2.282e-02, eta: 19:40:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9800, loss_cls: 0.7454, loss: 0.7454 +2023-12-23 18:20:13,124 - pyskl - INFO - Epoch [29][1700/2506] lr: 2.281e-02, eta: 19:39:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 0.6662, loss: 0.6662 +2023-12-23 18:20:35,648 - pyskl - INFO - Epoch [29][1800/2506] lr: 2.281e-02, eta: 19:39:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 0.7524, loss: 0.7524 +2023-12-23 18:20:58,191 - pyskl - INFO - Epoch [29][1900/2506] lr: 2.280e-02, eta: 19:38:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9819, loss_cls: 0.6684, loss: 0.6684 +2023-12-23 18:21:20,864 - pyskl - INFO - Epoch [29][2000/2506] lr: 2.279e-02, eta: 19:38:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 0.7423, loss: 0.7423 +2023-12-23 18:21:43,493 - pyskl - INFO - Epoch [29][2100/2506] lr: 2.279e-02, eta: 19:38:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 0.7084, loss: 0.7084 +2023-12-23 18:22:06,063 - pyskl - INFO - Epoch [29][2200/2506] lr: 2.278e-02, eta: 19:37:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9831, loss_cls: 0.6501, loss: 0.6501 +2023-12-23 18:22:28,637 - pyskl - INFO - Epoch [29][2300/2506] lr: 2.278e-02, eta: 19:37:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 0.6726, loss: 0.6726 +2023-12-23 18:22:51,197 - pyskl - INFO - Epoch [29][2400/2506] lr: 2.277e-02, eta: 19:36:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 0.7691, loss: 0.7691 +2023-12-23 18:23:13,736 - pyskl - INFO - Epoch [29][2500/2506] lr: 2.276e-02, eta: 19:36:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 0.6482, loss: 0.6482 +2023-12-23 18:23:15,525 - pyskl - INFO - Saving checkpoint at 29 epochs +2023-12-23 18:24:34,314 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 18:24:34,384 - pyskl - INFO - +top1_acc 0.7553 +top5_acc 0.9600 +2023-12-23 18:24:34,387 - pyskl - INFO - Epoch(val) [29][1031] top1_acc: 0.7553, top5_acc: 0.9600 +2023-12-23 18:25:15,524 - pyskl - INFO - Epoch [30][100/2506] lr: 2.276e-02, eta: 19:37:02, time: 0.411, data_time: 0.186, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9800, loss_cls: 0.6596, loss: 0.6596 +2023-12-23 18:25:37,977 - pyskl - INFO - Epoch [30][200/2506] lr: 2.275e-02, eta: 19:36:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 0.6895, loss: 0.6895 +2023-12-23 18:26:00,481 - pyskl - INFO - Epoch [30][300/2506] lr: 2.275e-02, eta: 19:36:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9794, loss_cls: 0.7075, loss: 0.7075 +2023-12-23 18:26:22,936 - pyskl - INFO - Epoch [30][400/2506] lr: 2.274e-02, eta: 19:35:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9812, loss_cls: 0.7195, loss: 0.7195 +2023-12-23 18:26:45,464 - pyskl - INFO - Epoch [30][500/2506] lr: 2.273e-02, eta: 19:35:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 0.6964, loss: 0.6964 +2023-12-23 18:27:08,028 - pyskl - INFO - Epoch [30][600/2506] lr: 2.273e-02, eta: 19:34:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 0.7121, loss: 0.7121 +2023-12-23 18:27:30,731 - pyskl - INFO - Epoch [30][700/2506] lr: 2.272e-02, eta: 19:34:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 0.7201, loss: 0.7201 +2023-12-23 18:27:53,282 - pyskl - INFO - Epoch [30][800/2506] lr: 2.272e-02, eta: 19:33:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9850, loss_cls: 0.6207, loss: 0.6207 +2023-12-23 18:28:15,805 - pyskl - INFO - Epoch [30][900/2506] lr: 2.271e-02, eta: 19:33:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9825, loss_cls: 0.6762, loss: 0.6762 +2023-12-23 18:28:38,546 - pyskl - INFO - Epoch [30][1000/2506] lr: 2.270e-02, eta: 19:33:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 0.6762, loss: 0.6762 +2023-12-23 18:29:01,176 - pyskl - INFO - Epoch [30][1100/2506] lr: 2.270e-02, eta: 19:32:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9800, loss_cls: 0.7067, loss: 0.7067 +2023-12-23 18:29:23,776 - pyskl - INFO - Epoch [30][1200/2506] lr: 2.269e-02, eta: 19:32:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9762, loss_cls: 0.7098, loss: 0.7098 +2023-12-23 18:29:46,345 - pyskl - INFO - Epoch [30][1300/2506] lr: 2.269e-02, eta: 19:31:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 0.7158, loss: 0.7158 +2023-12-23 18:30:08,926 - pyskl - INFO - Epoch [30][1400/2506] lr: 2.268e-02, eta: 19:31:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 0.7046, loss: 0.7046 +2023-12-23 18:30:31,460 - pyskl - INFO - Epoch [30][1500/2506] lr: 2.267e-02, eta: 19:30:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 0.7310, loss: 0.7310 +2023-12-23 18:30:54,167 - pyskl - INFO - Epoch [30][1600/2506] lr: 2.267e-02, eta: 19:30:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9706, loss_cls: 0.6857, loss: 0.6857 +2023-12-23 18:31:16,750 - pyskl - INFO - Epoch [30][1700/2506] lr: 2.266e-02, eta: 19:30:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 0.7002, loss: 0.7002 +2023-12-23 18:31:39,405 - pyskl - INFO - Epoch [30][1800/2506] lr: 2.266e-02, eta: 19:29:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 0.7886, loss: 0.7886 +2023-12-23 18:32:02,057 - pyskl - INFO - Epoch [30][1900/2506] lr: 2.265e-02, eta: 19:29:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 0.7257, loss: 0.7257 +2023-12-23 18:32:24,611 - pyskl - INFO - Epoch [30][2000/2506] lr: 2.264e-02, eta: 19:28:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 0.6309, loss: 0.6309 +2023-12-23 18:32:47,158 - pyskl - INFO - Epoch [30][2100/2506] lr: 2.264e-02, eta: 19:28:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 0.7026, loss: 0.7026 +2023-12-23 18:33:09,939 - pyskl - INFO - Epoch [30][2200/2506] lr: 2.263e-02, eta: 19:27:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9781, loss_cls: 0.7595, loss: 0.7595 +2023-12-23 18:33:32,538 - pyskl - INFO - Epoch [30][2300/2506] lr: 2.263e-02, eta: 19:27:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 0.6920, loss: 0.6920 +2023-12-23 18:33:55,097 - pyskl - INFO - Epoch [30][2400/2506] lr: 2.262e-02, eta: 19:27:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 0.6341, loss: 0.6341 +2023-12-23 18:34:17,739 - pyskl - INFO - Epoch [30][2500/2506] lr: 2.261e-02, eta: 19:26:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 0.7655, loss: 0.7655 +2023-12-23 18:34:19,609 - pyskl - INFO - Saving checkpoint at 30 epochs +2023-12-23 18:35:37,938 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 18:35:38,014 - pyskl - INFO - +top1_acc 0.7911 +top5_acc 0.9669 +2023-12-23 18:35:38,019 - pyskl - INFO - Epoch(val) [30][1031] top1_acc: 0.7911, top5_acc: 0.9669 +2023-12-23 18:36:18,889 - pyskl - INFO - Epoch [31][100/2506] lr: 2.261e-02, eta: 19:27:15, time: 0.409, data_time: 0.184, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 0.6766, loss: 0.6766 +2023-12-23 18:36:41,399 - pyskl - INFO - Epoch [31][200/2506] lr: 2.260e-02, eta: 19:26:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 0.6941, loss: 0.6941 +2023-12-23 18:37:03,882 - pyskl - INFO - Epoch [31][300/2506] lr: 2.259e-02, eta: 19:26:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 0.6659, loss: 0.6659 +2023-12-23 18:37:26,349 - pyskl - INFO - Epoch [31][400/2506] lr: 2.259e-02, eta: 19:25:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9788, loss_cls: 0.6876, loss: 0.6876 +2023-12-23 18:37:48,929 - pyskl - INFO - Epoch [31][500/2506] lr: 2.258e-02, eta: 19:25:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 0.7038, loss: 0.7038 +2023-12-23 18:38:11,457 - pyskl - INFO - Epoch [31][600/2506] lr: 2.258e-02, eta: 19:25:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9812, loss_cls: 0.6382, loss: 0.6382 +2023-12-23 18:38:34,118 - pyskl - INFO - Epoch [31][700/2506] lr: 2.257e-02, eta: 19:24:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 0.6736, loss: 0.6736 +2023-12-23 18:38:56,770 - pyskl - INFO - Epoch [31][800/2506] lr: 2.256e-02, eta: 19:24:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 0.6567, loss: 0.6567 +2023-12-23 18:39:19,371 - pyskl - INFO - Epoch [31][900/2506] lr: 2.256e-02, eta: 19:23:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 0.6455, loss: 0.6455 +2023-12-23 18:39:41,989 - pyskl - INFO - Epoch [31][1000/2506] lr: 2.255e-02, eta: 19:23:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 0.7001, loss: 0.7001 +2023-12-23 18:40:04,658 - pyskl - INFO - Epoch [31][1100/2506] lr: 2.254e-02, eta: 19:22:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 0.7285, loss: 0.7285 +2023-12-23 18:40:27,221 - pyskl - INFO - Epoch [31][1200/2506] lr: 2.254e-02, eta: 19:22:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 0.7328, loss: 0.7328 +2023-12-23 18:40:49,721 - pyskl - INFO - Epoch [31][1300/2506] lr: 2.253e-02, eta: 19:22:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9844, loss_cls: 0.6400, loss: 0.6400 +2023-12-23 18:41:12,279 - pyskl - INFO - Epoch [31][1400/2506] lr: 2.253e-02, eta: 19:21:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9738, loss_cls: 0.7707, loss: 0.7707 +2023-12-23 18:41:34,837 - pyskl - INFO - Epoch [31][1500/2506] lr: 2.252e-02, eta: 19:21:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9819, loss_cls: 0.6704, loss: 0.6704 +2023-12-23 18:41:57,500 - pyskl - INFO - Epoch [31][1600/2506] lr: 2.251e-02, eta: 19:20:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 0.6718, loss: 0.6718 +2023-12-23 18:42:20,016 - pyskl - INFO - Epoch [31][1700/2506] lr: 2.251e-02, eta: 19:20:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9800, loss_cls: 0.7023, loss: 0.7023 +2023-12-23 18:42:42,584 - pyskl - INFO - Epoch [31][1800/2506] lr: 2.250e-02, eta: 19:19:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 0.7383, loss: 0.7383 +2023-12-23 18:43:05,215 - pyskl - INFO - Epoch [31][1900/2506] lr: 2.249e-02, eta: 19:19:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9762, loss_cls: 0.7056, loss: 0.7056 +2023-12-23 18:43:27,737 - pyskl - INFO - Epoch [31][2000/2506] lr: 2.249e-02, eta: 19:18:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 0.7236, loss: 0.7236 +2023-12-23 18:43:50,323 - pyskl - INFO - Epoch [31][2100/2506] lr: 2.248e-02, eta: 19:18:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 0.7432, loss: 0.7432 +2023-12-23 18:44:12,902 - pyskl - INFO - Epoch [31][2200/2506] lr: 2.248e-02, eta: 19:18:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 0.6532, loss: 0.6532 +2023-12-23 18:44:35,399 - pyskl - INFO - Epoch [31][2300/2506] lr: 2.247e-02, eta: 19:17:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9731, loss_cls: 0.7486, loss: 0.7486 +2023-12-23 18:44:57,993 - pyskl - INFO - Epoch [31][2400/2506] lr: 2.246e-02, eta: 19:17:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9744, loss_cls: 0.6707, loss: 0.6707 +2023-12-23 18:45:20,545 - pyskl - INFO - Epoch [31][2500/2506] lr: 2.246e-02, eta: 19:16:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 0.6224, loss: 0.6224 +2023-12-23 18:45:22,316 - pyskl - INFO - Saving checkpoint at 31 epochs +2023-12-23 18:46:41,253 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 18:46:41,323 - pyskl - INFO - +top1_acc 0.7926 +top5_acc 0.9691 +2023-12-23 18:46:41,326 - pyskl - INFO - Epoch(val) [31][1031] top1_acc: 0.7926, top5_acc: 0.9691 +2023-12-23 18:47:22,681 - pyskl - INFO - Epoch [32][100/2506] lr: 2.245e-02, eta: 19:17:28, time: 0.414, data_time: 0.188, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 0.6487, loss: 0.6487 +2023-12-23 18:47:45,154 - pyskl - INFO - Epoch [32][200/2506] lr: 2.244e-02, eta: 19:17:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 0.6371, loss: 0.6371 +2023-12-23 18:48:07,738 - pyskl - INFO - Epoch [32][300/2506] lr: 2.244e-02, eta: 19:16:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9769, loss_cls: 0.6933, loss: 0.6933 +2023-12-23 18:48:30,269 - pyskl - INFO - Epoch [32][400/2506] lr: 2.243e-02, eta: 19:16:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9794, loss_cls: 0.6579, loss: 0.6579 +2023-12-23 18:48:52,984 - pyskl - INFO - Epoch [32][500/2506] lr: 2.243e-02, eta: 19:15:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 0.6474, loss: 0.6474 +2023-12-23 18:49:15,679 - pyskl - INFO - Epoch [32][600/2506] lr: 2.242e-02, eta: 19:15:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9700, loss_cls: 0.7034, loss: 0.7034 +2023-12-23 18:49:38,266 - pyskl - INFO - Epoch [32][700/2506] lr: 2.241e-02, eta: 19:14:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 0.6199, loss: 0.6199 +2023-12-23 18:50:00,926 - pyskl - INFO - Epoch [32][800/2506] lr: 2.241e-02, eta: 19:14:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9794, loss_cls: 0.6937, loss: 0.6937 +2023-12-23 18:50:23,478 - pyskl - INFO - Epoch [32][900/2506] lr: 2.240e-02, eta: 19:14:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 0.6960, loss: 0.6960 +2023-12-23 18:50:46,057 - pyskl - INFO - Epoch [32][1000/2506] lr: 2.239e-02, eta: 19:13:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 0.7284, loss: 0.7284 +2023-12-23 18:51:08,645 - pyskl - INFO - Epoch [32][1100/2506] lr: 2.239e-02, eta: 19:13:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9769, loss_cls: 0.7535, loss: 0.7535 +2023-12-23 18:51:31,296 - pyskl - INFO - Epoch [32][1200/2506] lr: 2.238e-02, eta: 19:12:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9794, loss_cls: 0.7200, loss: 0.7200 +2023-12-23 18:51:53,877 - pyskl - INFO - Epoch [32][1300/2506] lr: 2.237e-02, eta: 19:12:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9738, loss_cls: 0.7484, loss: 0.7484 +2023-12-23 18:52:16,499 - pyskl - INFO - Epoch [32][1400/2506] lr: 2.237e-02, eta: 19:11:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 0.6715, loss: 0.6715 +2023-12-23 18:52:39,119 - pyskl - INFO - Epoch [32][1500/2506] lr: 2.236e-02, eta: 19:11:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 0.6601, loss: 0.6601 +2023-12-23 18:53:01,734 - pyskl - INFO - Epoch [32][1600/2506] lr: 2.235e-02, eta: 19:11:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 0.7458, loss: 0.7458 +2023-12-23 18:53:24,380 - pyskl - INFO - Epoch [32][1700/2506] lr: 2.235e-02, eta: 19:10:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 0.6618, loss: 0.6618 +2023-12-23 18:53:47,047 - pyskl - INFO - Epoch [32][1800/2506] lr: 2.234e-02, eta: 19:10:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9688, loss_cls: 0.7023, loss: 0.7023 +2023-12-23 18:54:09,613 - pyskl - INFO - Epoch [32][1900/2506] lr: 2.234e-02, eta: 19:09:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 0.7142, loss: 0.7142 +2023-12-23 18:54:32,150 - pyskl - INFO - Epoch [32][2000/2506] lr: 2.233e-02, eta: 19:09:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 0.6495, loss: 0.6495 +2023-12-23 18:54:54,691 - pyskl - INFO - Epoch [32][2100/2506] lr: 2.232e-02, eta: 19:08:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9812, loss_cls: 0.7037, loss: 0.7037 +2023-12-23 18:55:17,280 - pyskl - INFO - Epoch [32][2200/2506] lr: 2.232e-02, eta: 19:08:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 0.7070, loss: 0.7070 +2023-12-23 18:55:39,805 - pyskl - INFO - Epoch [32][2300/2506] lr: 2.231e-02, eta: 19:07:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 0.7223, loss: 0.7223 +2023-12-23 18:56:02,399 - pyskl - INFO - Epoch [32][2400/2506] lr: 2.230e-02, eta: 19:07:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 0.6647, loss: 0.6647 +2023-12-23 18:56:24,983 - pyskl - INFO - Epoch [32][2500/2506] lr: 2.230e-02, eta: 19:07:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9769, loss_cls: 0.7021, loss: 0.7021 +2023-12-23 18:56:26,837 - pyskl - INFO - Saving checkpoint at 32 epochs +2023-12-23 18:57:45,937 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 18:57:46,007 - pyskl - INFO - +top1_acc 0.7898 +top5_acc 0.9685 +2023-12-23 18:57:46,010 - pyskl - INFO - Epoch(val) [32][1031] top1_acc: 0.7898, top5_acc: 0.9685 +2023-12-23 18:58:27,334 - pyskl - INFO - Epoch [33][100/2506] lr: 2.229e-02, eta: 19:07:44, time: 0.413, data_time: 0.188, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9762, loss_cls: 0.6327, loss: 0.6327 +2023-12-23 18:58:49,811 - pyskl - INFO - Epoch [33][200/2506] lr: 2.228e-02, eta: 19:07:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 0.6844, loss: 0.6844 +2023-12-23 18:59:12,264 - pyskl - INFO - Epoch [33][300/2506] lr: 2.228e-02, eta: 19:06:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 0.6735, loss: 0.6735 +2023-12-23 18:59:34,706 - pyskl - INFO - Epoch [33][400/2506] lr: 2.227e-02, eta: 19:06:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 0.6838, loss: 0.6838 +2023-12-23 18:59:57,216 - pyskl - INFO - Epoch [33][500/2506] lr: 2.226e-02, eta: 19:05:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9788, loss_cls: 0.7055, loss: 0.7055 +2023-12-23 19:00:19,810 - pyskl - INFO - Epoch [33][600/2506] lr: 2.226e-02, eta: 19:05:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9825, loss_cls: 0.6490, loss: 0.6490 +2023-12-23 19:00:42,309 - pyskl - INFO - Epoch [33][700/2506] lr: 2.225e-02, eta: 19:05:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 0.7189, loss: 0.7189 +2023-12-23 19:01:04,813 - pyskl - INFO - Epoch [33][800/2506] lr: 2.224e-02, eta: 19:04:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9819, loss_cls: 0.6903, loss: 0.6903 +2023-12-23 19:01:27,396 - pyskl - INFO - Epoch [33][900/2506] lr: 2.224e-02, eta: 19:04:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 0.6547, loss: 0.6547 +2023-12-23 19:01:49,961 - pyskl - INFO - Epoch [33][1000/2506] lr: 2.223e-02, eta: 19:03:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 0.6565, loss: 0.6565 +2023-12-23 19:02:12,457 - pyskl - INFO - Epoch [33][1100/2506] lr: 2.222e-02, eta: 19:03:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9812, loss_cls: 0.6524, loss: 0.6524 +2023-12-23 19:02:34,955 - pyskl - INFO - Epoch [33][1200/2506] lr: 2.222e-02, eta: 19:02:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9744, loss_cls: 0.7234, loss: 0.7234 +2023-12-23 19:02:57,512 - pyskl - INFO - Epoch [33][1300/2506] lr: 2.221e-02, eta: 19:02:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9712, loss_cls: 0.6827, loss: 0.6827 +2023-12-23 19:03:20,079 - pyskl - INFO - Epoch [33][1400/2506] lr: 2.220e-02, eta: 19:02:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9825, loss_cls: 0.6566, loss: 0.6566 +2023-12-23 19:03:42,588 - pyskl - INFO - Epoch [33][1500/2506] lr: 2.220e-02, eta: 19:01:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 0.6523, loss: 0.6523 +2023-12-23 19:04:05,224 - pyskl - INFO - Epoch [33][1600/2506] lr: 2.219e-02, eta: 19:01:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 0.6794, loss: 0.6794 +2023-12-23 19:04:27,665 - pyskl - INFO - Epoch [33][1700/2506] lr: 2.218e-02, eta: 19:00:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 0.7261, loss: 0.7261 +2023-12-23 19:04:50,253 - pyskl - INFO - Epoch [33][1800/2506] lr: 2.218e-02, eta: 19:00:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 0.7066, loss: 0.7066 +2023-12-23 19:05:12,785 - pyskl - INFO - Epoch [33][1900/2506] lr: 2.217e-02, eta: 18:59:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 0.7374, loss: 0.7374 +2023-12-23 19:05:35,415 - pyskl - INFO - Epoch [33][2000/2506] lr: 2.217e-02, eta: 18:59:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 0.6878, loss: 0.6878 +2023-12-23 19:05:57,981 - pyskl - INFO - Epoch [33][2100/2506] lr: 2.216e-02, eta: 18:59:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 0.6584, loss: 0.6584 +2023-12-23 19:06:20,521 - pyskl - INFO - Epoch [33][2200/2506] lr: 2.215e-02, eta: 18:58:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 0.7005, loss: 0.7005 +2023-12-23 19:06:43,115 - pyskl - INFO - Epoch [33][2300/2506] lr: 2.215e-02, eta: 18:58:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9806, loss_cls: 0.6843, loss: 0.6843 +2023-12-23 19:07:05,666 - pyskl - INFO - Epoch [33][2400/2506] lr: 2.214e-02, eta: 18:57:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9719, loss_cls: 0.7751, loss: 0.7751 +2023-12-23 19:07:28,319 - pyskl - INFO - Epoch [33][2500/2506] lr: 2.213e-02, eta: 18:57:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9681, loss_cls: 0.8038, loss: 0.8038 +2023-12-23 19:07:30,120 - pyskl - INFO - Saving checkpoint at 33 epochs +2023-12-23 19:08:49,310 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 19:08:49,381 - pyskl - INFO - +top1_acc 0.7969 +top5_acc 0.9676 +2023-12-23 19:08:49,385 - pyskl - INFO - Epoch(val) [33][1031] top1_acc: 0.7969, top5_acc: 0.9676 +2023-12-23 19:09:30,386 - pyskl - INFO - Epoch [34][100/2506] lr: 2.212e-02, eta: 18:57:53, time: 0.410, data_time: 0.186, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9856, loss_cls: 0.6219, loss: 0.6219 +2023-12-23 19:09:53,022 - pyskl - INFO - Epoch [34][200/2506] lr: 2.212e-02, eta: 18:57:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 0.6663, loss: 0.6663 +2023-12-23 19:10:15,539 - pyskl - INFO - Epoch [34][300/2506] lr: 2.211e-02, eta: 18:57:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 0.6281, loss: 0.6281 +2023-12-23 19:10:38,163 - pyskl - INFO - Epoch [34][400/2506] lr: 2.210e-02, eta: 18:56:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 0.6473, loss: 0.6473 +2023-12-23 19:11:00,776 - pyskl - INFO - Epoch [34][500/2506] lr: 2.210e-02, eta: 18:56:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9750, loss_cls: 0.7536, loss: 0.7536 +2023-12-23 19:11:23,353 - pyskl - INFO - Epoch [34][600/2506] lr: 2.209e-02, eta: 18:55:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 0.6395, loss: 0.6395 +2023-12-23 19:11:45,846 - pyskl - INFO - Epoch [34][700/2506] lr: 2.208e-02, eta: 18:55:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 0.6144, loss: 0.6144 +2023-12-23 19:12:08,331 - pyskl - INFO - Epoch [34][800/2506] lr: 2.208e-02, eta: 18:54:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 0.6783, loss: 0.6783 +2023-12-23 19:12:31,035 - pyskl - INFO - Epoch [34][900/2506] lr: 2.207e-02, eta: 18:54:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 0.6894, loss: 0.6894 +2023-12-23 19:12:53,624 - pyskl - INFO - Epoch [34][1000/2506] lr: 2.206e-02, eta: 18:54:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 0.7479, loss: 0.7479 +2023-12-23 19:13:16,288 - pyskl - INFO - Epoch [34][1100/2506] lr: 2.206e-02, eta: 18:53:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 0.6957, loss: 0.6957 +2023-12-23 19:13:38,888 - pyskl - INFO - Epoch [34][1200/2506] lr: 2.205e-02, eta: 18:53:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9744, loss_cls: 0.6564, loss: 0.6564 +2023-12-23 19:14:01,406 - pyskl - INFO - Epoch [34][1300/2506] lr: 2.204e-02, eta: 18:52:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 0.6935, loss: 0.6935 +2023-12-23 19:14:24,073 - pyskl - INFO - Epoch [34][1400/2506] lr: 2.204e-02, eta: 18:52:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 0.6904, loss: 0.6904 +2023-12-23 19:14:46,691 - pyskl - INFO - Epoch [34][1500/2506] lr: 2.203e-02, eta: 18:51:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 0.6948, loss: 0.6948 +2023-12-23 19:15:09,231 - pyskl - INFO - Epoch [34][1600/2506] lr: 2.202e-02, eta: 18:51:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 0.7154, loss: 0.7154 +2023-12-23 19:15:31,860 - pyskl - INFO - Epoch [34][1700/2506] lr: 2.202e-02, eta: 18:51:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 0.7115, loss: 0.7115 +2023-12-23 19:15:54,528 - pyskl - INFO - Epoch [34][1800/2506] lr: 2.201e-02, eta: 18:50:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9812, loss_cls: 0.6616, loss: 0.6616 +2023-12-23 19:16:17,117 - pyskl - INFO - Epoch [34][1900/2506] lr: 2.200e-02, eta: 18:50:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 0.7447, loss: 0.7447 +2023-12-23 19:16:39,620 - pyskl - INFO - Epoch [34][2000/2506] lr: 2.200e-02, eta: 18:49:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 0.7199, loss: 0.7199 +2023-12-23 19:17:02,141 - pyskl - INFO - Epoch [34][2100/2506] lr: 2.199e-02, eta: 18:49:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9719, loss_cls: 0.6846, loss: 0.6846 +2023-12-23 19:17:24,653 - pyskl - INFO - Epoch [34][2200/2506] lr: 2.198e-02, eta: 18:48:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 0.7355, loss: 0.7355 +2023-12-23 19:17:47,247 - pyskl - INFO - Epoch [34][2300/2506] lr: 2.198e-02, eta: 18:48:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9838, loss_cls: 0.6363, loss: 0.6363 +2023-12-23 19:18:09,876 - pyskl - INFO - Epoch [34][2400/2506] lr: 2.197e-02, eta: 18:48:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 0.7008, loss: 0.7008 +2023-12-23 19:18:32,532 - pyskl - INFO - Epoch [34][2500/2506] lr: 2.196e-02, eta: 18:47:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9812, loss_cls: 0.7045, loss: 0.7045 +2023-12-23 19:18:34,397 - pyskl - INFO - Saving checkpoint at 34 epochs +2023-12-23 19:19:53,283 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 19:19:53,352 - pyskl - INFO - +top1_acc 0.7997 +top5_acc 0.9703 +2023-12-23 19:19:53,356 - pyskl - INFO - Epoch(val) [34][1031] top1_acc: 0.7997, top5_acc: 0.9703 +2023-12-23 19:20:34,613 - pyskl - INFO - Epoch [35][100/2506] lr: 2.196e-02, eta: 18:48:08, time: 0.413, data_time: 0.188, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9850, loss_cls: 0.6459, loss: 0.6459 +2023-12-23 19:20:57,179 - pyskl - INFO - Epoch [35][200/2506] lr: 2.195e-02, eta: 18:47:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 0.6210, loss: 0.6210 +2023-12-23 19:21:19,788 - pyskl - INFO - Epoch [35][300/2506] lr: 2.194e-02, eta: 18:47:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 0.6597, loss: 0.6597 +2023-12-23 19:21:42,208 - pyskl - INFO - Epoch [35][400/2506] lr: 2.194e-02, eta: 18:46:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 0.6682, loss: 0.6682 +2023-12-23 19:22:04,803 - pyskl - INFO - Epoch [35][500/2506] lr: 2.193e-02, eta: 18:46:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9750, loss_cls: 0.6771, loss: 0.6771 +2023-12-23 19:22:27,364 - pyskl - INFO - Epoch [35][600/2506] lr: 2.192e-02, eta: 18:45:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 0.6465, loss: 0.6465 +2023-12-23 19:22:49,900 - pyskl - INFO - Epoch [35][700/2506] lr: 2.191e-02, eta: 18:45:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 0.7297, loss: 0.7297 +2023-12-23 19:23:12,520 - pyskl - INFO - Epoch [35][800/2506] lr: 2.191e-02, eta: 18:45:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9769, loss_cls: 0.6241, loss: 0.6241 +2023-12-23 19:23:35,091 - pyskl - INFO - Epoch [35][900/2506] lr: 2.190e-02, eta: 18:44:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 0.7234, loss: 0.7234 +2023-12-23 19:23:57,604 - pyskl - INFO - Epoch [35][1000/2506] lr: 2.189e-02, eta: 18:44:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 0.6712, loss: 0.6712 +2023-12-23 19:24:20,254 - pyskl - INFO - Epoch [35][1100/2506] lr: 2.189e-02, eta: 18:43:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9681, loss_cls: 0.7178, loss: 0.7178 +2023-12-23 19:24:42,942 - pyskl - INFO - Epoch [35][1200/2506] lr: 2.188e-02, eta: 18:43:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 0.6482, loss: 0.6482 +2023-12-23 19:25:05,581 - pyskl - INFO - Epoch [35][1300/2506] lr: 2.187e-02, eta: 18:43:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 0.6466, loss: 0.6466 +2023-12-23 19:25:28,223 - pyskl - INFO - Epoch [35][1400/2506] lr: 2.187e-02, eta: 18:42:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9762, loss_cls: 0.7122, loss: 0.7122 +2023-12-23 19:25:50,952 - pyskl - INFO - Epoch [35][1500/2506] lr: 2.186e-02, eta: 18:42:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9700, loss_cls: 0.7172, loss: 0.7172 +2023-12-23 19:26:13,591 - pyskl - INFO - Epoch [35][1600/2506] lr: 2.185e-02, eta: 18:41:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 0.6826, loss: 0.6826 +2023-12-23 19:26:36,365 - pyskl - INFO - Epoch [35][1700/2506] lr: 2.185e-02, eta: 18:41:19, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 0.6707, loss: 0.6707 +2023-12-23 19:26:59,170 - pyskl - INFO - Epoch [35][1800/2506] lr: 2.184e-02, eta: 18:40:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 0.6639, loss: 0.6639 +2023-12-23 19:27:21,693 - pyskl - INFO - Epoch [35][1900/2506] lr: 2.183e-02, eta: 18:40:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 0.7368, loss: 0.7368 +2023-12-23 19:27:44,223 - pyskl - INFO - Epoch [35][2000/2506] lr: 2.182e-02, eta: 18:40:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9788, loss_cls: 0.6797, loss: 0.6797 +2023-12-23 19:28:06,763 - pyskl - INFO - Epoch [35][2100/2506] lr: 2.182e-02, eta: 18:39:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9875, loss_cls: 0.6042, loss: 0.6042 +2023-12-23 19:28:29,399 - pyskl - INFO - Epoch [35][2200/2506] lr: 2.181e-02, eta: 18:39:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9800, loss_cls: 0.6706, loss: 0.6706 +2023-12-23 19:28:51,994 - pyskl - INFO - Epoch [35][2300/2506] lr: 2.180e-02, eta: 18:38:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 0.6341, loss: 0.6341 +2023-12-23 19:29:14,549 - pyskl - INFO - Epoch [35][2400/2506] lr: 2.180e-02, eta: 18:38:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 0.6957, loss: 0.6957 +2023-12-23 19:29:36,980 - pyskl - INFO - Epoch [35][2500/2506] lr: 2.179e-02, eta: 18:37:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 0.7244, loss: 0.7244 +2023-12-23 19:29:38,787 - pyskl - INFO - Saving checkpoint at 35 epochs +2023-12-23 19:30:57,499 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 19:30:57,571 - pyskl - INFO - +top1_acc 0.7911 +top5_acc 0.9614 +2023-12-23 19:30:57,575 - pyskl - INFO - Epoch(val) [35][1031] top1_acc: 0.7911, top5_acc: 0.9614 +2023-12-23 19:31:38,902 - pyskl - INFO - Epoch [36][100/2506] lr: 2.178e-02, eta: 18:38:24, time: 0.413, data_time: 0.188, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 0.6467, loss: 0.6467 +2023-12-23 19:32:01,349 - pyskl - INFO - Epoch [36][200/2506] lr: 2.178e-02, eta: 18:37:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 0.5786, loss: 0.5786 +2023-12-23 19:32:23,872 - pyskl - INFO - Epoch [36][300/2506] lr: 2.177e-02, eta: 18:37:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 0.6648, loss: 0.6648 +2023-12-23 19:32:46,471 - pyskl - INFO - Epoch [36][400/2506] lr: 2.176e-02, eta: 18:37:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 0.6563, loss: 0.6563 +2023-12-23 19:33:09,049 - pyskl - INFO - Epoch [36][500/2506] lr: 2.175e-02, eta: 18:36:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 0.6333, loss: 0.6333 +2023-12-23 19:33:31,674 - pyskl - INFO - Epoch [36][600/2506] lr: 2.175e-02, eta: 18:36:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 0.6136, loss: 0.6136 +2023-12-23 19:33:54,253 - pyskl - INFO - Epoch [36][700/2506] lr: 2.174e-02, eta: 18:35:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9831, loss_cls: 0.6610, loss: 0.6610 +2023-12-23 19:34:16,812 - pyskl - INFO - Epoch [36][800/2506] lr: 2.173e-02, eta: 18:35:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9800, loss_cls: 0.6708, loss: 0.6708 +2023-12-23 19:34:39,383 - pyskl - INFO - Epoch [36][900/2506] lr: 2.173e-02, eta: 18:34:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9731, loss_cls: 0.6351, loss: 0.6351 +2023-12-23 19:35:01,960 - pyskl - INFO - Epoch [36][1000/2506] lr: 2.172e-02, eta: 18:34:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 0.6958, loss: 0.6958 +2023-12-23 19:35:24,585 - pyskl - INFO - Epoch [36][1100/2506] lr: 2.171e-02, eta: 18:34:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9812, loss_cls: 0.6644, loss: 0.6644 +2023-12-23 19:35:47,092 - pyskl - INFO - Epoch [36][1200/2506] lr: 2.171e-02, eta: 18:33:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9700, loss_cls: 0.7172, loss: 0.7172 +2023-12-23 19:36:09,652 - pyskl - INFO - Epoch [36][1300/2506] lr: 2.170e-02, eta: 18:33:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 0.6788, loss: 0.6788 +2023-12-23 19:36:32,166 - pyskl - INFO - Epoch [36][1400/2506] lr: 2.169e-02, eta: 18:32:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 0.7199, loss: 0.7199 +2023-12-23 19:36:54,696 - pyskl - INFO - Epoch [36][1500/2506] lr: 2.168e-02, eta: 18:32:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 0.6550, loss: 0.6550 +2023-12-23 19:37:17,408 - pyskl - INFO - Epoch [36][1600/2506] lr: 2.168e-02, eta: 18:32:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9775, loss_cls: 0.7218, loss: 0.7218 +2023-12-23 19:37:40,196 - pyskl - INFO - Epoch [36][1700/2506] lr: 2.167e-02, eta: 18:31:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9825, loss_cls: 0.6386, loss: 0.6386 +2023-12-23 19:38:02,888 - pyskl - INFO - Epoch [36][1800/2506] lr: 2.166e-02, eta: 18:31:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 0.6354, loss: 0.6354 +2023-12-23 19:38:25,496 - pyskl - INFO - Epoch [36][1900/2506] lr: 2.166e-02, eta: 18:30:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 0.7228, loss: 0.7228 +2023-12-23 19:38:48,074 - pyskl - INFO - Epoch [36][2000/2506] lr: 2.165e-02, eta: 18:30:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 0.7069, loss: 0.7069 +2023-12-23 19:39:10,744 - pyskl - INFO - Epoch [36][2100/2506] lr: 2.164e-02, eta: 18:29:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9781, loss_cls: 0.6979, loss: 0.6979 +2023-12-23 19:39:33,389 - pyskl - INFO - Epoch [36][2200/2506] lr: 2.163e-02, eta: 18:29:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 0.7021, loss: 0.7021 +2023-12-23 19:39:55,914 - pyskl - INFO - Epoch [36][2300/2506] lr: 2.163e-02, eta: 18:29:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 0.6467, loss: 0.6467 +2023-12-23 19:40:18,494 - pyskl - INFO - Epoch [36][2400/2506] lr: 2.162e-02, eta: 18:28:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9756, loss_cls: 0.6456, loss: 0.6456 +2023-12-23 19:40:41,268 - pyskl - INFO - Epoch [36][2500/2506] lr: 2.161e-02, eta: 18:28:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 0.6435, loss: 0.6435 +2023-12-23 19:40:43,185 - pyskl - INFO - Saving checkpoint at 36 epochs +2023-12-23 19:42:02,132 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 19:42:02,205 - pyskl - INFO - +top1_acc 0.8235 +top5_acc 0.9769 +2023-12-23 19:42:02,208 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_2/best_top1_acc_epoch_19.pth was removed +2023-12-23 19:42:02,334 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_36.pth. +2023-12-23 19:42:02,335 - pyskl - INFO - Best top1_acc is 0.8235 at 36 epoch. +2023-12-23 19:42:02,338 - pyskl - INFO - Epoch(val) [36][1031] top1_acc: 0.8235, top5_acc: 0.9769 +2023-12-23 19:42:43,793 - pyskl - INFO - Epoch [37][100/2506] lr: 2.161e-02, eta: 18:28:41, time: 0.415, data_time: 0.189, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 0.6320, loss: 0.6320 +2023-12-23 19:43:06,250 - pyskl - INFO - Epoch [37][200/2506] lr: 2.160e-02, eta: 18:28:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 0.6216, loss: 0.6216 +2023-12-23 19:43:28,696 - pyskl - INFO - Epoch [37][300/2506] lr: 2.159e-02, eta: 18:27:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 0.6409, loss: 0.6409 +2023-12-23 19:43:51,221 - pyskl - INFO - Epoch [37][400/2506] lr: 2.158e-02, eta: 18:27:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 0.6208, loss: 0.6208 +2023-12-23 19:44:13,897 - pyskl - INFO - Epoch [37][500/2506] lr: 2.158e-02, eta: 18:26:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9756, loss_cls: 0.6710, loss: 0.6710 +2023-12-23 19:44:36,600 - pyskl - INFO - Epoch [37][600/2506] lr: 2.157e-02, eta: 18:26:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 0.6261, loss: 0.6261 +2023-12-23 19:44:59,136 - pyskl - INFO - Epoch [37][700/2506] lr: 2.156e-02, eta: 18:26:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 0.6318, loss: 0.6318 +2023-12-23 19:45:21,681 - pyskl - INFO - Epoch [37][800/2506] lr: 2.155e-02, eta: 18:25:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9844, loss_cls: 0.6239, loss: 0.6239 +2023-12-23 19:45:44,188 - pyskl - INFO - Epoch [37][900/2506] lr: 2.155e-02, eta: 18:25:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9794, loss_cls: 0.7326, loss: 0.7326 +2023-12-23 19:46:06,718 - pyskl - INFO - Epoch [37][1000/2506] lr: 2.154e-02, eta: 18:24:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9800, loss_cls: 0.6961, loss: 0.6961 +2023-12-23 19:46:29,237 - pyskl - INFO - Epoch [37][1100/2506] lr: 2.153e-02, eta: 18:24:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 0.6917, loss: 0.6917 +2023-12-23 19:46:51,814 - pyskl - INFO - Epoch [37][1200/2506] lr: 2.153e-02, eta: 18:23:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 0.7034, loss: 0.7034 +2023-12-23 19:47:14,512 - pyskl - INFO - Epoch [37][1300/2506] lr: 2.152e-02, eta: 18:23:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9706, loss_cls: 0.7150, loss: 0.7150 +2023-12-23 19:47:37,035 - pyskl - INFO - Epoch [37][1400/2506] lr: 2.151e-02, eta: 18:23:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 0.6736, loss: 0.6736 +2023-12-23 19:47:59,696 - pyskl - INFO - Epoch [37][1500/2506] lr: 2.150e-02, eta: 18:22:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9806, loss_cls: 0.7144, loss: 0.7144 +2023-12-23 19:48:22,378 - pyskl - INFO - Epoch [37][1600/2506] lr: 2.150e-02, eta: 18:22:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 0.6719, loss: 0.6719 +2023-12-23 19:48:45,021 - pyskl - INFO - Epoch [37][1700/2506] lr: 2.149e-02, eta: 18:21:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 0.6950, loss: 0.6950 +2023-12-23 19:49:07,722 - pyskl - INFO - Epoch [37][1800/2506] lr: 2.148e-02, eta: 18:21:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 0.6885, loss: 0.6885 +2023-12-23 19:49:30,336 - pyskl - INFO - Epoch [37][1900/2506] lr: 2.148e-02, eta: 18:21:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 0.6292, loss: 0.6292 +2023-12-23 19:49:53,085 - pyskl - INFO - Epoch [37][2000/2506] lr: 2.147e-02, eta: 18:20:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 0.6547, loss: 0.6547 +2023-12-23 19:50:15,759 - pyskl - INFO - Epoch [37][2100/2506] lr: 2.146e-02, eta: 18:20:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 0.6345, loss: 0.6345 +2023-12-23 19:50:38,271 - pyskl - INFO - Epoch [37][2200/2506] lr: 2.145e-02, eta: 18:19:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9762, loss_cls: 0.7303, loss: 0.7303 +2023-12-23 19:51:00,746 - pyskl - INFO - Epoch [37][2300/2506] lr: 2.145e-02, eta: 18:19:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 0.6004, loss: 0.6004 +2023-12-23 19:51:23,416 - pyskl - INFO - Epoch [37][2400/2506] lr: 2.144e-02, eta: 18:18:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 0.6724, loss: 0.6724 +2023-12-23 19:51:46,090 - pyskl - INFO - Epoch [37][2500/2506] lr: 2.143e-02, eta: 18:18:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9706, loss_cls: 0.6928, loss: 0.6928 +2023-12-23 19:51:47,871 - pyskl - INFO - Saving checkpoint at 37 epochs +2023-12-23 19:53:06,852 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 19:53:06,924 - pyskl - INFO - +top1_acc 0.8075 +top5_acc 0.9660 +2023-12-23 19:53:06,928 - pyskl - INFO - Epoch(val) [37][1031] top1_acc: 0.8075, top5_acc: 0.9660 +2023-12-23 19:53:47,914 - pyskl - INFO - Epoch [38][100/2506] lr: 2.142e-02, eta: 18:18:56, time: 0.410, data_time: 0.185, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 0.6282, loss: 0.6282 +2023-12-23 19:54:10,329 - pyskl - INFO - Epoch [38][200/2506] lr: 2.142e-02, eta: 18:18:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 0.6580, loss: 0.6580 +2023-12-23 19:54:32,780 - pyskl - INFO - Epoch [38][300/2506] lr: 2.141e-02, eta: 18:18:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 0.6327, loss: 0.6327 +2023-12-23 19:54:55,405 - pyskl - INFO - Epoch [38][400/2506] lr: 2.140e-02, eta: 18:17:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9812, loss_cls: 0.6611, loss: 0.6611 +2023-12-23 19:55:17,895 - pyskl - INFO - Epoch [38][500/2506] lr: 2.139e-02, eta: 18:17:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9819, loss_cls: 0.6658, loss: 0.6658 +2023-12-23 19:55:40,399 - pyskl - INFO - Epoch [38][600/2506] lr: 2.139e-02, eta: 18:16:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 0.6845, loss: 0.6845 +2023-12-23 19:56:02,927 - pyskl - INFO - Epoch [38][700/2506] lr: 2.138e-02, eta: 18:16:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 0.7193, loss: 0.7193 +2023-12-23 19:56:25,428 - pyskl - INFO - Epoch [38][800/2506] lr: 2.137e-02, eta: 18:15:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 0.5961, loss: 0.5961 +2023-12-23 19:56:47,975 - pyskl - INFO - Epoch [38][900/2506] lr: 2.136e-02, eta: 18:15:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 0.6327, loss: 0.6327 +2023-12-23 19:57:10,556 - pyskl - INFO - Epoch [38][1000/2506] lr: 2.136e-02, eta: 18:15:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9725, loss_cls: 0.6567, loss: 0.6567 +2023-12-23 19:57:33,086 - pyskl - INFO - Epoch [38][1100/2506] lr: 2.135e-02, eta: 18:14:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 0.6259, loss: 0.6259 +2023-12-23 19:57:55,602 - pyskl - INFO - Epoch [38][1200/2506] lr: 2.134e-02, eta: 18:14:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 0.6898, loss: 0.6898 +2023-12-23 19:58:18,148 - pyskl - INFO - Epoch [38][1300/2506] lr: 2.134e-02, eta: 18:13:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 0.7163, loss: 0.7163 +2023-12-23 19:58:40,615 - pyskl - INFO - Epoch [38][1400/2506] lr: 2.133e-02, eta: 18:13:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 0.6610, loss: 0.6610 +2023-12-23 19:59:03,127 - pyskl - INFO - Epoch [38][1500/2506] lr: 2.132e-02, eta: 18:12:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9819, loss_cls: 0.6344, loss: 0.6344 +2023-12-23 19:59:25,669 - pyskl - INFO - Epoch [38][1600/2506] lr: 2.131e-02, eta: 18:12:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9819, loss_cls: 0.6678, loss: 0.6678 +2023-12-23 19:59:48,245 - pyskl - INFO - Epoch [38][1700/2506] lr: 2.131e-02, eta: 18:12:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 0.7026, loss: 0.7026 +2023-12-23 20:00:10,824 - pyskl - INFO - Epoch [38][1800/2506] lr: 2.130e-02, eta: 18:11:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 0.6776, loss: 0.6776 +2023-12-23 20:00:33,356 - pyskl - INFO - Epoch [38][1900/2506] lr: 2.129e-02, eta: 18:11:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 0.6681, loss: 0.6681 +2023-12-23 20:00:55,947 - pyskl - INFO - Epoch [38][2000/2506] lr: 2.128e-02, eta: 18:10:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 0.6890, loss: 0.6890 +2023-12-23 20:01:18,578 - pyskl - INFO - Epoch [38][2100/2506] lr: 2.128e-02, eta: 18:10:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 0.5855, loss: 0.5855 +2023-12-23 20:01:41,078 - pyskl - INFO - Epoch [38][2200/2506] lr: 2.127e-02, eta: 18:09:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9775, loss_cls: 0.5954, loss: 0.5954 +2023-12-23 20:02:03,572 - pyskl - INFO - Epoch [38][2300/2506] lr: 2.126e-02, eta: 18:09:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9694, loss_cls: 0.7195, loss: 0.7195 +2023-12-23 20:02:26,217 - pyskl - INFO - Epoch [38][2400/2506] lr: 2.125e-02, eta: 18:09:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 0.6627, loss: 0.6627 +2023-12-23 20:02:48,758 - pyskl - INFO - Epoch [38][2500/2506] lr: 2.125e-02, eta: 18:08:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9694, loss_cls: 0.7192, loss: 0.7192 +2023-12-23 20:02:50,524 - pyskl - INFO - Saving checkpoint at 38 epochs +2023-12-23 20:04:09,246 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 20:04:09,316 - pyskl - INFO - +top1_acc 0.7834 +top5_acc 0.9708 +2023-12-23 20:04:09,320 - pyskl - INFO - Epoch(val) [38][1031] top1_acc: 0.7834, top5_acc: 0.9708 +2023-12-23 20:04:50,403 - pyskl - INFO - Epoch [39][100/2506] lr: 2.124e-02, eta: 18:09:07, time: 0.411, data_time: 0.185, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 0.6305, loss: 0.6305 +2023-12-23 20:05:12,932 - pyskl - INFO - Epoch [39][200/2506] lr: 2.123e-02, eta: 18:08:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9856, loss_cls: 0.6106, loss: 0.6106 +2023-12-23 20:05:35,509 - pyskl - INFO - Epoch [39][300/2506] lr: 2.122e-02, eta: 18:08:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 0.6198, loss: 0.6198 +2023-12-23 20:05:58,037 - pyskl - INFO - Epoch [39][400/2506] lr: 2.122e-02, eta: 18:07:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 0.6881, loss: 0.6881 +2023-12-23 20:06:20,635 - pyskl - INFO - Epoch [39][500/2506] lr: 2.121e-02, eta: 18:07:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9819, loss_cls: 0.6542, loss: 0.6542 +2023-12-23 20:06:43,128 - pyskl - INFO - Epoch [39][600/2506] lr: 2.120e-02, eta: 18:07:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 0.6343, loss: 0.6343 +2023-12-23 20:07:05,688 - pyskl - INFO - Epoch [39][700/2506] lr: 2.119e-02, eta: 18:06:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 0.6345, loss: 0.6345 +2023-12-23 20:07:28,366 - pyskl - INFO - Epoch [39][800/2506] lr: 2.119e-02, eta: 18:06:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 0.6972, loss: 0.6972 +2023-12-23 20:07:50,911 - pyskl - INFO - Epoch [39][900/2506] lr: 2.118e-02, eta: 18:05:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9844, loss_cls: 0.6423, loss: 0.6423 +2023-12-23 20:08:13,471 - pyskl - INFO - Epoch [39][1000/2506] lr: 2.117e-02, eta: 18:05:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 0.6118, loss: 0.6118 +2023-12-23 20:08:36,048 - pyskl - INFO - Epoch [39][1100/2506] lr: 2.116e-02, eta: 18:04:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9788, loss_cls: 0.6920, loss: 0.6920 +2023-12-23 20:08:58,784 - pyskl - INFO - Epoch [39][1200/2506] lr: 2.116e-02, eta: 18:04:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9738, loss_cls: 0.6511, loss: 0.6511 +2023-12-23 20:09:21,374 - pyskl - INFO - Epoch [39][1300/2506] lr: 2.115e-02, eta: 18:04:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9744, loss_cls: 0.6432, loss: 0.6432 +2023-12-23 20:09:43,863 - pyskl - INFO - Epoch [39][1400/2506] lr: 2.114e-02, eta: 18:03:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 0.6996, loss: 0.6996 +2023-12-23 20:10:06,352 - pyskl - INFO - Epoch [39][1500/2506] lr: 2.113e-02, eta: 18:03:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 0.6712, loss: 0.6712 +2023-12-23 20:10:29,080 - pyskl - INFO - Epoch [39][1600/2506] lr: 2.113e-02, eta: 18:02:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 0.6217, loss: 0.6217 +2023-12-23 20:10:51,732 - pyskl - INFO - Epoch [39][1700/2506] lr: 2.112e-02, eta: 18:02:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9712, loss_cls: 0.6646, loss: 0.6646 +2023-12-23 20:11:14,426 - pyskl - INFO - Epoch [39][1800/2506] lr: 2.111e-02, eta: 18:01:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9669, loss_cls: 0.7138, loss: 0.7138 +2023-12-23 20:11:37,017 - pyskl - INFO - Epoch [39][1900/2506] lr: 2.110e-02, eta: 18:01:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9838, loss_cls: 0.6067, loss: 0.6067 +2023-12-23 20:11:59,606 - pyskl - INFO - Epoch [39][2000/2506] lr: 2.110e-02, eta: 18:01:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 0.6039, loss: 0.6039 +2023-12-23 20:12:22,107 - pyskl - INFO - Epoch [39][2100/2506] lr: 2.109e-02, eta: 18:00:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 0.7110, loss: 0.7110 +2023-12-23 20:12:44,676 - pyskl - INFO - Epoch [39][2200/2506] lr: 2.108e-02, eta: 18:00:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9769, loss_cls: 0.7325, loss: 0.7325 +2023-12-23 20:13:07,319 - pyskl - INFO - Epoch [39][2300/2506] lr: 2.107e-02, eta: 17:59:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 0.6617, loss: 0.6617 +2023-12-23 20:13:29,860 - pyskl - INFO - Epoch [39][2400/2506] lr: 2.106e-02, eta: 17:59:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 0.6274, loss: 0.6274 +2023-12-23 20:13:52,352 - pyskl - INFO - Epoch [39][2500/2506] lr: 2.106e-02, eta: 17:58:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 0.6622, loss: 0.6622 +2023-12-23 20:13:54,137 - pyskl - INFO - Saving checkpoint at 39 epochs +2023-12-23 20:15:13,145 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 20:15:13,223 - pyskl - INFO - +top1_acc 0.7924 +top5_acc 0.9677 +2023-12-23 20:15:13,231 - pyskl - INFO - Epoch(val) [39][1031] top1_acc: 0.7924, top5_acc: 0.9677 +2023-12-23 20:15:54,025 - pyskl - INFO - Epoch [40][100/2506] lr: 2.105e-02, eta: 17:59:21, time: 0.408, data_time: 0.182, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 0.6423, loss: 0.6423 +2023-12-23 20:16:16,484 - pyskl - INFO - Epoch [40][200/2506] lr: 2.104e-02, eta: 17:58:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 0.6701, loss: 0.6701 +2023-12-23 20:16:38,965 - pyskl - INFO - Epoch [40][300/2506] lr: 2.103e-02, eta: 17:58:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 0.6021, loss: 0.6021 +2023-12-23 20:17:01,583 - pyskl - INFO - Epoch [40][400/2506] lr: 2.103e-02, eta: 17:58:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 0.6272, loss: 0.6272 +2023-12-23 20:17:24,063 - pyskl - INFO - Epoch [40][500/2506] lr: 2.102e-02, eta: 17:57:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 0.6763, loss: 0.6763 +2023-12-23 20:17:46,679 - pyskl - INFO - Epoch [40][600/2506] lr: 2.101e-02, eta: 17:57:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 0.6380, loss: 0.6380 +2023-12-23 20:18:09,304 - pyskl - INFO - Epoch [40][700/2506] lr: 2.100e-02, eta: 17:56:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 0.6689, loss: 0.6689 +2023-12-23 20:18:31,870 - pyskl - INFO - Epoch [40][800/2506] lr: 2.100e-02, eta: 17:56:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 0.6651, loss: 0.6651 +2023-12-23 20:18:54,450 - pyskl - INFO - Epoch [40][900/2506] lr: 2.099e-02, eta: 17:55:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 0.6367, loss: 0.6367 +2023-12-23 20:19:17,083 - pyskl - INFO - Epoch [40][1000/2506] lr: 2.098e-02, eta: 17:55:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 0.6578, loss: 0.6578 +2023-12-23 20:19:39,634 - pyskl - INFO - Epoch [40][1100/2506] lr: 2.097e-02, eta: 17:55:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 0.6411, loss: 0.6411 +2023-12-23 20:20:02,182 - pyskl - INFO - Epoch [40][1200/2506] lr: 2.097e-02, eta: 17:54:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 0.5986, loss: 0.5986 +2023-12-23 20:20:24,763 - pyskl - INFO - Epoch [40][1300/2506] lr: 2.096e-02, eta: 17:54:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 0.6200, loss: 0.6200 +2023-12-23 20:20:47,298 - pyskl - INFO - Epoch [40][1400/2506] lr: 2.095e-02, eta: 17:53:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9712, loss_cls: 0.7021, loss: 0.7021 +2023-12-23 20:21:09,858 - pyskl - INFO - Epoch [40][1500/2506] lr: 2.094e-02, eta: 17:53:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9819, loss_cls: 0.6371, loss: 0.6371 +2023-12-23 20:21:32,453 - pyskl - INFO - Epoch [40][1600/2506] lr: 2.093e-02, eta: 17:53:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 0.6802, loss: 0.6802 +2023-12-23 20:21:55,063 - pyskl - INFO - Epoch [40][1700/2506] lr: 2.093e-02, eta: 17:52:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 0.6614, loss: 0.6614 +2023-12-23 20:22:17,663 - pyskl - INFO - Epoch [40][1800/2506] lr: 2.092e-02, eta: 17:52:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9812, loss_cls: 0.6872, loss: 0.6872 +2023-12-23 20:22:40,246 - pyskl - INFO - Epoch [40][1900/2506] lr: 2.091e-02, eta: 17:51:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9812, loss_cls: 0.6101, loss: 0.6101 +2023-12-23 20:23:02,825 - pyskl - INFO - Epoch [40][2000/2506] lr: 2.090e-02, eta: 17:51:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 0.6206, loss: 0.6206 +2023-12-23 20:23:25,433 - pyskl - INFO - Epoch [40][2100/2506] lr: 2.090e-02, eta: 17:50:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9838, loss_cls: 0.6267, loss: 0.6267 +2023-12-23 20:23:48,057 - pyskl - INFO - Epoch [40][2200/2506] lr: 2.089e-02, eta: 17:50:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 0.6374, loss: 0.6374 +2023-12-23 20:24:10,703 - pyskl - INFO - Epoch [40][2300/2506] lr: 2.088e-02, eta: 17:50:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 0.6874, loss: 0.6874 +2023-12-23 20:24:33,361 - pyskl - INFO - Epoch [40][2400/2506] lr: 2.087e-02, eta: 17:49:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 0.6643, loss: 0.6643 +2023-12-23 20:24:55,998 - pyskl - INFO - Epoch [40][2500/2506] lr: 2.086e-02, eta: 17:49:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 0.6831, loss: 0.6831 +2023-12-23 20:24:57,821 - pyskl - INFO - Saving checkpoint at 40 epochs +2023-12-23 20:26:16,744 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 20:26:16,820 - pyskl - INFO - +top1_acc 0.8080 +top5_acc 0.9717 +2023-12-23 20:26:16,825 - pyskl - INFO - Epoch(val) [40][1031] top1_acc: 0.8080, top5_acc: 0.9717 +2023-12-23 20:26:58,130 - pyskl - INFO - Epoch [41][100/2506] lr: 2.086e-02, eta: 17:49:36, time: 0.413, data_time: 0.186, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 0.6047, loss: 0.6047 +2023-12-23 20:27:20,649 - pyskl - INFO - Epoch [41][200/2506] lr: 2.085e-02, eta: 17:49:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9788, loss_cls: 0.6898, loss: 0.6898 +2023-12-23 20:27:43,140 - pyskl - INFO - Epoch [41][300/2506] lr: 2.084e-02, eta: 17:48:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 0.6400, loss: 0.6400 +2023-12-23 20:28:05,693 - pyskl - INFO - Epoch [41][400/2506] lr: 2.083e-02, eta: 17:48:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9875, loss_cls: 0.5400, loss: 0.5400 +2023-12-23 20:28:28,219 - pyskl - INFO - Epoch [41][500/2506] lr: 2.083e-02, eta: 17:47:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 0.6335, loss: 0.6335 +2023-12-23 20:28:50,797 - pyskl - INFO - Epoch [41][600/2506] lr: 2.082e-02, eta: 17:47:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9819, loss_cls: 0.6486, loss: 0.6486 +2023-12-23 20:29:13,337 - pyskl - INFO - Epoch [41][700/2506] lr: 2.081e-02, eta: 17:47:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 0.6015, loss: 0.6015 +2023-12-23 20:29:35,796 - pyskl - INFO - Epoch [41][800/2506] lr: 2.080e-02, eta: 17:46:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 0.6251, loss: 0.6251 +2023-12-23 20:29:58,320 - pyskl - INFO - Epoch [41][900/2506] lr: 2.079e-02, eta: 17:46:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9856, loss_cls: 0.6264, loss: 0.6264 +2023-12-23 20:30:20,807 - pyskl - INFO - Epoch [41][1000/2506] lr: 2.079e-02, eta: 17:45:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 0.6559, loss: 0.6559 +2023-12-23 20:30:43,320 - pyskl - INFO - Epoch [41][1100/2506] lr: 2.078e-02, eta: 17:45:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 0.7246, loss: 0.7246 +2023-12-23 20:31:06,063 - pyskl - INFO - Epoch [41][1200/2506] lr: 2.077e-02, eta: 17:44:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 0.6653, loss: 0.6653 +2023-12-23 20:31:28,609 - pyskl - INFO - Epoch [41][1300/2506] lr: 2.076e-02, eta: 17:44:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 0.6551, loss: 0.6551 +2023-12-23 20:31:51,171 - pyskl - INFO - Epoch [41][1400/2506] lr: 2.075e-02, eta: 17:44:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9800, loss_cls: 0.6738, loss: 0.6738 +2023-12-23 20:32:13,745 - pyskl - INFO - Epoch [41][1500/2506] lr: 2.075e-02, eta: 17:43:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9700, loss_cls: 0.7198, loss: 0.7198 +2023-12-23 20:32:36,270 - pyskl - INFO - Epoch [41][1600/2506] lr: 2.074e-02, eta: 17:43:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 0.6682, loss: 0.6682 +2023-12-23 20:32:58,887 - pyskl - INFO - Epoch [41][1700/2506] lr: 2.073e-02, eta: 17:42:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 0.6377, loss: 0.6377 +2023-12-23 20:33:21,559 - pyskl - INFO - Epoch [41][1800/2506] lr: 2.072e-02, eta: 17:42:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9694, loss_cls: 0.6818, loss: 0.6818 +2023-12-23 20:33:44,252 - pyskl - INFO - Epoch [41][1900/2506] lr: 2.072e-02, eta: 17:42:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 0.6447, loss: 0.6447 +2023-12-23 20:34:06,932 - pyskl - INFO - Epoch [41][2000/2506] lr: 2.071e-02, eta: 17:41:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 0.6174, loss: 0.6174 +2023-12-23 20:34:29,399 - pyskl - INFO - Epoch [41][2100/2506] lr: 2.070e-02, eta: 17:41:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 0.6392, loss: 0.6392 +2023-12-23 20:34:52,006 - pyskl - INFO - Epoch [41][2200/2506] lr: 2.069e-02, eta: 17:40:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9806, loss_cls: 0.6891, loss: 0.6891 +2023-12-23 20:35:14,639 - pyskl - INFO - Epoch [41][2300/2506] lr: 2.068e-02, eta: 17:40:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 0.6704, loss: 0.6704 +2023-12-23 20:35:37,155 - pyskl - INFO - Epoch [41][2400/2506] lr: 2.068e-02, eta: 17:39:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 0.6799, loss: 0.6799 +2023-12-23 20:35:59,754 - pyskl - INFO - Epoch [41][2500/2506] lr: 2.067e-02, eta: 17:39:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 0.6884, loss: 0.6884 +2023-12-23 20:36:01,599 - pyskl - INFO - Saving checkpoint at 41 epochs +2023-12-23 20:37:20,331 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 20:37:20,403 - pyskl - INFO - +top1_acc 0.7799 +top5_acc 0.9600 +2023-12-23 20:37:20,407 - pyskl - INFO - Epoch(val) [41][1031] top1_acc: 0.7799, top5_acc: 0.9600 +2023-12-23 20:38:01,382 - pyskl - INFO - Epoch [42][100/2506] lr: 2.066e-02, eta: 17:39:49, time: 0.410, data_time: 0.184, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 0.6853, loss: 0.6853 +2023-12-23 20:38:23,891 - pyskl - INFO - Epoch [42][200/2506] lr: 2.065e-02, eta: 17:39:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 0.6016, loss: 0.6016 +2023-12-23 20:38:46,429 - pyskl - INFO - Epoch [42][300/2506] lr: 2.064e-02, eta: 17:38:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 0.6037, loss: 0.6037 +2023-12-23 20:39:09,022 - pyskl - INFO - Epoch [42][400/2506] lr: 2.064e-02, eta: 17:38:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9888, loss_cls: 0.5705, loss: 0.5705 +2023-12-23 20:39:31,624 - pyskl - INFO - Epoch [42][500/2506] lr: 2.063e-02, eta: 17:38:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9750, loss_cls: 0.6733, loss: 0.6733 +2023-12-23 20:39:54,208 - pyskl - INFO - Epoch [42][600/2506] lr: 2.062e-02, eta: 17:37:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 0.6360, loss: 0.6360 +2023-12-23 20:40:16,800 - pyskl - INFO - Epoch [42][700/2506] lr: 2.061e-02, eta: 17:37:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9762, loss_cls: 0.6182, loss: 0.6182 +2023-12-23 20:40:39,421 - pyskl - INFO - Epoch [42][800/2506] lr: 2.060e-02, eta: 17:36:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 0.6310, loss: 0.6310 +2023-12-23 20:41:01,976 - pyskl - INFO - Epoch [42][900/2506] lr: 2.060e-02, eta: 17:36:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9812, loss_cls: 0.6491, loss: 0.6491 +2023-12-23 20:41:24,699 - pyskl - INFO - Epoch [42][1000/2506] lr: 2.059e-02, eta: 17:36:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9800, loss_cls: 0.6699, loss: 0.6699 +2023-12-23 20:41:47,259 - pyskl - INFO - Epoch [42][1100/2506] lr: 2.058e-02, eta: 17:35:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 0.7060, loss: 0.7060 +2023-12-23 20:42:09,790 - pyskl - INFO - Epoch [42][1200/2506] lr: 2.057e-02, eta: 17:35:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9831, loss_cls: 0.6011, loss: 0.6011 +2023-12-23 20:42:32,287 - pyskl - INFO - Epoch [42][1300/2506] lr: 2.056e-02, eta: 17:34:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 0.6620, loss: 0.6620 +2023-12-23 20:42:54,895 - pyskl - INFO - Epoch [42][1400/2506] lr: 2.056e-02, eta: 17:34:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 0.6742, loss: 0.6742 +2023-12-23 20:43:17,503 - pyskl - INFO - Epoch [42][1500/2506] lr: 2.055e-02, eta: 17:33:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9862, loss_cls: 0.5746, loss: 0.5746 +2023-12-23 20:43:39,970 - pyskl - INFO - Epoch [42][1600/2506] lr: 2.054e-02, eta: 17:33:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 0.6096, loss: 0.6096 +2023-12-23 20:44:02,568 - pyskl - INFO - Epoch [42][1700/2506] lr: 2.053e-02, eta: 17:33:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 0.6638, loss: 0.6638 +2023-12-23 20:44:25,117 - pyskl - INFO - Epoch [42][1800/2506] lr: 2.052e-02, eta: 17:32:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 0.6124, loss: 0.6124 +2023-12-23 20:44:47,729 - pyskl - INFO - Epoch [42][1900/2506] lr: 2.052e-02, eta: 17:32:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 0.6492, loss: 0.6492 +2023-12-23 20:45:10,253 - pyskl - INFO - Epoch [42][2000/2506] lr: 2.051e-02, eta: 17:31:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 0.6252, loss: 0.6252 +2023-12-23 20:45:32,795 - pyskl - INFO - Epoch [42][2100/2506] lr: 2.050e-02, eta: 17:31:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9850, loss_cls: 0.6568, loss: 0.6568 +2023-12-23 20:45:55,347 - pyskl - INFO - Epoch [42][2200/2506] lr: 2.049e-02, eta: 17:31:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9719, loss_cls: 0.6572, loss: 0.6572 +2023-12-23 20:46:17,883 - pyskl - INFO - Epoch [42][2300/2506] lr: 2.048e-02, eta: 17:30:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9712, loss_cls: 0.6765, loss: 0.6765 +2023-12-23 20:46:40,406 - pyskl - INFO - Epoch [42][2400/2506] lr: 2.048e-02, eta: 17:30:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 0.5770, loss: 0.5770 +2023-12-23 20:47:02,940 - pyskl - INFO - Epoch [42][2500/2506] lr: 2.047e-02, eta: 17:29:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 0.6274, loss: 0.6274 +2023-12-23 20:47:04,807 - pyskl - INFO - Saving checkpoint at 42 epochs +2023-12-23 20:48:24,119 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 20:48:24,195 - pyskl - INFO - +top1_acc 0.8063 +top5_acc 0.9719 +2023-12-23 20:48:24,199 - pyskl - INFO - Epoch(val) [42][1031] top1_acc: 0.8063, top5_acc: 0.9719 +2023-12-23 20:49:05,123 - pyskl - INFO - Epoch [43][100/2506] lr: 2.046e-02, eta: 17:30:03, time: 0.409, data_time: 0.185, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9838, loss_cls: 0.6512, loss: 0.6512 +2023-12-23 20:49:27,520 - pyskl - INFO - Epoch [43][200/2506] lr: 2.045e-02, eta: 17:29:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9744, loss_cls: 0.6442, loss: 0.6442 +2023-12-23 20:49:50,018 - pyskl - INFO - Epoch [43][300/2506] lr: 2.044e-02, eta: 17:29:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 0.6162, loss: 0.6162 +2023-12-23 20:50:12,441 - pyskl - INFO - Epoch [43][400/2506] lr: 2.044e-02, eta: 17:28:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 0.5530, loss: 0.5530 +2023-12-23 20:50:34,937 - pyskl - INFO - Epoch [43][500/2506] lr: 2.043e-02, eta: 17:28:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9806, loss_cls: 0.6417, loss: 0.6417 +2023-12-23 20:50:57,526 - pyskl - INFO - Epoch [43][600/2506] lr: 2.042e-02, eta: 17:27:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 0.6226, loss: 0.6226 +2023-12-23 20:51:20,104 - pyskl - INFO - Epoch [43][700/2506] lr: 2.041e-02, eta: 17:27:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 0.6395, loss: 0.6395 +2023-12-23 20:51:42,546 - pyskl - INFO - Epoch [43][800/2506] lr: 2.040e-02, eta: 17:27:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 0.6911, loss: 0.6911 +2023-12-23 20:52:05,042 - pyskl - INFO - Epoch [43][900/2506] lr: 2.040e-02, eta: 17:26:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 0.5932, loss: 0.5932 +2023-12-23 20:52:27,544 - pyskl - INFO - Epoch [43][1000/2506] lr: 2.039e-02, eta: 17:26:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9856, loss_cls: 0.6367, loss: 0.6367 +2023-12-23 20:52:50,041 - pyskl - INFO - Epoch [43][1100/2506] lr: 2.038e-02, eta: 17:25:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 0.6395, loss: 0.6395 +2023-12-23 20:53:12,584 - pyskl - INFO - Epoch [43][1200/2506] lr: 2.037e-02, eta: 17:25:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 0.5953, loss: 0.5953 +2023-12-23 20:53:35,029 - pyskl - INFO - Epoch [43][1300/2506] lr: 2.036e-02, eta: 17:24:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9838, loss_cls: 0.6210, loss: 0.6210 +2023-12-23 20:53:57,612 - pyskl - INFO - Epoch [43][1400/2506] lr: 2.035e-02, eta: 17:24:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 0.6324, loss: 0.6324 +2023-12-23 20:54:20,137 - pyskl - INFO - Epoch [43][1500/2506] lr: 2.035e-02, eta: 17:24:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 0.6369, loss: 0.6369 +2023-12-23 20:54:42,674 - pyskl - INFO - Epoch [43][1600/2506] lr: 2.034e-02, eta: 17:23:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 0.6476, loss: 0.6476 +2023-12-23 20:55:05,270 - pyskl - INFO - Epoch [43][1700/2506] lr: 2.033e-02, eta: 17:23:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 0.6266, loss: 0.6266 +2023-12-23 20:55:27,800 - pyskl - INFO - Epoch [43][1800/2506] lr: 2.032e-02, eta: 17:22:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 0.6832, loss: 0.6832 +2023-12-23 20:55:50,355 - pyskl - INFO - Epoch [43][1900/2506] lr: 2.031e-02, eta: 17:22:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 0.6311, loss: 0.6311 +2023-12-23 20:56:12,840 - pyskl - INFO - Epoch [43][2000/2506] lr: 2.031e-02, eta: 17:22:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9819, loss_cls: 0.6624, loss: 0.6624 +2023-12-23 20:56:35,368 - pyskl - INFO - Epoch [43][2100/2506] lr: 2.030e-02, eta: 17:21:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 0.6035, loss: 0.6035 +2023-12-23 20:56:58,032 - pyskl - INFO - Epoch [43][2200/2506] lr: 2.029e-02, eta: 17:21:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 0.7237, loss: 0.7237 +2023-12-23 20:57:20,661 - pyskl - INFO - Epoch [43][2300/2506] lr: 2.028e-02, eta: 17:20:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 0.6223, loss: 0.6223 +2023-12-23 20:57:43,267 - pyskl - INFO - Epoch [43][2400/2506] lr: 2.027e-02, eta: 17:20:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9712, loss_cls: 0.6523, loss: 0.6523 +2023-12-23 20:58:05,747 - pyskl - INFO - Epoch [43][2500/2506] lr: 2.026e-02, eta: 17:19:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 0.6101, loss: 0.6101 +2023-12-23 20:58:07,542 - pyskl - INFO - Saving checkpoint at 43 epochs +2023-12-23 20:59:26,481 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 20:59:26,555 - pyskl - INFO - +top1_acc 0.8138 +top5_acc 0.9725 +2023-12-23 20:59:26,561 - pyskl - INFO - Epoch(val) [43][1031] top1_acc: 0.8138, top5_acc: 0.9725 +2023-12-23 21:00:07,285 - pyskl - INFO - Epoch [44][100/2506] lr: 2.026e-02, eta: 17:20:14, time: 0.407, data_time: 0.183, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 0.6004, loss: 0.6004 +2023-12-23 21:00:29,673 - pyskl - INFO - Epoch [44][200/2506] lr: 2.025e-02, eta: 17:19:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 0.6025, loss: 0.6025 +2023-12-23 21:00:52,176 - pyskl - INFO - Epoch [44][300/2506] lr: 2.024e-02, eta: 17:19:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 0.5628, loss: 0.5628 +2023-12-23 21:01:14,705 - pyskl - INFO - Epoch [44][400/2506] lr: 2.023e-02, eta: 17:18:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9819, loss_cls: 0.6074, loss: 0.6074 +2023-12-23 21:01:37,208 - pyskl - INFO - Epoch [44][500/2506] lr: 2.022e-02, eta: 17:18:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9825, loss_cls: 0.6375, loss: 0.6375 +2023-12-23 21:01:59,629 - pyskl - INFO - Epoch [44][600/2506] lr: 2.022e-02, eta: 17:18:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 0.6275, loss: 0.6275 +2023-12-23 21:02:22,136 - pyskl - INFO - Epoch [44][700/2506] lr: 2.021e-02, eta: 17:17:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 0.6112, loss: 0.6112 +2023-12-23 21:02:44,647 - pyskl - INFO - Epoch [44][800/2506] lr: 2.020e-02, eta: 17:17:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 0.5792, loss: 0.5792 +2023-12-23 21:03:07,245 - pyskl - INFO - Epoch [44][900/2506] lr: 2.019e-02, eta: 17:16:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 0.5981, loss: 0.5981 +2023-12-23 21:03:29,803 - pyskl - INFO - Epoch [44][1000/2506] lr: 2.018e-02, eta: 17:16:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9831, loss_cls: 0.6353, loss: 0.6353 +2023-12-23 21:03:52,339 - pyskl - INFO - Epoch [44][1100/2506] lr: 2.017e-02, eta: 17:16:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9756, loss_cls: 0.6349, loss: 0.6349 +2023-12-23 21:04:14,860 - pyskl - INFO - Epoch [44][1200/2506] lr: 2.017e-02, eta: 17:15:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 0.6040, loss: 0.6040 +2023-12-23 21:04:37,407 - pyskl - INFO - Epoch [44][1300/2506] lr: 2.016e-02, eta: 17:15:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9794, loss_cls: 0.6989, loss: 0.6989 +2023-12-23 21:04:59,912 - pyskl - INFO - Epoch [44][1400/2506] lr: 2.015e-02, eta: 17:14:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 0.6226, loss: 0.6226 +2023-12-23 21:05:22,446 - pyskl - INFO - Epoch [44][1500/2506] lr: 2.014e-02, eta: 17:14:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9825, loss_cls: 0.6105, loss: 0.6105 +2023-12-23 21:05:44,932 - pyskl - INFO - Epoch [44][1600/2506] lr: 2.013e-02, eta: 17:13:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 0.6419, loss: 0.6419 +2023-12-23 21:06:07,451 - pyskl - INFO - Epoch [44][1700/2506] lr: 2.012e-02, eta: 17:13:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 0.6335, loss: 0.6335 +2023-12-23 21:06:30,053 - pyskl - INFO - Epoch [44][1800/2506] lr: 2.012e-02, eta: 17:13:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9725, loss_cls: 0.6823, loss: 0.6823 +2023-12-23 21:06:52,659 - pyskl - INFO - Epoch [44][1900/2506] lr: 2.011e-02, eta: 17:12:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 0.6894, loss: 0.6894 +2023-12-23 21:07:15,175 - pyskl - INFO - Epoch [44][2000/2506] lr: 2.010e-02, eta: 17:12:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9856, loss_cls: 0.5681, loss: 0.5681 +2023-12-23 21:07:37,640 - pyskl - INFO - Epoch [44][2100/2506] lr: 2.009e-02, eta: 17:11:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 0.7140, loss: 0.7140 +2023-12-23 21:08:00,177 - pyskl - INFO - Epoch [44][2200/2506] lr: 2.008e-02, eta: 17:11:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 0.5929, loss: 0.5929 +2023-12-23 21:08:22,644 - pyskl - INFO - Epoch [44][2300/2506] lr: 2.007e-02, eta: 17:11:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9762, loss_cls: 0.6211, loss: 0.6211 +2023-12-23 21:08:45,344 - pyskl - INFO - Epoch [44][2400/2506] lr: 2.007e-02, eta: 17:10:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9850, loss_cls: 0.6218, loss: 0.6218 +2023-12-23 21:09:07,981 - pyskl - INFO - Epoch [44][2500/2506] lr: 2.006e-02, eta: 17:10:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9825, loss_cls: 0.6597, loss: 0.6597 +2023-12-23 21:09:09,862 - pyskl - INFO - Saving checkpoint at 44 epochs +2023-12-23 21:10:28,177 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 21:10:28,252 - pyskl - INFO - +top1_acc 0.7977 +top5_acc 0.9733 +2023-12-23 21:10:28,257 - pyskl - INFO - Epoch(val) [44][1031] top1_acc: 0.7977, top5_acc: 0.9733 +2023-12-23 21:11:09,409 - pyskl - INFO - Epoch [45][100/2506] lr: 2.005e-02, eta: 17:10:26, time: 0.411, data_time: 0.187, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 0.5874, loss: 0.5874 +2023-12-23 21:11:31,907 - pyskl - INFO - Epoch [45][200/2506] lr: 2.004e-02, eta: 17:10:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 0.5857, loss: 0.5857 +2023-12-23 21:11:54,408 - pyskl - INFO - Epoch [45][300/2506] lr: 2.003e-02, eta: 17:09:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 0.5469, loss: 0.5469 +2023-12-23 21:12:16,985 - pyskl - INFO - Epoch [45][400/2506] lr: 2.002e-02, eta: 17:09:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 0.5802, loss: 0.5802 +2023-12-23 21:12:39,547 - pyskl - INFO - Epoch [45][500/2506] lr: 2.002e-02, eta: 17:08:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9831, loss_cls: 0.6366, loss: 0.6366 +2023-12-23 21:13:02,013 - pyskl - INFO - Epoch [45][600/2506] lr: 2.001e-02, eta: 17:08:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 0.6167, loss: 0.6167 +2023-12-23 21:13:24,496 - pyskl - INFO - Epoch [45][700/2506] lr: 2.000e-02, eta: 17:07:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9844, loss_cls: 0.6685, loss: 0.6685 +2023-12-23 21:13:46,997 - pyskl - INFO - Epoch [45][800/2506] lr: 1.999e-02, eta: 17:07:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9756, loss_cls: 0.6457, loss: 0.6457 +2023-12-23 21:14:09,576 - pyskl - INFO - Epoch [45][900/2506] lr: 1.998e-02, eta: 17:07:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9794, loss_cls: 0.6546, loss: 0.6546 +2023-12-23 21:14:32,266 - pyskl - INFO - Epoch [45][1000/2506] lr: 1.997e-02, eta: 17:06:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 0.5809, loss: 0.5809 +2023-12-23 21:14:54,829 - pyskl - INFO - Epoch [45][1100/2506] lr: 1.997e-02, eta: 17:06:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 0.6663, loss: 0.6663 +2023-12-23 21:15:17,361 - pyskl - INFO - Epoch [45][1200/2506] lr: 1.996e-02, eta: 17:05:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 0.5940, loss: 0.5940 +2023-12-23 21:15:39,925 - pyskl - INFO - Epoch [45][1300/2506] lr: 1.995e-02, eta: 17:05:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 0.6242, loss: 0.6242 +2023-12-23 21:16:02,473 - pyskl - INFO - Epoch [45][1400/2506] lr: 1.994e-02, eta: 17:05:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 0.7313, loss: 0.7313 +2023-12-23 21:16:24,938 - pyskl - INFO - Epoch [45][1500/2506] lr: 1.993e-02, eta: 17:04:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 0.6145, loss: 0.6145 +2023-12-23 21:16:47,472 - pyskl - INFO - Epoch [45][1600/2506] lr: 1.992e-02, eta: 17:04:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9838, loss_cls: 0.6458, loss: 0.6458 +2023-12-23 21:17:09,892 - pyskl - INFO - Epoch [45][1700/2506] lr: 1.992e-02, eta: 17:03:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 0.5970, loss: 0.5970 +2023-12-23 21:17:32,377 - pyskl - INFO - Epoch [45][1800/2506] lr: 1.991e-02, eta: 17:03:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9838, loss_cls: 0.6427, loss: 0.6427 +2023-12-23 21:17:54,909 - pyskl - INFO - Epoch [45][1900/2506] lr: 1.990e-02, eta: 17:02:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 0.5636, loss: 0.5636 +2023-12-23 21:18:17,459 - pyskl - INFO - Epoch [45][2000/2506] lr: 1.989e-02, eta: 17:02:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 0.6646, loss: 0.6646 +2023-12-23 21:18:40,054 - pyskl - INFO - Epoch [45][2100/2506] lr: 1.988e-02, eta: 17:02:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 0.6469, loss: 0.6469 +2023-12-23 21:19:02,579 - pyskl - INFO - Epoch [45][2200/2506] lr: 1.987e-02, eta: 17:01:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 0.7055, loss: 0.7055 +2023-12-23 21:19:25,093 - pyskl - INFO - Epoch [45][2300/2506] lr: 1.986e-02, eta: 17:01:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9744, loss_cls: 0.6640, loss: 0.6640 +2023-12-23 21:19:47,657 - pyskl - INFO - Epoch [45][2400/2506] lr: 1.986e-02, eta: 17:00:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 0.6047, loss: 0.6047 +2023-12-23 21:20:10,148 - pyskl - INFO - Epoch [45][2500/2506] lr: 1.985e-02, eta: 17:00:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9812, loss_cls: 0.6492, loss: 0.6492 +2023-12-23 21:20:11,978 - pyskl - INFO - Saving checkpoint at 45 epochs +2023-12-23 21:21:30,978 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 21:21:31,052 - pyskl - INFO - +top1_acc 0.8075 +top5_acc 0.9694 +2023-12-23 21:21:31,056 - pyskl - INFO - Epoch(val) [45][1031] top1_acc: 0.8075, top5_acc: 0.9694 +2023-12-23 21:22:11,718 - pyskl - INFO - Epoch [46][100/2506] lr: 1.984e-02, eta: 17:00:38, time: 0.407, data_time: 0.181, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 0.5815, loss: 0.5815 +2023-12-23 21:22:34,331 - pyskl - INFO - Epoch [46][200/2506] lr: 1.983e-02, eta: 17:00:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 0.5725, loss: 0.5725 +2023-12-23 21:22:56,776 - pyskl - INFO - Epoch [46][300/2506] lr: 1.982e-02, eta: 16:59:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 0.5883, loss: 0.5883 +2023-12-23 21:23:19,237 - pyskl - INFO - Epoch [46][400/2506] lr: 1.981e-02, eta: 16:59:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9712, loss_cls: 0.6535, loss: 0.6535 +2023-12-23 21:23:41,670 - pyskl - INFO - Epoch [46][500/2506] lr: 1.981e-02, eta: 16:58:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 0.5811, loss: 0.5811 +2023-12-23 21:24:04,116 - pyskl - INFO - Epoch [46][600/2506] lr: 1.980e-02, eta: 16:58:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 0.5985, loss: 0.5985 +2023-12-23 21:24:26,546 - pyskl - INFO - Epoch [46][700/2506] lr: 1.979e-02, eta: 16:58:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 0.6534, loss: 0.6534 +2023-12-23 21:24:49,042 - pyskl - INFO - Epoch [46][800/2506] lr: 1.978e-02, eta: 16:57:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 0.6898, loss: 0.6898 +2023-12-23 21:25:11,574 - pyskl - INFO - Epoch [46][900/2506] lr: 1.977e-02, eta: 16:57:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 0.6055, loss: 0.6055 +2023-12-23 21:25:34,064 - pyskl - INFO - Epoch [46][1000/2506] lr: 1.976e-02, eta: 16:56:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 0.6280, loss: 0.6280 +2023-12-23 21:25:56,560 - pyskl - INFO - Epoch [46][1100/2506] lr: 1.975e-02, eta: 16:56:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9762, loss_cls: 0.6352, loss: 0.6352 +2023-12-23 21:26:19,132 - pyskl - INFO - Epoch [46][1200/2506] lr: 1.975e-02, eta: 16:56:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 0.5779, loss: 0.5779 +2023-12-23 21:26:41,628 - pyskl - INFO - Epoch [46][1300/2506] lr: 1.974e-02, eta: 16:55:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 0.7092, loss: 0.7092 +2023-12-23 21:27:04,115 - pyskl - INFO - Epoch [46][1400/2506] lr: 1.973e-02, eta: 16:55:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 0.6413, loss: 0.6413 +2023-12-23 21:27:26,582 - pyskl - INFO - Epoch [46][1500/2506] lr: 1.972e-02, eta: 16:54:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 0.6417, loss: 0.6417 +2023-12-23 21:27:49,107 - pyskl - INFO - Epoch [46][1600/2506] lr: 1.971e-02, eta: 16:54:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 0.6091, loss: 0.6091 +2023-12-23 21:28:11,665 - pyskl - INFO - Epoch [46][1700/2506] lr: 1.970e-02, eta: 16:53:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9844, loss_cls: 0.6753, loss: 0.6753 +2023-12-23 21:28:34,243 - pyskl - INFO - Epoch [46][1800/2506] lr: 1.969e-02, eta: 16:53:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9850, loss_cls: 0.5964, loss: 0.5964 +2023-12-23 21:28:56,744 - pyskl - INFO - Epoch [46][1900/2506] lr: 1.969e-02, eta: 16:53:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 0.6129, loss: 0.6129 +2023-12-23 21:29:19,343 - pyskl - INFO - Epoch [46][2000/2506] lr: 1.968e-02, eta: 16:52:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9762, loss_cls: 0.6138, loss: 0.6138 +2023-12-23 21:29:41,906 - pyskl - INFO - Epoch [46][2100/2506] lr: 1.967e-02, eta: 16:52:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 0.6398, loss: 0.6398 +2023-12-23 21:30:04,486 - pyskl - INFO - Epoch [46][2200/2506] lr: 1.966e-02, eta: 16:51:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 0.5731, loss: 0.5731 +2023-12-23 21:30:27,072 - pyskl - INFO - Epoch [46][2300/2506] lr: 1.965e-02, eta: 16:51:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 0.6032, loss: 0.6032 +2023-12-23 21:30:49,759 - pyskl - INFO - Epoch [46][2400/2506] lr: 1.964e-02, eta: 16:51:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 0.5998, loss: 0.5998 +2023-12-23 21:31:12,465 - pyskl - INFO - Epoch [46][2500/2506] lr: 1.963e-02, eta: 16:50:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 0.6263, loss: 0.6263 +2023-12-23 21:31:14,232 - pyskl - INFO - Saving checkpoint at 46 epochs +2023-12-23 21:32:33,042 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 21:32:33,113 - pyskl - INFO - +top1_acc 0.7907 +top5_acc 0.9658 +2023-12-23 21:32:33,117 - pyskl - INFO - Epoch(val) [46][1031] top1_acc: 0.7907, top5_acc: 0.9658 +2023-12-23 21:33:13,605 - pyskl - INFO - Epoch [47][100/2506] lr: 1.963e-02, eta: 16:50:49, time: 0.405, data_time: 0.180, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 0.6275, loss: 0.6275 +2023-12-23 21:33:36,056 - pyskl - INFO - Epoch [47][200/2506] lr: 1.962e-02, eta: 16:50:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9831, loss_cls: 0.6224, loss: 0.6224 +2023-12-23 21:33:58,557 - pyskl - INFO - Epoch [47][300/2506] lr: 1.961e-02, eta: 16:49:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9844, loss_cls: 0.5844, loss: 0.5844 +2023-12-23 21:34:21,090 - pyskl - INFO - Epoch [47][400/2506] lr: 1.960e-02, eta: 16:49:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 0.5660, loss: 0.5660 +2023-12-23 21:34:43,639 - pyskl - INFO - Epoch [47][500/2506] lr: 1.959e-02, eta: 16:49:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 0.6047, loss: 0.6047 +2023-12-23 21:35:06,222 - pyskl - INFO - Epoch [47][600/2506] lr: 1.958e-02, eta: 16:48:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 0.6704, loss: 0.6704 +2023-12-23 21:35:28,783 - pyskl - INFO - Epoch [47][700/2506] lr: 1.957e-02, eta: 16:48:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9862, loss_cls: 0.5856, loss: 0.5856 +2023-12-23 21:35:51,307 - pyskl - INFO - Epoch [47][800/2506] lr: 1.957e-02, eta: 16:47:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 0.6330, loss: 0.6330 +2023-12-23 21:36:13,812 - pyskl - INFO - Epoch [47][900/2506] lr: 1.956e-02, eta: 16:47:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 0.6266, loss: 0.6266 +2023-12-23 21:36:36,330 - pyskl - INFO - Epoch [47][1000/2506] lr: 1.955e-02, eta: 16:47:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9875, loss_cls: 0.5253, loss: 0.5253 +2023-12-23 21:36:58,942 - pyskl - INFO - Epoch [47][1100/2506] lr: 1.954e-02, eta: 16:46:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 0.6333, loss: 0.6333 +2023-12-23 21:37:21,487 - pyskl - INFO - Epoch [47][1200/2506] lr: 1.953e-02, eta: 16:46:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9869, loss_cls: 0.5498, loss: 0.5498 +2023-12-23 21:37:43,957 - pyskl - INFO - Epoch [47][1300/2506] lr: 1.952e-02, eta: 16:45:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 0.6452, loss: 0.6452 +2023-12-23 21:38:06,413 - pyskl - INFO - Epoch [47][1400/2506] lr: 1.951e-02, eta: 16:45:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 0.6071, loss: 0.6071 +2023-12-23 21:38:28,930 - pyskl - INFO - Epoch [47][1500/2506] lr: 1.950e-02, eta: 16:45:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 0.6547, loss: 0.6547 +2023-12-23 21:38:51,488 - pyskl - INFO - Epoch [47][1600/2506] lr: 1.950e-02, eta: 16:44:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 0.6151, loss: 0.6151 +2023-12-23 21:39:14,049 - pyskl - INFO - Epoch [47][1700/2506] lr: 1.949e-02, eta: 16:44:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 0.6542, loss: 0.6542 +2023-12-23 21:39:36,741 - pyskl - INFO - Epoch [47][1800/2506] lr: 1.948e-02, eta: 16:43:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 0.5809, loss: 0.5809 +2023-12-23 21:39:59,356 - pyskl - INFO - Epoch [47][1900/2506] lr: 1.947e-02, eta: 16:43:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 0.6670, loss: 0.6670 +2023-12-23 21:40:22,037 - pyskl - INFO - Epoch [47][2000/2506] lr: 1.946e-02, eta: 16:42:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 0.6275, loss: 0.6275 +2023-12-23 21:40:44,676 - pyskl - INFO - Epoch [47][2100/2506] lr: 1.945e-02, eta: 16:42:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9856, loss_cls: 0.5997, loss: 0.5997 +2023-12-23 21:41:07,218 - pyskl - INFO - Epoch [47][2200/2506] lr: 1.944e-02, eta: 16:42:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 0.6190, loss: 0.6190 +2023-12-23 21:41:29,755 - pyskl - INFO - Epoch [47][2300/2506] lr: 1.944e-02, eta: 16:41:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 0.5806, loss: 0.5806 +2023-12-23 21:41:52,402 - pyskl - INFO - Epoch [47][2400/2506] lr: 1.943e-02, eta: 16:41:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 0.5932, loss: 0.5932 +2023-12-23 21:42:15,010 - pyskl - INFO - Epoch [47][2500/2506] lr: 1.942e-02, eta: 16:40:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 0.6036, loss: 0.6036 +2023-12-23 21:42:16,803 - pyskl - INFO - Saving checkpoint at 47 epochs +2023-12-23 21:43:35,402 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 21:43:35,475 - pyskl - INFO - +top1_acc 0.7962 +top5_acc 0.9680 +2023-12-23 21:43:35,480 - pyskl - INFO - Epoch(val) [47][1031] top1_acc: 0.7962, top5_acc: 0.9680 +2023-12-23 21:44:16,964 - pyskl - INFO - Epoch [48][100/2506] lr: 1.941e-02, eta: 16:41:05, time: 0.415, data_time: 0.190, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 0.5407, loss: 0.5407 +2023-12-23 21:44:39,529 - pyskl - INFO - Epoch [48][200/2506] lr: 1.940e-02, eta: 16:40:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 0.5618, loss: 0.5618 +2023-12-23 21:45:02,075 - pyskl - INFO - Epoch [48][300/2506] lr: 1.939e-02, eta: 16:40:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 0.5309, loss: 0.5309 +2023-12-23 21:45:24,676 - pyskl - INFO - Epoch [48][400/2506] lr: 1.938e-02, eta: 16:39:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 0.5943, loss: 0.5943 +2023-12-23 21:45:47,264 - pyskl - INFO - Epoch [48][500/2506] lr: 1.937e-02, eta: 16:39:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 0.5781, loss: 0.5781 +2023-12-23 21:46:09,839 - pyskl - INFO - Epoch [48][600/2506] lr: 1.937e-02, eta: 16:39:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 0.6119, loss: 0.6119 +2023-12-23 21:46:32,437 - pyskl - INFO - Epoch [48][700/2506] lr: 1.936e-02, eta: 16:38:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9850, loss_cls: 0.6038, loss: 0.6038 +2023-12-23 21:46:55,077 - pyskl - INFO - Epoch [48][800/2506] lr: 1.935e-02, eta: 16:38:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 0.6521, loss: 0.6521 +2023-12-23 21:47:17,733 - pyskl - INFO - Epoch [48][900/2506] lr: 1.934e-02, eta: 16:37:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9812, loss_cls: 0.6732, loss: 0.6732 +2023-12-23 21:47:40,280 - pyskl - INFO - Epoch [48][1000/2506] lr: 1.933e-02, eta: 16:37:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9875, loss_cls: 0.6107, loss: 0.6107 +2023-12-23 21:48:02,878 - pyskl - INFO - Epoch [48][1100/2506] lr: 1.932e-02, eta: 16:36:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 0.6705, loss: 0.6705 +2023-12-23 21:48:25,395 - pyskl - INFO - Epoch [48][1200/2506] lr: 1.931e-02, eta: 16:36:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 0.6157, loss: 0.6157 +2023-12-23 21:48:47,951 - pyskl - INFO - Epoch [48][1300/2506] lr: 1.930e-02, eta: 16:36:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 0.6543, loss: 0.6543 +2023-12-23 21:49:10,636 - pyskl - INFO - Epoch [48][1400/2506] lr: 1.930e-02, eta: 16:35:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 0.6061, loss: 0.6061 +2023-12-23 21:49:33,246 - pyskl - INFO - Epoch [48][1500/2506] lr: 1.929e-02, eta: 16:35:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 0.6096, loss: 0.6096 +2023-12-23 21:49:55,815 - pyskl - INFO - Epoch [48][1600/2506] lr: 1.928e-02, eta: 16:34:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 0.5827, loss: 0.5827 +2023-12-23 21:50:18,376 - pyskl - INFO - Epoch [48][1700/2506] lr: 1.927e-02, eta: 16:34:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 0.6411, loss: 0.6411 +2023-12-23 21:50:40,966 - pyskl - INFO - Epoch [48][1800/2506] lr: 1.926e-02, eta: 16:34:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9725, loss_cls: 0.6327, loss: 0.6327 +2023-12-23 21:51:03,606 - pyskl - INFO - Epoch [48][1900/2506] lr: 1.925e-02, eta: 16:33:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 0.5719, loss: 0.5719 +2023-12-23 21:51:26,289 - pyskl - INFO - Epoch [48][2000/2506] lr: 1.924e-02, eta: 16:33:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 0.6048, loss: 0.6048 +2023-12-23 21:51:48,941 - pyskl - INFO - Epoch [48][2100/2506] lr: 1.923e-02, eta: 16:32:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 0.5756, loss: 0.5756 +2023-12-23 21:52:11,484 - pyskl - INFO - Epoch [48][2200/2506] lr: 1.922e-02, eta: 16:32:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 0.6042, loss: 0.6042 +2023-12-23 21:52:34,064 - pyskl - INFO - Epoch [48][2300/2506] lr: 1.922e-02, eta: 16:32:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 0.6483, loss: 0.6483 +2023-12-23 21:52:56,579 - pyskl - INFO - Epoch [48][2400/2506] lr: 1.921e-02, eta: 16:31:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9825, loss_cls: 0.6415, loss: 0.6415 +2023-12-23 21:53:19,079 - pyskl - INFO - Epoch [48][2500/2506] lr: 1.920e-02, eta: 16:31:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 0.6073, loss: 0.6073 +2023-12-23 21:53:20,889 - pyskl - INFO - Saving checkpoint at 48 epochs +2023-12-23 21:54:39,850 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 21:54:39,927 - pyskl - INFO - +top1_acc 0.7854 +top5_acc 0.9627 +2023-12-23 21:54:39,931 - pyskl - INFO - Epoch(val) [48][1031] top1_acc: 0.7854, top5_acc: 0.9627 +2023-12-23 21:55:20,739 - pyskl - INFO - Epoch [49][100/2506] lr: 1.919e-02, eta: 16:31:20, time: 0.408, data_time: 0.183, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 0.6135, loss: 0.6135 +2023-12-23 21:55:43,182 - pyskl - INFO - Epoch [49][200/2506] lr: 1.918e-02, eta: 16:30:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 0.6501, loss: 0.6501 +2023-12-23 21:56:05,664 - pyskl - INFO - Epoch [49][300/2506] lr: 1.917e-02, eta: 16:30:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 0.5830, loss: 0.5830 +2023-12-23 21:56:28,191 - pyskl - INFO - Epoch [49][400/2506] lr: 1.916e-02, eta: 16:30:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 0.6317, loss: 0.6317 +2023-12-23 21:56:50,770 - pyskl - INFO - Epoch [49][500/2506] lr: 1.915e-02, eta: 16:29:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9862, loss_cls: 0.5812, loss: 0.5812 +2023-12-23 21:57:13,379 - pyskl - INFO - Epoch [49][600/2506] lr: 1.914e-02, eta: 16:29:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 0.5926, loss: 0.5926 +2023-12-23 21:57:35,922 - pyskl - INFO - Epoch [49][700/2506] lr: 1.914e-02, eta: 16:28:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9806, loss_cls: 0.6326, loss: 0.6326 +2023-12-23 21:57:58,601 - pyskl - INFO - Epoch [49][800/2506] lr: 1.913e-02, eta: 16:28:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 0.6130, loss: 0.6130 +2023-12-23 21:58:21,237 - pyskl - INFO - Epoch [49][900/2506] lr: 1.912e-02, eta: 16:28:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 0.6041, loss: 0.6041 +2023-12-23 21:58:43,882 - pyskl - INFO - Epoch [49][1000/2506] lr: 1.911e-02, eta: 16:27:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9862, loss_cls: 0.5723, loss: 0.5723 +2023-12-23 21:59:06,497 - pyskl - INFO - Epoch [49][1100/2506] lr: 1.910e-02, eta: 16:27:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9744, loss_cls: 0.6477, loss: 0.6477 +2023-12-23 21:59:29,120 - pyskl - INFO - Epoch [49][1200/2506] lr: 1.909e-02, eta: 16:26:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 0.6240, loss: 0.6240 +2023-12-23 21:59:51,663 - pyskl - INFO - Epoch [49][1300/2506] lr: 1.908e-02, eta: 16:26:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 0.6246, loss: 0.6246 +2023-12-23 22:00:14,277 - pyskl - INFO - Epoch [49][1400/2506] lr: 1.907e-02, eta: 16:25:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 0.6562, loss: 0.6562 +2023-12-23 22:00:36,855 - pyskl - INFO - Epoch [49][1500/2506] lr: 1.907e-02, eta: 16:25:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 0.6591, loss: 0.6591 +2023-12-23 22:00:59,441 - pyskl - INFO - Epoch [49][1600/2506] lr: 1.906e-02, eta: 16:25:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 0.5452, loss: 0.5452 +2023-12-23 22:01:22,108 - pyskl - INFO - Epoch [49][1700/2506] lr: 1.905e-02, eta: 16:24:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 0.6251, loss: 0.6251 +2023-12-23 22:01:44,696 - pyskl - INFO - Epoch [49][1800/2506] lr: 1.904e-02, eta: 16:24:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 0.5838, loss: 0.5838 +2023-12-23 22:02:07,236 - pyskl - INFO - Epoch [49][1900/2506] lr: 1.903e-02, eta: 16:23:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 0.6661, loss: 0.6661 +2023-12-23 22:02:29,888 - pyskl - INFO - Epoch [49][2000/2506] lr: 1.902e-02, eta: 16:23:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9750, loss_cls: 0.5892, loss: 0.5892 +2023-12-23 22:02:52,388 - pyskl - INFO - Epoch [49][2100/2506] lr: 1.901e-02, eta: 16:23:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 0.6365, loss: 0.6365 +2023-12-23 22:03:14,889 - pyskl - INFO - Epoch [49][2200/2506] lr: 1.900e-02, eta: 16:22:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9869, loss_cls: 0.6061, loss: 0.6061 +2023-12-23 22:03:37,539 - pyskl - INFO - Epoch [49][2300/2506] lr: 1.899e-02, eta: 16:22:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9794, loss_cls: 0.6706, loss: 0.6706 +2023-12-23 22:04:00,115 - pyskl - INFO - Epoch [49][2400/2506] lr: 1.898e-02, eta: 16:21:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 0.6209, loss: 0.6209 +2023-12-23 22:04:22,611 - pyskl - INFO - Epoch [49][2500/2506] lr: 1.898e-02, eta: 16:21:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 0.6215, loss: 0.6215 +2023-12-23 22:04:24,416 - pyskl - INFO - Saving checkpoint at 49 epochs +2023-12-23 22:05:43,264 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 22:05:43,334 - pyskl - INFO - +top1_acc 0.7754 +top5_acc 0.9640 +2023-12-23 22:05:43,338 - pyskl - INFO - Epoch(val) [49][1031] top1_acc: 0.7754, top5_acc: 0.9640 +2023-12-23 22:06:23,779 - pyskl - INFO - Epoch [50][100/2506] lr: 1.897e-02, eta: 16:21:35, time: 0.404, data_time: 0.179, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9831, loss_cls: 0.5793, loss: 0.5793 +2023-12-23 22:06:46,276 - pyskl - INFO - Epoch [50][200/2506] lr: 1.896e-02, eta: 16:21:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9844, loss_cls: 0.5965, loss: 0.5965 +2023-12-23 22:07:08,838 - pyskl - INFO - Epoch [50][300/2506] lr: 1.895e-02, eta: 16:20:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 0.6169, loss: 0.6169 +2023-12-23 22:07:31,332 - pyskl - INFO - Epoch [50][400/2506] lr: 1.894e-02, eta: 16:20:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9838, loss_cls: 0.6090, loss: 0.6090 +2023-12-23 22:07:53,938 - pyskl - INFO - Epoch [50][500/2506] lr: 1.893e-02, eta: 16:19:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 0.6021, loss: 0.6021 +2023-12-23 22:08:16,502 - pyskl - INFO - Epoch [50][600/2506] lr: 1.892e-02, eta: 16:19:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9869, loss_cls: 0.5806, loss: 0.5806 +2023-12-23 22:08:39,078 - pyskl - INFO - Epoch [50][700/2506] lr: 1.891e-02, eta: 16:19:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9806, loss_cls: 0.5374, loss: 0.5374 +2023-12-23 22:09:01,667 - pyskl - INFO - Epoch [50][800/2506] lr: 1.890e-02, eta: 16:18:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9831, loss_cls: 0.6492, loss: 0.6492 +2023-12-23 22:09:24,163 - pyskl - INFO - Epoch [50][900/2506] lr: 1.889e-02, eta: 16:18:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 0.6432, loss: 0.6432 +2023-12-23 22:09:46,713 - pyskl - INFO - Epoch [50][1000/2506] lr: 1.889e-02, eta: 16:17:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 0.5784, loss: 0.5784 +2023-12-23 22:10:09,246 - pyskl - INFO - Epoch [50][1100/2506] lr: 1.888e-02, eta: 16:17:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 0.6136, loss: 0.6136 +2023-12-23 22:10:31,807 - pyskl - INFO - Epoch [50][1200/2506] lr: 1.887e-02, eta: 16:17:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 0.5185, loss: 0.5185 +2023-12-23 22:10:54,282 - pyskl - INFO - Epoch [50][1300/2506] lr: 1.886e-02, eta: 16:16:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 0.5783, loss: 0.5783 +2023-12-23 22:11:16,774 - pyskl - INFO - Epoch [50][1400/2506] lr: 1.885e-02, eta: 16:16:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 0.6036, loss: 0.6036 +2023-12-23 22:11:39,364 - pyskl - INFO - Epoch [50][1500/2506] lr: 1.884e-02, eta: 16:15:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9781, loss_cls: 0.5845, loss: 0.5845 +2023-12-23 22:12:02,181 - pyskl - INFO - Epoch [50][1600/2506] lr: 1.883e-02, eta: 16:15:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 0.5791, loss: 0.5791 +2023-12-23 22:12:24,847 - pyskl - INFO - Epoch [50][1700/2506] lr: 1.882e-02, eta: 16:14:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 0.5570, loss: 0.5570 +2023-12-23 22:12:47,412 - pyskl - INFO - Epoch [50][1800/2506] lr: 1.881e-02, eta: 16:14:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 0.6141, loss: 0.6141 +2023-12-23 22:13:09,838 - pyskl - INFO - Epoch [50][1900/2506] lr: 1.880e-02, eta: 16:14:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 0.5772, loss: 0.5772 +2023-12-23 22:13:32,389 - pyskl - INFO - Epoch [50][2000/2506] lr: 1.880e-02, eta: 16:13:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 0.5420, loss: 0.5420 +2023-12-23 22:13:54,873 - pyskl - INFO - Epoch [50][2100/2506] lr: 1.879e-02, eta: 16:13:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 0.6110, loss: 0.6110 +2023-12-23 22:14:17,533 - pyskl - INFO - Epoch [50][2200/2506] lr: 1.878e-02, eta: 16:12:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9731, loss_cls: 0.6260, loss: 0.6260 +2023-12-23 22:14:40,205 - pyskl - INFO - Epoch [50][2300/2506] lr: 1.877e-02, eta: 16:12:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 0.6002, loss: 0.6002 +2023-12-23 22:15:02,894 - pyskl - INFO - Epoch [50][2400/2506] lr: 1.876e-02, eta: 16:12:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 0.6179, loss: 0.6179 +2023-12-23 22:15:25,514 - pyskl - INFO - Epoch [50][2500/2506] lr: 1.875e-02, eta: 16:11:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 0.6692, loss: 0.6692 +2023-12-23 22:15:27,336 - pyskl - INFO - Saving checkpoint at 50 epochs +2023-12-23 22:16:46,041 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 22:16:46,116 - pyskl - INFO - +top1_acc 0.8025 +top5_acc 0.9721 +2023-12-23 22:16:46,121 - pyskl - INFO - Epoch(val) [50][1031] top1_acc: 0.8025, top5_acc: 0.9721 +2023-12-23 22:17:27,587 - pyskl - INFO - Epoch [51][100/2506] lr: 1.874e-02, eta: 16:11:51, time: 0.415, data_time: 0.189, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9875, loss_cls: 0.5609, loss: 0.5609 +2023-12-23 22:17:49,994 - pyskl - INFO - Epoch [51][200/2506] lr: 1.873e-02, eta: 16:11:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 0.5701, loss: 0.5701 +2023-12-23 22:18:12,506 - pyskl - INFO - Epoch [51][300/2506] lr: 1.872e-02, eta: 16:11:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 0.5412, loss: 0.5412 +2023-12-23 22:18:35,061 - pyskl - INFO - Epoch [51][400/2506] lr: 1.871e-02, eta: 16:10:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9856, loss_cls: 0.5958, loss: 0.5958 +2023-12-23 22:18:57,771 - pyskl - INFO - Epoch [51][500/2506] lr: 1.870e-02, eta: 16:10:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9838, loss_cls: 0.5930, loss: 0.5930 +2023-12-23 22:19:20,262 - pyskl - INFO - Epoch [51][600/2506] lr: 1.870e-02, eta: 16:09:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 0.6143, loss: 0.6143 +2023-12-23 22:19:42,797 - pyskl - INFO - Epoch [51][700/2506] lr: 1.869e-02, eta: 16:09:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 0.6101, loss: 0.6101 +2023-12-23 22:20:05,363 - pyskl - INFO - Epoch [51][800/2506] lr: 1.868e-02, eta: 16:08:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 0.6116, loss: 0.6116 +2023-12-23 22:20:27,899 - pyskl - INFO - Epoch [51][900/2506] lr: 1.867e-02, eta: 16:08:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 0.6224, loss: 0.6224 +2023-12-23 22:20:50,433 - pyskl - INFO - Epoch [51][1000/2506] lr: 1.866e-02, eta: 16:08:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9862, loss_cls: 0.6271, loss: 0.6271 +2023-12-23 22:21:12,920 - pyskl - INFO - Epoch [51][1100/2506] lr: 1.865e-02, eta: 16:07:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9744, loss_cls: 0.6112, loss: 0.6112 +2023-12-23 22:21:35,506 - pyskl - INFO - Epoch [51][1200/2506] lr: 1.864e-02, eta: 16:07:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 0.6089, loss: 0.6089 +2023-12-23 22:21:58,093 - pyskl - INFO - Epoch [51][1300/2506] lr: 1.863e-02, eta: 16:06:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 0.6092, loss: 0.6092 +2023-12-23 22:22:20,598 - pyskl - INFO - Epoch [51][1400/2506] lr: 1.862e-02, eta: 16:06:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9750, loss_cls: 0.6397, loss: 0.6397 +2023-12-23 22:22:43,011 - pyskl - INFO - Epoch [51][1500/2506] lr: 1.861e-02, eta: 16:06:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 0.5375, loss: 0.5375 +2023-12-23 22:23:05,682 - pyskl - INFO - Epoch [51][1600/2506] lr: 1.860e-02, eta: 16:05:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 0.6049, loss: 0.6049 +2023-12-23 22:23:28,319 - pyskl - INFO - Epoch [51][1700/2506] lr: 1.860e-02, eta: 16:05:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 0.6506, loss: 0.6506 +2023-12-23 22:23:50,958 - pyskl - INFO - Epoch [51][1800/2506] lr: 1.859e-02, eta: 16:04:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9862, loss_cls: 0.6342, loss: 0.6342 +2023-12-23 22:24:13,535 - pyskl - INFO - Epoch [51][1900/2506] lr: 1.858e-02, eta: 16:04:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 0.6355, loss: 0.6355 +2023-12-23 22:24:36,084 - pyskl - INFO - Epoch [51][2000/2506] lr: 1.857e-02, eta: 16:04:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 0.5976, loss: 0.5976 +2023-12-23 22:24:58,605 - pyskl - INFO - Epoch [51][2100/2506] lr: 1.856e-02, eta: 16:03:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 0.6161, loss: 0.6161 +2023-12-23 22:25:21,106 - pyskl - INFO - Epoch [51][2200/2506] lr: 1.855e-02, eta: 16:03:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 0.5905, loss: 0.5905 +2023-12-23 22:25:43,673 - pyskl - INFO - Epoch [51][2300/2506] lr: 1.854e-02, eta: 16:02:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 0.6177, loss: 0.6177 +2023-12-23 22:26:06,297 - pyskl - INFO - Epoch [51][2400/2506] lr: 1.853e-02, eta: 16:02:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 0.5862, loss: 0.5862 +2023-12-23 22:26:28,922 - pyskl - INFO - Epoch [51][2500/2506] lr: 1.852e-02, eta: 16:01:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9862, loss_cls: 0.5584, loss: 0.5584 +2023-12-23 22:26:30,803 - pyskl - INFO - Saving checkpoint at 51 epochs +2023-12-23 22:27:49,537 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 22:27:49,619 - pyskl - INFO - +top1_acc 0.8334 +top5_acc 0.9745 +2023-12-23 22:27:49,625 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_2/best_top1_acc_epoch_36.pth was removed +2023-12-23 22:27:49,777 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_51.pth. +2023-12-23 22:27:49,777 - pyskl - INFO - Best top1_acc is 0.8334 at 51 epoch. +2023-12-23 22:27:49,783 - pyskl - INFO - Epoch(val) [51][1031] top1_acc: 0.8334, top5_acc: 0.9745 +2023-12-23 22:28:31,176 - pyskl - INFO - Epoch [52][100/2506] lr: 1.851e-02, eta: 16:02:06, time: 0.414, data_time: 0.188, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 0.5160, loss: 0.5160 +2023-12-23 22:28:53,815 - pyskl - INFO - Epoch [52][200/2506] lr: 1.850e-02, eta: 16:01:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 0.5347, loss: 0.5347 +2023-12-23 22:29:16,370 - pyskl - INFO - Epoch [52][300/2506] lr: 1.849e-02, eta: 16:01:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 0.5729, loss: 0.5729 +2023-12-23 22:29:38,913 - pyskl - INFO - Epoch [52][400/2506] lr: 1.849e-02, eta: 16:00:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 0.5156, loss: 0.5156 +2023-12-23 22:30:01,648 - pyskl - INFO - Epoch [52][500/2506] lr: 1.848e-02, eta: 16:00:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 0.5474, loss: 0.5474 +2023-12-23 22:30:24,292 - pyskl - INFO - Epoch [52][600/2506] lr: 1.847e-02, eta: 16:00:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 0.5777, loss: 0.5777 +2023-12-23 22:30:47,043 - pyskl - INFO - Epoch [52][700/2506] lr: 1.846e-02, eta: 15:59:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 0.5742, loss: 0.5742 +2023-12-23 22:31:09,656 - pyskl - INFO - Epoch [52][800/2506] lr: 1.845e-02, eta: 15:59:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 0.5509, loss: 0.5509 +2023-12-23 22:31:32,368 - pyskl - INFO - Epoch [52][900/2506] lr: 1.844e-02, eta: 15:58:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 0.5550, loss: 0.5550 +2023-12-23 22:31:55,079 - pyskl - INFO - Epoch [52][1000/2506] lr: 1.843e-02, eta: 15:58:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 0.5687, loss: 0.5687 +2023-12-23 22:32:17,635 - pyskl - INFO - Epoch [52][1100/2506] lr: 1.842e-02, eta: 15:58:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 0.5245, loss: 0.5245 +2023-12-23 22:32:40,346 - pyskl - INFO - Epoch [52][1200/2506] lr: 1.841e-02, eta: 15:57:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 0.6382, loss: 0.6382 +2023-12-23 22:33:02,931 - pyskl - INFO - Epoch [52][1300/2506] lr: 1.840e-02, eta: 15:57:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9712, loss_cls: 0.7203, loss: 0.7203 +2023-12-23 22:33:25,498 - pyskl - INFO - Epoch [52][1400/2506] lr: 1.839e-02, eta: 15:56:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 0.6343, loss: 0.6343 +2023-12-23 22:33:48,118 - pyskl - INFO - Epoch [52][1500/2506] lr: 1.838e-02, eta: 15:56:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 0.6202, loss: 0.6202 +2023-12-23 22:34:10,708 - pyskl - INFO - Epoch [52][1600/2506] lr: 1.838e-02, eta: 15:55:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 0.6289, loss: 0.6289 +2023-12-23 22:34:33,296 - pyskl - INFO - Epoch [52][1700/2506] lr: 1.837e-02, eta: 15:55:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 0.5944, loss: 0.5944 +2023-12-23 22:34:55,902 - pyskl - INFO - Epoch [52][1800/2506] lr: 1.836e-02, eta: 15:55:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 0.6282, loss: 0.6282 +2023-12-23 22:35:18,416 - pyskl - INFO - Epoch [52][1900/2506] lr: 1.835e-02, eta: 15:54:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9694, loss_cls: 0.6717, loss: 0.6717 +2023-12-23 22:35:40,985 - pyskl - INFO - Epoch [52][2000/2506] lr: 1.834e-02, eta: 15:54:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 0.6062, loss: 0.6062 +2023-12-23 22:36:03,628 - pyskl - INFO - Epoch [52][2100/2506] lr: 1.833e-02, eta: 15:53:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 0.6115, loss: 0.6115 +2023-12-23 22:36:26,158 - pyskl - INFO - Epoch [52][2200/2506] lr: 1.832e-02, eta: 15:53:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 0.5916, loss: 0.5916 +2023-12-23 22:36:48,776 - pyskl - INFO - Epoch [52][2300/2506] lr: 1.831e-02, eta: 15:53:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 0.5985, loss: 0.5985 +2023-12-23 22:37:11,274 - pyskl - INFO - Epoch [52][2400/2506] lr: 1.830e-02, eta: 15:52:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 0.5912, loss: 0.5912 +2023-12-23 22:37:33,821 - pyskl - INFO - Epoch [52][2500/2506] lr: 1.829e-02, eta: 15:52:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9844, loss_cls: 0.5822, loss: 0.5822 +2023-12-23 22:37:35,626 - pyskl - INFO - Saving checkpoint at 52 epochs +2023-12-23 22:38:54,496 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 22:38:54,567 - pyskl - INFO - +top1_acc 0.8367 +top5_acc 0.9753 +2023-12-23 22:38:54,572 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_2/best_top1_acc_epoch_51.pth was removed +2023-12-23 22:38:54,714 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_52.pth. +2023-12-23 22:38:54,715 - pyskl - INFO - Best top1_acc is 0.8367 at 52 epoch. +2023-12-23 22:38:54,719 - pyskl - INFO - Epoch(val) [52][1031] top1_acc: 0.8367, top5_acc: 0.9753 +2023-12-23 22:39:35,809 - pyskl - INFO - Epoch [53][100/2506] lr: 1.828e-02, eta: 15:52:24, time: 0.411, data_time: 0.186, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 0.5386, loss: 0.5386 +2023-12-23 22:39:58,291 - pyskl - INFO - Epoch [53][200/2506] lr: 1.827e-02, eta: 15:51:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 0.5514, loss: 0.5514 +2023-12-23 22:40:20,793 - pyskl - INFO - Epoch [53][300/2506] lr: 1.826e-02, eta: 15:51:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 0.5591, loss: 0.5591 +2023-12-23 22:40:43,398 - pyskl - INFO - Epoch [53][400/2506] lr: 1.825e-02, eta: 15:51:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 0.5433, loss: 0.5433 +2023-12-23 22:41:06,003 - pyskl - INFO - Epoch [53][500/2506] lr: 1.824e-02, eta: 15:50:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 0.5778, loss: 0.5778 +2023-12-23 22:41:28,504 - pyskl - INFO - Epoch [53][600/2506] lr: 1.824e-02, eta: 15:50:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 0.5789, loss: 0.5789 +2023-12-23 22:41:51,045 - pyskl - INFO - Epoch [53][700/2506] lr: 1.823e-02, eta: 15:49:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 0.5578, loss: 0.5578 +2023-12-23 22:42:13,589 - pyskl - INFO - Epoch [53][800/2506] lr: 1.822e-02, eta: 15:49:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 0.6410, loss: 0.6410 +2023-12-23 22:42:36,103 - pyskl - INFO - Epoch [53][900/2506] lr: 1.821e-02, eta: 15:49:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9869, loss_cls: 0.5438, loss: 0.5438 +2023-12-23 22:42:58,617 - pyskl - INFO - Epoch [53][1000/2506] lr: 1.820e-02, eta: 15:48:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 0.6231, loss: 0.6231 +2023-12-23 22:43:21,305 - pyskl - INFO - Epoch [53][1100/2506] lr: 1.819e-02, eta: 15:48:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 0.6221, loss: 0.6221 +2023-12-23 22:43:43,955 - pyskl - INFO - Epoch [53][1200/2506] lr: 1.818e-02, eta: 15:47:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 0.5752, loss: 0.5752 +2023-12-23 22:44:06,559 - pyskl - INFO - Epoch [53][1300/2506] lr: 1.817e-02, eta: 15:47:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9856, loss_cls: 0.5592, loss: 0.5592 +2023-12-23 22:44:29,158 - pyskl - INFO - Epoch [53][1400/2506] lr: 1.816e-02, eta: 15:47:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 0.6402, loss: 0.6402 +2023-12-23 22:44:51,703 - pyskl - INFO - Epoch [53][1500/2506] lr: 1.815e-02, eta: 15:46:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 0.6420, loss: 0.6420 +2023-12-23 22:45:14,310 - pyskl - INFO - Epoch [53][1600/2506] lr: 1.814e-02, eta: 15:46:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 0.5775, loss: 0.5775 +2023-12-23 22:45:36,812 - pyskl - INFO - Epoch [53][1700/2506] lr: 1.813e-02, eta: 15:45:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 0.5929, loss: 0.5929 +2023-12-23 22:45:59,395 - pyskl - INFO - Epoch [53][1800/2506] lr: 1.812e-02, eta: 15:45:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 0.5988, loss: 0.5988 +2023-12-23 22:46:22,038 - pyskl - INFO - Epoch [53][1900/2506] lr: 1.811e-02, eta: 15:45:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9756, loss_cls: 0.6311, loss: 0.6311 +2023-12-23 22:46:44,548 - pyskl - INFO - Epoch [53][2000/2506] lr: 1.811e-02, eta: 15:44:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 0.5996, loss: 0.5996 +2023-12-23 22:47:07,103 - pyskl - INFO - Epoch [53][2100/2506] lr: 1.810e-02, eta: 15:44:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 0.5702, loss: 0.5702 +2023-12-23 22:47:29,954 - pyskl - INFO - Epoch [53][2200/2506] lr: 1.809e-02, eta: 15:43:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 0.5883, loss: 0.5883 +2023-12-23 22:47:52,463 - pyskl - INFO - Epoch [53][2300/2506] lr: 1.808e-02, eta: 15:43:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 0.6044, loss: 0.6044 +2023-12-23 22:48:14,979 - pyskl - INFO - Epoch [53][2400/2506] lr: 1.807e-02, eta: 15:42:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 0.5778, loss: 0.5778 +2023-12-23 22:48:37,522 - pyskl - INFO - Epoch [53][2500/2506] lr: 1.806e-02, eta: 15:42:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 0.5765, loss: 0.5765 +2023-12-23 22:48:39,278 - pyskl - INFO - Saving checkpoint at 53 epochs +2023-12-23 22:49:58,261 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 22:49:58,332 - pyskl - INFO - +top1_acc 0.8327 +top5_acc 0.9718 +2023-12-23 22:49:58,337 - pyskl - INFO - Epoch(val) [53][1031] top1_acc: 0.8327, top5_acc: 0.9718 +2023-12-23 22:50:39,543 - pyskl - INFO - Epoch [54][100/2506] lr: 1.805e-02, eta: 15:42:40, time: 0.412, data_time: 0.187, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 0.5336, loss: 0.5336 +2023-12-23 22:51:02,062 - pyskl - INFO - Epoch [54][200/2506] lr: 1.804e-02, eta: 15:42:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 0.5502, loss: 0.5502 +2023-12-23 22:51:24,594 - pyskl - INFO - Epoch [54][300/2506] lr: 1.803e-02, eta: 15:41:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 0.5432, loss: 0.5432 +2023-12-23 22:51:47,134 - pyskl - INFO - Epoch [54][400/2506] lr: 1.802e-02, eta: 15:41:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9862, loss_cls: 0.5717, loss: 0.5717 +2023-12-23 22:52:09,610 - pyskl - INFO - Epoch [54][500/2506] lr: 1.801e-02, eta: 15:41:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9888, loss_cls: 0.5241, loss: 0.5241 +2023-12-23 22:52:32,195 - pyskl - INFO - Epoch [54][600/2506] lr: 1.800e-02, eta: 15:40:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 0.5697, loss: 0.5697 +2023-12-23 22:52:54,688 - pyskl - INFO - Epoch [54][700/2506] lr: 1.799e-02, eta: 15:40:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9844, loss_cls: 0.5750, loss: 0.5750 +2023-12-23 22:53:17,250 - pyskl - INFO - Epoch [54][800/2506] lr: 1.798e-02, eta: 15:39:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 0.6057, loss: 0.6057 +2023-12-23 22:53:39,775 - pyskl - INFO - Epoch [54][900/2506] lr: 1.797e-02, eta: 15:39:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 0.5580, loss: 0.5580 +2023-12-23 22:54:02,319 - pyskl - INFO - Epoch [54][1000/2506] lr: 1.796e-02, eta: 15:38:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9738, loss_cls: 0.6005, loss: 0.6005 +2023-12-23 22:54:24,909 - pyskl - INFO - Epoch [54][1100/2506] lr: 1.795e-02, eta: 15:38:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 0.6006, loss: 0.6006 +2023-12-23 22:54:47,435 - pyskl - INFO - Epoch [54][1200/2506] lr: 1.795e-02, eta: 15:38:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 0.4855, loss: 0.4855 +2023-12-23 22:55:10,044 - pyskl - INFO - Epoch [54][1300/2506] lr: 1.794e-02, eta: 15:37:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 0.5868, loss: 0.5868 +2023-12-23 22:55:32,618 - pyskl - INFO - Epoch [54][1400/2506] lr: 1.793e-02, eta: 15:37:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 0.5189, loss: 0.5189 +2023-12-23 22:55:55,209 - pyskl - INFO - Epoch [54][1500/2506] lr: 1.792e-02, eta: 15:36:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9762, loss_cls: 0.6089, loss: 0.6089 +2023-12-23 22:56:17,720 - pyskl - INFO - Epoch [54][1600/2506] lr: 1.791e-02, eta: 15:36:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9900, loss_cls: 0.5140, loss: 0.5140 +2023-12-23 22:56:40,213 - pyskl - INFO - Epoch [54][1700/2506] lr: 1.790e-02, eta: 15:36:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9856, loss_cls: 0.5656, loss: 0.5656 +2023-12-23 22:57:02,736 - pyskl - INFO - Epoch [54][1800/2506] lr: 1.789e-02, eta: 15:35:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 0.6147, loss: 0.6147 +2023-12-23 22:57:25,375 - pyskl - INFO - Epoch [54][1900/2506] lr: 1.788e-02, eta: 15:35:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 0.6483, loss: 0.6483 +2023-12-23 22:57:47,956 - pyskl - INFO - Epoch [54][2000/2506] lr: 1.787e-02, eta: 15:34:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 0.5846, loss: 0.5846 +2023-12-23 22:58:10,494 - pyskl - INFO - Epoch [54][2100/2506] lr: 1.786e-02, eta: 15:34:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 0.6131, loss: 0.6131 +2023-12-23 22:58:33,146 - pyskl - INFO - Epoch [54][2200/2506] lr: 1.785e-02, eta: 15:34:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 0.5767, loss: 0.5767 +2023-12-23 22:58:55,681 - pyskl - INFO - Epoch [54][2300/2506] lr: 1.784e-02, eta: 15:33:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9838, loss_cls: 0.6031, loss: 0.6031 +2023-12-23 22:59:18,103 - pyskl - INFO - Epoch [54][2400/2506] lr: 1.783e-02, eta: 15:33:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 0.6460, loss: 0.6460 +2023-12-23 22:59:40,568 - pyskl - INFO - Epoch [54][2500/2506] lr: 1.782e-02, eta: 15:32:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 0.5975, loss: 0.5975 +2023-12-23 22:59:42,422 - pyskl - INFO - Saving checkpoint at 54 epochs +2023-12-23 23:01:00,906 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 23:01:00,985 - pyskl - INFO - +top1_acc 0.8125 +top5_acc 0.9688 +2023-12-23 23:01:00,990 - pyskl - INFO - Epoch(val) [54][1031] top1_acc: 0.8125, top5_acc: 0.9688 +2023-12-23 23:01:42,414 - pyskl - INFO - Epoch [55][100/2506] lr: 1.781e-02, eta: 15:32:55, time: 0.414, data_time: 0.189, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9906, loss_cls: 0.4871, loss: 0.4871 +2023-12-23 23:02:04,951 - pyskl - INFO - Epoch [55][200/2506] lr: 1.780e-02, eta: 15:32:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 0.5731, loss: 0.5731 +2023-12-23 23:02:27,504 - pyskl - INFO - Epoch [55][300/2506] lr: 1.779e-02, eta: 15:32:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9856, loss_cls: 0.6170, loss: 0.6170 +2023-12-23 23:02:49,951 - pyskl - INFO - Epoch [55][400/2506] lr: 1.778e-02, eta: 15:31:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 0.5325, loss: 0.5325 +2023-12-23 23:03:12,515 - pyskl - INFO - Epoch [55][500/2506] lr: 1.778e-02, eta: 15:31:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 0.5866, loss: 0.5866 +2023-12-23 23:03:35,080 - pyskl - INFO - Epoch [55][600/2506] lr: 1.777e-02, eta: 15:30:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9788, loss_cls: 0.5873, loss: 0.5873 +2023-12-23 23:03:57,745 - pyskl - INFO - Epoch [55][700/2506] lr: 1.776e-02, eta: 15:30:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 0.6251, loss: 0.6251 +2023-12-23 23:04:20,359 - pyskl - INFO - Epoch [55][800/2506] lr: 1.775e-02, eta: 15:30:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 0.5369, loss: 0.5369 +2023-12-23 23:04:43,008 - pyskl - INFO - Epoch [55][900/2506] lr: 1.774e-02, eta: 15:29:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 0.5860, loss: 0.5860 +2023-12-23 23:05:05,708 - pyskl - INFO - Epoch [55][1000/2506] lr: 1.773e-02, eta: 15:29:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 0.5915, loss: 0.5915 +2023-12-23 23:05:28,235 - pyskl - INFO - Epoch [55][1100/2506] lr: 1.772e-02, eta: 15:28:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 0.6144, loss: 0.6144 +2023-12-23 23:05:50,797 - pyskl - INFO - Epoch [55][1200/2506] lr: 1.771e-02, eta: 15:28:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 0.6122, loss: 0.6122 +2023-12-23 23:06:13,311 - pyskl - INFO - Epoch [55][1300/2506] lr: 1.770e-02, eta: 15:28:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 0.5979, loss: 0.5979 +2023-12-23 23:06:35,778 - pyskl - INFO - Epoch [55][1400/2506] lr: 1.769e-02, eta: 15:27:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 0.6470, loss: 0.6470 +2023-12-23 23:06:58,350 - pyskl - INFO - Epoch [55][1500/2506] lr: 1.768e-02, eta: 15:27:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 0.6273, loss: 0.6273 +2023-12-23 23:07:20,870 - pyskl - INFO - Epoch [55][1600/2506] lr: 1.767e-02, eta: 15:26:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 0.5229, loss: 0.5229 +2023-12-23 23:07:43,467 - pyskl - INFO - Epoch [55][1700/2506] lr: 1.766e-02, eta: 15:26:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9838, loss_cls: 0.6104, loss: 0.6104 +2023-12-23 23:08:06,081 - pyskl - INFO - Epoch [55][1800/2506] lr: 1.765e-02, eta: 15:25:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 0.5529, loss: 0.5529 +2023-12-23 23:08:28,544 - pyskl - INFO - Epoch [55][1900/2506] lr: 1.764e-02, eta: 15:25:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 0.5700, loss: 0.5700 +2023-12-23 23:08:51,049 - pyskl - INFO - Epoch [55][2000/2506] lr: 1.763e-02, eta: 15:25:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 0.6090, loss: 0.6090 +2023-12-23 23:09:13,656 - pyskl - INFO - Epoch [55][2100/2506] lr: 1.762e-02, eta: 15:24:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 0.5543, loss: 0.5543 +2023-12-23 23:09:36,345 - pyskl - INFO - Epoch [55][2200/2506] lr: 1.761e-02, eta: 15:24:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9875, loss_cls: 0.5991, loss: 0.5991 +2023-12-23 23:09:59,028 - pyskl - INFO - Epoch [55][2300/2506] lr: 1.760e-02, eta: 15:23:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 0.5427, loss: 0.5427 +2023-12-23 23:10:21,600 - pyskl - INFO - Epoch [55][2400/2506] lr: 1.759e-02, eta: 15:23:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 0.5436, loss: 0.5436 +2023-12-23 23:10:44,154 - pyskl - INFO - Epoch [55][2500/2506] lr: 1.758e-02, eta: 15:23:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 0.5135, loss: 0.5135 +2023-12-23 23:10:46,016 - pyskl - INFO - Saving checkpoint at 55 epochs +2023-12-23 23:12:04,674 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 23:12:04,747 - pyskl - INFO - +top1_acc 0.8288 +top5_acc 0.9714 +2023-12-23 23:12:04,751 - pyskl - INFO - Epoch(val) [55][1031] top1_acc: 0.8288, top5_acc: 0.9714 +2023-12-23 23:12:46,238 - pyskl - INFO - Epoch [56][100/2506] lr: 1.757e-02, eta: 15:23:11, time: 0.415, data_time: 0.190, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 0.5555, loss: 0.5555 +2023-12-23 23:13:08,793 - pyskl - INFO - Epoch [56][200/2506] lr: 1.757e-02, eta: 15:22:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 0.5729, loss: 0.5729 +2023-12-23 23:13:31,348 - pyskl - INFO - Epoch [56][300/2506] lr: 1.756e-02, eta: 15:22:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9744, loss_cls: 0.6077, loss: 0.6077 +2023-12-23 23:13:53,928 - pyskl - INFO - Epoch [56][400/2506] lr: 1.755e-02, eta: 15:21:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 0.5668, loss: 0.5668 +2023-12-23 23:14:16,528 - pyskl - INFO - Epoch [56][500/2506] lr: 1.754e-02, eta: 15:21:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 0.5666, loss: 0.5666 +2023-12-23 23:14:39,164 - pyskl - INFO - Epoch [56][600/2506] lr: 1.753e-02, eta: 15:21:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9844, loss_cls: 0.6255, loss: 0.6255 +2023-12-23 23:15:01,737 - pyskl - INFO - Epoch [56][700/2506] lr: 1.752e-02, eta: 15:20:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9862, loss_cls: 0.5352, loss: 0.5352 +2023-12-23 23:15:24,261 - pyskl - INFO - Epoch [56][800/2506] lr: 1.751e-02, eta: 15:20:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 0.5106, loss: 0.5106 +2023-12-23 23:15:46,930 - pyskl - INFO - Epoch [56][900/2506] lr: 1.750e-02, eta: 15:19:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 0.5860, loss: 0.5860 +2023-12-23 23:16:09,540 - pyskl - INFO - Epoch [56][1000/2506] lr: 1.749e-02, eta: 15:19:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 0.6009, loss: 0.6009 +2023-12-23 23:16:32,091 - pyskl - INFO - Epoch [56][1100/2506] lr: 1.748e-02, eta: 15:19:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 0.5562, loss: 0.5562 +2023-12-23 23:16:54,714 - pyskl - INFO - Epoch [56][1200/2506] lr: 1.747e-02, eta: 15:18:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 0.5653, loss: 0.5653 +2023-12-23 23:17:17,290 - pyskl - INFO - Epoch [56][1300/2506] lr: 1.746e-02, eta: 15:18:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 0.5817, loss: 0.5817 +2023-12-23 23:17:39,946 - pyskl - INFO - Epoch [56][1400/2506] lr: 1.745e-02, eta: 15:17:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 0.5993, loss: 0.5993 +2023-12-23 23:18:02,624 - pyskl - INFO - Epoch [56][1500/2506] lr: 1.744e-02, eta: 15:17:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9838, loss_cls: 0.6322, loss: 0.6322 +2023-12-23 23:18:25,278 - pyskl - INFO - Epoch [56][1600/2506] lr: 1.743e-02, eta: 15:17:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9844, loss_cls: 0.6152, loss: 0.6152 +2023-12-23 23:18:47,957 - pyskl - INFO - Epoch [56][1700/2506] lr: 1.742e-02, eta: 15:16:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9775, loss_cls: 0.6015, loss: 0.6015 +2023-12-23 23:19:10,527 - pyskl - INFO - Epoch [56][1800/2506] lr: 1.741e-02, eta: 15:16:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9875, loss_cls: 0.5413, loss: 0.5413 +2023-12-23 23:19:33,107 - pyskl - INFO - Epoch [56][1900/2506] lr: 1.740e-02, eta: 15:15:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9869, loss_cls: 0.5546, loss: 0.5546 +2023-12-23 23:19:55,681 - pyskl - INFO - Epoch [56][2000/2506] lr: 1.739e-02, eta: 15:15:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 0.6122, loss: 0.6122 +2023-12-23 23:20:18,167 - pyskl - INFO - Epoch [56][2100/2506] lr: 1.738e-02, eta: 15:15:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 0.5341, loss: 0.5341 +2023-12-23 23:20:40,774 - pyskl - INFO - Epoch [56][2200/2506] lr: 1.737e-02, eta: 15:14:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 0.6617, loss: 0.6617 +2023-12-23 23:21:03,335 - pyskl - INFO - Epoch [56][2300/2506] lr: 1.736e-02, eta: 15:14:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 0.6105, loss: 0.6105 +2023-12-23 23:21:25,833 - pyskl - INFO - Epoch [56][2400/2506] lr: 1.735e-02, eta: 15:13:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 0.5712, loss: 0.5712 +2023-12-23 23:21:48,405 - pyskl - INFO - Epoch [56][2500/2506] lr: 1.734e-02, eta: 15:13:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 0.5825, loss: 0.5825 +2023-12-23 23:21:50,253 - pyskl - INFO - Saving checkpoint at 56 epochs +2023-12-23 23:23:08,827 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 23:23:08,900 - pyskl - INFO - +top1_acc 0.7988 +top5_acc 0.9700 +2023-12-23 23:23:08,904 - pyskl - INFO - Epoch(val) [56][1031] top1_acc: 0.7988, top5_acc: 0.9700 +2023-12-23 23:23:49,809 - pyskl - INFO - Epoch [57][100/2506] lr: 1.733e-02, eta: 15:13:27, time: 0.409, data_time: 0.185, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9894, loss_cls: 0.5552, loss: 0.5552 +2023-12-23 23:24:12,225 - pyskl - INFO - Epoch [57][200/2506] lr: 1.732e-02, eta: 15:13:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 0.5358, loss: 0.5358 +2023-12-23 23:24:34,660 - pyskl - INFO - Epoch [57][300/2506] lr: 1.732e-02, eta: 15:12:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9900, loss_cls: 0.5031, loss: 0.5031 +2023-12-23 23:24:57,066 - pyskl - INFO - Epoch [57][400/2506] lr: 1.731e-02, eta: 15:12:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 0.5817, loss: 0.5817 +2023-12-23 23:25:19,556 - pyskl - INFO - Epoch [57][500/2506] lr: 1.730e-02, eta: 15:11:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 0.5378, loss: 0.5378 +2023-12-23 23:25:42,033 - pyskl - INFO - Epoch [57][600/2506] lr: 1.729e-02, eta: 15:11:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 0.5519, loss: 0.5519 +2023-12-23 23:26:04,628 - pyskl - INFO - Epoch [57][700/2506] lr: 1.728e-02, eta: 15:11:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 0.6148, loss: 0.6148 +2023-12-23 23:26:27,058 - pyskl - INFO - Epoch [57][800/2506] lr: 1.727e-02, eta: 15:10:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 0.5589, loss: 0.5589 +2023-12-23 23:26:49,538 - pyskl - INFO - Epoch [57][900/2506] lr: 1.726e-02, eta: 15:10:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 0.5873, loss: 0.5873 +2023-12-23 23:27:12,093 - pyskl - INFO - Epoch [57][1000/2506] lr: 1.725e-02, eta: 15:09:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 0.6154, loss: 0.6154 +2023-12-23 23:27:34,586 - pyskl - INFO - Epoch [57][1100/2506] lr: 1.724e-02, eta: 15:09:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 0.5952, loss: 0.5952 +2023-12-23 23:27:57,073 - pyskl - INFO - Epoch [57][1200/2506] lr: 1.723e-02, eta: 15:08:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 0.5420, loss: 0.5420 +2023-12-23 23:28:19,599 - pyskl - INFO - Epoch [57][1300/2506] lr: 1.722e-02, eta: 15:08:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 0.5475, loss: 0.5475 +2023-12-23 23:28:42,206 - pyskl - INFO - Epoch [57][1400/2506] lr: 1.721e-02, eta: 15:08:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 0.6029, loss: 0.6029 +2023-12-23 23:29:04,959 - pyskl - INFO - Epoch [57][1500/2506] lr: 1.720e-02, eta: 15:07:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9844, loss_cls: 0.6048, loss: 0.6048 +2023-12-23 23:29:27,600 - pyskl - INFO - Epoch [57][1600/2506] lr: 1.719e-02, eta: 15:07:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 0.5354, loss: 0.5354 +2023-12-23 23:29:50,351 - pyskl - INFO - Epoch [57][1700/2506] lr: 1.718e-02, eta: 15:06:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 0.5793, loss: 0.5793 +2023-12-23 23:30:13,012 - pyskl - INFO - Epoch [57][1800/2506] lr: 1.717e-02, eta: 15:06:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 0.5786, loss: 0.5786 +2023-12-23 23:30:35,561 - pyskl - INFO - Epoch [57][1900/2506] lr: 1.716e-02, eta: 15:06:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 0.5717, loss: 0.5717 +2023-12-23 23:30:58,084 - pyskl - INFO - Epoch [57][2000/2506] lr: 1.715e-02, eta: 15:05:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9881, loss_cls: 0.5848, loss: 0.5848 +2023-12-23 23:31:20,626 - pyskl - INFO - Epoch [57][2100/2506] lr: 1.714e-02, eta: 15:05:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9894, loss_cls: 0.5291, loss: 0.5291 +2023-12-23 23:31:43,154 - pyskl - INFO - Epoch [57][2200/2506] lr: 1.713e-02, eta: 15:04:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 0.5978, loss: 0.5978 +2023-12-23 23:32:05,775 - pyskl - INFO - Epoch [57][2300/2506] lr: 1.712e-02, eta: 15:04:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9862, loss_cls: 0.5510, loss: 0.5510 +2023-12-23 23:32:28,365 - pyskl - INFO - Epoch [57][2400/2506] lr: 1.711e-02, eta: 15:04:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 0.6010, loss: 0.6010 +2023-12-23 23:32:51,097 - pyskl - INFO - Epoch [57][2500/2506] lr: 1.710e-02, eta: 15:03:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 0.5982, loss: 0.5982 +2023-12-23 23:32:52,878 - pyskl - INFO - Saving checkpoint at 57 epochs +2023-12-23 23:34:11,820 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 23:34:11,891 - pyskl - INFO - +top1_acc 0.8274 +top5_acc 0.9734 +2023-12-23 23:34:11,894 - pyskl - INFO - Epoch(val) [57][1031] top1_acc: 0.8274, top5_acc: 0.9734 +2023-12-23 23:34:53,230 - pyskl - INFO - Epoch [58][100/2506] lr: 1.709e-02, eta: 15:03:43, time: 0.413, data_time: 0.188, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 0.5441, loss: 0.5441 +2023-12-23 23:35:15,835 - pyskl - INFO - Epoch [58][200/2506] lr: 1.708e-02, eta: 15:03:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 0.5227, loss: 0.5227 +2023-12-23 23:35:38,392 - pyskl - INFO - Epoch [58][300/2506] lr: 1.707e-02, eta: 15:02:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 0.5810, loss: 0.5810 +2023-12-23 23:36:01,066 - pyskl - INFO - Epoch [58][400/2506] lr: 1.706e-02, eta: 15:02:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9894, loss_cls: 0.4837, loss: 0.4837 +2023-12-23 23:36:23,589 - pyskl - INFO - Epoch [58][500/2506] lr: 1.705e-02, eta: 15:02:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9838, loss_cls: 0.6084, loss: 0.6084 +2023-12-23 23:36:46,127 - pyskl - INFO - Epoch [58][600/2506] lr: 1.704e-02, eta: 15:01:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 0.5404, loss: 0.5404 +2023-12-23 23:37:08,755 - pyskl - INFO - Epoch [58][700/2506] lr: 1.703e-02, eta: 15:01:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 0.5817, loss: 0.5817 +2023-12-23 23:37:31,397 - pyskl - INFO - Epoch [58][800/2506] lr: 1.702e-02, eta: 15:00:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 0.5905, loss: 0.5905 +2023-12-23 23:37:53,913 - pyskl - INFO - Epoch [58][900/2506] lr: 1.701e-02, eta: 15:00:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9850, loss_cls: 0.5841, loss: 0.5841 +2023-12-23 23:38:16,542 - pyskl - INFO - Epoch [58][1000/2506] lr: 1.700e-02, eta: 15:00:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9750, loss_cls: 0.5561, loss: 0.5561 +2023-12-23 23:38:39,201 - pyskl - INFO - Epoch [58][1100/2506] lr: 1.699e-02, eta: 14:59:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 0.5871, loss: 0.5871 +2023-12-23 23:39:01,879 - pyskl - INFO - Epoch [58][1200/2506] lr: 1.698e-02, eta: 14:59:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9825, loss_cls: 0.5011, loss: 0.5011 +2023-12-23 23:39:24,571 - pyskl - INFO - Epoch [58][1300/2506] lr: 1.698e-02, eta: 14:58:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 0.6264, loss: 0.6264 +2023-12-23 23:39:47,165 - pyskl - INFO - Epoch [58][1400/2506] lr: 1.697e-02, eta: 14:58:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9744, loss_cls: 0.6256, loss: 0.6256 +2023-12-23 23:40:09,725 - pyskl - INFO - Epoch [58][1500/2506] lr: 1.696e-02, eta: 14:58:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 0.5764, loss: 0.5764 +2023-12-23 23:40:32,281 - pyskl - INFO - Epoch [58][1600/2506] lr: 1.695e-02, eta: 14:57:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 0.5414, loss: 0.5414 +2023-12-23 23:40:54,855 - pyskl - INFO - Epoch [58][1700/2506] lr: 1.694e-02, eta: 14:57:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9744, loss_cls: 0.5657, loss: 0.5657 +2023-12-23 23:41:17,414 - pyskl - INFO - Epoch [58][1800/2506] lr: 1.693e-02, eta: 14:56:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 0.5388, loss: 0.5388 +2023-12-23 23:41:40,072 - pyskl - INFO - Epoch [58][1900/2506] lr: 1.692e-02, eta: 14:56:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 0.5564, loss: 0.5564 +2023-12-23 23:42:02,617 - pyskl - INFO - Epoch [58][2000/2506] lr: 1.691e-02, eta: 14:56:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 0.5208, loss: 0.5208 +2023-12-23 23:42:25,243 - pyskl - INFO - Epoch [58][2100/2506] lr: 1.690e-02, eta: 14:55:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9875, loss_cls: 0.5379, loss: 0.5379 +2023-12-23 23:42:47,873 - pyskl - INFO - Epoch [58][2200/2506] lr: 1.689e-02, eta: 14:55:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9894, loss_cls: 0.5040, loss: 0.5040 +2023-12-23 23:43:10,488 - pyskl - INFO - Epoch [58][2300/2506] lr: 1.688e-02, eta: 14:54:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 0.5301, loss: 0.5301 +2023-12-23 23:43:33,087 - pyskl - INFO - Epoch [58][2400/2506] lr: 1.687e-02, eta: 14:54:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 0.6213, loss: 0.6213 +2023-12-23 23:43:55,626 - pyskl - INFO - Epoch [58][2500/2506] lr: 1.686e-02, eta: 14:53:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 0.6064, loss: 0.6064 +2023-12-23 23:43:57,451 - pyskl - INFO - Saving checkpoint at 58 epochs +2023-12-23 23:45:16,225 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 23:45:16,301 - pyskl - INFO - +top1_acc 0.8154 +top5_acc 0.9661 +2023-12-23 23:45:16,305 - pyskl - INFO - Epoch(val) [58][1031] top1_acc: 0.8154, top5_acc: 0.9661 +2023-12-23 23:45:57,428 - pyskl - INFO - Epoch [59][100/2506] lr: 1.685e-02, eta: 14:54:00, time: 0.411, data_time: 0.186, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 0.4764, loss: 0.4764 +2023-12-23 23:46:19,915 - pyskl - INFO - Epoch [59][200/2506] lr: 1.684e-02, eta: 14:53:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 0.4997, loss: 0.4997 +2023-12-23 23:46:42,418 - pyskl - INFO - Epoch [59][300/2506] lr: 1.683e-02, eta: 14:53:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 0.5107, loss: 0.5107 +2023-12-23 23:47:04,976 - pyskl - INFO - Epoch [59][400/2506] lr: 1.682e-02, eta: 14:52:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 0.5104, loss: 0.5104 +2023-12-23 23:47:27,431 - pyskl - INFO - Epoch [59][500/2506] lr: 1.681e-02, eta: 14:52:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 0.5546, loss: 0.5546 +2023-12-23 23:47:49,871 - pyskl - INFO - Epoch [59][600/2506] lr: 1.680e-02, eta: 14:51:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 0.5541, loss: 0.5541 +2023-12-23 23:48:12,512 - pyskl - INFO - Epoch [59][700/2506] lr: 1.679e-02, eta: 14:51:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9806, loss_cls: 0.5558, loss: 0.5558 +2023-12-23 23:48:35,070 - pyskl - INFO - Epoch [59][800/2506] lr: 1.678e-02, eta: 14:51:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 0.5556, loss: 0.5556 +2023-12-23 23:48:57,724 - pyskl - INFO - Epoch [59][900/2506] lr: 1.677e-02, eta: 14:50:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 0.5495, loss: 0.5495 +2023-12-23 23:49:20,253 - pyskl - INFO - Epoch [59][1000/2506] lr: 1.676e-02, eta: 14:50:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 0.5902, loss: 0.5902 +2023-12-23 23:49:42,807 - pyskl - INFO - Epoch [59][1100/2506] lr: 1.675e-02, eta: 14:49:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 0.5415, loss: 0.5415 +2023-12-23 23:50:05,378 - pyskl - INFO - Epoch [59][1200/2506] lr: 1.674e-02, eta: 14:49:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 0.6523, loss: 0.6523 +2023-12-23 23:50:27,943 - pyskl - INFO - Epoch [59][1300/2506] lr: 1.673e-02, eta: 14:49:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9888, loss_cls: 0.5126, loss: 0.5126 +2023-12-23 23:50:50,432 - pyskl - INFO - Epoch [59][1400/2506] lr: 1.672e-02, eta: 14:48:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 0.5604, loss: 0.5604 +2023-12-23 23:51:12,960 - pyskl - INFO - Epoch [59][1500/2506] lr: 1.671e-02, eta: 14:48:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 0.6123, loss: 0.6123 +2023-12-23 23:51:35,524 - pyskl - INFO - Epoch [59][1600/2506] lr: 1.670e-02, eta: 14:47:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9894, loss_cls: 0.4863, loss: 0.4863 +2023-12-23 23:51:58,000 - pyskl - INFO - Epoch [59][1700/2506] lr: 1.669e-02, eta: 14:47:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 0.6613, loss: 0.6613 +2023-12-23 23:52:20,679 - pyskl - INFO - Epoch [59][1800/2506] lr: 1.668e-02, eta: 14:47:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 0.6238, loss: 0.6238 +2023-12-23 23:52:43,339 - pyskl - INFO - Epoch [59][1900/2506] lr: 1.667e-02, eta: 14:46:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 0.5223, loss: 0.5223 +2023-12-23 23:53:05,860 - pyskl - INFO - Epoch [59][2000/2506] lr: 1.666e-02, eta: 14:46:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 0.5325, loss: 0.5325 +2023-12-23 23:53:28,321 - pyskl - INFO - Epoch [59][2100/2506] lr: 1.665e-02, eta: 14:45:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9800, loss_cls: 0.5405, loss: 0.5405 +2023-12-23 23:53:50,827 - pyskl - INFO - Epoch [59][2200/2506] lr: 1.664e-02, eta: 14:45:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 0.5831, loss: 0.5831 +2023-12-23 23:54:13,370 - pyskl - INFO - Epoch [59][2300/2506] lr: 1.663e-02, eta: 14:45:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 0.5458, loss: 0.5458 +2023-12-23 23:54:35,947 - pyskl - INFO - Epoch [59][2400/2506] lr: 1.662e-02, eta: 14:44:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 0.5654, loss: 0.5654 +2023-12-23 23:54:58,532 - pyskl - INFO - Epoch [59][2500/2506] lr: 1.661e-02, eta: 14:44:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 0.5830, loss: 0.5830 +2023-12-23 23:55:00,408 - pyskl - INFO - Saving checkpoint at 59 epochs +2023-12-23 23:56:19,390 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 23:56:19,463 - pyskl - INFO - +top1_acc 0.8171 +top5_acc 0.9749 +2023-12-23 23:56:19,468 - pyskl - INFO - Epoch(val) [59][1031] top1_acc: 0.8171, top5_acc: 0.9749 +2023-12-23 23:57:00,802 - pyskl - INFO - Epoch [60][100/2506] lr: 1.660e-02, eta: 14:44:15, time: 0.413, data_time: 0.187, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9881, loss_cls: 0.5264, loss: 0.5264 +2023-12-23 23:57:23,280 - pyskl - INFO - Epoch [60][200/2506] lr: 1.659e-02, eta: 14:43:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9812, loss_cls: 0.5366, loss: 0.5366 +2023-12-23 23:57:45,747 - pyskl - INFO - Epoch [60][300/2506] lr: 1.658e-02, eta: 14:43:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 0.5144, loss: 0.5144 +2023-12-23 23:58:08,357 - pyskl - INFO - Epoch [60][400/2506] lr: 1.657e-02, eta: 14:43:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 0.5659, loss: 0.5659 +2023-12-23 23:58:30,959 - pyskl - INFO - Epoch [60][500/2506] lr: 1.656e-02, eta: 14:42:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9762, loss_cls: 0.5446, loss: 0.5446 +2023-12-23 23:58:53,405 - pyskl - INFO - Epoch [60][600/2506] lr: 1.655e-02, eta: 14:42:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9919, loss_cls: 0.4916, loss: 0.4916 +2023-12-23 23:59:15,862 - pyskl - INFO - Epoch [60][700/2506] lr: 1.654e-02, eta: 14:41:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 0.5194, loss: 0.5194 +2023-12-23 23:59:38,403 - pyskl - INFO - Epoch [60][800/2506] lr: 1.653e-02, eta: 14:41:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 0.5581, loss: 0.5581 +2023-12-24 00:00:00,975 - pyskl - INFO - Epoch [60][900/2506] lr: 1.652e-02, eta: 14:41:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 0.5037, loss: 0.5037 +2023-12-24 00:00:23,535 - pyskl - INFO - Epoch [60][1000/2506] lr: 1.651e-02, eta: 14:40:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 0.5477, loss: 0.5477 +2023-12-24 00:00:46,192 - pyskl - INFO - Epoch [60][1100/2506] lr: 1.650e-02, eta: 14:40:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 0.5820, loss: 0.5820 +2023-12-24 00:01:08,824 - pyskl - INFO - Epoch [60][1200/2506] lr: 1.649e-02, eta: 14:39:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9900, loss_cls: 0.5147, loss: 0.5147 +2023-12-24 00:01:31,457 - pyskl - INFO - Epoch [60][1300/2506] lr: 1.648e-02, eta: 14:39:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 0.5378, loss: 0.5378 +2023-12-24 00:01:54,058 - pyskl - INFO - Epoch [60][1400/2506] lr: 1.647e-02, eta: 14:38:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 0.5287, loss: 0.5287 +2023-12-24 00:02:16,613 - pyskl - INFO - Epoch [60][1500/2506] lr: 1.646e-02, eta: 14:38:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9869, loss_cls: 0.5483, loss: 0.5483 +2023-12-24 00:02:39,195 - pyskl - INFO - Epoch [60][1600/2506] lr: 1.645e-02, eta: 14:38:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9788, loss_cls: 0.5587, loss: 0.5587 +2023-12-24 00:03:01,718 - pyskl - INFO - Epoch [60][1700/2506] lr: 1.644e-02, eta: 14:37:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 0.5489, loss: 0.5489 +2023-12-24 00:03:24,330 - pyskl - INFO - Epoch [60][1800/2506] lr: 1.643e-02, eta: 14:37:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9731, loss_cls: 0.6331, loss: 0.6331 +2023-12-24 00:03:47,001 - pyskl - INFO - Epoch [60][1900/2506] lr: 1.642e-02, eta: 14:36:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9788, loss_cls: 0.5457, loss: 0.5457 +2023-12-24 00:04:09,566 - pyskl - INFO - Epoch [60][2000/2506] lr: 1.641e-02, eta: 14:36:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 0.6199, loss: 0.6199 +2023-12-24 00:04:32,115 - pyskl - INFO - Epoch [60][2100/2506] lr: 1.640e-02, eta: 14:36:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 0.5590, loss: 0.5590 +2023-12-24 00:04:54,663 - pyskl - INFO - Epoch [60][2200/2506] lr: 1.639e-02, eta: 14:35:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 0.5449, loss: 0.5449 +2023-12-24 00:05:17,210 - pyskl - INFO - Epoch [60][2300/2506] lr: 1.638e-02, eta: 14:35:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 0.5423, loss: 0.5423 +2023-12-24 00:05:39,712 - pyskl - INFO - Epoch [60][2400/2506] lr: 1.637e-02, eta: 14:34:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 0.5737, loss: 0.5737 +2023-12-24 00:06:02,198 - pyskl - INFO - Epoch [60][2500/2506] lr: 1.636e-02, eta: 14:34:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 0.5412, loss: 0.5412 +2023-12-24 00:06:04,046 - pyskl - INFO - Saving checkpoint at 60 epochs +2023-12-24 00:07:22,594 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 00:07:22,664 - pyskl - INFO - +top1_acc 0.8197 +top5_acc 0.9745 +2023-12-24 00:07:22,667 - pyskl - INFO - Epoch(val) [60][1031] top1_acc: 0.8197, top5_acc: 0.9745 +2023-12-24 00:08:04,310 - pyskl - INFO - Epoch [61][100/2506] lr: 1.635e-02, eta: 14:34:32, time: 0.416, data_time: 0.189, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 0.5117, loss: 0.5117 +2023-12-24 00:08:26,848 - pyskl - INFO - Epoch [61][200/2506] lr: 1.634e-02, eta: 14:34:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 0.4273, loss: 0.4273 +2023-12-24 00:08:49,347 - pyskl - INFO - Epoch [61][300/2506] lr: 1.633e-02, eta: 14:33:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 0.5075, loss: 0.5075 +2023-12-24 00:09:11,902 - pyskl - INFO - Epoch [61][400/2506] lr: 1.632e-02, eta: 14:33:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 0.5099, loss: 0.5099 +2023-12-24 00:09:34,576 - pyskl - INFO - Epoch [61][500/2506] lr: 1.631e-02, eta: 14:32:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9888, loss_cls: 0.5303, loss: 0.5303 +2023-12-24 00:09:57,112 - pyskl - INFO - Epoch [61][600/2506] lr: 1.630e-02, eta: 14:32:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 0.5809, loss: 0.5809 +2023-12-24 00:10:19,695 - pyskl - INFO - Epoch [61][700/2506] lr: 1.629e-02, eta: 14:32:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9894, loss_cls: 0.4840, loss: 0.4840 +2023-12-24 00:10:42,327 - pyskl - INFO - Epoch [61][800/2506] lr: 1.628e-02, eta: 14:31:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9788, loss_cls: 0.5654, loss: 0.5654 +2023-12-24 00:11:04,850 - pyskl - INFO - Epoch [61][900/2506] lr: 1.627e-02, eta: 14:31:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 0.5637, loss: 0.5637 +2023-12-24 00:11:27,481 - pyskl - INFO - Epoch [61][1000/2506] lr: 1.626e-02, eta: 14:30:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9819, loss_cls: 0.5316, loss: 0.5316 +2023-12-24 00:11:50,036 - pyskl - INFO - Epoch [61][1100/2506] lr: 1.625e-02, eta: 14:30:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 0.5674, loss: 0.5674 +2023-12-24 00:12:12,710 - pyskl - INFO - Epoch [61][1200/2506] lr: 1.624e-02, eta: 14:30:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9856, loss_cls: 0.5892, loss: 0.5892 +2023-12-24 00:12:35,337 - pyskl - INFO - Epoch [61][1300/2506] lr: 1.623e-02, eta: 14:29:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 0.5171, loss: 0.5171 +2023-12-24 00:12:57,938 - pyskl - INFO - Epoch [61][1400/2506] lr: 1.622e-02, eta: 14:29:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 0.5857, loss: 0.5857 +2023-12-24 00:13:20,593 - pyskl - INFO - Epoch [61][1500/2506] lr: 1.621e-02, eta: 14:28:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 0.5487, loss: 0.5487 +2023-12-24 00:13:43,183 - pyskl - INFO - Epoch [61][1600/2506] lr: 1.620e-02, eta: 14:28:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 0.5631, loss: 0.5631 +2023-12-24 00:14:05,716 - pyskl - INFO - Epoch [61][1700/2506] lr: 1.619e-02, eta: 14:28:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9831, loss_cls: 0.6006, loss: 0.6006 +2023-12-24 00:14:28,268 - pyskl - INFO - Epoch [61][1800/2506] lr: 1.618e-02, eta: 14:27:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9862, loss_cls: 0.5561, loss: 0.5561 +2023-12-24 00:14:50,857 - pyskl - INFO - Epoch [61][1900/2506] lr: 1.617e-02, eta: 14:27:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 0.5691, loss: 0.5691 +2023-12-24 00:15:13,353 - pyskl - INFO - Epoch [61][2000/2506] lr: 1.616e-02, eta: 14:26:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9794, loss_cls: 0.5494, loss: 0.5494 +2023-12-24 00:15:35,960 - pyskl - INFO - Epoch [61][2100/2506] lr: 1.615e-02, eta: 14:26:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 0.5647, loss: 0.5647 +2023-12-24 00:15:58,541 - pyskl - INFO - Epoch [61][2200/2506] lr: 1.614e-02, eta: 14:26:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 0.5738, loss: 0.5738 +2023-12-24 00:16:21,085 - pyskl - INFO - Epoch [61][2300/2506] lr: 1.613e-02, eta: 14:25:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 0.5279, loss: 0.5279 +2023-12-24 00:16:43,744 - pyskl - INFO - Epoch [61][2400/2506] lr: 1.612e-02, eta: 14:25:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 0.5304, loss: 0.5304 +2023-12-24 00:17:06,261 - pyskl - INFO - Epoch [61][2500/2506] lr: 1.611e-02, eta: 14:24:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9831, loss_cls: 0.6219, loss: 0.6219 +2023-12-24 00:17:08,083 - pyskl - INFO - Saving checkpoint at 61 epochs +2023-12-24 00:18:26,631 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 00:18:26,721 - pyskl - INFO - +top1_acc 0.8324 +top5_acc 0.9763 +2023-12-24 00:18:26,728 - pyskl - INFO - Epoch(val) [61][1031] top1_acc: 0.8324, top5_acc: 0.9763 +2023-12-24 00:19:08,480 - pyskl - INFO - Epoch [62][100/2506] lr: 1.610e-02, eta: 14:24:49, time: 0.417, data_time: 0.193, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 0.4985, loss: 0.4985 +2023-12-24 00:19:31,000 - pyskl - INFO - Epoch [62][200/2506] lr: 1.609e-02, eta: 14:24:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 0.5208, loss: 0.5208 +2023-12-24 00:19:53,510 - pyskl - INFO - Epoch [62][300/2506] lr: 1.608e-02, eta: 14:24:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9881, loss_cls: 0.5226, loss: 0.5226 +2023-12-24 00:20:16,011 - pyskl - INFO - Epoch [62][400/2506] lr: 1.607e-02, eta: 14:23:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 0.5305, loss: 0.5305 +2023-12-24 00:20:38,726 - pyskl - INFO - Epoch [62][500/2506] lr: 1.606e-02, eta: 14:23:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 0.4854, loss: 0.4854 +2023-12-24 00:21:01,293 - pyskl - INFO - Epoch [62][600/2506] lr: 1.605e-02, eta: 14:22:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 0.4781, loss: 0.4781 +2023-12-24 00:21:23,837 - pyskl - INFO - Epoch [62][700/2506] lr: 1.604e-02, eta: 14:22:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 0.5226, loss: 0.5226 +2023-12-24 00:21:46,348 - pyskl - INFO - Epoch [62][800/2506] lr: 1.603e-02, eta: 14:21:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 0.5371, loss: 0.5371 +2023-12-24 00:22:08,909 - pyskl - INFO - Epoch [62][900/2506] lr: 1.602e-02, eta: 14:21:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 0.5995, loss: 0.5995 +2023-12-24 00:22:31,537 - pyskl - INFO - Epoch [62][1000/2506] lr: 1.601e-02, eta: 14:21:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 0.5406, loss: 0.5406 +2023-12-24 00:22:54,211 - pyskl - INFO - Epoch [62][1100/2506] lr: 1.600e-02, eta: 14:20:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9862, loss_cls: 0.5593, loss: 0.5593 +2023-12-24 00:23:16,895 - pyskl - INFO - Epoch [62][1200/2506] lr: 1.599e-02, eta: 14:20:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 0.5583, loss: 0.5583 +2023-12-24 00:23:39,516 - pyskl - INFO - Epoch [62][1300/2506] lr: 1.598e-02, eta: 14:19:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 0.5702, loss: 0.5702 +2023-12-24 00:24:02,037 - pyskl - INFO - Epoch [62][1400/2506] lr: 1.597e-02, eta: 14:19:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 0.5337, loss: 0.5337 +2023-12-24 00:24:24,592 - pyskl - INFO - Epoch [62][1500/2506] lr: 1.596e-02, eta: 14:19:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 0.4866, loss: 0.4866 +2023-12-24 00:24:47,177 - pyskl - INFO - Epoch [62][1600/2506] lr: 1.595e-02, eta: 14:18:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 0.6064, loss: 0.6064 +2023-12-24 00:25:09,713 - pyskl - INFO - Epoch [62][1700/2506] lr: 1.594e-02, eta: 14:18:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 0.5384, loss: 0.5384 +2023-12-24 00:25:32,281 - pyskl - INFO - Epoch [62][1800/2506] lr: 1.593e-02, eta: 14:17:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 0.5530, loss: 0.5530 +2023-12-24 00:25:54,803 - pyskl - INFO - Epoch [62][1900/2506] lr: 1.592e-02, eta: 14:17:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 0.5478, loss: 0.5478 +2023-12-24 00:26:17,425 - pyskl - INFO - Epoch [62][2000/2506] lr: 1.591e-02, eta: 14:17:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9831, loss_cls: 0.5944, loss: 0.5944 +2023-12-24 00:26:40,048 - pyskl - INFO - Epoch [62][2100/2506] lr: 1.590e-02, eta: 14:16:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 0.5294, loss: 0.5294 +2023-12-24 00:27:02,719 - pyskl - INFO - Epoch [62][2200/2506] lr: 1.589e-02, eta: 14:16:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 0.5519, loss: 0.5519 +2023-12-24 00:27:25,250 - pyskl - INFO - Epoch [62][2300/2506] lr: 1.588e-02, eta: 14:15:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 0.5179, loss: 0.5179 +2023-12-24 00:27:47,895 - pyskl - INFO - Epoch [62][2400/2506] lr: 1.587e-02, eta: 14:15:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9888, loss_cls: 0.5281, loss: 0.5281 +2023-12-24 00:28:10,552 - pyskl - INFO - Epoch [62][2500/2506] lr: 1.586e-02, eta: 14:15:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 0.4355, loss: 0.4355 +2023-12-24 00:28:12,420 - pyskl - INFO - Saving checkpoint at 62 epochs +2023-12-24 00:29:30,844 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 00:29:30,916 - pyskl - INFO - +top1_acc 0.7967 +top5_acc 0.9673 +2023-12-24 00:29:30,921 - pyskl - INFO - Epoch(val) [62][1031] top1_acc: 0.7967, top5_acc: 0.9673 +2023-12-24 00:30:12,880 - pyskl - INFO - Epoch [63][100/2506] lr: 1.585e-02, eta: 14:15:07, time: 0.420, data_time: 0.193, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9906, loss_cls: 0.4804, loss: 0.4804 +2023-12-24 00:30:35,383 - pyskl - INFO - Epoch [63][200/2506] lr: 1.584e-02, eta: 14:14:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 0.5265, loss: 0.5265 +2023-12-24 00:30:58,035 - pyskl - INFO - Epoch [63][300/2506] lr: 1.583e-02, eta: 14:14:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9912, loss_cls: 0.4593, loss: 0.4593 +2023-12-24 00:31:20,631 - pyskl - INFO - Epoch [63][400/2506] lr: 1.582e-02, eta: 14:13:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 0.5290, loss: 0.5290 +2023-12-24 00:31:43,201 - pyskl - INFO - Epoch [63][500/2506] lr: 1.581e-02, eta: 14:13:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 0.5115, loss: 0.5115 +2023-12-24 00:32:05,862 - pyskl - INFO - Epoch [63][600/2506] lr: 1.580e-02, eta: 14:13:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 0.5347, loss: 0.5347 +2023-12-24 00:32:28,381 - pyskl - INFO - Epoch [63][700/2506] lr: 1.579e-02, eta: 14:12:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9900, loss_cls: 0.5326, loss: 0.5326 +2023-12-24 00:32:50,982 - pyskl - INFO - Epoch [63][800/2506] lr: 1.578e-02, eta: 14:12:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9819, loss_cls: 0.5085, loss: 0.5085 +2023-12-24 00:33:13,522 - pyskl - INFO - Epoch [63][900/2506] lr: 1.577e-02, eta: 14:11:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 0.5189, loss: 0.5189 +2023-12-24 00:33:36,091 - pyskl - INFO - Epoch [63][1000/2506] lr: 1.576e-02, eta: 14:11:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 0.5469, loss: 0.5469 +2023-12-24 00:33:58,628 - pyskl - INFO - Epoch [63][1100/2506] lr: 1.575e-02, eta: 14:11:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9819, loss_cls: 0.5290, loss: 0.5290 +2023-12-24 00:34:21,150 - pyskl - INFO - Epoch [63][1200/2506] lr: 1.574e-02, eta: 14:10:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 0.5750, loss: 0.5750 +2023-12-24 00:34:43,702 - pyskl - INFO - Epoch [63][1300/2506] lr: 1.573e-02, eta: 14:10:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 0.5447, loss: 0.5447 +2023-12-24 00:35:06,276 - pyskl - INFO - Epoch [63][1400/2506] lr: 1.572e-02, eta: 14:09:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 0.5619, loss: 0.5619 +2023-12-24 00:35:28,866 - pyskl - INFO - Epoch [63][1500/2506] lr: 1.571e-02, eta: 14:09:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9788, loss_cls: 0.5001, loss: 0.5001 +2023-12-24 00:35:51,411 - pyskl - INFO - Epoch [63][1600/2506] lr: 1.570e-02, eta: 14:09:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9856, loss_cls: 0.5508, loss: 0.5508 +2023-12-24 00:36:13,905 - pyskl - INFO - Epoch [63][1700/2506] lr: 1.569e-02, eta: 14:08:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 0.5848, loss: 0.5848 +2023-12-24 00:36:36,447 - pyskl - INFO - Epoch [63][1800/2506] lr: 1.568e-02, eta: 14:08:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 0.5362, loss: 0.5362 +2023-12-24 00:36:59,083 - pyskl - INFO - Epoch [63][1900/2506] lr: 1.567e-02, eta: 14:07:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 0.5110, loss: 0.5110 +2023-12-24 00:37:21,627 - pyskl - INFO - Epoch [63][2000/2506] lr: 1.566e-02, eta: 14:07:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 0.5123, loss: 0.5123 +2023-12-24 00:37:44,161 - pyskl - INFO - Epoch [63][2100/2506] lr: 1.565e-02, eta: 14:07:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 0.5910, loss: 0.5910 +2023-12-24 00:38:06,756 - pyskl - INFO - Epoch [63][2200/2506] lr: 1.564e-02, eta: 14:06:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9862, loss_cls: 0.5659, loss: 0.5659 +2023-12-24 00:38:29,283 - pyskl - INFO - Epoch [63][2300/2506] lr: 1.563e-02, eta: 14:06:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9888, loss_cls: 0.5185, loss: 0.5185 +2023-12-24 00:38:51,982 - pyskl - INFO - Epoch [63][2400/2506] lr: 1.562e-02, eta: 14:05:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9862, loss_cls: 0.5562, loss: 0.5562 +2023-12-24 00:39:14,651 - pyskl - INFO - Epoch [63][2500/2506] lr: 1.561e-02, eta: 14:05:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 0.5603, loss: 0.5603 +2023-12-24 00:39:16,514 - pyskl - INFO - Saving checkpoint at 63 epochs +2023-12-24 00:40:35,307 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 00:40:35,377 - pyskl - INFO - +top1_acc 0.7986 +top5_acc 0.9683 +2023-12-24 00:40:35,380 - pyskl - INFO - Epoch(val) [63][1031] top1_acc: 0.7986, top5_acc: 0.9683 +2023-12-24 00:41:17,098 - pyskl - INFO - Epoch [64][100/2506] lr: 1.560e-02, eta: 14:05:24, time: 0.417, data_time: 0.192, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 0.4633, loss: 0.4633 +2023-12-24 00:41:39,572 - pyskl - INFO - Epoch [64][200/2506] lr: 1.559e-02, eta: 14:04:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 0.5140, loss: 0.5140 +2023-12-24 00:42:02,183 - pyskl - INFO - Epoch [64][300/2506] lr: 1.558e-02, eta: 14:04:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 0.5263, loss: 0.5263 +2023-12-24 00:42:24,812 - pyskl - INFO - Epoch [64][400/2506] lr: 1.557e-02, eta: 14:04:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 0.5183, loss: 0.5183 +2023-12-24 00:42:47,322 - pyskl - INFO - Epoch [64][500/2506] lr: 1.556e-02, eta: 14:03:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 0.5780, loss: 0.5780 +2023-12-24 00:43:09,761 - pyskl - INFO - Epoch [64][600/2506] lr: 1.555e-02, eta: 14:03:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 0.5206, loss: 0.5206 +2023-12-24 00:43:32,378 - pyskl - INFO - Epoch [64][700/2506] lr: 1.554e-02, eta: 14:02:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 0.5600, loss: 0.5600 +2023-12-24 00:43:54,917 - pyskl - INFO - Epoch [64][800/2506] lr: 1.553e-02, eta: 14:02:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 0.5070, loss: 0.5070 +2023-12-24 00:44:17,564 - pyskl - INFO - Epoch [64][900/2506] lr: 1.552e-02, eta: 14:02:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 0.5033, loss: 0.5033 +2023-12-24 00:44:40,149 - pyskl - INFO - Epoch [64][1000/2506] lr: 1.551e-02, eta: 14:01:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 0.5231, loss: 0.5231 +2023-12-24 00:45:02,610 - pyskl - INFO - Epoch [64][1100/2506] lr: 1.550e-02, eta: 14:01:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 0.5302, loss: 0.5302 +2023-12-24 00:45:25,098 - pyskl - INFO - Epoch [64][1200/2506] lr: 1.549e-02, eta: 14:00:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9812, loss_cls: 0.4800, loss: 0.4800 +2023-12-24 00:45:47,802 - pyskl - INFO - Epoch [64][1300/2506] lr: 1.548e-02, eta: 14:00:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 0.5710, loss: 0.5710 +2023-12-24 00:46:10,344 - pyskl - INFO - Epoch [64][1400/2506] lr: 1.547e-02, eta: 14:00:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 0.5842, loss: 0.5842 +2023-12-24 00:46:32,941 - pyskl - INFO - Epoch [64][1500/2506] lr: 1.546e-02, eta: 13:59:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 0.5465, loss: 0.5465 +2023-12-24 00:46:55,566 - pyskl - INFO - Epoch [64][1600/2506] lr: 1.545e-02, eta: 13:59:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9925, loss_cls: 0.4998, loss: 0.4998 +2023-12-24 00:47:18,168 - pyskl - INFO - Epoch [64][1700/2506] lr: 1.544e-02, eta: 13:58:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 0.5248, loss: 0.5248 +2023-12-24 00:47:40,700 - pyskl - INFO - Epoch [64][1800/2506] lr: 1.543e-02, eta: 13:58:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 0.5282, loss: 0.5282 +2023-12-24 00:48:03,233 - pyskl - INFO - Epoch [64][1900/2506] lr: 1.542e-02, eta: 13:58:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9906, loss_cls: 0.4908, loss: 0.4908 +2023-12-24 00:48:25,839 - pyskl - INFO - Epoch [64][2000/2506] lr: 1.541e-02, eta: 13:57:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 0.5668, loss: 0.5668 +2023-12-24 00:48:48,275 - pyskl - INFO - Epoch [64][2100/2506] lr: 1.540e-02, eta: 13:57:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 0.5310, loss: 0.5310 +2023-12-24 00:49:10,816 - pyskl - INFO - Epoch [64][2200/2506] lr: 1.539e-02, eta: 13:56:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 0.4692, loss: 0.4692 +2023-12-24 00:49:33,469 - pyskl - INFO - Epoch [64][2300/2506] lr: 1.538e-02, eta: 13:56:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 0.5121, loss: 0.5121 +2023-12-24 00:49:55,949 - pyskl - INFO - Epoch [64][2400/2506] lr: 1.537e-02, eta: 13:56:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 0.6122, loss: 0.6122 +2023-12-24 00:50:18,467 - pyskl - INFO - Epoch [64][2500/2506] lr: 1.536e-02, eta: 13:55:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 0.5644, loss: 0.5644 +2023-12-24 00:50:20,405 - pyskl - INFO - Saving checkpoint at 64 epochs +2023-12-24 00:51:39,424 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 00:51:39,500 - pyskl - INFO - +top1_acc 0.8314 +top5_acc 0.9720 +2023-12-24 00:51:39,505 - pyskl - INFO - Epoch(val) [64][1031] top1_acc: 0.8314, top5_acc: 0.9720 +2023-12-24 00:52:21,241 - pyskl - INFO - Epoch [65][100/2506] lr: 1.534e-02, eta: 13:55:40, time: 0.417, data_time: 0.192, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 0.4894, loss: 0.4894 +2023-12-24 00:52:43,715 - pyskl - INFO - Epoch [65][200/2506] lr: 1.533e-02, eta: 13:55:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 0.4727, loss: 0.4727 +2023-12-24 00:53:06,205 - pyskl - INFO - Epoch [65][300/2506] lr: 1.532e-02, eta: 13:54:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 0.4708, loss: 0.4708 +2023-12-24 00:53:28,741 - pyskl - INFO - Epoch [65][400/2506] lr: 1.531e-02, eta: 13:54:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 0.5338, loss: 0.5338 +2023-12-24 00:53:51,265 - pyskl - INFO - Epoch [65][500/2506] lr: 1.530e-02, eta: 13:54:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 0.4955, loss: 0.4955 +2023-12-24 00:54:13,957 - pyskl - INFO - Epoch [65][600/2506] lr: 1.529e-02, eta: 13:53:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 0.5632, loss: 0.5632 +2023-12-24 00:54:36,440 - pyskl - INFO - Epoch [65][700/2506] lr: 1.528e-02, eta: 13:53:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9906, loss_cls: 0.4798, loss: 0.4798 +2023-12-24 00:54:59,005 - pyskl - INFO - Epoch [65][800/2506] lr: 1.527e-02, eta: 13:52:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 0.5171, loss: 0.5171 +2023-12-24 00:55:21,465 - pyskl - INFO - Epoch [65][900/2506] lr: 1.526e-02, eta: 13:52:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 0.5498, loss: 0.5498 +2023-12-24 00:55:44,041 - pyskl - INFO - Epoch [65][1000/2506] lr: 1.525e-02, eta: 13:52:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 0.5005, loss: 0.5005 +2023-12-24 00:56:06,608 - pyskl - INFO - Epoch [65][1100/2506] lr: 1.524e-02, eta: 13:51:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 0.5081, loss: 0.5081 +2023-12-24 00:56:29,103 - pyskl - INFO - Epoch [65][1200/2506] lr: 1.523e-02, eta: 13:51:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 0.5720, loss: 0.5720 +2023-12-24 00:56:51,718 - pyskl - INFO - Epoch [65][1300/2506] lr: 1.522e-02, eta: 13:50:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 0.5589, loss: 0.5589 +2023-12-24 00:57:14,170 - pyskl - INFO - Epoch [65][1400/2506] lr: 1.521e-02, eta: 13:50:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 0.5210, loss: 0.5210 +2023-12-24 00:57:36,683 - pyskl - INFO - Epoch [65][1500/2506] lr: 1.520e-02, eta: 13:50:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 0.5623, loss: 0.5623 +2023-12-24 00:57:59,128 - pyskl - INFO - Epoch [65][1600/2506] lr: 1.519e-02, eta: 13:49:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 0.5759, loss: 0.5759 +2023-12-24 00:58:21,702 - pyskl - INFO - Epoch [65][1700/2506] lr: 1.518e-02, eta: 13:49:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 0.5733, loss: 0.5733 +2023-12-24 00:58:44,245 - pyskl - INFO - Epoch [65][1800/2506] lr: 1.517e-02, eta: 13:48:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 0.5576, loss: 0.5576 +2023-12-24 00:59:06,762 - pyskl - INFO - Epoch [65][1900/2506] lr: 1.516e-02, eta: 13:48:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 0.5702, loss: 0.5702 +2023-12-24 00:59:29,345 - pyskl - INFO - Epoch [65][2000/2506] lr: 1.515e-02, eta: 13:47:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 0.5502, loss: 0.5502 +2023-12-24 00:59:51,972 - pyskl - INFO - Epoch [65][2100/2506] lr: 1.514e-02, eta: 13:47:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 0.5199, loss: 0.5199 +2023-12-24 01:00:14,452 - pyskl - INFO - Epoch [65][2200/2506] lr: 1.513e-02, eta: 13:47:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 0.5620, loss: 0.5620 +2023-12-24 01:00:36,887 - pyskl - INFO - Epoch [65][2300/2506] lr: 1.512e-02, eta: 13:46:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 0.5272, loss: 0.5272 +2023-12-24 01:00:59,365 - pyskl - INFO - Epoch [65][2400/2506] lr: 1.511e-02, eta: 13:46:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 0.4905, loss: 0.4905 +2023-12-24 01:01:21,996 - pyskl - INFO - Epoch [65][2500/2506] lr: 1.510e-02, eta: 13:45:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 0.5206, loss: 0.5206 +2023-12-24 01:01:23,928 - pyskl - INFO - Saving checkpoint at 65 epochs +2023-12-24 01:02:42,137 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 01:02:42,207 - pyskl - INFO - +top1_acc 0.8271 +top5_acc 0.9750 +2023-12-24 01:02:42,210 - pyskl - INFO - Epoch(val) [65][1031] top1_acc: 0.8271, top5_acc: 0.9750 +2023-12-24 01:03:24,110 - pyskl - INFO - Epoch [66][100/2506] lr: 1.509e-02, eta: 13:45:56, time: 0.419, data_time: 0.193, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9812, loss_cls: 0.4987, loss: 0.4987 +2023-12-24 01:03:46,608 - pyskl - INFO - Epoch [66][200/2506] lr: 1.508e-02, eta: 13:45:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 0.5020, loss: 0.5020 +2023-12-24 01:04:09,037 - pyskl - INFO - Epoch [66][300/2506] lr: 1.507e-02, eta: 13:45:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 0.5255, loss: 0.5255 +2023-12-24 01:04:31,646 - pyskl - INFO - Epoch [66][400/2506] lr: 1.506e-02, eta: 13:44:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9781, loss_cls: 0.5385, loss: 0.5385 +2023-12-24 01:04:54,270 - pyskl - INFO - Epoch [66][500/2506] lr: 1.505e-02, eta: 13:44:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 0.4985, loss: 0.4985 +2023-12-24 01:05:16,999 - pyskl - INFO - Epoch [66][600/2506] lr: 1.504e-02, eta: 13:43:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 0.5434, loss: 0.5434 +2023-12-24 01:05:39,602 - pyskl - INFO - Epoch [66][700/2506] lr: 1.503e-02, eta: 13:43:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 0.4982, loss: 0.4982 +2023-12-24 01:06:02,130 - pyskl - INFO - Epoch [66][800/2506] lr: 1.502e-02, eta: 13:43:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9788, loss_cls: 0.5409, loss: 0.5409 +2023-12-24 01:06:24,707 - pyskl - INFO - Epoch [66][900/2506] lr: 1.501e-02, eta: 13:42:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 0.4738, loss: 0.4738 +2023-12-24 01:06:47,353 - pyskl - INFO - Epoch [66][1000/2506] lr: 1.500e-02, eta: 13:42:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 0.4831, loss: 0.4831 +2023-12-24 01:07:09,901 - pyskl - INFO - Epoch [66][1100/2506] lr: 1.499e-02, eta: 13:41:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 0.4924, loss: 0.4924 +2023-12-24 01:07:32,439 - pyskl - INFO - Epoch [66][1200/2506] lr: 1.498e-02, eta: 13:41:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 0.6071, loss: 0.6071 +2023-12-24 01:07:55,109 - pyskl - INFO - Epoch [66][1300/2506] lr: 1.497e-02, eta: 13:41:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 0.5692, loss: 0.5692 +2023-12-24 01:08:17,581 - pyskl - INFO - Epoch [66][1400/2506] lr: 1.496e-02, eta: 13:40:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9875, loss_cls: 0.5118, loss: 0.5118 +2023-12-24 01:08:40,143 - pyskl - INFO - Epoch [66][1500/2506] lr: 1.495e-02, eta: 13:40:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 0.5475, loss: 0.5475 +2023-12-24 01:09:02,737 - pyskl - INFO - Epoch [66][1600/2506] lr: 1.494e-02, eta: 13:39:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 0.4700, loss: 0.4700 +2023-12-24 01:09:25,236 - pyskl - INFO - Epoch [66][1700/2506] lr: 1.493e-02, eta: 13:39:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 0.5303, loss: 0.5303 +2023-12-24 01:09:47,897 - pyskl - INFO - Epoch [66][1800/2506] lr: 1.491e-02, eta: 13:39:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 0.5594, loss: 0.5594 +2023-12-24 01:10:10,641 - pyskl - INFO - Epoch [66][1900/2506] lr: 1.490e-02, eta: 13:38:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 0.5636, loss: 0.5636 +2023-12-24 01:10:33,332 - pyskl - INFO - Epoch [66][2000/2506] lr: 1.489e-02, eta: 13:38:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9781, loss_cls: 0.5428, loss: 0.5428 +2023-12-24 01:10:55,913 - pyskl - INFO - Epoch [66][2100/2506] lr: 1.488e-02, eta: 13:37:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 0.4832, loss: 0.4832 +2023-12-24 01:11:18,604 - pyskl - INFO - Epoch [66][2200/2506] lr: 1.487e-02, eta: 13:37:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 0.5462, loss: 0.5462 +2023-12-24 01:11:41,115 - pyskl - INFO - Epoch [66][2300/2506] lr: 1.486e-02, eta: 13:37:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 0.5368, loss: 0.5368 +2023-12-24 01:12:03,629 - pyskl - INFO - Epoch [66][2400/2506] lr: 1.485e-02, eta: 13:36:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 0.5367, loss: 0.5367 +2023-12-24 01:12:26,237 - pyskl - INFO - Epoch [66][2500/2506] lr: 1.484e-02, eta: 13:36:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 0.5058, loss: 0.5058 +2023-12-24 01:12:28,073 - pyskl - INFO - Saving checkpoint at 66 epochs +2023-12-24 01:13:47,252 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 01:13:47,326 - pyskl - INFO - +top1_acc 0.8419 +top5_acc 0.9790 +2023-12-24 01:13:47,330 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_2/best_top1_acc_epoch_52.pth was removed +2023-12-24 01:13:47,461 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_66.pth. +2023-12-24 01:13:47,462 - pyskl - INFO - Best top1_acc is 0.8419 at 66 epoch. +2023-12-24 01:13:47,465 - pyskl - INFO - Epoch(val) [66][1031] top1_acc: 0.8419, top5_acc: 0.9790 +2023-12-24 01:14:29,226 - pyskl - INFO - Epoch [67][100/2506] lr: 1.483e-02, eta: 13:36:13, time: 0.418, data_time: 0.192, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 0.4455, loss: 0.4455 +2023-12-24 01:14:51,742 - pyskl - INFO - Epoch [67][200/2506] lr: 1.482e-02, eta: 13:35:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 0.4769, loss: 0.4769 +2023-12-24 01:15:14,302 - pyskl - INFO - Epoch [67][300/2506] lr: 1.481e-02, eta: 13:35:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 0.4156, loss: 0.4156 +2023-12-24 01:15:36,733 - pyskl - INFO - Epoch [67][400/2506] lr: 1.480e-02, eta: 13:35:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 0.4855, loss: 0.4855 +2023-12-24 01:15:59,383 - pyskl - INFO - Epoch [67][500/2506] lr: 1.479e-02, eta: 13:34:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9794, loss_cls: 0.5251, loss: 0.5251 +2023-12-24 01:16:22,063 - pyskl - INFO - Epoch [67][600/2506] lr: 1.478e-02, eta: 13:34:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 0.5221, loss: 0.5221 +2023-12-24 01:16:44,690 - pyskl - INFO - Epoch [67][700/2506] lr: 1.477e-02, eta: 13:33:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9875, loss_cls: 0.5351, loss: 0.5351 +2023-12-24 01:17:07,190 - pyskl - INFO - Epoch [67][800/2506] lr: 1.476e-02, eta: 13:33:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 0.4703, loss: 0.4703 +2023-12-24 01:17:29,625 - pyskl - INFO - Epoch [67][900/2506] lr: 1.475e-02, eta: 13:33:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 0.5338, loss: 0.5338 +2023-12-24 01:17:52,227 - pyskl - INFO - Epoch [67][1000/2506] lr: 1.474e-02, eta: 13:32:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 0.5220, loss: 0.5220 +2023-12-24 01:18:14,707 - pyskl - INFO - Epoch [67][1100/2506] lr: 1.473e-02, eta: 13:32:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9894, loss_cls: 0.4632, loss: 0.4632 +2023-12-24 01:18:37,266 - pyskl - INFO - Epoch [67][1200/2506] lr: 1.472e-02, eta: 13:31:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 0.5019, loss: 0.5019 +2023-12-24 01:18:59,850 - pyskl - INFO - Epoch [67][1300/2506] lr: 1.471e-02, eta: 13:31:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 0.5441, loss: 0.5441 +2023-12-24 01:19:22,397 - pyskl - INFO - Epoch [67][1400/2506] lr: 1.470e-02, eta: 13:30:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9762, loss_cls: 0.5557, loss: 0.5557 +2023-12-24 01:19:44,970 - pyskl - INFO - Epoch [67][1500/2506] lr: 1.469e-02, eta: 13:30:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 0.5528, loss: 0.5528 +2023-12-24 01:20:07,519 - pyskl - INFO - Epoch [67][1600/2506] lr: 1.468e-02, eta: 13:30:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 0.5843, loss: 0.5843 +2023-12-24 01:20:30,128 - pyskl - INFO - Epoch [67][1700/2506] lr: 1.467e-02, eta: 13:29:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 0.5306, loss: 0.5306 +2023-12-24 01:20:52,652 - pyskl - INFO - Epoch [67][1800/2506] lr: 1.466e-02, eta: 13:29:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 0.4829, loss: 0.4829 +2023-12-24 01:21:15,257 - pyskl - INFO - Epoch [67][1900/2506] lr: 1.465e-02, eta: 13:28:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 0.4757, loss: 0.4757 +2023-12-24 01:21:37,857 - pyskl - INFO - Epoch [67][2000/2506] lr: 1.464e-02, eta: 13:28:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 0.5289, loss: 0.5289 +2023-12-24 01:22:00,393 - pyskl - INFO - Epoch [67][2100/2506] lr: 1.463e-02, eta: 13:28:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9888, loss_cls: 0.5267, loss: 0.5267 +2023-12-24 01:22:23,094 - pyskl - INFO - Epoch [67][2200/2506] lr: 1.462e-02, eta: 13:27:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9881, loss_cls: 0.5114, loss: 0.5114 +2023-12-24 01:22:45,631 - pyskl - INFO - Epoch [67][2300/2506] lr: 1.461e-02, eta: 13:27:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 0.4934, loss: 0.4934 +2023-12-24 01:23:08,195 - pyskl - INFO - Epoch [67][2400/2506] lr: 1.460e-02, eta: 13:26:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 0.5407, loss: 0.5407 +2023-12-24 01:23:30,720 - pyskl - INFO - Epoch [67][2500/2506] lr: 1.459e-02, eta: 13:26:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 0.5270, loss: 0.5270 +2023-12-24 01:23:32,594 - pyskl - INFO - Saving checkpoint at 67 epochs +2023-12-24 01:24:51,962 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 01:24:52,043 - pyskl - INFO - +top1_acc 0.8020 +top5_acc 0.9740 +2023-12-24 01:24:52,047 - pyskl - INFO - Epoch(val) [67][1031] top1_acc: 0.8020, top5_acc: 0.9740 +2023-12-24 01:25:34,443 - pyskl - INFO - Epoch [68][100/2506] lr: 1.457e-02, eta: 13:26:31, time: 0.424, data_time: 0.199, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9875, loss_cls: 0.4749, loss: 0.4749 +2023-12-24 01:25:56,958 - pyskl - INFO - Epoch [68][200/2506] lr: 1.456e-02, eta: 13:26:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 0.4738, loss: 0.4738 +2023-12-24 01:26:19,462 - pyskl - INFO - Epoch [68][300/2506] lr: 1.455e-02, eta: 13:25:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 0.4905, loss: 0.4905 +2023-12-24 01:26:41,983 - pyskl - INFO - Epoch [68][400/2506] lr: 1.454e-02, eta: 13:25:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 0.4766, loss: 0.4766 +2023-12-24 01:27:04,656 - pyskl - INFO - Epoch [68][500/2506] lr: 1.453e-02, eta: 13:24:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 0.4680, loss: 0.4680 +2023-12-24 01:27:27,252 - pyskl - INFO - Epoch [68][600/2506] lr: 1.452e-02, eta: 13:24:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 0.4822, loss: 0.4822 +2023-12-24 01:27:49,802 - pyskl - INFO - Epoch [68][700/2506] lr: 1.451e-02, eta: 13:24:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 0.5002, loss: 0.5002 +2023-12-24 01:28:12,450 - pyskl - INFO - Epoch [68][800/2506] lr: 1.450e-02, eta: 13:23:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 0.4960, loss: 0.4960 +2023-12-24 01:28:34,928 - pyskl - INFO - Epoch [68][900/2506] lr: 1.449e-02, eta: 13:23:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 0.4816, loss: 0.4816 +2023-12-24 01:28:57,395 - pyskl - INFO - Epoch [68][1000/2506] lr: 1.448e-02, eta: 13:22:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 0.5543, loss: 0.5543 +2023-12-24 01:29:19,953 - pyskl - INFO - Epoch [68][1100/2506] lr: 1.447e-02, eta: 13:22:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 0.4563, loss: 0.4563 +2023-12-24 01:29:42,387 - pyskl - INFO - Epoch [68][1200/2506] lr: 1.446e-02, eta: 13:22:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 0.4693, loss: 0.4693 +2023-12-24 01:30:04,855 - pyskl - INFO - Epoch [68][1300/2506] lr: 1.445e-02, eta: 13:21:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9862, loss_cls: 0.5491, loss: 0.5491 +2023-12-24 01:30:27,382 - pyskl - INFO - Epoch [68][1400/2506] lr: 1.444e-02, eta: 13:21:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 0.5562, loss: 0.5562 +2023-12-24 01:30:50,004 - pyskl - INFO - Epoch [68][1500/2506] lr: 1.443e-02, eta: 13:20:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 0.5009, loss: 0.5009 +2023-12-24 01:31:12,559 - pyskl - INFO - Epoch [68][1600/2506] lr: 1.442e-02, eta: 13:20:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9869, loss_cls: 0.5418, loss: 0.5418 +2023-12-24 01:31:35,114 - pyskl - INFO - Epoch [68][1700/2506] lr: 1.441e-02, eta: 13:20:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 0.5225, loss: 0.5225 +2023-12-24 01:31:57,689 - pyskl - INFO - Epoch [68][1800/2506] lr: 1.440e-02, eta: 13:19:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 0.5468, loss: 0.5468 +2023-12-24 01:32:20,430 - pyskl - INFO - Epoch [68][1900/2506] lr: 1.439e-02, eta: 13:19:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 0.4819, loss: 0.4819 +2023-12-24 01:32:43,013 - pyskl - INFO - Epoch [68][2000/2506] lr: 1.438e-02, eta: 13:18:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 0.5638, loss: 0.5638 +2023-12-24 01:33:05,615 - pyskl - INFO - Epoch [68][2100/2506] lr: 1.437e-02, eta: 13:18:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 0.5290, loss: 0.5290 +2023-12-24 01:33:28,300 - pyskl - INFO - Epoch [68][2200/2506] lr: 1.436e-02, eta: 13:18:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 0.5185, loss: 0.5185 +2023-12-24 01:33:50,924 - pyskl - INFO - Epoch [68][2300/2506] lr: 1.435e-02, eta: 13:17:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9794, loss_cls: 0.5080, loss: 0.5080 +2023-12-24 01:34:13,445 - pyskl - INFO - Epoch [68][2400/2506] lr: 1.434e-02, eta: 13:17:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 0.5603, loss: 0.5603 +2023-12-24 01:34:35,961 - pyskl - INFO - Epoch [68][2500/2506] lr: 1.433e-02, eta: 13:16:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 0.5197, loss: 0.5197 +2023-12-24 01:34:37,847 - pyskl - INFO - Saving checkpoint at 68 epochs +2023-12-24 01:35:56,962 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 01:35:57,036 - pyskl - INFO - +top1_acc 0.8202 +top5_acc 0.9752 +2023-12-24 01:35:57,040 - pyskl - INFO - Epoch(val) [68][1031] top1_acc: 0.8202, top5_acc: 0.9752 +2023-12-24 01:36:39,278 - pyskl - INFO - Epoch [69][100/2506] lr: 1.432e-02, eta: 13:16:48, time: 0.422, data_time: 0.197, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 0.5354, loss: 0.5354 +2023-12-24 01:37:01,807 - pyskl - INFO - Epoch [69][200/2506] lr: 1.431e-02, eta: 13:16:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 0.4975, loss: 0.4975 +2023-12-24 01:37:24,359 - pyskl - INFO - Epoch [69][300/2506] lr: 1.430e-02, eta: 13:16:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 0.4748, loss: 0.4748 +2023-12-24 01:37:46,762 - pyskl - INFO - Epoch [69][400/2506] lr: 1.428e-02, eta: 13:15:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9938, loss_cls: 0.4762, loss: 0.4762 +2023-12-24 01:38:09,303 - pyskl - INFO - Epoch [69][500/2506] lr: 1.427e-02, eta: 13:15:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 0.4360, loss: 0.4360 +2023-12-24 01:38:31,749 - pyskl - INFO - Epoch [69][600/2506] lr: 1.426e-02, eta: 13:14:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 0.5029, loss: 0.5029 +2023-12-24 01:38:54,329 - pyskl - INFO - Epoch [69][700/2506] lr: 1.425e-02, eta: 13:14:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 0.4627, loss: 0.4627 +2023-12-24 01:39:16,855 - pyskl - INFO - Epoch [69][800/2506] lr: 1.424e-02, eta: 13:13:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 0.4617, loss: 0.4617 +2023-12-24 01:39:39,381 - pyskl - INFO - Epoch [69][900/2506] lr: 1.423e-02, eta: 13:13:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 0.4560, loss: 0.4560 +2023-12-24 01:40:01,866 - pyskl - INFO - Epoch [69][1000/2506] lr: 1.422e-02, eta: 13:13:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 0.4811, loss: 0.4811 +2023-12-24 01:40:24,458 - pyskl - INFO - Epoch [69][1100/2506] lr: 1.421e-02, eta: 13:12:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 0.4767, loss: 0.4767 +2023-12-24 01:40:46,952 - pyskl - INFO - Epoch [69][1200/2506] lr: 1.420e-02, eta: 13:12:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9781, loss_cls: 0.5150, loss: 0.5150 +2023-12-24 01:41:09,442 - pyskl - INFO - Epoch [69][1300/2506] lr: 1.419e-02, eta: 13:11:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9881, loss_cls: 0.5193, loss: 0.5193 +2023-12-24 01:41:31,939 - pyskl - INFO - Epoch [69][1400/2506] lr: 1.418e-02, eta: 13:11:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9900, loss_cls: 0.4984, loss: 0.4984 +2023-12-24 01:41:54,567 - pyskl - INFO - Epoch [69][1500/2506] lr: 1.417e-02, eta: 13:11:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 0.4914, loss: 0.4914 +2023-12-24 01:42:17,151 - pyskl - INFO - Epoch [69][1600/2506] lr: 1.416e-02, eta: 13:10:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 0.4871, loss: 0.4871 +2023-12-24 01:42:39,620 - pyskl - INFO - Epoch [69][1700/2506] lr: 1.415e-02, eta: 13:10:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 0.4746, loss: 0.4746 +2023-12-24 01:43:02,215 - pyskl - INFO - Epoch [69][1800/2506] lr: 1.414e-02, eta: 13:09:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 0.4904, loss: 0.4904 +2023-12-24 01:43:24,793 - pyskl - INFO - Epoch [69][1900/2506] lr: 1.413e-02, eta: 13:09:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 0.4869, loss: 0.4869 +2023-12-24 01:43:47,350 - pyskl - INFO - Epoch [69][2000/2506] lr: 1.412e-02, eta: 13:09:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 0.5305, loss: 0.5305 +2023-12-24 01:44:09,938 - pyskl - INFO - Epoch [69][2100/2506] lr: 1.411e-02, eta: 13:08:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 0.5039, loss: 0.5039 +2023-12-24 01:44:32,461 - pyskl - INFO - Epoch [69][2200/2506] lr: 1.410e-02, eta: 13:08:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9819, loss_cls: 0.4987, loss: 0.4987 +2023-12-24 01:44:54,999 - pyskl - INFO - Epoch [69][2300/2506] lr: 1.409e-02, eta: 13:07:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9888, loss_cls: 0.5222, loss: 0.5222 +2023-12-24 01:45:17,565 - pyskl - INFO - Epoch [69][2400/2506] lr: 1.408e-02, eta: 13:07:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 0.5520, loss: 0.5520 +2023-12-24 01:45:40,055 - pyskl - INFO - Epoch [69][2500/2506] lr: 1.407e-02, eta: 13:07:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9888, loss_cls: 0.5014, loss: 0.5014 +2023-12-24 01:45:41,975 - pyskl - INFO - Saving checkpoint at 69 epochs +2023-12-24 01:47:01,256 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 01:47:01,332 - pyskl - INFO - +top1_acc 0.8316 +top5_acc 0.9726 +2023-12-24 01:47:01,337 - pyskl - INFO - Epoch(val) [69][1031] top1_acc: 0.8316, top5_acc: 0.9726 +2023-12-24 01:47:43,531 - pyskl - INFO - Epoch [70][100/2506] lr: 1.406e-02, eta: 13:07:04, time: 0.422, data_time: 0.198, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9769, loss_cls: 0.5263, loss: 0.5263 +2023-12-24 01:48:06,172 - pyskl - INFO - Epoch [70][200/2506] lr: 1.405e-02, eta: 13:06:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 0.4218, loss: 0.4218 +2023-12-24 01:48:28,721 - pyskl - INFO - Epoch [70][300/2506] lr: 1.404e-02, eta: 13:06:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 0.4994, loss: 0.4994 +2023-12-24 01:48:51,240 - pyskl - INFO - Epoch [70][400/2506] lr: 1.403e-02, eta: 13:05:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 0.5129, loss: 0.5129 +2023-12-24 01:49:13,842 - pyskl - INFO - Epoch [70][500/2506] lr: 1.401e-02, eta: 13:05:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9900, loss_cls: 0.4955, loss: 0.4955 +2023-12-24 01:49:36,326 - pyskl - INFO - Epoch [70][600/2506] lr: 1.400e-02, eta: 13:05:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 0.4752, loss: 0.4752 +2023-12-24 01:49:58,908 - pyskl - INFO - Epoch [70][700/2506] lr: 1.399e-02, eta: 13:04:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 0.4962, loss: 0.4962 +2023-12-24 01:50:21,475 - pyskl - INFO - Epoch [70][800/2506] lr: 1.398e-02, eta: 13:04:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9825, loss_cls: 0.4753, loss: 0.4753 +2023-12-24 01:50:44,019 - pyskl - INFO - Epoch [70][900/2506] lr: 1.397e-02, eta: 13:03:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 0.5215, loss: 0.5215 +2023-12-24 01:51:06,474 - pyskl - INFO - Epoch [70][1000/2506] lr: 1.396e-02, eta: 13:03:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 0.5232, loss: 0.5232 +2023-12-24 01:51:28,906 - pyskl - INFO - Epoch [70][1100/2506] lr: 1.395e-02, eta: 13:03:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 0.4960, loss: 0.4960 +2023-12-24 01:51:51,416 - pyskl - INFO - Epoch [70][1200/2506] lr: 1.394e-02, eta: 13:02:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9831, loss_cls: 0.4582, loss: 0.4582 +2023-12-24 01:52:13,861 - pyskl - INFO - Epoch [70][1300/2506] lr: 1.393e-02, eta: 13:02:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9894, loss_cls: 0.4917, loss: 0.4917 +2023-12-24 01:52:36,511 - pyskl - INFO - Epoch [70][1400/2506] lr: 1.392e-02, eta: 13:01:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 0.4917, loss: 0.4917 +2023-12-24 01:52:59,215 - pyskl - INFO - Epoch [70][1500/2506] lr: 1.391e-02, eta: 13:01:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 0.4652, loss: 0.4652 +2023-12-24 01:53:21,758 - pyskl - INFO - Epoch [70][1600/2506] lr: 1.390e-02, eta: 13:01:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 0.4779, loss: 0.4779 +2023-12-24 01:53:44,185 - pyskl - INFO - Epoch [70][1700/2506] lr: 1.389e-02, eta: 13:00:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 0.5296, loss: 0.5296 +2023-12-24 01:54:06,703 - pyskl - INFO - Epoch [70][1800/2506] lr: 1.388e-02, eta: 13:00:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9831, loss_cls: 0.4934, loss: 0.4934 +2023-12-24 01:54:29,271 - pyskl - INFO - Epoch [70][1900/2506] lr: 1.387e-02, eta: 12:59:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 0.5299, loss: 0.5299 +2023-12-24 01:54:51,823 - pyskl - INFO - Epoch [70][2000/2506] lr: 1.386e-02, eta: 12:59:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 0.4642, loss: 0.4642 +2023-12-24 01:55:14,437 - pyskl - INFO - Epoch [70][2100/2506] lr: 1.385e-02, eta: 12:59:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9875, loss_cls: 0.5182, loss: 0.5182 +2023-12-24 01:55:37,030 - pyskl - INFO - Epoch [70][2200/2506] lr: 1.384e-02, eta: 12:58:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 0.5238, loss: 0.5238 +2023-12-24 01:55:59,558 - pyskl - INFO - Epoch [70][2300/2506] lr: 1.383e-02, eta: 12:58:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9894, loss_cls: 0.4981, loss: 0.4981 +2023-12-24 01:56:21,947 - pyskl - INFO - Epoch [70][2400/2506] lr: 1.382e-02, eta: 12:57:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9794, loss_cls: 0.5528, loss: 0.5528 +2023-12-24 01:56:44,446 - pyskl - INFO - Epoch [70][2500/2506] lr: 1.381e-02, eta: 12:57:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 0.4995, loss: 0.4995 +2023-12-24 01:56:46,301 - pyskl - INFO - Saving checkpoint at 70 epochs +2023-12-24 01:58:05,376 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 01:58:05,447 - pyskl - INFO - +top1_acc 0.8347 +top5_acc 0.9751 +2023-12-24 01:58:05,451 - pyskl - INFO - Epoch(val) [70][1031] top1_acc: 0.8347, top5_acc: 0.9751 +2023-12-24 01:58:48,137 - pyskl - INFO - Epoch [71][100/2506] lr: 1.380e-02, eta: 12:57:21, time: 0.427, data_time: 0.201, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 0.4680, loss: 0.4680 +2023-12-24 01:59:10,710 - pyskl - INFO - Epoch [71][200/2506] lr: 1.379e-02, eta: 12:56:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 0.4582, loss: 0.4582 +2023-12-24 01:59:33,196 - pyskl - INFO - Epoch [71][300/2506] lr: 1.378e-02, eta: 12:56:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 0.4198, loss: 0.4198 +2023-12-24 01:59:55,662 - pyskl - INFO - Epoch [71][400/2506] lr: 1.377e-02, eta: 12:56:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 0.4743, loss: 0.4743 +2023-12-24 02:00:18,190 - pyskl - INFO - Epoch [71][500/2506] lr: 1.375e-02, eta: 12:55:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9831, loss_cls: 0.4734, loss: 0.4734 +2023-12-24 02:00:40,714 - pyskl - INFO - Epoch [71][600/2506] lr: 1.374e-02, eta: 12:55:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9806, loss_cls: 0.4920, loss: 0.4920 +2023-12-24 02:01:03,167 - pyskl - INFO - Epoch [71][700/2506] lr: 1.373e-02, eta: 12:54:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9825, loss_cls: 0.4746, loss: 0.4746 +2023-12-24 02:01:25,824 - pyskl - INFO - Epoch [71][800/2506] lr: 1.372e-02, eta: 12:54:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 0.5034, loss: 0.5034 +2023-12-24 02:01:48,255 - pyskl - INFO - Epoch [71][900/2506] lr: 1.371e-02, eta: 12:54:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 0.4693, loss: 0.4693 +2023-12-24 02:02:10,854 - pyskl - INFO - Epoch [71][1000/2506] lr: 1.370e-02, eta: 12:53:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 0.4957, loss: 0.4957 +2023-12-24 02:02:33,386 - pyskl - INFO - Epoch [71][1100/2506] lr: 1.369e-02, eta: 12:53:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 0.5021, loss: 0.5021 +2023-12-24 02:02:56,000 - pyskl - INFO - Epoch [71][1200/2506] lr: 1.368e-02, eta: 12:52:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9900, loss_cls: 0.4766, loss: 0.4766 +2023-12-24 02:03:18,609 - pyskl - INFO - Epoch [71][1300/2506] lr: 1.367e-02, eta: 12:52:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9800, loss_cls: 0.5208, loss: 0.5208 +2023-12-24 02:03:41,019 - pyskl - INFO - Epoch [71][1400/2506] lr: 1.366e-02, eta: 12:52:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 0.5231, loss: 0.5231 +2023-12-24 02:04:03,449 - pyskl - INFO - Epoch [71][1500/2506] lr: 1.365e-02, eta: 12:51:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 0.4806, loss: 0.4806 +2023-12-24 02:04:26,055 - pyskl - INFO - Epoch [71][1600/2506] lr: 1.364e-02, eta: 12:51:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 0.4464, loss: 0.4464 +2023-12-24 02:04:48,673 - pyskl - INFO - Epoch [71][1700/2506] lr: 1.363e-02, eta: 12:50:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 0.4847, loss: 0.4847 +2023-12-24 02:05:11,250 - pyskl - INFO - Epoch [71][1800/2506] lr: 1.362e-02, eta: 12:50:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9788, loss_cls: 0.5488, loss: 0.5488 +2023-12-24 02:05:33,742 - pyskl - INFO - Epoch [71][1900/2506] lr: 1.361e-02, eta: 12:50:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 0.4894, loss: 0.4894 +2023-12-24 02:05:56,473 - pyskl - INFO - Epoch [71][2000/2506] lr: 1.360e-02, eta: 12:49:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 0.4738, loss: 0.4738 +2023-12-24 02:06:19,041 - pyskl - INFO - Epoch [71][2100/2506] lr: 1.359e-02, eta: 12:49:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 0.5677, loss: 0.5677 +2023-12-24 02:06:41,685 - pyskl - INFO - Epoch [71][2200/2506] lr: 1.358e-02, eta: 12:48:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 0.5018, loss: 0.5018 +2023-12-24 02:07:04,182 - pyskl - INFO - Epoch [71][2300/2506] lr: 1.357e-02, eta: 12:48:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9894, loss_cls: 0.4991, loss: 0.4991 +2023-12-24 02:07:26,659 - pyskl - INFO - Epoch [71][2400/2506] lr: 1.356e-02, eta: 12:48:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 0.4789, loss: 0.4789 +2023-12-24 02:07:49,150 - pyskl - INFO - Epoch [71][2500/2506] lr: 1.355e-02, eta: 12:47:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 0.5033, loss: 0.5033 +2023-12-24 02:07:51,078 - pyskl - INFO - Saving checkpoint at 71 epochs +2023-12-24 02:09:10,141 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 02:09:10,210 - pyskl - INFO - +top1_acc 0.8418 +top5_acc 0.9764 +2023-12-24 02:09:10,214 - pyskl - INFO - Epoch(val) [71][1031] top1_acc: 0.8418, top5_acc: 0.9764 +2023-12-24 02:09:52,277 - pyskl - INFO - Epoch [72][100/2506] lr: 1.354e-02, eta: 12:47:38, time: 0.421, data_time: 0.196, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 0.4473, loss: 0.4473 +2023-12-24 02:10:14,774 - pyskl - INFO - Epoch [72][200/2506] lr: 1.353e-02, eta: 12:47:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 0.4734, loss: 0.4734 +2023-12-24 02:10:37,268 - pyskl - INFO - Epoch [72][300/2506] lr: 1.351e-02, eta: 12:46:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 0.4881, loss: 0.4881 +2023-12-24 02:10:59,863 - pyskl - INFO - Epoch [72][400/2506] lr: 1.350e-02, eta: 12:46:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 0.4643, loss: 0.4643 +2023-12-24 02:11:22,554 - pyskl - INFO - Epoch [72][500/2506] lr: 1.349e-02, eta: 12:46:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 0.4649, loss: 0.4649 +2023-12-24 02:11:45,194 - pyskl - INFO - Epoch [72][600/2506] lr: 1.348e-02, eta: 12:45:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 0.4972, loss: 0.4972 +2023-12-24 02:12:07,743 - pyskl - INFO - Epoch [72][700/2506] lr: 1.347e-02, eta: 12:45:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 0.3959, loss: 0.3959 +2023-12-24 02:12:30,276 - pyskl - INFO - Epoch [72][800/2506] lr: 1.346e-02, eta: 12:44:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 0.4942, loss: 0.4942 +2023-12-24 02:12:52,966 - pyskl - INFO - Epoch [72][900/2506] lr: 1.345e-02, eta: 12:44:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 0.4677, loss: 0.4677 +2023-12-24 02:13:15,544 - pyskl - INFO - Epoch [72][1000/2506] lr: 1.344e-02, eta: 12:44:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 0.5388, loss: 0.5388 +2023-12-24 02:13:38,145 - pyskl - INFO - Epoch [72][1100/2506] lr: 1.343e-02, eta: 12:43:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 0.4733, loss: 0.4733 +2023-12-24 02:14:00,733 - pyskl - INFO - Epoch [72][1200/2506] lr: 1.342e-02, eta: 12:43:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 0.4996, loss: 0.4996 +2023-12-24 02:14:23,380 - pyskl - INFO - Epoch [72][1300/2506] lr: 1.341e-02, eta: 12:42:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 0.4779, loss: 0.4779 +2023-12-24 02:14:46,005 - pyskl - INFO - Epoch [72][1400/2506] lr: 1.340e-02, eta: 12:42:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 0.4442, loss: 0.4442 +2023-12-24 02:15:08,680 - pyskl - INFO - Epoch [72][1500/2506] lr: 1.339e-02, eta: 12:42:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 0.4882, loss: 0.4882 +2023-12-24 02:15:31,206 - pyskl - INFO - Epoch [72][1600/2506] lr: 1.338e-02, eta: 12:41:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9906, loss_cls: 0.4835, loss: 0.4835 +2023-12-24 02:15:53,752 - pyskl - INFO - Epoch [72][1700/2506] lr: 1.337e-02, eta: 12:41:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9806, loss_cls: 0.4945, loss: 0.4945 +2023-12-24 02:16:16,324 - pyskl - INFO - Epoch [72][1800/2506] lr: 1.336e-02, eta: 12:40:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9894, loss_cls: 0.4695, loss: 0.4695 +2023-12-24 02:16:38,827 - pyskl - INFO - Epoch [72][1900/2506] lr: 1.335e-02, eta: 12:40:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 0.5352, loss: 0.5352 +2023-12-24 02:17:01,394 - pyskl - INFO - Epoch [72][2000/2506] lr: 1.334e-02, eta: 12:40:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 0.5314, loss: 0.5314 +2023-12-24 02:17:24,154 - pyskl - INFO - Epoch [72][2100/2506] lr: 1.333e-02, eta: 12:39:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 0.5459, loss: 0.5459 +2023-12-24 02:17:46,820 - pyskl - INFO - Epoch [72][2200/2506] lr: 1.332e-02, eta: 12:39:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 0.4681, loss: 0.4681 +2023-12-24 02:18:09,447 - pyskl - INFO - Epoch [72][2300/2506] lr: 1.331e-02, eta: 12:38:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 0.4632, loss: 0.4632 +2023-12-24 02:18:32,068 - pyskl - INFO - Epoch [72][2400/2506] lr: 1.330e-02, eta: 12:38:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 0.5160, loss: 0.5160 +2023-12-24 02:18:54,584 - pyskl - INFO - Epoch [72][2500/2506] lr: 1.329e-02, eta: 12:38:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 0.5172, loss: 0.5172 +2023-12-24 02:18:56,462 - pyskl - INFO - Saving checkpoint at 72 epochs +2023-12-24 02:20:15,171 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 02:20:15,245 - pyskl - INFO - +top1_acc 0.8515 +top5_acc 0.9772 +2023-12-24 02:20:15,249 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_2/best_top1_acc_epoch_66.pth was removed +2023-12-24 02:20:15,378 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_72.pth. +2023-12-24 02:20:15,379 - pyskl - INFO - Best top1_acc is 0.8515 at 72 epoch. +2023-12-24 02:20:15,383 - pyskl - INFO - Epoch(val) [72][1031] top1_acc: 0.8515, top5_acc: 0.9772 +2023-12-24 02:20:57,153 - pyskl - INFO - Epoch [73][100/2506] lr: 1.327e-02, eta: 12:37:55, time: 0.418, data_time: 0.192, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 0.4092, loss: 0.4092 +2023-12-24 02:21:19,723 - pyskl - INFO - Epoch [73][200/2506] lr: 1.326e-02, eta: 12:37:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 0.4717, loss: 0.4717 +2023-12-24 02:21:42,269 - pyskl - INFO - Epoch [73][300/2506] lr: 1.325e-02, eta: 12:37:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 0.4933, loss: 0.4933 +2023-12-24 02:22:04,838 - pyskl - INFO - Epoch [73][400/2506] lr: 1.324e-02, eta: 12:36:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 0.4574, loss: 0.4574 +2023-12-24 02:22:27,428 - pyskl - INFO - Epoch [73][500/2506] lr: 1.323e-02, eta: 12:36:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 0.4568, loss: 0.4568 +2023-12-24 02:22:50,056 - pyskl - INFO - Epoch [73][600/2506] lr: 1.322e-02, eta: 12:35:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 0.4179, loss: 0.4179 +2023-12-24 02:23:12,619 - pyskl - INFO - Epoch [73][700/2506] lr: 1.321e-02, eta: 12:35:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9894, loss_cls: 0.4638, loss: 0.4638 +2023-12-24 02:23:35,075 - pyskl - INFO - Epoch [73][800/2506] lr: 1.320e-02, eta: 12:35:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 0.4974, loss: 0.4974 +2023-12-24 02:23:57,594 - pyskl - INFO - Epoch [73][900/2506] lr: 1.319e-02, eta: 12:34:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 0.4942, loss: 0.4942 +2023-12-24 02:24:20,176 - pyskl - INFO - Epoch [73][1000/2506] lr: 1.318e-02, eta: 12:34:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9806, loss_cls: 0.4837, loss: 0.4837 +2023-12-24 02:24:42,793 - pyskl - INFO - Epoch [73][1100/2506] lr: 1.317e-02, eta: 12:33:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 0.4557, loss: 0.4557 +2023-12-24 02:25:05,271 - pyskl - INFO - Epoch [73][1200/2506] lr: 1.316e-02, eta: 12:33:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 0.4754, loss: 0.4754 +2023-12-24 02:25:27,853 - pyskl - INFO - Epoch [73][1300/2506] lr: 1.315e-02, eta: 12:33:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 0.4197, loss: 0.4197 +2023-12-24 02:25:50,370 - pyskl - INFO - Epoch [73][1400/2506] lr: 1.314e-02, eta: 12:32:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 0.4392, loss: 0.4392 +2023-12-24 02:26:12,898 - pyskl - INFO - Epoch [73][1500/2506] lr: 1.313e-02, eta: 12:32:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 0.5266, loss: 0.5266 +2023-12-24 02:26:35,395 - pyskl - INFO - Epoch [73][1600/2506] lr: 1.312e-02, eta: 12:31:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 0.4992, loss: 0.4992 +2023-12-24 02:26:57,849 - pyskl - INFO - Epoch [73][1700/2506] lr: 1.311e-02, eta: 12:31:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9825, loss_cls: 0.4978, loss: 0.4978 +2023-12-24 02:27:20,389 - pyskl - INFO - Epoch [73][1800/2506] lr: 1.310e-02, eta: 12:31:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 0.5020, loss: 0.5020 +2023-12-24 02:27:43,029 - pyskl - INFO - Epoch [73][1900/2506] lr: 1.309e-02, eta: 12:30:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 0.4802, loss: 0.4802 +2023-12-24 02:28:05,637 - pyskl - INFO - Epoch [73][2000/2506] lr: 1.308e-02, eta: 12:30:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 0.5194, loss: 0.5194 +2023-12-24 02:28:28,281 - pyskl - INFO - Epoch [73][2100/2506] lr: 1.307e-02, eta: 12:29:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9906, loss_cls: 0.4549, loss: 0.4549 +2023-12-24 02:28:50,842 - pyskl - INFO - Epoch [73][2200/2506] lr: 1.306e-02, eta: 12:29:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 0.4731, loss: 0.4731 +2023-12-24 02:29:13,492 - pyskl - INFO - Epoch [73][2300/2506] lr: 1.305e-02, eta: 12:29:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 0.4989, loss: 0.4989 +2023-12-24 02:29:36,111 - pyskl - INFO - Epoch [73][2400/2506] lr: 1.303e-02, eta: 12:28:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 0.4603, loss: 0.4603 +2023-12-24 02:29:58,730 - pyskl - INFO - Epoch [73][2500/2506] lr: 1.302e-02, eta: 12:28:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 0.5534, loss: 0.5534 +2023-12-24 02:30:00,624 - pyskl - INFO - Saving checkpoint at 73 epochs +2023-12-24 02:31:19,977 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 02:31:20,046 - pyskl - INFO - +top1_acc 0.8148 +top5_acc 0.9745 +2023-12-24 02:31:20,051 - pyskl - INFO - Epoch(val) [73][1031] top1_acc: 0.8148, top5_acc: 0.9745 +2023-12-24 02:32:02,377 - pyskl - INFO - Epoch [74][100/2506] lr: 1.301e-02, eta: 12:28:12, time: 0.423, data_time: 0.198, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 0.4600, loss: 0.4600 +2023-12-24 02:32:24,938 - pyskl - INFO - Epoch [74][200/2506] lr: 1.300e-02, eta: 12:27:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9919, loss_cls: 0.4523, loss: 0.4523 +2023-12-24 02:32:47,469 - pyskl - INFO - Epoch [74][300/2506] lr: 1.299e-02, eta: 12:27:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 0.4645, loss: 0.4645 +2023-12-24 02:33:10,014 - pyskl - INFO - Epoch [74][400/2506] lr: 1.298e-02, eta: 12:27:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 0.4516, loss: 0.4516 +2023-12-24 02:33:32,590 - pyskl - INFO - Epoch [74][500/2506] lr: 1.297e-02, eta: 12:26:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 0.4254, loss: 0.4254 +2023-12-24 02:33:55,017 - pyskl - INFO - Epoch [74][600/2506] lr: 1.296e-02, eta: 12:26:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9931, loss_cls: 0.4798, loss: 0.4798 +2023-12-24 02:34:17,501 - pyskl - INFO - Epoch [74][700/2506] lr: 1.295e-02, eta: 12:25:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 0.4089, loss: 0.4089 +2023-12-24 02:34:39,973 - pyskl - INFO - Epoch [74][800/2506] lr: 1.294e-02, eta: 12:25:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 0.4201, loss: 0.4201 +2023-12-24 02:35:02,660 - pyskl - INFO - Epoch [74][900/2506] lr: 1.293e-02, eta: 12:25:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 0.4768, loss: 0.4768 +2023-12-24 02:35:25,202 - pyskl - INFO - Epoch [74][1000/2506] lr: 1.292e-02, eta: 12:24:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9894, loss_cls: 0.4896, loss: 0.4896 +2023-12-24 02:35:47,733 - pyskl - INFO - Epoch [74][1100/2506] lr: 1.291e-02, eta: 12:24:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 0.4327, loss: 0.4327 +2023-12-24 02:36:10,368 - pyskl - INFO - Epoch [74][1200/2506] lr: 1.290e-02, eta: 12:23:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 0.4851, loss: 0.4851 +2023-12-24 02:36:32,929 - pyskl - INFO - Epoch [74][1300/2506] lr: 1.289e-02, eta: 12:23:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 0.4788, loss: 0.4788 +2023-12-24 02:36:55,617 - pyskl - INFO - Epoch [74][1400/2506] lr: 1.288e-02, eta: 12:23:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 0.4797, loss: 0.4797 +2023-12-24 02:37:18,135 - pyskl - INFO - Epoch [74][1500/2506] lr: 1.287e-02, eta: 12:22:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 0.4572, loss: 0.4572 +2023-12-24 02:37:40,638 - pyskl - INFO - Epoch [74][1600/2506] lr: 1.286e-02, eta: 12:22:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 0.5077, loss: 0.5077 +2023-12-24 02:38:03,302 - pyskl - INFO - Epoch [74][1700/2506] lr: 1.285e-02, eta: 12:21:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 0.4072, loss: 0.4072 +2023-12-24 02:38:25,814 - pyskl - INFO - Epoch [74][1800/2506] lr: 1.284e-02, eta: 12:21:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 0.5060, loss: 0.5060 +2023-12-24 02:38:48,407 - pyskl - INFO - Epoch [74][1900/2506] lr: 1.283e-02, eta: 12:21:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 0.5555, loss: 0.5555 +2023-12-24 02:39:11,026 - pyskl - INFO - Epoch [74][2000/2506] lr: 1.281e-02, eta: 12:20:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9900, loss_cls: 0.5011, loss: 0.5011 +2023-12-24 02:39:33,667 - pyskl - INFO - Epoch [74][2100/2506] lr: 1.280e-02, eta: 12:20:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9906, loss_cls: 0.4754, loss: 0.4754 +2023-12-24 02:39:56,143 - pyskl - INFO - Epoch [74][2200/2506] lr: 1.279e-02, eta: 12:19:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 0.5149, loss: 0.5149 +2023-12-24 02:40:18,689 - pyskl - INFO - Epoch [74][2300/2506] lr: 1.278e-02, eta: 12:19:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 0.4586, loss: 0.4586 +2023-12-24 02:40:41,296 - pyskl - INFO - Epoch [74][2400/2506] lr: 1.277e-02, eta: 12:19:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 0.4810, loss: 0.4810 +2023-12-24 02:41:03,879 - pyskl - INFO - Epoch [74][2500/2506] lr: 1.276e-02, eta: 12:18:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 0.5279, loss: 0.5279 +2023-12-24 02:41:05,809 - pyskl - INFO - Saving checkpoint at 74 epochs +2023-12-24 02:42:25,342 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 02:42:25,420 - pyskl - INFO - +top1_acc 0.8467 +top5_acc 0.9770 +2023-12-24 02:42:25,425 - pyskl - INFO - Epoch(val) [74][1031] top1_acc: 0.8467, top5_acc: 0.9770 +2023-12-24 02:43:07,353 - pyskl - INFO - Epoch [75][100/2506] lr: 1.275e-02, eta: 12:18:29, time: 0.419, data_time: 0.195, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 0.4496, loss: 0.4496 +2023-12-24 02:43:29,747 - pyskl - INFO - Epoch [75][200/2506] lr: 1.274e-02, eta: 12:18:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9925, loss_cls: 0.4292, loss: 0.4292 +2023-12-24 02:43:52,288 - pyskl - INFO - Epoch [75][300/2506] lr: 1.273e-02, eta: 12:17:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9856, loss_cls: 0.4229, loss: 0.4229 +2023-12-24 02:44:14,750 - pyskl - INFO - Epoch [75][400/2506] lr: 1.272e-02, eta: 12:17:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9912, loss_cls: 0.4353, loss: 0.4353 +2023-12-24 02:44:37,270 - pyskl - INFO - Epoch [75][500/2506] lr: 1.271e-02, eta: 12:16:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 0.4484, loss: 0.4484 +2023-12-24 02:44:59,887 - pyskl - INFO - Epoch [75][600/2506] lr: 1.270e-02, eta: 12:16:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 0.4369, loss: 0.4369 +2023-12-24 02:45:22,422 - pyskl - INFO - Epoch [75][700/2506] lr: 1.269e-02, eta: 12:16:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 0.4932, loss: 0.4932 +2023-12-24 02:45:45,058 - pyskl - INFO - Epoch [75][800/2506] lr: 1.268e-02, eta: 12:15:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 0.4685, loss: 0.4685 +2023-12-24 02:46:07,697 - pyskl - INFO - Epoch [75][900/2506] lr: 1.267e-02, eta: 12:15:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 0.4481, loss: 0.4481 +2023-12-24 02:46:30,265 - pyskl - INFO - Epoch [75][1000/2506] lr: 1.266e-02, eta: 12:14:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 0.4898, loss: 0.4898 +2023-12-24 02:46:52,951 - pyskl - INFO - Epoch [75][1100/2506] lr: 1.265e-02, eta: 12:14:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 0.4600, loss: 0.4600 +2023-12-24 02:47:15,537 - pyskl - INFO - Epoch [75][1200/2506] lr: 1.264e-02, eta: 12:14:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 0.4328, loss: 0.4328 +2023-12-24 02:47:38,154 - pyskl - INFO - Epoch [75][1300/2506] lr: 1.263e-02, eta: 12:13:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 0.5256, loss: 0.5256 +2023-12-24 02:48:00,754 - pyskl - INFO - Epoch [75][1400/2506] lr: 1.262e-02, eta: 12:13:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 0.4998, loss: 0.4998 +2023-12-24 02:48:23,251 - pyskl - INFO - Epoch [75][1500/2506] lr: 1.261e-02, eta: 12:12:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 0.4872, loss: 0.4872 +2023-12-24 02:48:45,875 - pyskl - INFO - Epoch [75][1600/2506] lr: 1.259e-02, eta: 12:12:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9838, loss_cls: 0.4609, loss: 0.4609 +2023-12-24 02:49:08,391 - pyskl - INFO - Epoch [75][1700/2506] lr: 1.258e-02, eta: 12:12:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 0.4256, loss: 0.4256 +2023-12-24 02:49:30,908 - pyskl - INFO - Epoch [75][1800/2506] lr: 1.257e-02, eta: 12:11:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9838, loss_cls: 0.4317, loss: 0.4317 +2023-12-24 02:49:53,338 - pyskl - INFO - Epoch [75][1900/2506] lr: 1.256e-02, eta: 12:11:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9862, loss_cls: 0.4484, loss: 0.4484 +2023-12-24 02:50:15,953 - pyskl - INFO - Epoch [75][2000/2506] lr: 1.255e-02, eta: 12:10:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 0.5187, loss: 0.5187 +2023-12-24 02:50:38,565 - pyskl - INFO - Epoch [75][2100/2506] lr: 1.254e-02, eta: 12:10:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 0.4923, loss: 0.4923 +2023-12-24 02:51:01,184 - pyskl - INFO - Epoch [75][2200/2506] lr: 1.253e-02, eta: 12:10:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 0.4919, loss: 0.4919 +2023-12-24 02:51:23,809 - pyskl - INFO - Epoch [75][2300/2506] lr: 1.252e-02, eta: 12:09:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 0.4797, loss: 0.4797 +2023-12-24 02:51:46,453 - pyskl - INFO - Epoch [75][2400/2506] lr: 1.251e-02, eta: 12:09:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 0.4538, loss: 0.4538 +2023-12-24 02:52:08,911 - pyskl - INFO - Epoch [75][2500/2506] lr: 1.250e-02, eta: 12:08:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 0.5439, loss: 0.5439 +2023-12-24 02:52:10,867 - pyskl - INFO - Saving checkpoint at 75 epochs +2023-12-24 02:53:30,024 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 02:53:30,095 - pyskl - INFO - +top1_acc 0.8445 +top5_acc 0.9773 +2023-12-24 02:53:30,099 - pyskl - INFO - Epoch(val) [75][1031] top1_acc: 0.8445, top5_acc: 0.9773 +2023-12-24 02:54:12,275 - pyskl - INFO - Epoch [76][100/2506] lr: 1.249e-02, eta: 12:08:46, time: 0.422, data_time: 0.197, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9919, loss_cls: 0.4375, loss: 0.4375 +2023-12-24 02:54:34,743 - pyskl - INFO - Epoch [76][200/2506] lr: 1.248e-02, eta: 12:08:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 0.4768, loss: 0.4768 +2023-12-24 02:54:57,223 - pyskl - INFO - Epoch [76][300/2506] lr: 1.247e-02, eta: 12:07:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 0.4483, loss: 0.4483 +2023-12-24 02:55:19,784 - pyskl - INFO - Epoch [76][400/2506] lr: 1.246e-02, eta: 12:07:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 0.4487, loss: 0.4487 +2023-12-24 02:55:42,293 - pyskl - INFO - Epoch [76][500/2506] lr: 1.245e-02, eta: 12:07:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9919, loss_cls: 0.4190, loss: 0.4190 +2023-12-24 02:56:04,858 - pyskl - INFO - Epoch [76][600/2506] lr: 1.244e-02, eta: 12:06:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 0.4355, loss: 0.4355 +2023-12-24 02:56:27,546 - pyskl - INFO - Epoch [76][700/2506] lr: 1.243e-02, eta: 12:06:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 0.4343, loss: 0.4343 +2023-12-24 02:56:50,103 - pyskl - INFO - Epoch [76][800/2506] lr: 1.242e-02, eta: 12:05:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9900, loss_cls: 0.4768, loss: 0.4768 +2023-12-24 02:57:12,656 - pyskl - INFO - Epoch [76][900/2506] lr: 1.241e-02, eta: 12:05:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9912, loss_cls: 0.4696, loss: 0.4696 +2023-12-24 02:57:35,110 - pyskl - INFO - Epoch [76][1000/2506] lr: 1.240e-02, eta: 12:05:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 0.4511, loss: 0.4511 +2023-12-24 02:57:57,654 - pyskl - INFO - Epoch [76][1100/2506] lr: 1.239e-02, eta: 12:04:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 0.4511, loss: 0.4511 +2023-12-24 02:58:20,078 - pyskl - INFO - Epoch [76][1200/2506] lr: 1.237e-02, eta: 12:04:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 0.4203, loss: 0.4203 +2023-12-24 02:58:42,601 - pyskl - INFO - Epoch [76][1300/2506] lr: 1.236e-02, eta: 12:03:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 0.4344, loss: 0.4344 +2023-12-24 02:59:05,189 - pyskl - INFO - Epoch [76][1400/2506] lr: 1.235e-02, eta: 12:03:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 0.4506, loss: 0.4506 +2023-12-24 02:59:27,726 - pyskl - INFO - Epoch [76][1500/2506] lr: 1.234e-02, eta: 12:03:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9812, loss_cls: 0.5165, loss: 0.5165 +2023-12-24 02:59:50,304 - pyskl - INFO - Epoch [76][1600/2506] lr: 1.233e-02, eta: 12:02:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9806, loss_cls: 0.4848, loss: 0.4848 +2023-12-24 03:00:12,930 - pyskl - INFO - Epoch [76][1700/2506] lr: 1.232e-02, eta: 12:02:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 0.4588, loss: 0.4588 +2023-12-24 03:00:35,446 - pyskl - INFO - Epoch [76][1800/2506] lr: 1.231e-02, eta: 12:01:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 0.4786, loss: 0.4786 +2023-12-24 03:00:57,919 - pyskl - INFO - Epoch [76][1900/2506] lr: 1.230e-02, eta: 12:01:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9850, loss_cls: 0.4328, loss: 0.4328 +2023-12-24 03:01:20,355 - pyskl - INFO - Epoch [76][2000/2506] lr: 1.229e-02, eta: 12:01:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 0.4575, loss: 0.4575 +2023-12-24 03:01:42,847 - pyskl - INFO - Epoch [76][2100/2506] lr: 1.228e-02, eta: 12:00:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 0.4964, loss: 0.4964 +2023-12-24 03:02:05,457 - pyskl - INFO - Epoch [76][2200/2506] lr: 1.227e-02, eta: 12:00:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 0.4894, loss: 0.4894 +2023-12-24 03:02:28,142 - pyskl - INFO - Epoch [76][2300/2506] lr: 1.226e-02, eta: 11:59:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 0.4772, loss: 0.4772 +2023-12-24 03:02:50,672 - pyskl - INFO - Epoch [76][2400/2506] lr: 1.225e-02, eta: 11:59:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 0.4580, loss: 0.4580 +2023-12-24 03:03:13,145 - pyskl - INFO - Epoch [76][2500/2506] lr: 1.224e-02, eta: 11:59:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 0.4618, loss: 0.4618 +2023-12-24 03:03:15,107 - pyskl - INFO - Saving checkpoint at 76 epochs +2023-12-24 03:04:34,471 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 03:04:34,544 - pyskl - INFO - +top1_acc 0.8407 +top5_acc 0.9760 +2023-12-24 03:04:34,548 - pyskl - INFO - Epoch(val) [76][1031] top1_acc: 0.8407, top5_acc: 0.9760 +2023-12-24 03:05:16,342 - pyskl - INFO - Epoch [77][100/2506] lr: 1.223e-02, eta: 11:59:02, time: 0.418, data_time: 0.193, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 0.4651, loss: 0.4651 +2023-12-24 03:05:38,741 - pyskl - INFO - Epoch [77][200/2506] lr: 1.222e-02, eta: 11:58:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 0.4206, loss: 0.4206 +2023-12-24 03:06:01,247 - pyskl - INFO - Epoch [77][300/2506] lr: 1.221e-02, eta: 11:58:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9956, loss_cls: 0.4260, loss: 0.4260 +2023-12-24 03:06:23,788 - pyskl - INFO - Epoch [77][400/2506] lr: 1.220e-02, eta: 11:57:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 0.4299, loss: 0.4299 +2023-12-24 03:06:46,363 - pyskl - INFO - Epoch [77][500/2506] lr: 1.219e-02, eta: 11:57:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 0.4284, loss: 0.4284 +2023-12-24 03:07:09,035 - pyskl - INFO - Epoch [77][600/2506] lr: 1.218e-02, eta: 11:57:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 0.3829, loss: 0.3829 +2023-12-24 03:07:31,673 - pyskl - INFO - Epoch [77][700/2506] lr: 1.217e-02, eta: 11:56:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 0.4414, loss: 0.4414 +2023-12-24 03:07:54,184 - pyskl - INFO - Epoch [77][800/2506] lr: 1.215e-02, eta: 11:56:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9962, loss_cls: 0.4285, loss: 0.4285 +2023-12-24 03:08:16,625 - pyskl - INFO - Epoch [77][900/2506] lr: 1.214e-02, eta: 11:55:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 0.4598, loss: 0.4598 +2023-12-24 03:08:39,131 - pyskl - INFO - Epoch [77][1000/2506] lr: 1.213e-02, eta: 11:55:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 0.4418, loss: 0.4418 +2023-12-24 03:09:01,693 - pyskl - INFO - Epoch [77][1100/2506] lr: 1.212e-02, eta: 11:55:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9900, loss_cls: 0.4704, loss: 0.4704 +2023-12-24 03:09:24,350 - pyskl - INFO - Epoch [77][1200/2506] lr: 1.211e-02, eta: 11:54:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 0.4525, loss: 0.4525 +2023-12-24 03:09:46,963 - pyskl - INFO - Epoch [77][1300/2506] lr: 1.210e-02, eta: 11:54:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9838, loss_cls: 0.4590, loss: 0.4590 +2023-12-24 03:10:09,504 - pyskl - INFO - Epoch [77][1400/2506] lr: 1.209e-02, eta: 11:53:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 0.4579, loss: 0.4579 +2023-12-24 03:10:32,065 - pyskl - INFO - Epoch [77][1500/2506] lr: 1.208e-02, eta: 11:53:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 0.4357, loss: 0.4357 +2023-12-24 03:10:54,675 - pyskl - INFO - Epoch [77][1600/2506] lr: 1.207e-02, eta: 11:53:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 0.4853, loss: 0.4853 +2023-12-24 03:11:17,260 - pyskl - INFO - Epoch [77][1700/2506] lr: 1.206e-02, eta: 11:52:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 0.4506, loss: 0.4506 +2023-12-24 03:11:39,771 - pyskl - INFO - Epoch [77][1800/2506] lr: 1.205e-02, eta: 11:52:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 0.4793, loss: 0.4793 +2023-12-24 03:12:02,401 - pyskl - INFO - Epoch [77][1900/2506] lr: 1.204e-02, eta: 11:51:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 0.4132, loss: 0.4132 +2023-12-24 03:12:24,881 - pyskl - INFO - Epoch [77][2000/2506] lr: 1.203e-02, eta: 11:51:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 0.4099, loss: 0.4099 +2023-12-24 03:12:47,402 - pyskl - INFO - Epoch [77][2100/2506] lr: 1.202e-02, eta: 11:51:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 0.4624, loss: 0.4624 +2023-12-24 03:13:10,129 - pyskl - INFO - Epoch [77][2200/2506] lr: 1.201e-02, eta: 11:50:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 0.5288, loss: 0.5288 +2023-12-24 03:13:32,813 - pyskl - INFO - Epoch [77][2300/2506] lr: 1.200e-02, eta: 11:50:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 0.3952, loss: 0.3952 +2023-12-24 03:13:55,467 - pyskl - INFO - Epoch [77][2400/2506] lr: 1.199e-02, eta: 11:49:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 0.4694, loss: 0.4694 +2023-12-24 03:14:18,032 - pyskl - INFO - Epoch [77][2500/2506] lr: 1.198e-02, eta: 11:49:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 0.4548, loss: 0.4548 +2023-12-24 03:14:19,972 - pyskl - INFO - Saving checkpoint at 77 epochs +2023-12-24 03:15:39,390 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 03:15:39,460 - pyskl - INFO - +top1_acc 0.8548 +top5_acc 0.9788 +2023-12-24 03:15:39,464 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_2/best_top1_acc_epoch_72.pth was removed +2023-12-24 03:15:39,604 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_77.pth. +2023-12-24 03:15:39,605 - pyskl - INFO - Best top1_acc is 0.8548 at 77 epoch. +2023-12-24 03:15:39,610 - pyskl - INFO - Epoch(val) [77][1031] top1_acc: 0.8548, top5_acc: 0.9788 +2023-12-24 03:16:22,018 - pyskl - INFO - Epoch [78][100/2506] lr: 1.197e-02, eta: 11:49:20, time: 0.424, data_time: 0.199, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 0.4348, loss: 0.4348 +2023-12-24 03:16:44,413 - pyskl - INFO - Epoch [78][200/2506] lr: 1.196e-02, eta: 11:48:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 0.4162, loss: 0.4162 +2023-12-24 03:17:06,897 - pyskl - INFO - Epoch [78][300/2506] lr: 1.195e-02, eta: 11:48:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9925, loss_cls: 0.4187, loss: 0.4187 +2023-12-24 03:17:29,457 - pyskl - INFO - Epoch [78][400/2506] lr: 1.193e-02, eta: 11:48:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 0.4513, loss: 0.4513 +2023-12-24 03:17:51,933 - pyskl - INFO - Epoch [78][500/2506] lr: 1.192e-02, eta: 11:47:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 0.4196, loss: 0.4196 +2023-12-24 03:18:14,493 - pyskl - INFO - Epoch [78][600/2506] lr: 1.191e-02, eta: 11:47:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 0.4317, loss: 0.4317 +2023-12-24 03:18:36,984 - pyskl - INFO - Epoch [78][700/2506] lr: 1.190e-02, eta: 11:46:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 0.4151, loss: 0.4151 +2023-12-24 03:18:59,429 - pyskl - INFO - Epoch [78][800/2506] lr: 1.189e-02, eta: 11:46:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 0.4038, loss: 0.4038 +2023-12-24 03:19:22,034 - pyskl - INFO - Epoch [78][900/2506] lr: 1.188e-02, eta: 11:46:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9925, loss_cls: 0.4153, loss: 0.4153 +2023-12-24 03:19:44,650 - pyskl - INFO - Epoch [78][1000/2506] lr: 1.187e-02, eta: 11:45:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 0.4651, loss: 0.4651 +2023-12-24 03:20:07,271 - pyskl - INFO - Epoch [78][1100/2506] lr: 1.186e-02, eta: 11:45:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9875, loss_cls: 0.3892, loss: 0.3892 +2023-12-24 03:20:29,813 - pyskl - INFO - Epoch [78][1200/2506] lr: 1.185e-02, eta: 11:44:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 0.4130, loss: 0.4130 +2023-12-24 03:20:52,334 - pyskl - INFO - Epoch [78][1300/2506] lr: 1.184e-02, eta: 11:44:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 0.4450, loss: 0.4450 +2023-12-24 03:21:14,811 - pyskl - INFO - Epoch [78][1400/2506] lr: 1.183e-02, eta: 11:44:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 0.4391, loss: 0.4391 +2023-12-24 03:21:37,297 - pyskl - INFO - Epoch [78][1500/2506] lr: 1.182e-02, eta: 11:43:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 0.4395, loss: 0.4395 +2023-12-24 03:21:59,744 - pyskl - INFO - Epoch [78][1600/2506] lr: 1.181e-02, eta: 11:43:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 0.4459, loss: 0.4459 +2023-12-24 03:22:22,244 - pyskl - INFO - Epoch [78][1700/2506] lr: 1.180e-02, eta: 11:42:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 0.4448, loss: 0.4448 +2023-12-24 03:22:44,765 - pyskl - INFO - Epoch [78][1800/2506] lr: 1.179e-02, eta: 11:42:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 0.4353, loss: 0.4353 +2023-12-24 03:23:07,393 - pyskl - INFO - Epoch [78][1900/2506] lr: 1.178e-02, eta: 11:42:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 0.4739, loss: 0.4739 +2023-12-24 03:23:29,958 - pyskl - INFO - Epoch [78][2000/2506] lr: 1.177e-02, eta: 11:41:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 0.4589, loss: 0.4589 +2023-12-24 03:23:52,421 - pyskl - INFO - Epoch [78][2100/2506] lr: 1.176e-02, eta: 11:41:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9788, loss_cls: 0.4991, loss: 0.4991 +2023-12-24 03:24:14,928 - pyskl - INFO - Epoch [78][2200/2506] lr: 1.175e-02, eta: 11:40:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9912, loss_cls: 0.4651, loss: 0.4651 +2023-12-24 03:24:37,585 - pyskl - INFO - Epoch [78][2300/2506] lr: 1.174e-02, eta: 11:40:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9862, loss_cls: 0.5580, loss: 0.5580 +2023-12-24 03:25:00,223 - pyskl - INFO - Epoch [78][2400/2506] lr: 1.173e-02, eta: 11:40:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 0.4733, loss: 0.4733 +2023-12-24 03:25:22,829 - pyskl - INFO - Epoch [78][2500/2506] lr: 1.172e-02, eta: 11:39:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9825, loss_cls: 0.4678, loss: 0.4678 +2023-12-24 03:25:24,718 - pyskl - INFO - Saving checkpoint at 78 epochs +2023-12-24 03:26:44,155 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 03:26:44,227 - pyskl - INFO - +top1_acc 0.8402 +top5_acc 0.9793 +2023-12-24 03:26:44,231 - pyskl - INFO - Epoch(val) [78][1031] top1_acc: 0.8402, top5_acc: 0.9793 +2023-12-24 03:27:26,483 - pyskl - INFO - Epoch [79][100/2506] lr: 1.170e-02, eta: 11:39:36, time: 0.422, data_time: 0.198, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 0.4034, loss: 0.4034 +2023-12-24 03:27:48,988 - pyskl - INFO - Epoch [79][200/2506] lr: 1.169e-02, eta: 11:39:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 0.3929, loss: 0.3929 +2023-12-24 03:28:11,535 - pyskl - INFO - Epoch [79][300/2506] lr: 1.168e-02, eta: 11:38:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 0.4398, loss: 0.4398 +2023-12-24 03:28:34,022 - pyskl - INFO - Epoch [79][400/2506] lr: 1.167e-02, eta: 11:38:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 0.3982, loss: 0.3982 +2023-12-24 03:28:56,536 - pyskl - INFO - Epoch [79][500/2506] lr: 1.166e-02, eta: 11:38:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9856, loss_cls: 0.4121, loss: 0.4121 +2023-12-24 03:29:19,066 - pyskl - INFO - Epoch [79][600/2506] lr: 1.165e-02, eta: 11:37:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9850, loss_cls: 0.4308, loss: 0.4308 +2023-12-24 03:29:41,644 - pyskl - INFO - Epoch [79][700/2506] lr: 1.164e-02, eta: 11:37:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 0.4226, loss: 0.4226 +2023-12-24 03:30:04,275 - pyskl - INFO - Epoch [79][800/2506] lr: 1.163e-02, eta: 11:36:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 0.4114, loss: 0.4114 +2023-12-24 03:30:26,867 - pyskl - INFO - Epoch [79][900/2506] lr: 1.162e-02, eta: 11:36:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 0.3965, loss: 0.3965 +2023-12-24 03:30:49,398 - pyskl - INFO - Epoch [79][1000/2506] lr: 1.161e-02, eta: 11:36:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 0.4311, loss: 0.4311 +2023-12-24 03:31:11,993 - pyskl - INFO - Epoch [79][1100/2506] lr: 1.160e-02, eta: 11:35:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 0.4704, loss: 0.4704 +2023-12-24 03:31:34,511 - pyskl - INFO - Epoch [79][1200/2506] lr: 1.159e-02, eta: 11:35:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 0.4976, loss: 0.4976 +2023-12-24 03:31:57,134 - pyskl - INFO - Epoch [79][1300/2506] lr: 1.158e-02, eta: 11:34:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 0.4403, loss: 0.4403 +2023-12-24 03:32:19,681 - pyskl - INFO - Epoch [79][1400/2506] lr: 1.157e-02, eta: 11:34:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 0.4106, loss: 0.4106 +2023-12-24 03:32:42,164 - pyskl - INFO - Epoch [79][1500/2506] lr: 1.156e-02, eta: 11:34:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 0.4683, loss: 0.4683 +2023-12-24 03:33:04,709 - pyskl - INFO - Epoch [79][1600/2506] lr: 1.155e-02, eta: 11:33:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 0.4340, loss: 0.4340 +2023-12-24 03:33:27,223 - pyskl - INFO - Epoch [79][1700/2506] lr: 1.154e-02, eta: 11:33:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9912, loss_cls: 0.4563, loss: 0.4563 +2023-12-24 03:33:49,825 - pyskl - INFO - Epoch [79][1800/2506] lr: 1.153e-02, eta: 11:32:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 0.4363, loss: 0.4363 +2023-12-24 03:34:12,358 - pyskl - INFO - Epoch [79][1900/2506] lr: 1.152e-02, eta: 11:32:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 0.4600, loss: 0.4600 +2023-12-24 03:34:34,921 - pyskl - INFO - Epoch [79][2000/2506] lr: 1.151e-02, eta: 11:32:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 0.4621, loss: 0.4621 +2023-12-24 03:34:57,445 - pyskl - INFO - Epoch [79][2100/2506] lr: 1.150e-02, eta: 11:31:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 0.4855, loss: 0.4855 +2023-12-24 03:35:20,027 - pyskl - INFO - Epoch [79][2200/2506] lr: 1.149e-02, eta: 11:31:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 0.4526, loss: 0.4526 +2023-12-24 03:35:42,541 - pyskl - INFO - Epoch [79][2300/2506] lr: 1.148e-02, eta: 11:30:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 0.4202, loss: 0.4202 +2023-12-24 03:36:05,009 - pyskl - INFO - Epoch [79][2400/2506] lr: 1.147e-02, eta: 11:30:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 0.4172, loss: 0.4172 +2023-12-24 03:36:27,569 - pyskl - INFO - Epoch [79][2500/2506] lr: 1.145e-02, eta: 11:30:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 0.4586, loss: 0.4586 +2023-12-24 03:36:29,459 - pyskl - INFO - Saving checkpoint at 79 epochs +2023-12-24 03:37:48,736 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 03:37:48,806 - pyskl - INFO - +top1_acc 0.8333 +top5_acc 0.9736 +2023-12-24 03:37:48,810 - pyskl - INFO - Epoch(val) [79][1031] top1_acc: 0.8333, top5_acc: 0.9736 +2023-12-24 03:38:30,731 - pyskl - INFO - Epoch [80][100/2506] lr: 1.144e-02, eta: 11:29:52, time: 0.419, data_time: 0.195, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 0.4053, loss: 0.4053 +2023-12-24 03:38:53,151 - pyskl - INFO - Epoch [80][200/2506] lr: 1.143e-02, eta: 11:29:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9931, loss_cls: 0.4133, loss: 0.4133 +2023-12-24 03:39:15,503 - pyskl - INFO - Epoch [80][300/2506] lr: 1.142e-02, eta: 11:29:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9844, loss_cls: 0.4317, loss: 0.4317 +2023-12-24 03:39:37,917 - pyskl - INFO - Epoch [80][400/2506] lr: 1.141e-02, eta: 11:28:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 0.4322, loss: 0.4322 +2023-12-24 03:40:00,308 - pyskl - INFO - Epoch [80][500/2506] lr: 1.140e-02, eta: 11:28:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 0.3726, loss: 0.3726 +2023-12-24 03:40:22,765 - pyskl - INFO - Epoch [80][600/2506] lr: 1.139e-02, eta: 11:27:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 0.3815, loss: 0.3815 +2023-12-24 03:40:45,307 - pyskl - INFO - Epoch [80][700/2506] lr: 1.138e-02, eta: 11:27:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 0.3758, loss: 0.3758 +2023-12-24 03:41:07,889 - pyskl - INFO - Epoch [80][800/2506] lr: 1.137e-02, eta: 11:27:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9925, loss_cls: 0.4116, loss: 0.4116 +2023-12-24 03:41:30,430 - pyskl - INFO - Epoch [80][900/2506] lr: 1.136e-02, eta: 11:26:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 0.4385, loss: 0.4385 +2023-12-24 03:41:53,050 - pyskl - INFO - Epoch [80][1000/2506] lr: 1.135e-02, eta: 11:26:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 0.4920, loss: 0.4920 +2023-12-24 03:42:15,686 - pyskl - INFO - Epoch [80][1100/2506] lr: 1.134e-02, eta: 11:25:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 0.3882, loss: 0.3882 +2023-12-24 03:42:38,234 - pyskl - INFO - Epoch [80][1200/2506] lr: 1.133e-02, eta: 11:25:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9844, loss_cls: 0.4212, loss: 0.4212 +2023-12-24 03:43:00,762 - pyskl - INFO - Epoch [80][1300/2506] lr: 1.132e-02, eta: 11:25:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 0.4618, loss: 0.4618 +2023-12-24 03:43:23,183 - pyskl - INFO - Epoch [80][1400/2506] lr: 1.131e-02, eta: 11:24:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9850, loss_cls: 0.3668, loss: 0.3668 +2023-12-24 03:43:45,716 - pyskl - INFO - Epoch [80][1500/2506] lr: 1.130e-02, eta: 11:24:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 0.4285, loss: 0.4285 +2023-12-24 03:44:08,255 - pyskl - INFO - Epoch [80][1600/2506] lr: 1.129e-02, eta: 11:23:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 0.4509, loss: 0.4509 +2023-12-24 03:44:30,865 - pyskl - INFO - Epoch [80][1700/2506] lr: 1.128e-02, eta: 11:23:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9919, loss_cls: 0.4467, loss: 0.4467 +2023-12-24 03:44:53,364 - pyskl - INFO - Epoch [80][1800/2506] lr: 1.127e-02, eta: 11:23:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 0.4424, loss: 0.4424 +2023-12-24 03:45:15,847 - pyskl - INFO - Epoch [80][1900/2506] lr: 1.126e-02, eta: 11:22:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 0.4714, loss: 0.4714 +2023-12-24 03:45:38,409 - pyskl - INFO - Epoch [80][2000/2506] lr: 1.125e-02, eta: 11:22:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9875, loss_cls: 0.4085, loss: 0.4085 +2023-12-24 03:46:01,000 - pyskl - INFO - Epoch [80][2100/2506] lr: 1.124e-02, eta: 11:21:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 0.4477, loss: 0.4477 +2023-12-24 03:46:23,561 - pyskl - INFO - Epoch [80][2200/2506] lr: 1.123e-02, eta: 11:21:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9856, loss_cls: 0.4507, loss: 0.4507 +2023-12-24 03:46:46,105 - pyskl - INFO - Epoch [80][2300/2506] lr: 1.121e-02, eta: 11:21:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 0.5066, loss: 0.5066 +2023-12-24 03:47:08,675 - pyskl - INFO - Epoch [80][2400/2506] lr: 1.120e-02, eta: 11:20:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 0.4841, loss: 0.4841 +2023-12-24 03:47:31,171 - pyskl - INFO - Epoch [80][2500/2506] lr: 1.119e-02, eta: 11:20:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 0.4604, loss: 0.4604 +2023-12-24 03:47:33,112 - pyskl - INFO - Saving checkpoint at 80 epochs +2023-12-24 03:48:52,039 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 03:48:52,112 - pyskl - INFO - +top1_acc 0.8434 +top5_acc 0.9787 +2023-12-24 03:48:52,116 - pyskl - INFO - Epoch(val) [80][1031] top1_acc: 0.8434, top5_acc: 0.9787 +2023-12-24 03:49:34,276 - pyskl - INFO - Epoch [81][100/2506] lr: 1.118e-02, eta: 11:20:08, time: 0.422, data_time: 0.196, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 0.4205, loss: 0.4205 +2023-12-24 03:49:56,867 - pyskl - INFO - Epoch [81][200/2506] lr: 1.117e-02, eta: 11:19:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 0.3962, loss: 0.3962 +2023-12-24 03:50:19,496 - pyskl - INFO - Epoch [81][300/2506] lr: 1.116e-02, eta: 11:19:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9881, loss_cls: 0.3851, loss: 0.3851 +2023-12-24 03:50:42,028 - pyskl - INFO - Epoch [81][400/2506] lr: 1.115e-02, eta: 11:18:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 0.3862, loss: 0.3862 +2023-12-24 03:51:04,540 - pyskl - INFO - Epoch [81][500/2506] lr: 1.114e-02, eta: 11:18:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 0.4378, loss: 0.4378 +2023-12-24 03:51:27,085 - pyskl - INFO - Epoch [81][600/2506] lr: 1.113e-02, eta: 11:18:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 0.4043, loss: 0.4043 +2023-12-24 03:51:49,715 - pyskl - INFO - Epoch [81][700/2506] lr: 1.112e-02, eta: 11:17:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9925, loss_cls: 0.4300, loss: 0.4300 +2023-12-24 03:52:12,248 - pyskl - INFO - Epoch [81][800/2506] lr: 1.111e-02, eta: 11:17:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 0.4663, loss: 0.4663 +2023-12-24 03:52:34,754 - pyskl - INFO - Epoch [81][900/2506] lr: 1.110e-02, eta: 11:16:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 0.4440, loss: 0.4440 +2023-12-24 03:52:57,277 - pyskl - INFO - Epoch [81][1000/2506] lr: 1.109e-02, eta: 11:16:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 0.3833, loss: 0.3833 +2023-12-24 03:53:19,929 - pyskl - INFO - Epoch [81][1100/2506] lr: 1.108e-02, eta: 11:16:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 0.4212, loss: 0.4212 +2023-12-24 03:53:42,479 - pyskl - INFO - Epoch [81][1200/2506] lr: 1.107e-02, eta: 11:15:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 0.4437, loss: 0.4437 +2023-12-24 03:54:05,163 - pyskl - INFO - Epoch [81][1300/2506] lr: 1.106e-02, eta: 11:15:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 0.4188, loss: 0.4188 +2023-12-24 03:54:27,934 - pyskl - INFO - Epoch [81][1400/2506] lr: 1.105e-02, eta: 11:14:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9906, loss_cls: 0.4428, loss: 0.4428 +2023-12-24 03:54:50,469 - pyskl - INFO - Epoch [81][1500/2506] lr: 1.104e-02, eta: 11:14:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 0.3976, loss: 0.3976 +2023-12-24 03:55:13,021 - pyskl - INFO - Epoch [81][1600/2506] lr: 1.103e-02, eta: 11:14:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 0.4550, loss: 0.4550 +2023-12-24 03:55:35,478 - pyskl - INFO - Epoch [81][1700/2506] lr: 1.102e-02, eta: 11:13:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 0.4399, loss: 0.4399 +2023-12-24 03:55:58,026 - pyskl - INFO - Epoch [81][1800/2506] lr: 1.101e-02, eta: 11:13:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 0.3954, loss: 0.3954 +2023-12-24 03:56:20,603 - pyskl - INFO - Epoch [81][1900/2506] lr: 1.100e-02, eta: 11:12:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 0.4307, loss: 0.4307 +2023-12-24 03:56:43,177 - pyskl - INFO - Epoch [81][2000/2506] lr: 1.099e-02, eta: 11:12:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9894, loss_cls: 0.4702, loss: 0.4702 +2023-12-24 03:57:05,749 - pyskl - INFO - Epoch [81][2100/2506] lr: 1.098e-02, eta: 11:12:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 0.4298, loss: 0.4298 +2023-12-24 03:57:28,370 - pyskl - INFO - Epoch [81][2200/2506] lr: 1.097e-02, eta: 11:11:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 0.4069, loss: 0.4069 +2023-12-24 03:57:50,968 - pyskl - INFO - Epoch [81][2300/2506] lr: 1.095e-02, eta: 11:11:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 0.4449, loss: 0.4449 +2023-12-24 03:58:13,418 - pyskl - INFO - Epoch [81][2400/2506] lr: 1.094e-02, eta: 11:10:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 0.4274, loss: 0.4274 +2023-12-24 03:58:35,973 - pyskl - INFO - Epoch [81][2500/2506] lr: 1.093e-02, eta: 11:10:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 0.4410, loss: 0.4410 +2023-12-24 03:58:37,929 - pyskl - INFO - Saving checkpoint at 81 epochs +2023-12-24 03:59:57,544 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 03:59:57,614 - pyskl - INFO - +top1_acc 0.8593 +top5_acc 0.9788 +2023-12-24 03:59:57,618 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_2/best_top1_acc_epoch_77.pth was removed +2023-12-24 03:59:57,749 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_81.pth. +2023-12-24 03:59:57,749 - pyskl - INFO - Best top1_acc is 0.8593 at 81 epoch. +2023-12-24 03:59:57,753 - pyskl - INFO - Epoch(val) [81][1031] top1_acc: 0.8593, top5_acc: 0.9788 +2023-12-24 04:00:39,853 - pyskl - INFO - Epoch [82][100/2506] lr: 1.092e-02, eta: 11:10:25, time: 0.421, data_time: 0.196, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 0.3833, loss: 0.3833 +2023-12-24 04:01:02,326 - pyskl - INFO - Epoch [82][200/2506] lr: 1.091e-02, eta: 11:10:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 0.4166, loss: 0.4166 +2023-12-24 04:01:24,924 - pyskl - INFO - Epoch [82][300/2506] lr: 1.090e-02, eta: 11:09:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 0.3812, loss: 0.3812 +2023-12-24 04:01:47,432 - pyskl - INFO - Epoch [82][400/2506] lr: 1.089e-02, eta: 11:09:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9862, loss_cls: 0.4182, loss: 0.4182 +2023-12-24 04:02:09,786 - pyskl - INFO - Epoch [82][500/2506] lr: 1.088e-02, eta: 11:08:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 0.3999, loss: 0.3999 +2023-12-24 04:02:32,294 - pyskl - INFO - Epoch [82][600/2506] lr: 1.087e-02, eta: 11:08:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 0.3887, loss: 0.3887 +2023-12-24 04:02:54,751 - pyskl - INFO - Epoch [82][700/2506] lr: 1.086e-02, eta: 11:08:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9925, loss_cls: 0.4234, loss: 0.4234 +2023-12-24 04:03:17,221 - pyskl - INFO - Epoch [82][800/2506] lr: 1.085e-02, eta: 11:07:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9938, loss_cls: 0.4228, loss: 0.4228 +2023-12-24 04:03:39,801 - pyskl - INFO - Epoch [82][900/2506] lr: 1.084e-02, eta: 11:07:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 0.4364, loss: 0.4364 +2023-12-24 04:04:02,547 - pyskl - INFO - Epoch [82][1000/2506] lr: 1.083e-02, eta: 11:06:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9838, loss_cls: 0.4529, loss: 0.4529 +2023-12-24 04:04:25,117 - pyskl - INFO - Epoch [82][1100/2506] lr: 1.082e-02, eta: 11:06:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9925, loss_cls: 0.4242, loss: 0.4242 +2023-12-24 04:04:47,625 - pyskl - INFO - Epoch [82][1200/2506] lr: 1.081e-02, eta: 11:06:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 0.4484, loss: 0.4484 +2023-12-24 04:05:10,172 - pyskl - INFO - Epoch [82][1300/2506] lr: 1.080e-02, eta: 11:05:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 0.4071, loss: 0.4071 +2023-12-24 04:05:32,693 - pyskl - INFO - Epoch [82][1400/2506] lr: 1.079e-02, eta: 11:05:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 0.4358, loss: 0.4358 +2023-12-24 04:05:55,243 - pyskl - INFO - Epoch [82][1500/2506] lr: 1.078e-02, eta: 11:04:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 0.4136, loss: 0.4136 +2023-12-24 04:06:17,852 - pyskl - INFO - Epoch [82][1600/2506] lr: 1.077e-02, eta: 11:04:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 0.3688, loss: 0.3688 +2023-12-24 04:06:40,411 - pyskl - INFO - Epoch [82][1700/2506] lr: 1.076e-02, eta: 11:04:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 0.3914, loss: 0.3914 +2023-12-24 04:07:02,961 - pyskl - INFO - Epoch [82][1800/2506] lr: 1.075e-02, eta: 11:03:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 0.4531, loss: 0.4531 +2023-12-24 04:07:25,511 - pyskl - INFO - Epoch [82][1900/2506] lr: 1.074e-02, eta: 11:03:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 0.3772, loss: 0.3772 +2023-12-24 04:07:48,126 - pyskl - INFO - Epoch [82][2000/2506] lr: 1.073e-02, eta: 11:02:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 0.4308, loss: 0.4308 +2023-12-24 04:08:10,689 - pyskl - INFO - Epoch [82][2100/2506] lr: 1.072e-02, eta: 11:02:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 0.4957, loss: 0.4957 +2023-12-24 04:08:33,181 - pyskl - INFO - Epoch [82][2200/2506] lr: 1.071e-02, eta: 11:02:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 0.4808, loss: 0.4808 +2023-12-24 04:08:55,864 - pyskl - INFO - Epoch [82][2300/2506] lr: 1.070e-02, eta: 11:01:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9838, loss_cls: 0.4812, loss: 0.4812 +2023-12-24 04:09:18,338 - pyskl - INFO - Epoch [82][2400/2506] lr: 1.069e-02, eta: 11:01:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9875, loss_cls: 0.4269, loss: 0.4269 +2023-12-24 04:09:40,918 - pyskl - INFO - Epoch [82][2500/2506] lr: 1.067e-02, eta: 11:00:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 0.4731, loss: 0.4731 +2023-12-24 04:09:42,810 - pyskl - INFO - Saving checkpoint at 82 epochs +2023-12-24 04:11:01,822 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 04:11:01,897 - pyskl - INFO - +top1_acc 0.8430 +top5_acc 0.9763 +2023-12-24 04:11:01,901 - pyskl - INFO - Epoch(val) [82][1031] top1_acc: 0.8430, top5_acc: 0.9763 +2023-12-24 04:11:44,081 - pyskl - INFO - Epoch [83][100/2506] lr: 1.066e-02, eta: 11:00:42, time: 0.422, data_time: 0.196, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 0.3846, loss: 0.3846 +2023-12-24 04:12:06,515 - pyskl - INFO - Epoch [83][200/2506] lr: 1.065e-02, eta: 11:00:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 0.3656, loss: 0.3656 +2023-12-24 04:12:29,131 - pyskl - INFO - Epoch [83][300/2506] lr: 1.064e-02, eta: 10:59:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 0.3505, loss: 0.3505 +2023-12-24 04:12:51,698 - pyskl - INFO - Epoch [83][400/2506] lr: 1.063e-02, eta: 10:59:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9956, loss_cls: 0.3465, loss: 0.3465 +2023-12-24 04:13:14,217 - pyskl - INFO - Epoch [83][500/2506] lr: 1.062e-02, eta: 10:59:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 0.4003, loss: 0.4003 +2023-12-24 04:13:36,869 - pyskl - INFO - Epoch [83][600/2506] lr: 1.061e-02, eta: 10:58:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 0.3863, loss: 0.3863 +2023-12-24 04:13:59,420 - pyskl - INFO - Epoch [83][700/2506] lr: 1.060e-02, eta: 10:58:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9875, loss_cls: 0.3812, loss: 0.3812 +2023-12-24 04:14:22,066 - pyskl - INFO - Epoch [83][800/2506] lr: 1.059e-02, eta: 10:57:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 0.3670, loss: 0.3670 +2023-12-24 04:14:44,744 - pyskl - INFO - Epoch [83][900/2506] lr: 1.058e-02, eta: 10:57:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9944, loss_cls: 0.4096, loss: 0.4096 +2023-12-24 04:15:07,311 - pyskl - INFO - Epoch [83][1000/2506] lr: 1.057e-02, eta: 10:57:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 0.4468, loss: 0.4468 +2023-12-24 04:15:29,925 - pyskl - INFO - Epoch [83][1100/2506] lr: 1.056e-02, eta: 10:56:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9956, loss_cls: 0.3749, loss: 0.3749 +2023-12-24 04:15:52,445 - pyskl - INFO - Epoch [83][1200/2506] lr: 1.055e-02, eta: 10:56:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 0.3661, loss: 0.3661 +2023-12-24 04:16:15,258 - pyskl - INFO - Epoch [83][1300/2506] lr: 1.054e-02, eta: 10:55:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9925, loss_cls: 0.4164, loss: 0.4164 +2023-12-24 04:16:37,757 - pyskl - INFO - Epoch [83][1400/2506] lr: 1.053e-02, eta: 10:55:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 0.4174, loss: 0.4174 +2023-12-24 04:17:00,428 - pyskl - INFO - Epoch [83][1500/2506] lr: 1.052e-02, eta: 10:55:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 0.4496, loss: 0.4496 +2023-12-24 04:17:23,034 - pyskl - INFO - Epoch [83][1600/2506] lr: 1.051e-02, eta: 10:54:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 0.4650, loss: 0.4650 +2023-12-24 04:17:45,780 - pyskl - INFO - Epoch [83][1700/2506] lr: 1.050e-02, eta: 10:54:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 0.4345, loss: 0.4345 +2023-12-24 04:18:08,247 - pyskl - INFO - Epoch [83][1800/2506] lr: 1.049e-02, eta: 10:53:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9900, loss_cls: 0.4783, loss: 0.4783 +2023-12-24 04:18:30,755 - pyskl - INFO - Epoch [83][1900/2506] lr: 1.048e-02, eta: 10:53:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 0.4876, loss: 0.4876 +2023-12-24 04:18:53,355 - pyskl - INFO - Epoch [83][2000/2506] lr: 1.047e-02, eta: 10:53:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 0.3932, loss: 0.3932 +2023-12-24 04:19:15,958 - pyskl - INFO - Epoch [83][2100/2506] lr: 1.046e-02, eta: 10:52:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 0.4440, loss: 0.4440 +2023-12-24 04:19:38,655 - pyskl - INFO - Epoch [83][2200/2506] lr: 1.045e-02, eta: 10:52:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 0.4173, loss: 0.4173 +2023-12-24 04:20:01,228 - pyskl - INFO - Epoch [83][2300/2506] lr: 1.044e-02, eta: 10:51:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 0.4143, loss: 0.4143 +2023-12-24 04:20:23,837 - pyskl - INFO - Epoch [83][2400/2506] lr: 1.043e-02, eta: 10:51:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 0.4077, loss: 0.4077 +2023-12-24 04:20:46,392 - pyskl - INFO - Epoch [83][2500/2506] lr: 1.042e-02, eta: 10:51:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 0.4319, loss: 0.4319 +2023-12-24 04:20:48,288 - pyskl - INFO - Saving checkpoint at 83 epochs +2023-12-24 04:22:07,209 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 04:22:07,278 - pyskl - INFO - +top1_acc 0.8463 +top5_acc 0.9765 +2023-12-24 04:22:07,282 - pyskl - INFO - Epoch(val) [83][1031] top1_acc: 0.8463, top5_acc: 0.9765 +2023-12-24 04:22:49,180 - pyskl - INFO - Epoch [84][100/2506] lr: 1.041e-02, eta: 10:50:59, time: 0.419, data_time: 0.194, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 0.4205, loss: 0.4205 +2023-12-24 04:23:11,680 - pyskl - INFO - Epoch [84][200/2506] lr: 1.039e-02, eta: 10:50:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9862, loss_cls: 0.4133, loss: 0.4133 +2023-12-24 04:23:34,188 - pyskl - INFO - Epoch [84][300/2506] lr: 1.038e-02, eta: 10:50:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 0.4080, loss: 0.4080 +2023-12-24 04:23:56,597 - pyskl - INFO - Epoch [84][400/2506] lr: 1.037e-02, eta: 10:49:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 0.3264, loss: 0.3264 +2023-12-24 04:24:19,069 - pyskl - INFO - Epoch [84][500/2506] lr: 1.036e-02, eta: 10:49:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 0.3962, loss: 0.3962 +2023-12-24 04:24:41,474 - pyskl - INFO - Epoch [84][600/2506] lr: 1.035e-02, eta: 10:49:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 0.3793, loss: 0.3793 +2023-12-24 04:25:03,900 - pyskl - INFO - Epoch [84][700/2506] lr: 1.034e-02, eta: 10:48:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 0.3910, loss: 0.3910 +2023-12-24 04:25:26,328 - pyskl - INFO - Epoch [84][800/2506] lr: 1.033e-02, eta: 10:48:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 0.4551, loss: 0.4551 +2023-12-24 04:25:48,948 - pyskl - INFO - Epoch [84][900/2506] lr: 1.032e-02, eta: 10:47:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 0.3937, loss: 0.3937 +2023-12-24 04:26:11,441 - pyskl - INFO - Epoch [84][1000/2506] lr: 1.031e-02, eta: 10:47:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9931, loss_cls: 0.4312, loss: 0.4312 +2023-12-24 04:26:33,970 - pyskl - INFO - Epoch [84][1100/2506] lr: 1.030e-02, eta: 10:47:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9938, loss_cls: 0.4185, loss: 0.4185 +2023-12-24 04:26:56,596 - pyskl - INFO - Epoch [84][1200/2506] lr: 1.029e-02, eta: 10:46:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 0.3950, loss: 0.3950 +2023-12-24 04:27:19,141 - pyskl - INFO - Epoch [84][1300/2506] lr: 1.028e-02, eta: 10:46:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9931, loss_cls: 0.4258, loss: 0.4258 +2023-12-24 04:27:41,721 - pyskl - INFO - Epoch [84][1400/2506] lr: 1.027e-02, eta: 10:45:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 0.3677, loss: 0.3677 +2023-12-24 04:28:04,186 - pyskl - INFO - Epoch [84][1500/2506] lr: 1.026e-02, eta: 10:45:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9875, loss_cls: 0.3589, loss: 0.3589 +2023-12-24 04:28:26,798 - pyskl - INFO - Epoch [84][1600/2506] lr: 1.025e-02, eta: 10:45:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 0.4131, loss: 0.4131 +2023-12-24 04:28:49,368 - pyskl - INFO - Epoch [84][1700/2506] lr: 1.024e-02, eta: 10:44:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9931, loss_cls: 0.4327, loss: 0.4327 +2023-12-24 04:29:11,995 - pyskl - INFO - Epoch [84][1800/2506] lr: 1.023e-02, eta: 10:44:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9938, loss_cls: 0.3733, loss: 0.3733 +2023-12-24 04:29:34,489 - pyskl - INFO - Epoch [84][1900/2506] lr: 1.022e-02, eta: 10:43:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9831, loss_cls: 0.4375, loss: 0.4375 +2023-12-24 04:29:57,072 - pyskl - INFO - Epoch [84][2000/2506] lr: 1.021e-02, eta: 10:43:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 0.3995, loss: 0.3995 +2023-12-24 04:30:19,658 - pyskl - INFO - Epoch [84][2100/2506] lr: 1.020e-02, eta: 10:43:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9919, loss_cls: 0.4418, loss: 0.4418 +2023-12-24 04:30:42,200 - pyskl - INFO - Epoch [84][2200/2506] lr: 1.019e-02, eta: 10:42:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 0.5039, loss: 0.5039 +2023-12-24 04:31:04,737 - pyskl - INFO - Epoch [84][2300/2506] lr: 1.018e-02, eta: 10:42:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 0.4185, loss: 0.4185 +2023-12-24 04:31:27,276 - pyskl - INFO - Epoch [84][2400/2506] lr: 1.017e-02, eta: 10:41:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 0.3980, loss: 0.3980 +2023-12-24 04:31:49,817 - pyskl - INFO - Epoch [84][2500/2506] lr: 1.016e-02, eta: 10:41:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9944, loss_cls: 0.4045, loss: 0.4045 +2023-12-24 04:31:51,779 - pyskl - INFO - Saving checkpoint at 84 epochs +2023-12-24 04:33:10,846 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 04:33:10,916 - pyskl - INFO - +top1_acc 0.8430 +top5_acc 0.9780 +2023-12-24 04:33:10,921 - pyskl - INFO - Epoch(val) [84][1031] top1_acc: 0.8430, top5_acc: 0.9780 +2023-12-24 04:33:53,335 - pyskl - INFO - Epoch [85][100/2506] lr: 1.015e-02, eta: 10:41:16, time: 0.424, data_time: 0.197, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 0.4314, loss: 0.4314 +2023-12-24 04:34:15,887 - pyskl - INFO - Epoch [85][200/2506] lr: 1.014e-02, eta: 10:40:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9938, loss_cls: 0.3796, loss: 0.3796 +2023-12-24 04:34:38,452 - pyskl - INFO - Epoch [85][300/2506] lr: 1.013e-02, eta: 10:40:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 0.3770, loss: 0.3770 +2023-12-24 04:35:00,993 - pyskl - INFO - Epoch [85][400/2506] lr: 1.012e-02, eta: 10:40:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 0.3611, loss: 0.3611 +2023-12-24 04:35:23,567 - pyskl - INFO - Epoch [85][500/2506] lr: 1.011e-02, eta: 10:39:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 0.4100, loss: 0.4100 +2023-12-24 04:35:46,015 - pyskl - INFO - Epoch [85][600/2506] lr: 1.010e-02, eta: 10:39:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 0.3801, loss: 0.3801 +2023-12-24 04:36:08,566 - pyskl - INFO - Epoch [85][700/2506] lr: 1.009e-02, eta: 10:38:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9925, loss_cls: 0.3879, loss: 0.3879 +2023-12-24 04:36:31,168 - pyskl - INFO - Epoch [85][800/2506] lr: 1.008e-02, eta: 10:38:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 0.3866, loss: 0.3866 +2023-12-24 04:36:53,732 - pyskl - INFO - Epoch [85][900/2506] lr: 1.007e-02, eta: 10:38:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 0.3897, loss: 0.3897 +2023-12-24 04:37:16,337 - pyskl - INFO - Epoch [85][1000/2506] lr: 1.006e-02, eta: 10:37:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 0.3687, loss: 0.3687 +2023-12-24 04:37:38,901 - pyskl - INFO - Epoch [85][1100/2506] lr: 1.005e-02, eta: 10:37:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 0.3417, loss: 0.3417 +2023-12-24 04:38:01,405 - pyskl - INFO - Epoch [85][1200/2506] lr: 1.003e-02, eta: 10:36:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 0.3835, loss: 0.3835 +2023-12-24 04:38:23,914 - pyskl - INFO - Epoch [85][1300/2506] lr: 1.002e-02, eta: 10:36:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9850, loss_cls: 0.4356, loss: 0.4356 +2023-12-24 04:38:46,526 - pyskl - INFO - Epoch [85][1400/2506] lr: 1.001e-02, eta: 10:36:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 0.3963, loss: 0.3963 +2023-12-24 04:39:09,096 - pyskl - INFO - Epoch [85][1500/2506] lr: 1.000e-02, eta: 10:35:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 0.4106, loss: 0.4106 +2023-12-24 04:39:31,639 - pyskl - INFO - Epoch [85][1600/2506] lr: 9.994e-03, eta: 10:35:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9894, loss_cls: 0.3572, loss: 0.3572 +2023-12-24 04:39:54,272 - pyskl - INFO - Epoch [85][1700/2506] lr: 9.984e-03, eta: 10:34:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 0.4038, loss: 0.4038 +2023-12-24 04:40:16,840 - pyskl - INFO - Epoch [85][1800/2506] lr: 9.973e-03, eta: 10:34:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 0.3861, loss: 0.3861 +2023-12-24 04:40:39,349 - pyskl - INFO - Epoch [85][1900/2506] lr: 9.963e-03, eta: 10:34:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 0.4316, loss: 0.4316 +2023-12-24 04:41:02,023 - pyskl - INFO - Epoch [85][2000/2506] lr: 9.953e-03, eta: 10:33:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 0.4408, loss: 0.4408 +2023-12-24 04:41:24,532 - pyskl - INFO - Epoch [85][2100/2506] lr: 9.943e-03, eta: 10:33:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9850, loss_cls: 0.4390, loss: 0.4390 +2023-12-24 04:41:47,108 - pyskl - INFO - Epoch [85][2200/2506] lr: 9.932e-03, eta: 10:32:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 0.4284, loss: 0.4284 +2023-12-24 04:42:09,805 - pyskl - INFO - Epoch [85][2300/2506] lr: 9.922e-03, eta: 10:32:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 0.4278, loss: 0.4278 +2023-12-24 04:42:32,334 - pyskl - INFO - Epoch [85][2400/2506] lr: 9.912e-03, eta: 10:32:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 0.4360, loss: 0.4360 +2023-12-24 04:42:54,904 - pyskl - INFO - Epoch [85][2500/2506] lr: 9.902e-03, eta: 10:31:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 0.4319, loss: 0.4319 +2023-12-24 04:42:56,750 - pyskl - INFO - Saving checkpoint at 85 epochs +2023-12-24 04:44:15,488 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 04:44:15,566 - pyskl - INFO - +top1_acc 0.8532 +top5_acc 0.9783 +2023-12-24 04:44:15,571 - pyskl - INFO - Epoch(val) [85][1031] top1_acc: 0.8532, top5_acc: 0.9783 +2023-12-24 04:44:57,832 - pyskl - INFO - Epoch [86][100/2506] lr: 9.891e-03, eta: 10:31:33, time: 0.423, data_time: 0.196, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 0.3744, loss: 0.3744 +2023-12-24 04:45:20,386 - pyskl - INFO - Epoch [86][200/2506] lr: 9.881e-03, eta: 10:31:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 0.4106, loss: 0.4106 +2023-12-24 04:45:42,925 - pyskl - INFO - Epoch [86][300/2506] lr: 9.871e-03, eta: 10:30:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 0.3278, loss: 0.3278 +2023-12-24 04:46:05,491 - pyskl - INFO - Epoch [86][400/2506] lr: 9.860e-03, eta: 10:30:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 0.3931, loss: 0.3931 +2023-12-24 04:46:28,067 - pyskl - INFO - Epoch [86][500/2506] lr: 9.850e-03, eta: 10:29:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 0.3673, loss: 0.3673 +2023-12-24 04:46:50,569 - pyskl - INFO - Epoch [86][600/2506] lr: 9.840e-03, eta: 10:29:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 0.3542, loss: 0.3542 +2023-12-24 04:47:13,164 - pyskl - INFO - Epoch [86][700/2506] lr: 9.830e-03, eta: 10:29:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9950, loss_cls: 0.3825, loss: 0.3825 +2023-12-24 04:47:35,636 - pyskl - INFO - Epoch [86][800/2506] lr: 9.820e-03, eta: 10:28:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 0.4093, loss: 0.4093 +2023-12-24 04:47:58,228 - pyskl - INFO - Epoch [86][900/2506] lr: 9.809e-03, eta: 10:28:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 0.3727, loss: 0.3727 +2023-12-24 04:48:20,643 - pyskl - INFO - Epoch [86][1000/2506] lr: 9.799e-03, eta: 10:27:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 0.4266, loss: 0.4266 +2023-12-24 04:48:43,137 - pyskl - INFO - Epoch [86][1100/2506] lr: 9.789e-03, eta: 10:27:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 0.3973, loss: 0.3973 +2023-12-24 04:49:05,657 - pyskl - INFO - Epoch [86][1200/2506] lr: 9.779e-03, eta: 10:27:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9856, loss_cls: 0.4267, loss: 0.4267 +2023-12-24 04:49:28,186 - pyskl - INFO - Epoch [86][1300/2506] lr: 9.769e-03, eta: 10:26:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 0.3759, loss: 0.3759 +2023-12-24 04:49:50,788 - pyskl - INFO - Epoch [86][1400/2506] lr: 9.758e-03, eta: 10:26:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 0.4158, loss: 0.4158 +2023-12-24 04:50:13,276 - pyskl - INFO - Epoch [86][1500/2506] lr: 9.748e-03, eta: 10:25:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 0.3567, loss: 0.3567 +2023-12-24 04:50:35,691 - pyskl - INFO - Epoch [86][1600/2506] lr: 9.738e-03, eta: 10:25:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 0.3870, loss: 0.3870 +2023-12-24 04:50:58,306 - pyskl - INFO - Epoch [86][1700/2506] lr: 9.728e-03, eta: 10:25:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9875, loss_cls: 0.3951, loss: 0.3951 +2023-12-24 04:51:20,985 - pyskl - INFO - Epoch [86][1800/2506] lr: 9.718e-03, eta: 10:24:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 0.3916, loss: 0.3916 +2023-12-24 04:51:43,564 - pyskl - INFO - Epoch [86][1900/2506] lr: 9.707e-03, eta: 10:24:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 0.4227, loss: 0.4227 +2023-12-24 04:52:06,097 - pyskl - INFO - Epoch [86][2000/2506] lr: 9.697e-03, eta: 10:24:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9850, loss_cls: 0.4400, loss: 0.4400 +2023-12-24 04:52:28,651 - pyskl - INFO - Epoch [86][2100/2506] lr: 9.687e-03, eta: 10:23:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 0.4076, loss: 0.4076 +2023-12-24 04:52:51,299 - pyskl - INFO - Epoch [86][2200/2506] lr: 9.677e-03, eta: 10:23:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9925, loss_cls: 0.4273, loss: 0.4273 +2023-12-24 04:53:13,906 - pyskl - INFO - Epoch [86][2300/2506] lr: 9.667e-03, eta: 10:22:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 0.3695, loss: 0.3695 +2023-12-24 04:53:36,486 - pyskl - INFO - Epoch [86][2400/2506] lr: 9.656e-03, eta: 10:22:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 0.4374, loss: 0.4374 +2023-12-24 04:53:58,909 - pyskl - INFO - Epoch [86][2500/2506] lr: 9.646e-03, eta: 10:22:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9944, loss_cls: 0.3738, loss: 0.3738 +2023-12-24 04:54:00,702 - pyskl - INFO - Saving checkpoint at 86 epochs +2023-12-24 04:55:19,426 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 04:55:19,501 - pyskl - INFO - +top1_acc 0.8549 +top5_acc 0.9810 +2023-12-24 04:55:19,506 - pyskl - INFO - Epoch(val) [86][1031] top1_acc: 0.8549, top5_acc: 0.9810 +2023-12-24 04:56:01,474 - pyskl - INFO - Epoch [87][100/2506] lr: 9.636e-03, eta: 10:21:49, time: 0.420, data_time: 0.195, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 0.3950, loss: 0.3950 +2023-12-24 04:56:23,959 - pyskl - INFO - Epoch [87][200/2506] lr: 9.625e-03, eta: 10:21:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9888, loss_cls: 0.3426, loss: 0.3426 +2023-12-24 04:56:46,552 - pyskl - INFO - Epoch [87][300/2506] lr: 9.615e-03, eta: 10:21:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 0.3761, loss: 0.3761 +2023-12-24 04:57:09,153 - pyskl - INFO - Epoch [87][400/2506] lr: 9.605e-03, eta: 10:20:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 0.3692, loss: 0.3692 +2023-12-24 04:57:31,727 - pyskl - INFO - Epoch [87][500/2506] lr: 9.595e-03, eta: 10:20:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 0.4012, loss: 0.4012 +2023-12-24 04:57:54,306 - pyskl - INFO - Epoch [87][600/2506] lr: 9.585e-03, eta: 10:19:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9888, loss_cls: 0.3782, loss: 0.3782 +2023-12-24 04:58:16,936 - pyskl - INFO - Epoch [87][700/2506] lr: 9.575e-03, eta: 10:19:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 0.4137, loss: 0.4137 +2023-12-24 04:58:39,598 - pyskl - INFO - Epoch [87][800/2506] lr: 9.564e-03, eta: 10:19:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9944, loss_cls: 0.3634, loss: 0.3634 +2023-12-24 04:59:02,229 - pyskl - INFO - Epoch [87][900/2506] lr: 9.554e-03, eta: 10:18:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 0.3941, loss: 0.3941 +2023-12-24 04:59:24,770 - pyskl - INFO - Epoch [87][1000/2506] lr: 9.544e-03, eta: 10:18:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9850, loss_cls: 0.4210, loss: 0.4210 +2023-12-24 04:59:47,268 - pyskl - INFO - Epoch [87][1100/2506] lr: 9.534e-03, eta: 10:17:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 0.4045, loss: 0.4045 +2023-12-24 05:00:09,934 - pyskl - INFO - Epoch [87][1200/2506] lr: 9.524e-03, eta: 10:17:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 0.3773, loss: 0.3773 +2023-12-24 05:00:32,488 - pyskl - INFO - Epoch [87][1300/2506] lr: 9.514e-03, eta: 10:17:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 0.4134, loss: 0.4134 +2023-12-24 05:00:55,014 - pyskl - INFO - Epoch [87][1400/2506] lr: 9.504e-03, eta: 10:16:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9956, loss_cls: 0.3525, loss: 0.3525 +2023-12-24 05:01:17,624 - pyskl - INFO - Epoch [87][1500/2506] lr: 9.493e-03, eta: 10:16:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9912, loss_cls: 0.3487, loss: 0.3487 +2023-12-24 05:01:40,262 - pyskl - INFO - Epoch [87][1600/2506] lr: 9.483e-03, eta: 10:15:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9881, loss_cls: 0.3540, loss: 0.3540 +2023-12-24 05:02:02,772 - pyskl - INFO - Epoch [87][1700/2506] lr: 9.473e-03, eta: 10:15:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9900, loss_cls: 0.3445, loss: 0.3445 +2023-12-24 05:02:25,246 - pyskl - INFO - Epoch [87][1800/2506] lr: 9.463e-03, eta: 10:15:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 0.3900, loss: 0.3900 +2023-12-24 05:02:47,774 - pyskl - INFO - Epoch [87][1900/2506] lr: 9.453e-03, eta: 10:14:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 0.4036, loss: 0.4036 +2023-12-24 05:03:10,337 - pyskl - INFO - Epoch [87][2000/2506] lr: 9.443e-03, eta: 10:14:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9944, loss_cls: 0.3609, loss: 0.3609 +2023-12-24 05:03:32,903 - pyskl - INFO - Epoch [87][2100/2506] lr: 9.433e-03, eta: 10:13:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 0.3784, loss: 0.3784 +2023-12-24 05:03:55,485 - pyskl - INFO - Epoch [87][2200/2506] lr: 9.422e-03, eta: 10:13:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 0.4142, loss: 0.4142 +2023-12-24 05:04:18,013 - pyskl - INFO - Epoch [87][2300/2506] lr: 9.412e-03, eta: 10:13:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 0.4129, loss: 0.4129 +2023-12-24 05:04:40,646 - pyskl - INFO - Epoch [87][2400/2506] lr: 9.402e-03, eta: 10:12:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 0.4065, loss: 0.4065 +2023-12-24 05:05:03,294 - pyskl - INFO - Epoch [87][2500/2506] lr: 9.392e-03, eta: 10:12:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 0.4514, loss: 0.4514 +2023-12-24 05:05:05,132 - pyskl - INFO - Saving checkpoint at 87 epochs +2023-12-24 05:06:24,054 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 05:06:24,126 - pyskl - INFO - +top1_acc 0.8620 +top5_acc 0.9791 +2023-12-24 05:06:24,131 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_2/best_top1_acc_epoch_81.pth was removed +2023-12-24 05:06:24,270 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_87.pth. +2023-12-24 05:06:24,270 - pyskl - INFO - Best top1_acc is 0.8620 at 87 epoch. +2023-12-24 05:06:24,274 - pyskl - INFO - Epoch(val) [87][1031] top1_acc: 0.8620, top5_acc: 0.9791 +2023-12-24 05:07:06,159 - pyskl - INFO - Epoch [88][100/2506] lr: 9.381e-03, eta: 10:12:06, time: 0.419, data_time: 0.194, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9888, loss_cls: 0.3629, loss: 0.3629 +2023-12-24 05:07:28,608 - pyskl - INFO - Epoch [88][200/2506] lr: 9.371e-03, eta: 10:11:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 0.3394, loss: 0.3394 +2023-12-24 05:07:50,984 - pyskl - INFO - Epoch [88][300/2506] lr: 9.361e-03, eta: 10:11:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9962, loss_cls: 0.3669, loss: 0.3669 +2023-12-24 05:08:13,426 - pyskl - INFO - Epoch [88][400/2506] lr: 9.351e-03, eta: 10:10:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 0.4230, loss: 0.4230 +2023-12-24 05:08:35,977 - pyskl - INFO - Epoch [88][500/2506] lr: 9.341e-03, eta: 10:10:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 0.3705, loss: 0.3705 +2023-12-24 05:08:58,482 - pyskl - INFO - Epoch [88][600/2506] lr: 9.331e-03, eta: 10:10:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9894, loss_cls: 0.3471, loss: 0.3471 +2023-12-24 05:09:21,117 - pyskl - INFO - Epoch [88][700/2506] lr: 9.321e-03, eta: 10:09:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 0.3812, loss: 0.3812 +2023-12-24 05:09:43,658 - pyskl - INFO - Epoch [88][800/2506] lr: 9.311e-03, eta: 10:09:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 0.3484, loss: 0.3484 +2023-12-24 05:10:06,273 - pyskl - INFO - Epoch [88][900/2506] lr: 9.300e-03, eta: 10:08:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 0.3702, loss: 0.3702 +2023-12-24 05:10:28,766 - pyskl - INFO - Epoch [88][1000/2506] lr: 9.290e-03, eta: 10:08:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 0.3468, loss: 0.3468 +2023-12-24 05:10:51,368 - pyskl - INFO - Epoch [88][1100/2506] lr: 9.280e-03, eta: 10:08:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 0.3847, loss: 0.3847 +2023-12-24 05:11:13,889 - pyskl - INFO - Epoch [88][1200/2506] lr: 9.270e-03, eta: 10:07:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 0.3717, loss: 0.3717 +2023-12-24 05:11:36,483 - pyskl - INFO - Epoch [88][1300/2506] lr: 9.260e-03, eta: 10:07:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 0.4288, loss: 0.4288 +2023-12-24 05:11:59,085 - pyskl - INFO - Epoch [88][1400/2506] lr: 9.250e-03, eta: 10:06:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 0.3643, loss: 0.3643 +2023-12-24 05:12:21,619 - pyskl - INFO - Epoch [88][1500/2506] lr: 9.240e-03, eta: 10:06:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 0.3908, loss: 0.3908 +2023-12-24 05:12:44,141 - pyskl - INFO - Epoch [88][1600/2506] lr: 9.230e-03, eta: 10:06:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 0.3836, loss: 0.3836 +2023-12-24 05:13:06,733 - pyskl - INFO - Epoch [88][1700/2506] lr: 9.220e-03, eta: 10:05:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 0.3786, loss: 0.3786 +2023-12-24 05:13:29,193 - pyskl - INFO - Epoch [88][1800/2506] lr: 9.210e-03, eta: 10:05:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 0.4030, loss: 0.4030 +2023-12-24 05:13:51,847 - pyskl - INFO - Epoch [88][1900/2506] lr: 9.200e-03, eta: 10:04:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9956, loss_cls: 0.3292, loss: 0.3292 +2023-12-24 05:14:14,482 - pyskl - INFO - Epoch [88][2000/2506] lr: 9.190e-03, eta: 10:04:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 0.4204, loss: 0.4204 +2023-12-24 05:14:37,098 - pyskl - INFO - Epoch [88][2100/2506] lr: 9.179e-03, eta: 10:04:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 0.3640, loss: 0.3640 +2023-12-24 05:14:59,669 - pyskl - INFO - Epoch [88][2200/2506] lr: 9.169e-03, eta: 10:03:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 0.3945, loss: 0.3945 +2023-12-24 05:15:22,271 - pyskl - INFO - Epoch [88][2300/2506] lr: 9.159e-03, eta: 10:03:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 0.3865, loss: 0.3865 +2023-12-24 05:15:44,819 - pyskl - INFO - Epoch [88][2400/2506] lr: 9.149e-03, eta: 10:02:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 0.4782, loss: 0.4782 +2023-12-24 05:16:07,302 - pyskl - INFO - Epoch [88][2500/2506] lr: 9.139e-03, eta: 10:02:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 0.3553, loss: 0.3553 +2023-12-24 05:16:09,149 - pyskl - INFO - Saving checkpoint at 88 epochs +2023-12-24 05:17:27,776 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 05:17:27,846 - pyskl - INFO - +top1_acc 0.8571 +top5_acc 0.9795 +2023-12-24 05:17:27,850 - pyskl - INFO - Epoch(val) [88][1031] top1_acc: 0.8571, top5_acc: 0.9795 +2023-12-24 05:18:09,139 - pyskl - INFO - Epoch [89][100/2506] lr: 9.129e-03, eta: 10:02:22, time: 0.413, data_time: 0.188, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9962, loss_cls: 0.3469, loss: 0.3469 +2023-12-24 05:18:31,658 - pyskl - INFO - Epoch [89][200/2506] lr: 9.118e-03, eta: 10:01:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 0.3299, loss: 0.3299 +2023-12-24 05:18:54,210 - pyskl - INFO - Epoch [89][300/2506] lr: 9.108e-03, eta: 10:01:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 0.3827, loss: 0.3827 +2023-12-24 05:19:16,803 - pyskl - INFO - Epoch [89][400/2506] lr: 9.098e-03, eta: 10:01:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 0.3594, loss: 0.3594 +2023-12-24 05:19:39,288 - pyskl - INFO - Epoch [89][500/2506] lr: 9.088e-03, eta: 10:00:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 0.3266, loss: 0.3266 +2023-12-24 05:20:01,927 - pyskl - INFO - Epoch [89][600/2506] lr: 9.078e-03, eta: 10:00:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 0.3576, loss: 0.3576 +2023-12-24 05:20:24,479 - pyskl - INFO - Epoch [89][700/2506] lr: 9.068e-03, eta: 10:00:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 0.3487, loss: 0.3487 +2023-12-24 05:20:47,184 - pyskl - INFO - Epoch [89][800/2506] lr: 9.058e-03, eta: 9:59:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 0.3301, loss: 0.3301 +2023-12-24 05:21:09,689 - pyskl - INFO - Epoch [89][900/2506] lr: 9.048e-03, eta: 9:59:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 0.3754, loss: 0.3754 +2023-12-24 05:21:32,121 - pyskl - INFO - Epoch [89][1000/2506] lr: 9.038e-03, eta: 9:58:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 0.3506, loss: 0.3506 +2023-12-24 05:21:54,695 - pyskl - INFO - Epoch [89][1100/2506] lr: 9.028e-03, eta: 9:58:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 0.3489, loss: 0.3489 +2023-12-24 05:22:17,243 - pyskl - INFO - Epoch [89][1200/2506] lr: 9.018e-03, eta: 9:58:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 0.3608, loss: 0.3608 +2023-12-24 05:22:39,790 - pyskl - INFO - Epoch [89][1300/2506] lr: 9.008e-03, eta: 9:57:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 0.3775, loss: 0.3775 +2023-12-24 05:23:02,235 - pyskl - INFO - Epoch [89][1400/2506] lr: 8.998e-03, eta: 9:57:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 0.3267, loss: 0.3267 +2023-12-24 05:23:24,685 - pyskl - INFO - Epoch [89][1500/2506] lr: 8.988e-03, eta: 9:56:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 0.3632, loss: 0.3632 +2023-12-24 05:23:47,217 - pyskl - INFO - Epoch [89][1600/2506] lr: 8.978e-03, eta: 9:56:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 0.3527, loss: 0.3527 +2023-12-24 05:24:09,803 - pyskl - INFO - Epoch [89][1700/2506] lr: 8.968e-03, eta: 9:56:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 0.4152, loss: 0.4152 +2023-12-24 05:24:32,374 - pyskl - INFO - Epoch [89][1800/2506] lr: 8.958e-03, eta: 9:55:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 0.3950, loss: 0.3950 +2023-12-24 05:24:54,970 - pyskl - INFO - Epoch [89][1900/2506] lr: 8.948e-03, eta: 9:55:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 0.3768, loss: 0.3768 +2023-12-24 05:25:17,391 - pyskl - INFO - Epoch [89][2000/2506] lr: 8.938e-03, eta: 9:54:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 0.3157, loss: 0.3157 +2023-12-24 05:25:40,061 - pyskl - INFO - Epoch [89][2100/2506] lr: 8.928e-03, eta: 9:54:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 0.3465, loss: 0.3465 +2023-12-24 05:26:02,491 - pyskl - INFO - Epoch [89][2200/2506] lr: 8.918e-03, eta: 9:54:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 0.3739, loss: 0.3739 +2023-12-24 05:26:25,043 - pyskl - INFO - Epoch [89][2300/2506] lr: 8.908e-03, eta: 9:53:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 0.3983, loss: 0.3983 +2023-12-24 05:26:47,502 - pyskl - INFO - Epoch [89][2400/2506] lr: 8.898e-03, eta: 9:53:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 0.4188, loss: 0.4188 +2023-12-24 05:27:10,043 - pyskl - INFO - Epoch [89][2500/2506] lr: 8.888e-03, eta: 9:52:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9856, loss_cls: 0.4394, loss: 0.4394 +2023-12-24 05:27:11,920 - pyskl - INFO - Saving checkpoint at 89 epochs +2023-12-24 05:28:30,687 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 05:28:30,758 - pyskl - INFO - +top1_acc 0.8574 +top5_acc 0.9786 +2023-12-24 05:28:30,762 - pyskl - INFO - Epoch(val) [89][1031] top1_acc: 0.8574, top5_acc: 0.9786 +2023-12-24 05:29:12,332 - pyskl - INFO - Epoch [90][100/2506] lr: 8.877e-03, eta: 9:52:38, time: 0.416, data_time: 0.190, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 0.3191, loss: 0.3191 +2023-12-24 05:29:34,901 - pyskl - INFO - Epoch [90][200/2506] lr: 8.867e-03, eta: 9:52:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 0.3325, loss: 0.3325 +2023-12-24 05:29:57,546 - pyskl - INFO - Epoch [90][300/2506] lr: 8.857e-03, eta: 9:51:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 0.3592, loss: 0.3592 +2023-12-24 05:30:20,031 - pyskl - INFO - Epoch [90][400/2506] lr: 8.847e-03, eta: 9:51:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9950, loss_cls: 0.3449, loss: 0.3449 +2023-12-24 05:30:42,636 - pyskl - INFO - Epoch [90][500/2506] lr: 8.837e-03, eta: 9:51:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 0.3468, loss: 0.3468 +2023-12-24 05:31:05,243 - pyskl - INFO - Epoch [90][600/2506] lr: 8.827e-03, eta: 9:50:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 0.3109, loss: 0.3109 +2023-12-24 05:31:27,778 - pyskl - INFO - Epoch [90][700/2506] lr: 8.817e-03, eta: 9:50:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 0.3554, loss: 0.3554 +2023-12-24 05:31:50,257 - pyskl - INFO - Epoch [90][800/2506] lr: 8.807e-03, eta: 9:49:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 0.3612, loss: 0.3612 +2023-12-24 05:32:12,821 - pyskl - INFO - Epoch [90][900/2506] lr: 8.797e-03, eta: 9:49:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 0.3489, loss: 0.3489 +2023-12-24 05:32:35,305 - pyskl - INFO - Epoch [90][1000/2506] lr: 8.787e-03, eta: 9:49:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 0.3608, loss: 0.3608 +2023-12-24 05:32:57,944 - pyskl - INFO - Epoch [90][1100/2506] lr: 8.777e-03, eta: 9:48:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 0.3672, loss: 0.3672 +2023-12-24 05:33:20,508 - pyskl - INFO - Epoch [90][1200/2506] lr: 8.767e-03, eta: 9:48:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 0.3836, loss: 0.3836 +2023-12-24 05:33:42,957 - pyskl - INFO - Epoch [90][1300/2506] lr: 8.757e-03, eta: 9:47:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 0.3213, loss: 0.3213 +2023-12-24 05:34:05,512 - pyskl - INFO - Epoch [90][1400/2506] lr: 8.747e-03, eta: 9:47:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 0.3714, loss: 0.3714 +2023-12-24 05:34:28,004 - pyskl - INFO - Epoch [90][1500/2506] lr: 8.737e-03, eta: 9:47:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 0.3573, loss: 0.3573 +2023-12-24 05:34:50,468 - pyskl - INFO - Epoch [90][1600/2506] lr: 8.728e-03, eta: 9:46:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 0.3578, loss: 0.3578 +2023-12-24 05:35:12,917 - pyskl - INFO - Epoch [90][1700/2506] lr: 8.718e-03, eta: 9:46:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9925, loss_cls: 0.3953, loss: 0.3953 +2023-12-24 05:35:35,443 - pyskl - INFO - Epoch [90][1800/2506] lr: 8.708e-03, eta: 9:45:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 0.3853, loss: 0.3853 +2023-12-24 05:35:58,012 - pyskl - INFO - Epoch [90][1900/2506] lr: 8.698e-03, eta: 9:45:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 0.3527, loss: 0.3527 +2023-12-24 05:36:20,588 - pyskl - INFO - Epoch [90][2000/2506] lr: 8.688e-03, eta: 9:45:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 0.4179, loss: 0.4179 +2023-12-24 05:36:43,072 - pyskl - INFO - Epoch [90][2100/2506] lr: 8.678e-03, eta: 9:44:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 0.3525, loss: 0.3525 +2023-12-24 05:37:05,600 - pyskl - INFO - Epoch [90][2200/2506] lr: 8.668e-03, eta: 9:44:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 0.4154, loss: 0.4154 +2023-12-24 05:37:28,137 - pyskl - INFO - Epoch [90][2300/2506] lr: 8.658e-03, eta: 9:43:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 0.3924, loss: 0.3924 +2023-12-24 05:37:50,722 - pyskl - INFO - Epoch [90][2400/2506] lr: 8.648e-03, eta: 9:43:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 0.3547, loss: 0.3547 +2023-12-24 05:38:13,358 - pyskl - INFO - Epoch [90][2500/2506] lr: 8.638e-03, eta: 9:43:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 0.3818, loss: 0.3818 +2023-12-24 05:38:15,219 - pyskl - INFO - Saving checkpoint at 90 epochs +2023-12-24 05:39:33,732 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 05:39:33,804 - pyskl - INFO - +top1_acc 0.8485 +top5_acc 0.9772 +2023-12-24 05:39:33,808 - pyskl - INFO - Epoch(val) [90][1031] top1_acc: 0.8485, top5_acc: 0.9772 +2023-12-24 05:40:15,795 - pyskl - INFO - Epoch [91][100/2506] lr: 8.627e-03, eta: 9:42:55, time: 0.420, data_time: 0.194, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 0.3256, loss: 0.3256 +2023-12-24 05:40:38,385 - pyskl - INFO - Epoch [91][200/2506] lr: 8.618e-03, eta: 9:42:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 0.3616, loss: 0.3616 +2023-12-24 05:41:00,927 - pyskl - INFO - Epoch [91][300/2506] lr: 8.608e-03, eta: 9:42:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 0.3143, loss: 0.3143 +2023-12-24 05:41:23,522 - pyskl - INFO - Epoch [91][400/2506] lr: 8.598e-03, eta: 9:41:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 0.3763, loss: 0.3763 +2023-12-24 05:41:46,048 - pyskl - INFO - Epoch [91][500/2506] lr: 8.588e-03, eta: 9:41:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 0.3256, loss: 0.3256 +2023-12-24 05:42:08,554 - pyskl - INFO - Epoch [91][600/2506] lr: 8.578e-03, eta: 9:40:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 0.3134, loss: 0.3134 +2023-12-24 05:42:31,155 - pyskl - INFO - Epoch [91][700/2506] lr: 8.568e-03, eta: 9:40:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 0.3382, loss: 0.3382 +2023-12-24 05:42:53,795 - pyskl - INFO - Epoch [91][800/2506] lr: 8.558e-03, eta: 9:40:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 0.3465, loss: 0.3465 +2023-12-24 05:43:16,293 - pyskl - INFO - Epoch [91][900/2506] lr: 8.548e-03, eta: 9:39:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 0.3354, loss: 0.3354 +2023-12-24 05:43:38,817 - pyskl - INFO - Epoch [91][1000/2506] lr: 8.538e-03, eta: 9:39:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 0.3313, loss: 0.3313 +2023-12-24 05:44:01,311 - pyskl - INFO - Epoch [91][1100/2506] lr: 8.528e-03, eta: 9:38:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 0.3548, loss: 0.3548 +2023-12-24 05:44:23,786 - pyskl - INFO - Epoch [91][1200/2506] lr: 8.518e-03, eta: 9:38:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 0.4010, loss: 0.4010 +2023-12-24 05:44:46,309 - pyskl - INFO - Epoch [91][1300/2506] lr: 8.508e-03, eta: 9:38:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 0.3804, loss: 0.3804 +2023-12-24 05:45:08,906 - pyskl - INFO - Epoch [91][1400/2506] lr: 8.499e-03, eta: 9:37:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 0.3539, loss: 0.3539 +2023-12-24 05:45:31,531 - pyskl - INFO - Epoch [91][1500/2506] lr: 8.489e-03, eta: 9:37:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 0.3637, loss: 0.3637 +2023-12-24 05:45:54,076 - pyskl - INFO - Epoch [91][1600/2506] lr: 8.479e-03, eta: 9:36:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9875, loss_cls: 0.3530, loss: 0.3530 +2023-12-24 05:46:16,590 - pyskl - INFO - Epoch [91][1700/2506] lr: 8.469e-03, eta: 9:36:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 0.3501, loss: 0.3501 +2023-12-24 05:46:39,177 - pyskl - INFO - Epoch [91][1800/2506] lr: 8.459e-03, eta: 9:36:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 0.3241, loss: 0.3241 +2023-12-24 05:47:01,848 - pyskl - INFO - Epoch [91][1900/2506] lr: 8.449e-03, eta: 9:35:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9856, loss_cls: 0.4172, loss: 0.4172 +2023-12-24 05:47:24,412 - pyskl - INFO - Epoch [91][2000/2506] lr: 8.439e-03, eta: 9:35:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 0.3882, loss: 0.3882 +2023-12-24 05:47:46,993 - pyskl - INFO - Epoch [91][2100/2506] lr: 8.429e-03, eta: 9:35:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 0.3588, loss: 0.3588 +2023-12-24 05:48:09,572 - pyskl - INFO - Epoch [91][2200/2506] lr: 8.419e-03, eta: 9:34:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 0.3866, loss: 0.3866 +2023-12-24 05:48:32,134 - pyskl - INFO - Epoch [91][2300/2506] lr: 8.410e-03, eta: 9:34:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 0.3385, loss: 0.3385 +2023-12-24 05:48:54,614 - pyskl - INFO - Epoch [91][2400/2506] lr: 8.400e-03, eta: 9:33:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 0.3420, loss: 0.3420 +2023-12-24 05:49:17,166 - pyskl - INFO - Epoch [91][2500/2506] lr: 8.390e-03, eta: 9:33:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 0.3475, loss: 0.3475 +2023-12-24 05:49:19,054 - pyskl - INFO - Saving checkpoint at 91 epochs +2023-12-24 05:50:37,834 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 05:50:37,904 - pyskl - INFO - +top1_acc 0.8558 +top5_acc 0.9800 +2023-12-24 05:50:37,908 - pyskl - INFO - Epoch(val) [91][1031] top1_acc: 0.8558, top5_acc: 0.9800 +2023-12-24 05:51:19,218 - pyskl - INFO - Epoch [92][100/2506] lr: 8.379e-03, eta: 9:33:11, time: 0.413, data_time: 0.189, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 0.3123, loss: 0.3123 +2023-12-24 05:51:41,713 - pyskl - INFO - Epoch [92][200/2506] lr: 8.370e-03, eta: 9:32:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 0.3281, loss: 0.3281 +2023-12-24 05:52:04,071 - pyskl - INFO - Epoch [92][300/2506] lr: 8.360e-03, eta: 9:32:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9962, loss_cls: 0.3236, loss: 0.3236 +2023-12-24 05:52:26,545 - pyskl - INFO - Epoch [92][400/2506] lr: 8.350e-03, eta: 9:32:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 0.3360, loss: 0.3360 +2023-12-24 05:52:49,066 - pyskl - INFO - Epoch [92][500/2506] lr: 8.340e-03, eta: 9:31:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 0.3264, loss: 0.3264 +2023-12-24 05:53:11,534 - pyskl - INFO - Epoch [92][600/2506] lr: 8.330e-03, eta: 9:31:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 0.3177, loss: 0.3177 +2023-12-24 05:53:34,041 - pyskl - INFO - Epoch [92][700/2506] lr: 8.320e-03, eta: 9:30:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 0.3172, loss: 0.3172 +2023-12-24 05:53:56,702 - pyskl - INFO - Epoch [92][800/2506] lr: 8.310e-03, eta: 9:30:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9906, loss_cls: 0.3249, loss: 0.3249 +2023-12-24 05:54:19,253 - pyskl - INFO - Epoch [92][900/2506] lr: 8.301e-03, eta: 9:30:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 0.3390, loss: 0.3390 +2023-12-24 05:54:41,802 - pyskl - INFO - Epoch [92][1000/2506] lr: 8.291e-03, eta: 9:29:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 0.3346, loss: 0.3346 +2023-12-24 05:55:04,309 - pyskl - INFO - Epoch [92][1100/2506] lr: 8.281e-03, eta: 9:29:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9969, loss_cls: 0.3135, loss: 0.3135 +2023-12-24 05:55:26,829 - pyskl - INFO - Epoch [92][1200/2506] lr: 8.271e-03, eta: 9:28:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.3697, loss: 0.3697 +2023-12-24 05:55:49,349 - pyskl - INFO - Epoch [92][1300/2506] lr: 8.261e-03, eta: 9:28:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 0.3583, loss: 0.3583 +2023-12-24 05:56:11,845 - pyskl - INFO - Epoch [92][1400/2506] lr: 8.251e-03, eta: 9:28:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 0.3584, loss: 0.3584 +2023-12-24 05:56:34,320 - pyskl - INFO - Epoch [92][1500/2506] lr: 8.242e-03, eta: 9:27:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 0.3188, loss: 0.3188 +2023-12-24 05:56:56,925 - pyskl - INFO - Epoch [92][1600/2506] lr: 8.232e-03, eta: 9:27:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9900, loss_cls: 0.3340, loss: 0.3340 +2023-12-24 05:57:19,502 - pyskl - INFO - Epoch [92][1700/2506] lr: 8.222e-03, eta: 9:26:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9919, loss_cls: 0.3305, loss: 0.3305 +2023-12-24 05:57:42,006 - pyskl - INFO - Epoch [92][1800/2506] lr: 8.212e-03, eta: 9:26:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 0.3339, loss: 0.3339 +2023-12-24 05:58:04,514 - pyskl - INFO - Epoch [92][1900/2506] lr: 8.202e-03, eta: 9:26:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9944, loss_cls: 0.3571, loss: 0.3571 +2023-12-24 05:58:27,066 - pyskl - INFO - Epoch [92][2000/2506] lr: 8.193e-03, eta: 9:25:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 0.3997, loss: 0.3997 +2023-12-24 05:58:49,665 - pyskl - INFO - Epoch [92][2100/2506] lr: 8.183e-03, eta: 9:25:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 0.3462, loss: 0.3462 +2023-12-24 05:59:12,305 - pyskl - INFO - Epoch [92][2200/2506] lr: 8.173e-03, eta: 9:24:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 0.3903, loss: 0.3903 +2023-12-24 05:59:34,842 - pyskl - INFO - Epoch [92][2300/2506] lr: 8.163e-03, eta: 9:24:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9869, loss_cls: 0.3714, loss: 0.3714 +2023-12-24 05:59:57,445 - pyskl - INFO - Epoch [92][2400/2506] lr: 8.153e-03, eta: 9:24:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 0.3750, loss: 0.3750 +2023-12-24 06:00:19,925 - pyskl - INFO - Epoch [92][2500/2506] lr: 8.144e-03, eta: 9:23:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 0.3713, loss: 0.3713 +2023-12-24 06:00:21,787 - pyskl - INFO - Saving checkpoint at 92 epochs +2023-12-24 06:01:40,062 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 06:01:40,134 - pyskl - INFO - +top1_acc 0.8723 +top5_acc 0.9813 +2023-12-24 06:01:40,139 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_2/best_top1_acc_epoch_87.pth was removed +2023-12-24 06:01:40,273 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_92.pth. +2023-12-24 06:01:40,273 - pyskl - INFO - Best top1_acc is 0.8723 at 92 epoch. +2023-12-24 06:01:40,277 - pyskl - INFO - Epoch(val) [92][1031] top1_acc: 0.8723, top5_acc: 0.9813 +2023-12-24 06:02:21,707 - pyskl - INFO - Epoch [93][100/2506] lr: 8.133e-03, eta: 9:23:27, time: 0.414, data_time: 0.190, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 0.3084, loss: 0.3084 +2023-12-24 06:02:44,209 - pyskl - INFO - Epoch [93][200/2506] lr: 8.123e-03, eta: 9:23:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 0.2968, loss: 0.2968 +2023-12-24 06:03:06,712 - pyskl - INFO - Epoch [93][300/2506] lr: 8.114e-03, eta: 9:22:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 0.3095, loss: 0.3095 +2023-12-24 06:03:29,155 - pyskl - INFO - Epoch [93][400/2506] lr: 8.104e-03, eta: 9:22:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 0.2962, loss: 0.2962 +2023-12-24 06:03:51,651 - pyskl - INFO - Epoch [93][500/2506] lr: 8.094e-03, eta: 9:21:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 0.3522, loss: 0.3522 +2023-12-24 06:04:14,234 - pyskl - INFO - Epoch [93][600/2506] lr: 8.084e-03, eta: 9:21:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9950, loss_cls: 0.3402, loss: 0.3402 +2023-12-24 06:04:36,728 - pyskl - INFO - Epoch [93][700/2506] lr: 8.074e-03, eta: 9:21:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9888, loss_cls: 0.3365, loss: 0.3365 +2023-12-24 06:04:59,266 - pyskl - INFO - Epoch [93][800/2506] lr: 8.065e-03, eta: 9:20:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 0.3516, loss: 0.3516 +2023-12-24 06:05:21,808 - pyskl - INFO - Epoch [93][900/2506] lr: 8.055e-03, eta: 9:20:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 0.3611, loss: 0.3611 +2023-12-24 06:05:44,318 - pyskl - INFO - Epoch [93][1000/2506] lr: 8.045e-03, eta: 9:19:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9944, loss_cls: 0.3735, loss: 0.3735 +2023-12-24 06:06:06,871 - pyskl - INFO - Epoch [93][1100/2506] lr: 8.035e-03, eta: 9:19:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9906, loss_cls: 0.3243, loss: 0.3243 +2023-12-24 06:06:29,390 - pyskl - INFO - Epoch [93][1200/2506] lr: 8.026e-03, eta: 9:19:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 0.3282, loss: 0.3282 +2023-12-24 06:06:51,872 - pyskl - INFO - Epoch [93][1300/2506] lr: 8.016e-03, eta: 9:18:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 0.3299, loss: 0.3299 +2023-12-24 06:07:14,355 - pyskl - INFO - Epoch [93][1400/2506] lr: 8.006e-03, eta: 9:18:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 0.3796, loss: 0.3796 +2023-12-24 06:07:36,919 - pyskl - INFO - Epoch [93][1500/2506] lr: 7.996e-03, eta: 9:17:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 0.3217, loss: 0.3217 +2023-12-24 06:07:59,546 - pyskl - INFO - Epoch [93][1600/2506] lr: 7.987e-03, eta: 9:17:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 0.3207, loss: 0.3207 +2023-12-24 06:08:22,173 - pyskl - INFO - Epoch [93][1700/2506] lr: 7.977e-03, eta: 9:17:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 0.3341, loss: 0.3341 +2023-12-24 06:08:44,608 - pyskl - INFO - Epoch [93][1800/2506] lr: 7.967e-03, eta: 9:16:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 0.3537, loss: 0.3537 +2023-12-24 06:09:07,146 - pyskl - INFO - Epoch [93][1900/2506] lr: 7.957e-03, eta: 9:16:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9969, loss_cls: 0.3238, loss: 0.3238 +2023-12-24 06:09:29,708 - pyskl - INFO - Epoch [93][2000/2506] lr: 7.948e-03, eta: 9:15:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9900, loss_cls: 0.3396, loss: 0.3396 +2023-12-24 06:09:52,239 - pyskl - INFO - Epoch [93][2100/2506] lr: 7.938e-03, eta: 9:15:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9950, loss_cls: 0.3269, loss: 0.3269 +2023-12-24 06:10:14,713 - pyskl - INFO - Epoch [93][2200/2506] lr: 7.928e-03, eta: 9:15:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 0.3812, loss: 0.3812 +2023-12-24 06:10:37,256 - pyskl - INFO - Epoch [93][2300/2506] lr: 7.919e-03, eta: 9:14:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 0.3909, loss: 0.3909 +2023-12-24 06:10:59,855 - pyskl - INFO - Epoch [93][2400/2506] lr: 7.909e-03, eta: 9:14:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9888, loss_cls: 0.3403, loss: 0.3403 +2023-12-24 06:11:22,403 - pyskl - INFO - Epoch [93][2500/2506] lr: 7.899e-03, eta: 9:13:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 0.3554, loss: 0.3554 +2023-12-24 06:11:24,262 - pyskl - INFO - Saving checkpoint at 93 epochs +2023-12-24 06:12:42,710 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 06:12:42,781 - pyskl - INFO - +top1_acc 0.8499 +top5_acc 0.9809 +2023-12-24 06:12:42,785 - pyskl - INFO - Epoch(val) [93][1031] top1_acc: 0.8499, top5_acc: 0.9809 +2023-12-24 06:13:24,302 - pyskl - INFO - Epoch [94][100/2506] lr: 7.889e-03, eta: 9:13:43, time: 0.415, data_time: 0.190, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 0.3677, loss: 0.3677 +2023-12-24 06:13:46,704 - pyskl - INFO - Epoch [94][200/2506] lr: 7.879e-03, eta: 9:13:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 0.3338, loss: 0.3338 +2023-12-24 06:14:09,183 - pyskl - INFO - Epoch [94][300/2506] lr: 7.869e-03, eta: 9:12:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 0.3299, loss: 0.3299 +2023-12-24 06:14:31,712 - pyskl - INFO - Epoch [94][400/2506] lr: 7.860e-03, eta: 9:12:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9969, loss_cls: 0.3277, loss: 0.3277 +2023-12-24 06:14:54,377 - pyskl - INFO - Epoch [94][500/2506] lr: 7.850e-03, eta: 9:12:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 0.3059, loss: 0.3059 +2023-12-24 06:15:17,035 - pyskl - INFO - Epoch [94][600/2506] lr: 7.840e-03, eta: 9:11:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 0.3108, loss: 0.3108 +2023-12-24 06:15:39,517 - pyskl - INFO - Epoch [94][700/2506] lr: 7.831e-03, eta: 9:11:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 0.2917, loss: 0.2917 +2023-12-24 06:16:02,080 - pyskl - INFO - Epoch [94][800/2506] lr: 7.821e-03, eta: 9:10:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9894, loss_cls: 0.3492, loss: 0.3492 +2023-12-24 06:16:24,736 - pyskl - INFO - Epoch [94][900/2506] lr: 7.811e-03, eta: 9:10:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 0.3147, loss: 0.3147 +2023-12-24 06:16:47,274 - pyskl - INFO - Epoch [94][1000/2506] lr: 7.802e-03, eta: 9:10:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9906, loss_cls: 0.3318, loss: 0.3318 +2023-12-24 06:17:09,881 - pyskl - INFO - Epoch [94][1100/2506] lr: 7.792e-03, eta: 9:09:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 0.3884, loss: 0.3884 +2023-12-24 06:17:32,328 - pyskl - INFO - Epoch [94][1200/2506] lr: 7.782e-03, eta: 9:09:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 0.3214, loss: 0.3214 +2023-12-24 06:17:54,837 - pyskl - INFO - Epoch [94][1300/2506] lr: 7.773e-03, eta: 9:08:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 0.3238, loss: 0.3238 +2023-12-24 06:18:17,404 - pyskl - INFO - Epoch [94][1400/2506] lr: 7.763e-03, eta: 9:08:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 0.3096, loss: 0.3096 +2023-12-24 06:18:39,851 - pyskl - INFO - Epoch [94][1500/2506] lr: 7.753e-03, eta: 9:08:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 0.3569, loss: 0.3569 +2023-12-24 06:19:02,365 - pyskl - INFO - Epoch [94][1600/2506] lr: 7.744e-03, eta: 9:07:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.3245, loss: 0.3245 +2023-12-24 06:19:24,996 - pyskl - INFO - Epoch [94][1700/2506] lr: 7.734e-03, eta: 9:07:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 0.3159, loss: 0.3159 +2023-12-24 06:19:47,576 - pyskl - INFO - Epoch [94][1800/2506] lr: 7.724e-03, eta: 9:07:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 0.3507, loss: 0.3507 +2023-12-24 06:20:10,230 - pyskl - INFO - Epoch [94][1900/2506] lr: 7.715e-03, eta: 9:06:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 0.3214, loss: 0.3214 +2023-12-24 06:20:32,924 - pyskl - INFO - Epoch [94][2000/2506] lr: 7.705e-03, eta: 9:06:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9894, loss_cls: 0.3724, loss: 0.3724 +2023-12-24 06:20:55,328 - pyskl - INFO - Epoch [94][2100/2506] lr: 7.695e-03, eta: 9:05:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9900, loss_cls: 0.3494, loss: 0.3494 +2023-12-24 06:21:17,785 - pyskl - INFO - Epoch [94][2200/2506] lr: 7.686e-03, eta: 9:05:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 0.3133, loss: 0.3133 +2023-12-24 06:21:40,314 - pyskl - INFO - Epoch [94][2300/2506] lr: 7.676e-03, eta: 9:05:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 0.3154, loss: 0.3154 +2023-12-24 06:22:02,878 - pyskl - INFO - Epoch [94][2400/2506] lr: 7.666e-03, eta: 9:04:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 0.3603, loss: 0.3603 +2023-12-24 06:22:25,300 - pyskl - INFO - Epoch [94][2500/2506] lr: 7.657e-03, eta: 9:04:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9881, loss_cls: 0.3620, loss: 0.3620 +2023-12-24 06:22:27,106 - pyskl - INFO - Saving checkpoint at 94 epochs +2023-12-24 06:23:45,469 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 06:23:45,548 - pyskl - INFO - +top1_acc 0.8725 +top5_acc 0.9807 +2023-12-24 06:23:45,553 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_2/best_top1_acc_epoch_92.pth was removed +2023-12-24 06:23:45,699 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_94.pth. +2023-12-24 06:23:45,699 - pyskl - INFO - Best top1_acc is 0.8725 at 94 epoch. +2023-12-24 06:23:45,704 - pyskl - INFO - Epoch(val) [94][1031] top1_acc: 0.8725, top5_acc: 0.9807 +2023-12-24 06:24:27,459 - pyskl - INFO - Epoch [95][100/2506] lr: 7.647e-03, eta: 9:03:59, time: 0.418, data_time: 0.192, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 0.2992, loss: 0.2992 +2023-12-24 06:24:49,928 - pyskl - INFO - Epoch [95][200/2506] lr: 7.637e-03, eta: 9:03:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 0.3218, loss: 0.3218 +2023-12-24 06:25:12,421 - pyskl - INFO - Epoch [95][300/2506] lr: 7.627e-03, eta: 9:03:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 0.2877, loss: 0.2877 +2023-12-24 06:25:35,022 - pyskl - INFO - Epoch [95][400/2506] lr: 7.618e-03, eta: 9:02:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 0.3046, loss: 0.3046 +2023-12-24 06:25:57,624 - pyskl - INFO - Epoch [95][500/2506] lr: 7.608e-03, eta: 9:02:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 0.2821, loss: 0.2821 +2023-12-24 06:26:20,238 - pyskl - INFO - Epoch [95][600/2506] lr: 7.598e-03, eta: 9:02:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 0.2975, loss: 0.2975 +2023-12-24 06:26:42,741 - pyskl - INFO - Epoch [95][700/2506] lr: 7.589e-03, eta: 9:01:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 0.3029, loss: 0.3029 +2023-12-24 06:27:05,293 - pyskl - INFO - Epoch [95][800/2506] lr: 7.579e-03, eta: 9:01:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 0.3118, loss: 0.3118 +2023-12-24 06:27:27,949 - pyskl - INFO - Epoch [95][900/2506] lr: 7.570e-03, eta: 9:00:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 0.2947, loss: 0.2947 +2023-12-24 06:27:50,474 - pyskl - INFO - Epoch [95][1000/2506] lr: 7.560e-03, eta: 9:00:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 0.3201, loss: 0.3201 +2023-12-24 06:28:13,125 - pyskl - INFO - Epoch [95][1100/2506] lr: 7.550e-03, eta: 9:00:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 0.3145, loss: 0.3145 +2023-12-24 06:28:35,805 - pyskl - INFO - Epoch [95][1200/2506] lr: 7.541e-03, eta: 8:59:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 0.3177, loss: 0.3177 +2023-12-24 06:28:58,374 - pyskl - INFO - Epoch [95][1300/2506] lr: 7.531e-03, eta: 8:59:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 0.3151, loss: 0.3151 +2023-12-24 06:29:20,897 - pyskl - INFO - Epoch [95][1400/2506] lr: 7.522e-03, eta: 8:58:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9962, loss_cls: 0.3263, loss: 0.3263 +2023-12-24 06:29:43,510 - pyskl - INFO - Epoch [95][1500/2506] lr: 7.512e-03, eta: 8:58:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 0.3930, loss: 0.3930 +2023-12-24 06:30:06,212 - pyskl - INFO - Epoch [95][1600/2506] lr: 7.502e-03, eta: 8:58:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 0.3621, loss: 0.3621 +2023-12-24 06:30:28,767 - pyskl - INFO - Epoch [95][1700/2506] lr: 7.493e-03, eta: 8:57:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 0.3464, loss: 0.3464 +2023-12-24 06:30:51,308 - pyskl - INFO - Epoch [95][1800/2506] lr: 7.483e-03, eta: 8:57:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 0.3117, loss: 0.3117 +2023-12-24 06:31:13,964 - pyskl - INFO - Epoch [95][1900/2506] lr: 7.474e-03, eta: 8:56:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 0.3493, loss: 0.3493 +2023-12-24 06:31:36,486 - pyskl - INFO - Epoch [95][2000/2506] lr: 7.464e-03, eta: 8:56:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 0.3385, loss: 0.3385 +2023-12-24 06:31:59,313 - pyskl - INFO - Epoch [95][2100/2506] lr: 7.455e-03, eta: 8:56:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 0.3441, loss: 0.3441 +2023-12-24 06:32:21,820 - pyskl - INFO - Epoch [95][2200/2506] lr: 7.445e-03, eta: 8:55:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 0.3169, loss: 0.3169 +2023-12-24 06:32:44,395 - pyskl - INFO - Epoch [95][2300/2506] lr: 7.436e-03, eta: 8:55:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 0.3243, loss: 0.3243 +2023-12-24 06:33:06,895 - pyskl - INFO - Epoch [95][2400/2506] lr: 7.426e-03, eta: 8:54:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 0.3701, loss: 0.3701 +2023-12-24 06:33:29,421 - pyskl - INFO - Epoch [95][2500/2506] lr: 7.416e-03, eta: 8:54:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 0.3325, loss: 0.3325 +2023-12-24 06:33:31,306 - pyskl - INFO - Saving checkpoint at 95 epochs +2023-12-24 06:34:49,506 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 06:34:49,581 - pyskl - INFO - +top1_acc 0.8650 +top5_acc 0.9805 +2023-12-24 06:34:49,585 - pyskl - INFO - Epoch(val) [95][1031] top1_acc: 0.8650, top5_acc: 0.9805 +2023-12-24 06:35:30,998 - pyskl - INFO - Epoch [96][100/2506] lr: 7.406e-03, eta: 8:54:16, time: 0.414, data_time: 0.190, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 0.2847, loss: 0.2847 +2023-12-24 06:35:53,433 - pyskl - INFO - Epoch [96][200/2506] lr: 7.397e-03, eta: 8:53:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9994, loss_cls: 0.2748, loss: 0.2748 +2023-12-24 06:36:16,043 - pyskl - INFO - Epoch [96][300/2506] lr: 7.387e-03, eta: 8:53:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 0.2889, loss: 0.2889 +2023-12-24 06:36:38,768 - pyskl - INFO - Epoch [96][400/2506] lr: 7.378e-03, eta: 8:53:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 0.2797, loss: 0.2797 +2023-12-24 06:37:01,262 - pyskl - INFO - Epoch [96][500/2506] lr: 7.368e-03, eta: 8:52:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 0.3072, loss: 0.3072 +2023-12-24 06:37:23,775 - pyskl - INFO - Epoch [96][600/2506] lr: 7.359e-03, eta: 8:52:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 0.2908, loss: 0.2908 +2023-12-24 06:37:46,324 - pyskl - INFO - Epoch [96][700/2506] lr: 7.349e-03, eta: 8:51:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 0.3004, loss: 0.3004 +2023-12-24 06:38:08,980 - pyskl - INFO - Epoch [96][800/2506] lr: 7.340e-03, eta: 8:51:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 0.3296, loss: 0.3296 +2023-12-24 06:38:31,550 - pyskl - INFO - Epoch [96][900/2506] lr: 7.330e-03, eta: 8:51:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 0.3083, loss: 0.3083 +2023-12-24 06:38:54,055 - pyskl - INFO - Epoch [96][1000/2506] lr: 7.321e-03, eta: 8:50:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 0.3245, loss: 0.3245 +2023-12-24 06:39:16,658 - pyskl - INFO - Epoch [96][1100/2506] lr: 7.311e-03, eta: 8:50:19, time: 0.226, data_time: 0.001, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9888, loss_cls: 0.3261, loss: 0.3261 +2023-12-24 06:39:39,187 - pyskl - INFO - Epoch [96][1200/2506] lr: 7.302e-03, eta: 8:49:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9912, loss_cls: 0.2791, loss: 0.2791 +2023-12-24 06:40:01,804 - pyskl - INFO - Epoch [96][1300/2506] lr: 7.292e-03, eta: 8:49:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9919, loss_cls: 0.2967, loss: 0.2967 +2023-12-24 06:40:24,281 - pyskl - INFO - Epoch [96][1400/2506] lr: 7.283e-03, eta: 8:49:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 0.3486, loss: 0.3486 +2023-12-24 06:40:46,767 - pyskl - INFO - Epoch [96][1500/2506] lr: 7.273e-03, eta: 8:48:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.3062, loss: 0.3062 +2023-12-24 06:41:09,270 - pyskl - INFO - Epoch [96][1600/2506] lr: 7.264e-03, eta: 8:48:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 0.3234, loss: 0.3234 +2023-12-24 06:41:31,803 - pyskl - INFO - Epoch [96][1700/2506] lr: 7.254e-03, eta: 8:47:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 0.2826, loss: 0.2826 +2023-12-24 06:41:54,216 - pyskl - INFO - Epoch [96][1800/2506] lr: 7.245e-03, eta: 8:47:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 0.3647, loss: 0.3647 +2023-12-24 06:42:16,721 - pyskl - INFO - Epoch [96][1900/2506] lr: 7.235e-03, eta: 8:47:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9900, loss_cls: 0.3390, loss: 0.3390 +2023-12-24 06:42:39,163 - pyskl - INFO - Epoch [96][2000/2506] lr: 7.226e-03, eta: 8:46:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 0.3375, loss: 0.3375 +2023-12-24 06:43:01,724 - pyskl - INFO - Epoch [96][2100/2506] lr: 7.216e-03, eta: 8:46:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 0.3610, loss: 0.3610 +2023-12-24 06:43:24,363 - pyskl - INFO - Epoch [96][2200/2506] lr: 7.207e-03, eta: 8:45:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 0.2974, loss: 0.2974 +2023-12-24 06:43:46,999 - pyskl - INFO - Epoch [96][2300/2506] lr: 7.197e-03, eta: 8:45:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 0.3331, loss: 0.3331 +2023-12-24 06:44:09,537 - pyskl - INFO - Epoch [96][2400/2506] lr: 7.188e-03, eta: 8:45:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 0.3256, loss: 0.3256 +2023-12-24 06:44:32,010 - pyskl - INFO - Epoch [96][2500/2506] lr: 7.178e-03, eta: 8:44:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 0.3779, loss: 0.3779 +2023-12-24 06:44:33,824 - pyskl - INFO - Saving checkpoint at 96 epochs +2023-12-24 06:45:52,348 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 06:45:52,418 - pyskl - INFO - +top1_acc 0.8564 +top5_acc 0.9778 +2023-12-24 06:45:52,421 - pyskl - INFO - Epoch(val) [96][1031] top1_acc: 0.8564, top5_acc: 0.9778 +2023-12-24 06:46:34,520 - pyskl - INFO - Epoch [97][100/2506] lr: 7.168e-03, eta: 8:44:33, time: 0.421, data_time: 0.195, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9925, loss_cls: 0.2710, loss: 0.2710 +2023-12-24 06:46:57,024 - pyskl - INFO - Epoch [97][200/2506] lr: 7.159e-03, eta: 8:44:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 0.2741, loss: 0.2741 +2023-12-24 06:47:19,555 - pyskl - INFO - Epoch [97][300/2506] lr: 7.150e-03, eta: 8:43:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 0.2551, loss: 0.2551 +2023-12-24 06:47:42,110 - pyskl - INFO - Epoch [97][400/2506] lr: 7.140e-03, eta: 8:43:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 0.2556, loss: 0.2556 +2023-12-24 06:48:04,621 - pyskl - INFO - Epoch [97][500/2506] lr: 7.131e-03, eta: 8:42:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9975, loss_cls: 0.2876, loss: 0.2876 +2023-12-24 06:48:27,197 - pyskl - INFO - Epoch [97][600/2506] lr: 7.121e-03, eta: 8:42:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 0.3111, loss: 0.3111 +2023-12-24 06:48:49,765 - pyskl - INFO - Epoch [97][700/2506] lr: 7.112e-03, eta: 8:42:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9881, loss_cls: 0.3613, loss: 0.3613 +2023-12-24 06:49:12,270 - pyskl - INFO - Epoch [97][800/2506] lr: 7.102e-03, eta: 8:41:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 0.2944, loss: 0.2944 +2023-12-24 06:49:34,767 - pyskl - INFO - Epoch [97][900/2506] lr: 7.093e-03, eta: 8:41:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 0.2710, loss: 0.2710 +2023-12-24 06:49:57,205 - pyskl - INFO - Epoch [97][1000/2506] lr: 7.084e-03, eta: 8:41:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 0.2910, loss: 0.2910 +2023-12-24 06:50:19,800 - pyskl - INFO - Epoch [97][1100/2506] lr: 7.074e-03, eta: 8:40:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9906, loss_cls: 0.2853, loss: 0.2853 +2023-12-24 06:50:42,314 - pyskl - INFO - Epoch [97][1200/2506] lr: 7.065e-03, eta: 8:40:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 0.3566, loss: 0.3566 +2023-12-24 06:51:04,893 - pyskl - INFO - Epoch [97][1300/2506] lr: 7.055e-03, eta: 8:39:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 0.2762, loss: 0.2762 +2023-12-24 06:51:27,501 - pyskl - INFO - Epoch [97][1400/2506] lr: 7.046e-03, eta: 8:39:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 0.3415, loss: 0.3415 +2023-12-24 06:51:50,006 - pyskl - INFO - Epoch [97][1500/2506] lr: 7.036e-03, eta: 8:39:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9906, loss_cls: 0.3156, loss: 0.3156 +2023-12-24 06:52:12,583 - pyskl - INFO - Epoch [97][1600/2506] lr: 7.027e-03, eta: 8:38:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 0.3142, loss: 0.3142 +2023-12-24 06:52:35,186 - pyskl - INFO - Epoch [97][1700/2506] lr: 7.018e-03, eta: 8:38:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 0.3659, loss: 0.3659 +2023-12-24 06:52:57,673 - pyskl - INFO - Epoch [97][1800/2506] lr: 7.008e-03, eta: 8:37:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 0.3145, loss: 0.3145 +2023-12-24 06:53:20,185 - pyskl - INFO - Epoch [97][1900/2506] lr: 6.999e-03, eta: 8:37:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 0.3344, loss: 0.3344 +2023-12-24 06:53:42,642 - pyskl - INFO - Epoch [97][2000/2506] lr: 6.990e-03, eta: 8:37:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 0.2953, loss: 0.2953 +2023-12-24 06:54:05,253 - pyskl - INFO - Epoch [97][2100/2506] lr: 6.980e-03, eta: 8:36:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 0.3365, loss: 0.3365 +2023-12-24 06:54:27,820 - pyskl - INFO - Epoch [97][2200/2506] lr: 6.971e-03, eta: 8:36:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 0.2939, loss: 0.2939 +2023-12-24 06:54:50,341 - pyskl - INFO - Epoch [97][2300/2506] lr: 6.961e-03, eta: 8:35:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 0.3100, loss: 0.3100 +2023-12-24 06:55:12,856 - pyskl - INFO - Epoch [97][2400/2506] lr: 6.952e-03, eta: 8:35:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9894, loss_cls: 0.3430, loss: 0.3430 +2023-12-24 06:55:35,271 - pyskl - INFO - Epoch [97][2500/2506] lr: 6.943e-03, eta: 8:35:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 0.2811, loss: 0.2811 +2023-12-24 06:55:37,131 - pyskl - INFO - Saving checkpoint at 97 epochs +2023-12-24 06:56:56,188 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 06:56:56,261 - pyskl - INFO - +top1_acc 0.8680 +top5_acc 0.9794 +2023-12-24 06:56:56,267 - pyskl - INFO - Epoch(val) [97][1031] top1_acc: 0.8680, top5_acc: 0.9794 +2023-12-24 06:57:37,693 - pyskl - INFO - Epoch [98][100/2506] lr: 6.933e-03, eta: 8:34:49, time: 0.414, data_time: 0.189, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 0.2807, loss: 0.2807 +2023-12-24 06:58:00,189 - pyskl - INFO - Epoch [98][200/2506] lr: 6.923e-03, eta: 8:34:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9906, loss_cls: 0.2655, loss: 0.2655 +2023-12-24 06:58:22,863 - pyskl - INFO - Epoch [98][300/2506] lr: 6.914e-03, eta: 8:34:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 0.3004, loss: 0.3004 +2023-12-24 06:58:45,432 - pyskl - INFO - Epoch [98][400/2506] lr: 6.905e-03, eta: 8:33:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 0.2864, loss: 0.2864 +2023-12-24 06:59:07,980 - pyskl - INFO - Epoch [98][500/2506] lr: 6.895e-03, eta: 8:33:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9969, loss_cls: 0.2972, loss: 0.2972 +2023-12-24 06:59:30,437 - pyskl - INFO - Epoch [98][600/2506] lr: 6.886e-03, eta: 8:32:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9919, loss_cls: 0.2842, loss: 0.2842 +2023-12-24 06:59:53,000 - pyskl - INFO - Epoch [98][700/2506] lr: 6.877e-03, eta: 8:32:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 0.2829, loss: 0.2829 +2023-12-24 07:00:15,588 - pyskl - INFO - Epoch [98][800/2506] lr: 6.867e-03, eta: 8:32:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 0.2998, loss: 0.2998 +2023-12-24 07:00:38,150 - pyskl - INFO - Epoch [98][900/2506] lr: 6.858e-03, eta: 8:31:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 0.3128, loss: 0.3128 +2023-12-24 07:01:00,667 - pyskl - INFO - Epoch [98][1000/2506] lr: 6.849e-03, eta: 8:31:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 0.2877, loss: 0.2877 +2023-12-24 07:01:23,403 - pyskl - INFO - Epoch [98][1100/2506] lr: 6.839e-03, eta: 8:30:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 0.2786, loss: 0.2786 +2023-12-24 07:01:45,825 - pyskl - INFO - Epoch [98][1200/2506] lr: 6.830e-03, eta: 8:30:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 0.2915, loss: 0.2915 +2023-12-24 07:02:08,317 - pyskl - INFO - Epoch [98][1300/2506] lr: 6.821e-03, eta: 8:30:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 0.3135, loss: 0.3135 +2023-12-24 07:02:30,788 - pyskl - INFO - Epoch [98][1400/2506] lr: 6.812e-03, eta: 8:29:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 0.3062, loss: 0.3062 +2023-12-24 07:02:53,450 - pyskl - INFO - Epoch [98][1500/2506] lr: 6.802e-03, eta: 8:29:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 0.2519, loss: 0.2519 +2023-12-24 07:03:16,046 - pyskl - INFO - Epoch [98][1600/2506] lr: 6.793e-03, eta: 8:28:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 0.3011, loss: 0.3011 +2023-12-24 07:03:38,440 - pyskl - INFO - Epoch [98][1700/2506] lr: 6.784e-03, eta: 8:28:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 0.2980, loss: 0.2980 +2023-12-24 07:04:00,869 - pyskl - INFO - Epoch [98][1800/2506] lr: 6.774e-03, eta: 8:28:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 0.3229, loss: 0.3229 +2023-12-24 07:04:23,469 - pyskl - INFO - Epoch [98][1900/2506] lr: 6.765e-03, eta: 8:27:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 0.3378, loss: 0.3378 +2023-12-24 07:04:45,898 - pyskl - INFO - Epoch [98][2000/2506] lr: 6.756e-03, eta: 8:27:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 0.3401, loss: 0.3401 +2023-12-24 07:05:08,480 - pyskl - INFO - Epoch [98][2100/2506] lr: 6.747e-03, eta: 8:26:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 0.3599, loss: 0.3599 +2023-12-24 07:05:31,001 - pyskl - INFO - Epoch [98][2200/2506] lr: 6.737e-03, eta: 8:26:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9906, loss_cls: 0.2970, loss: 0.2970 +2023-12-24 07:05:53,500 - pyskl - INFO - Epoch [98][2300/2506] lr: 6.728e-03, eta: 8:26:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 0.3099, loss: 0.3099 +2023-12-24 07:06:16,137 - pyskl - INFO - Epoch [98][2400/2506] lr: 6.719e-03, eta: 8:25:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9981, loss_cls: 0.3153, loss: 0.3153 +2023-12-24 07:06:38,596 - pyskl - INFO - Epoch [98][2500/2506] lr: 6.709e-03, eta: 8:25:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9894, loss_cls: 0.3157, loss: 0.3157 +2023-12-24 07:06:40,401 - pyskl - INFO - Saving checkpoint at 98 epochs +2023-12-24 07:07:59,371 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 07:07:59,442 - pyskl - INFO - +top1_acc 0.8636 +top5_acc 0.9789 +2023-12-24 07:07:59,446 - pyskl - INFO - Epoch(val) [98][1031] top1_acc: 0.8636, top5_acc: 0.9789 +2023-12-24 07:08:41,172 - pyskl - INFO - Epoch [99][100/2506] lr: 6.700e-03, eta: 8:25:05, time: 0.417, data_time: 0.193, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 0.2364, loss: 0.2364 +2023-12-24 07:09:03,580 - pyskl - INFO - Epoch [99][200/2506] lr: 6.690e-03, eta: 8:24:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 0.2665, loss: 0.2665 +2023-12-24 07:09:25,989 - pyskl - INFO - Epoch [99][300/2506] lr: 6.681e-03, eta: 8:24:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 0.2897, loss: 0.2897 +2023-12-24 07:09:48,431 - pyskl - INFO - Epoch [99][400/2506] lr: 6.672e-03, eta: 8:23:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 0.2687, loss: 0.2687 +2023-12-24 07:10:11,007 - pyskl - INFO - Epoch [99][500/2506] lr: 6.663e-03, eta: 8:23:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 0.2808, loss: 0.2808 +2023-12-24 07:10:33,546 - pyskl - INFO - Epoch [99][600/2506] lr: 6.653e-03, eta: 8:23:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9919, loss_cls: 0.2971, loss: 0.2971 +2023-12-24 07:10:56,144 - pyskl - INFO - Epoch [99][700/2506] lr: 6.644e-03, eta: 8:22:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 0.2682, loss: 0.2682 +2023-12-24 07:11:18,762 - pyskl - INFO - Epoch [99][800/2506] lr: 6.635e-03, eta: 8:22:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 0.3088, loss: 0.3088 +2023-12-24 07:11:41,465 - pyskl - INFO - Epoch [99][900/2506] lr: 6.626e-03, eta: 8:21:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 0.2679, loss: 0.2679 +2023-12-24 07:12:04,037 - pyskl - INFO - Epoch [99][1000/2506] lr: 6.617e-03, eta: 8:21:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 0.2978, loss: 0.2978 +2023-12-24 07:12:26,517 - pyskl - INFO - Epoch [99][1100/2506] lr: 6.607e-03, eta: 8:21:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9938, loss_cls: 0.2590, loss: 0.2590 +2023-12-24 07:12:49,065 - pyskl - INFO - Epoch [99][1200/2506] lr: 6.598e-03, eta: 8:20:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 0.3069, loss: 0.3069 +2023-12-24 07:13:11,640 - pyskl - INFO - Epoch [99][1300/2506] lr: 6.589e-03, eta: 8:20:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 0.2622, loss: 0.2622 +2023-12-24 07:13:34,111 - pyskl - INFO - Epoch [99][1400/2506] lr: 6.580e-03, eta: 8:19:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 0.2918, loss: 0.2918 +2023-12-24 07:13:56,534 - pyskl - INFO - Epoch [99][1500/2506] lr: 6.570e-03, eta: 8:19:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 0.3189, loss: 0.3189 +2023-12-24 07:14:19,103 - pyskl - INFO - Epoch [99][1600/2506] lr: 6.561e-03, eta: 8:19:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 0.3014, loss: 0.3014 +2023-12-24 07:14:41,659 - pyskl - INFO - Epoch [99][1700/2506] lr: 6.552e-03, eta: 8:18:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 0.2590, loss: 0.2590 +2023-12-24 07:15:04,219 - pyskl - INFO - Epoch [99][1800/2506] lr: 6.543e-03, eta: 8:18:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 0.3036, loss: 0.3036 +2023-12-24 07:15:26,768 - pyskl - INFO - Epoch [99][1900/2506] lr: 6.534e-03, eta: 8:18:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9969, loss_cls: 0.2893, loss: 0.2893 +2023-12-24 07:15:49,221 - pyskl - INFO - Epoch [99][2000/2506] lr: 6.525e-03, eta: 8:17:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 0.3363, loss: 0.3363 +2023-12-24 07:16:11,824 - pyskl - INFO - Epoch [99][2100/2506] lr: 6.515e-03, eta: 8:17:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 0.3071, loss: 0.3071 +2023-12-24 07:16:34,375 - pyskl - INFO - Epoch [99][2200/2506] lr: 6.506e-03, eta: 8:16:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 0.2773, loss: 0.2773 +2023-12-24 07:16:56,857 - pyskl - INFO - Epoch [99][2300/2506] lr: 6.497e-03, eta: 8:16:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 0.2920, loss: 0.2920 +2023-12-24 07:17:19,571 - pyskl - INFO - Epoch [99][2400/2506] lr: 6.488e-03, eta: 8:16:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 0.2819, loss: 0.2819 +2023-12-24 07:17:42,079 - pyskl - INFO - Epoch [99][2500/2506] lr: 6.479e-03, eta: 8:15:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9962, loss_cls: 0.3022, loss: 0.3022 +2023-12-24 07:17:43,938 - pyskl - INFO - Saving checkpoint at 99 epochs +2023-12-24 07:19:03,135 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 07:19:03,208 - pyskl - INFO - +top1_acc 0.8677 +top5_acc 0.9791 +2023-12-24 07:19:03,212 - pyskl - INFO - Epoch(val) [99][1031] top1_acc: 0.8677, top5_acc: 0.9791 +2023-12-24 07:19:44,800 - pyskl - INFO - Epoch [100][100/2506] lr: 6.469e-03, eta: 8:15:22, time: 0.416, data_time: 0.190, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 0.3250, loss: 0.3250 +2023-12-24 07:20:07,388 - pyskl - INFO - Epoch [100][200/2506] lr: 6.460e-03, eta: 8:14:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 0.2814, loss: 0.2814 +2023-12-24 07:20:29,865 - pyskl - INFO - Epoch [100][300/2506] lr: 6.451e-03, eta: 8:14:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 0.2607, loss: 0.2607 +2023-12-24 07:20:52,484 - pyskl - INFO - Epoch [100][400/2506] lr: 6.442e-03, eta: 8:14:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 0.2738, loss: 0.2738 +2023-12-24 07:21:15,085 - pyskl - INFO - Epoch [100][500/2506] lr: 6.432e-03, eta: 8:13:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 0.2457, loss: 0.2457 +2023-12-24 07:21:37,697 - pyskl - INFO - Epoch [100][600/2506] lr: 6.423e-03, eta: 8:13:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 0.2570, loss: 0.2570 +2023-12-24 07:22:00,234 - pyskl - INFO - Epoch [100][700/2506] lr: 6.414e-03, eta: 8:13:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 0.3122, loss: 0.3122 +2023-12-24 07:22:22,696 - pyskl - INFO - Epoch [100][800/2506] lr: 6.405e-03, eta: 8:12:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 0.3124, loss: 0.3124 +2023-12-24 07:22:45,430 - pyskl - INFO - Epoch [100][900/2506] lr: 6.396e-03, eta: 8:12:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 0.2767, loss: 0.2767 +2023-12-24 07:23:08,059 - pyskl - INFO - Epoch [100][1000/2506] lr: 6.387e-03, eta: 8:11:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 0.2843, loss: 0.2843 +2023-12-24 07:23:30,672 - pyskl - INFO - Epoch [100][1100/2506] lr: 6.378e-03, eta: 8:11:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 0.2579, loss: 0.2579 +2023-12-24 07:23:53,140 - pyskl - INFO - Epoch [100][1200/2506] lr: 6.369e-03, eta: 8:11:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9962, loss_cls: 0.3189, loss: 0.3189 +2023-12-24 07:24:15,784 - pyskl - INFO - Epoch [100][1300/2506] lr: 6.360e-03, eta: 8:10:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 0.2857, loss: 0.2857 +2023-12-24 07:24:38,380 - pyskl - INFO - Epoch [100][1400/2506] lr: 6.350e-03, eta: 8:10:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 0.3057, loss: 0.3057 +2023-12-24 07:25:01,003 - pyskl - INFO - Epoch [100][1500/2506] lr: 6.341e-03, eta: 8:09:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 0.3147, loss: 0.3147 +2023-12-24 07:25:23,561 - pyskl - INFO - Epoch [100][1600/2506] lr: 6.332e-03, eta: 8:09:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 0.2739, loss: 0.2739 +2023-12-24 07:25:46,088 - pyskl - INFO - Epoch [100][1700/2506] lr: 6.323e-03, eta: 8:09:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9900, loss_cls: 0.2915, loss: 0.2915 +2023-12-24 07:26:08,651 - pyskl - INFO - Epoch [100][1800/2506] lr: 6.314e-03, eta: 8:08:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 0.2896, loss: 0.2896 +2023-12-24 07:26:31,281 - pyskl - INFO - Epoch [100][1900/2506] lr: 6.305e-03, eta: 8:08:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 0.2900, loss: 0.2900 +2023-12-24 07:26:53,833 - pyskl - INFO - Epoch [100][2000/2506] lr: 6.296e-03, eta: 8:07:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 0.2912, loss: 0.2912 +2023-12-24 07:27:16,447 - pyskl - INFO - Epoch [100][2100/2506] lr: 6.287e-03, eta: 8:07:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 0.2971, loss: 0.2971 +2023-12-24 07:27:39,009 - pyskl - INFO - Epoch [100][2200/2506] lr: 6.278e-03, eta: 8:07:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 0.2882, loss: 0.2882 +2023-12-24 07:28:01,593 - pyskl - INFO - Epoch [100][2300/2506] lr: 6.269e-03, eta: 8:06:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9912, loss_cls: 0.3084, loss: 0.3084 +2023-12-24 07:28:24,077 - pyskl - INFO - Epoch [100][2400/2506] lr: 6.260e-03, eta: 8:06:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 0.2894, loss: 0.2894 +2023-12-24 07:28:46,715 - pyskl - INFO - Epoch [100][2500/2506] lr: 6.251e-03, eta: 8:05:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 0.2893, loss: 0.2893 +2023-12-24 07:28:48,606 - pyskl - INFO - Saving checkpoint at 100 epochs +2023-12-24 07:30:07,498 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 07:30:07,572 - pyskl - INFO - +top1_acc 0.8653 +top5_acc 0.9790 +2023-12-24 07:30:07,576 - pyskl - INFO - Epoch(val) [100][1031] top1_acc: 0.8653, top5_acc: 0.9790 +2023-12-24 07:30:49,522 - pyskl - INFO - Epoch [101][100/2506] lr: 6.241e-03, eta: 8:05:39, time: 0.419, data_time: 0.195, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 0.2309, loss: 0.2309 +2023-12-24 07:31:12,010 - pyskl - INFO - Epoch [101][200/2506] lr: 6.232e-03, eta: 8:05:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9950, loss_cls: 0.2246, loss: 0.2246 +2023-12-24 07:31:34,610 - pyskl - INFO - Epoch [101][300/2506] lr: 6.223e-03, eta: 8:04:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 0.2171, loss: 0.2171 +2023-12-24 07:31:57,208 - pyskl - INFO - Epoch [101][400/2506] lr: 6.214e-03, eta: 8:04:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 0.2747, loss: 0.2747 +2023-12-24 07:32:19,811 - pyskl - INFO - Epoch [101][500/2506] lr: 6.205e-03, eta: 8:04:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9988, loss_cls: 0.2446, loss: 0.2446 +2023-12-24 07:32:42,459 - pyskl - INFO - Epoch [101][600/2506] lr: 6.196e-03, eta: 8:03:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 0.2220, loss: 0.2220 +2023-12-24 07:33:05,079 - pyskl - INFO - Epoch [101][700/2506] lr: 6.187e-03, eta: 8:03:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9944, loss_cls: 0.2648, loss: 0.2648 +2023-12-24 07:33:27,614 - pyskl - INFO - Epoch [101][800/2506] lr: 6.178e-03, eta: 8:02:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9931, loss_cls: 0.2554, loss: 0.2554 +2023-12-24 07:33:50,126 - pyskl - INFO - Epoch [101][900/2506] lr: 6.169e-03, eta: 8:02:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 0.2674, loss: 0.2674 +2023-12-24 07:34:12,624 - pyskl - INFO - Epoch [101][1000/2506] lr: 6.160e-03, eta: 8:02:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 0.2476, loss: 0.2476 +2023-12-24 07:34:35,211 - pyskl - INFO - Epoch [101][1100/2506] lr: 6.151e-03, eta: 8:01:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 0.2484, loss: 0.2484 +2023-12-24 07:34:57,758 - pyskl - INFO - Epoch [101][1200/2506] lr: 6.142e-03, eta: 8:01:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 0.2849, loss: 0.2849 +2023-12-24 07:35:20,395 - pyskl - INFO - Epoch [101][1300/2506] lr: 6.133e-03, eta: 8:00:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 0.2837, loss: 0.2837 +2023-12-24 07:35:42,935 - pyskl - INFO - Epoch [101][1400/2506] lr: 6.124e-03, eta: 8:00:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 0.2627, loss: 0.2627 +2023-12-24 07:36:05,524 - pyskl - INFO - Epoch [101][1500/2506] lr: 6.115e-03, eta: 8:00:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 0.2618, loss: 0.2618 +2023-12-24 07:36:28,046 - pyskl - INFO - Epoch [101][1600/2506] lr: 6.106e-03, eta: 7:59:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 0.3586, loss: 0.3586 +2023-12-24 07:36:50,581 - pyskl - INFO - Epoch [101][1700/2506] lr: 6.097e-03, eta: 7:59:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 0.3042, loss: 0.3042 +2023-12-24 07:37:13,103 - pyskl - INFO - Epoch [101][1800/2506] lr: 6.088e-03, eta: 7:58:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 0.3075, loss: 0.3075 +2023-12-24 07:37:35,796 - pyskl - INFO - Epoch [101][1900/2506] lr: 6.079e-03, eta: 7:58:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 0.2675, loss: 0.2675 +2023-12-24 07:37:58,306 - pyskl - INFO - Epoch [101][2000/2506] lr: 6.070e-03, eta: 7:58:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 0.2762, loss: 0.2762 +2023-12-24 07:38:20,830 - pyskl - INFO - Epoch [101][2100/2506] lr: 6.061e-03, eta: 7:57:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 0.3382, loss: 0.3382 +2023-12-24 07:38:43,316 - pyskl - INFO - Epoch [101][2200/2506] lr: 6.052e-03, eta: 7:57:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 0.3155, loss: 0.3155 +2023-12-24 07:39:05,853 - pyskl - INFO - Epoch [101][2300/2506] lr: 6.043e-03, eta: 7:56:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 0.2812, loss: 0.2812 +2023-12-24 07:39:28,438 - pyskl - INFO - Epoch [101][2400/2506] lr: 6.034e-03, eta: 7:56:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 0.2808, loss: 0.2808 +2023-12-24 07:39:51,012 - pyskl - INFO - Epoch [101][2500/2506] lr: 6.025e-03, eta: 7:56:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9931, loss_cls: 0.2796, loss: 0.2796 +2023-12-24 07:39:52,946 - pyskl - INFO - Saving checkpoint at 101 epochs +2023-12-24 07:41:12,226 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 07:41:12,297 - pyskl - INFO - +top1_acc 0.8677 +top5_acc 0.9802 +2023-12-24 07:41:12,302 - pyskl - INFO - Epoch(val) [101][1031] top1_acc: 0.8677, top5_acc: 0.9802 +2023-12-24 07:41:54,119 - pyskl - INFO - Epoch [102][100/2506] lr: 6.016e-03, eta: 7:55:56, time: 0.418, data_time: 0.194, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 0.2414, loss: 0.2414 +2023-12-24 07:42:16,581 - pyskl - INFO - Epoch [102][200/2506] lr: 6.007e-03, eta: 7:55:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 0.2571, loss: 0.2571 +2023-12-24 07:42:38,992 - pyskl - INFO - Epoch [102][300/2506] lr: 5.998e-03, eta: 7:55:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.2398, loss: 0.2398 +2023-12-24 07:43:01,524 - pyskl - INFO - Epoch [102][400/2506] lr: 5.989e-03, eta: 7:54:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 0.2579, loss: 0.2579 +2023-12-24 07:43:24,004 - pyskl - INFO - Epoch [102][500/2506] lr: 5.980e-03, eta: 7:54:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 0.2403, loss: 0.2403 +2023-12-24 07:43:46,540 - pyskl - INFO - Epoch [102][600/2506] lr: 5.971e-03, eta: 7:53:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 0.2432, loss: 0.2432 +2023-12-24 07:44:09,014 - pyskl - INFO - Epoch [102][700/2506] lr: 5.962e-03, eta: 7:53:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 0.2335, loss: 0.2335 +2023-12-24 07:44:31,448 - pyskl - INFO - Epoch [102][800/2506] lr: 5.953e-03, eta: 7:53:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 0.2759, loss: 0.2759 +2023-12-24 07:44:54,004 - pyskl - INFO - Epoch [102][900/2506] lr: 5.945e-03, eta: 7:52:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 0.2781, loss: 0.2781 +2023-12-24 07:45:16,514 - pyskl - INFO - Epoch [102][1000/2506] lr: 5.936e-03, eta: 7:52:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 0.2484, loss: 0.2484 +2023-12-24 07:45:39,068 - pyskl - INFO - Epoch [102][1100/2506] lr: 5.927e-03, eta: 7:51:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 0.2656, loss: 0.2656 +2023-12-24 07:46:01,699 - pyskl - INFO - Epoch [102][1200/2506] lr: 5.918e-03, eta: 7:51:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9938, loss_cls: 0.2451, loss: 0.2451 +2023-12-24 07:46:24,288 - pyskl - INFO - Epoch [102][1300/2506] lr: 5.909e-03, eta: 7:51:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 0.2425, loss: 0.2425 +2023-12-24 07:46:46,910 - pyskl - INFO - Epoch [102][1400/2506] lr: 5.900e-03, eta: 7:50:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 0.2620, loss: 0.2620 +2023-12-24 07:47:09,520 - pyskl - INFO - Epoch [102][1500/2506] lr: 5.891e-03, eta: 7:50:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 0.2649, loss: 0.2649 +2023-12-24 07:47:32,186 - pyskl - INFO - Epoch [102][1600/2506] lr: 5.882e-03, eta: 7:50:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 0.2907, loss: 0.2907 +2023-12-24 07:47:54,646 - pyskl - INFO - Epoch [102][1700/2506] lr: 5.873e-03, eta: 7:49:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9894, loss_cls: 0.3026, loss: 0.3026 +2023-12-24 07:48:17,206 - pyskl - INFO - Epoch [102][1800/2506] lr: 5.865e-03, eta: 7:49:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 0.2496, loss: 0.2496 +2023-12-24 07:48:39,756 - pyskl - INFO - Epoch [102][1900/2506] lr: 5.856e-03, eta: 7:48:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 0.2687, loss: 0.2687 +2023-12-24 07:49:02,165 - pyskl - INFO - Epoch [102][2000/2506] lr: 5.847e-03, eta: 7:48:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 0.2358, loss: 0.2358 +2023-12-24 07:49:24,678 - pyskl - INFO - Epoch [102][2100/2506] lr: 5.838e-03, eta: 7:48:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 0.2706, loss: 0.2706 +2023-12-24 07:49:47,188 - pyskl - INFO - Epoch [102][2200/2506] lr: 5.829e-03, eta: 7:47:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 0.2543, loss: 0.2543 +2023-12-24 07:50:09,750 - pyskl - INFO - Epoch [102][2300/2506] lr: 5.820e-03, eta: 7:47:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 0.2664, loss: 0.2664 +2023-12-24 07:50:32,196 - pyskl - INFO - Epoch [102][2400/2506] lr: 5.812e-03, eta: 7:46:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 0.2788, loss: 0.2788 +2023-12-24 07:50:54,804 - pyskl - INFO - Epoch [102][2500/2506] lr: 5.803e-03, eta: 7:46:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 0.2964, loss: 0.2964 +2023-12-24 07:50:56,737 - pyskl - INFO - Saving checkpoint at 102 epochs +2023-12-24 07:52:15,819 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 07:52:15,890 - pyskl - INFO - +top1_acc 0.8665 +top5_acc 0.9807 +2023-12-24 07:52:15,894 - pyskl - INFO - Epoch(val) [102][1031] top1_acc: 0.8665, top5_acc: 0.9807 +2023-12-24 07:52:57,928 - pyskl - INFO - Epoch [103][100/2506] lr: 5.793e-03, eta: 7:46:12, time: 0.420, data_time: 0.195, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 0.2445, loss: 0.2445 +2023-12-24 07:53:20,450 - pyskl - INFO - Epoch [103][200/2506] lr: 5.785e-03, eta: 7:45:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9950, loss_cls: 0.2193, loss: 0.2193 +2023-12-24 07:53:43,061 - pyskl - INFO - Epoch [103][300/2506] lr: 5.776e-03, eta: 7:45:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 0.2108, loss: 0.2108 +2023-12-24 07:54:05,642 - pyskl - INFO - Epoch [103][400/2506] lr: 5.767e-03, eta: 7:45:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 0.2249, loss: 0.2249 +2023-12-24 07:54:28,189 - pyskl - INFO - Epoch [103][500/2506] lr: 5.758e-03, eta: 7:44:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 0.2233, loss: 0.2233 +2023-12-24 07:54:50,788 - pyskl - INFO - Epoch [103][600/2506] lr: 5.749e-03, eta: 7:44:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 0.2587, loss: 0.2587 +2023-12-24 07:55:13,481 - pyskl - INFO - Epoch [103][700/2506] lr: 5.741e-03, eta: 7:43:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.2976, loss: 0.2976 +2023-12-24 07:55:36,123 - pyskl - INFO - Epoch [103][800/2506] lr: 5.732e-03, eta: 7:43:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 0.2709, loss: 0.2709 +2023-12-24 07:55:58,785 - pyskl - INFO - Epoch [103][900/2506] lr: 5.723e-03, eta: 7:43:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 0.2640, loss: 0.2640 +2023-12-24 07:56:21,341 - pyskl - INFO - Epoch [103][1000/2506] lr: 5.714e-03, eta: 7:42:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 0.2798, loss: 0.2798 +2023-12-24 07:56:43,949 - pyskl - INFO - Epoch [103][1100/2506] lr: 5.706e-03, eta: 7:42:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 0.2702, loss: 0.2702 +2023-12-24 07:57:06,631 - pyskl - INFO - Epoch [103][1200/2506] lr: 5.697e-03, eta: 7:41:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 0.2561, loss: 0.2561 +2023-12-24 07:57:29,138 - pyskl - INFO - Epoch [103][1300/2506] lr: 5.688e-03, eta: 7:41:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 0.2702, loss: 0.2702 +2023-12-24 07:57:51,726 - pyskl - INFO - Epoch [103][1400/2506] lr: 5.679e-03, eta: 7:41:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 0.2514, loss: 0.2514 +2023-12-24 07:58:14,353 - pyskl - INFO - Epoch [103][1500/2506] lr: 5.670e-03, eta: 7:40:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 0.2653, loss: 0.2653 +2023-12-24 07:58:36,968 - pyskl - INFO - Epoch [103][1600/2506] lr: 5.662e-03, eta: 7:40:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 0.2744, loss: 0.2744 +2023-12-24 07:58:59,526 - pyskl - INFO - Epoch [103][1700/2506] lr: 5.653e-03, eta: 7:39:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 0.2418, loss: 0.2418 +2023-12-24 07:59:22,104 - pyskl - INFO - Epoch [103][1800/2506] lr: 5.644e-03, eta: 7:39:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 0.2278, loss: 0.2278 +2023-12-24 07:59:44,695 - pyskl - INFO - Epoch [103][1900/2506] lr: 5.636e-03, eta: 7:39:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9906, loss_cls: 0.2647, loss: 0.2647 +2023-12-24 08:00:07,325 - pyskl - INFO - Epoch [103][2000/2506] lr: 5.627e-03, eta: 7:38:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.2967, loss: 0.2967 +2023-12-24 08:00:29,924 - pyskl - INFO - Epoch [103][2100/2506] lr: 5.618e-03, eta: 7:38:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 0.2772, loss: 0.2772 +2023-12-24 08:00:52,643 - pyskl - INFO - Epoch [103][2200/2506] lr: 5.609e-03, eta: 7:37:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 0.2515, loss: 0.2515 +2023-12-24 08:01:15,324 - pyskl - INFO - Epoch [103][2300/2506] lr: 5.601e-03, eta: 7:37:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9888, loss_cls: 0.3053, loss: 0.3053 +2023-12-24 08:01:37,965 - pyskl - INFO - Epoch [103][2400/2506] lr: 5.592e-03, eta: 7:37:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 0.2535, loss: 0.2535 +2023-12-24 08:02:00,547 - pyskl - INFO - Epoch [103][2500/2506] lr: 5.583e-03, eta: 7:36:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 0.2753, loss: 0.2753 +2023-12-24 08:02:02,515 - pyskl - INFO - Saving checkpoint at 103 epochs +2023-12-24 08:03:21,670 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 08:03:21,743 - pyskl - INFO - +top1_acc 0.8661 +top5_acc 0.9807 +2023-12-24 08:03:21,747 - pyskl - INFO - Epoch(val) [103][1031] top1_acc: 0.8661, top5_acc: 0.9807 +2023-12-24 08:04:03,934 - pyskl - INFO - Epoch [104][100/2506] lr: 5.574e-03, eta: 7:36:29, time: 0.422, data_time: 0.197, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 0.1965, loss: 0.1965 +2023-12-24 08:04:26,588 - pyskl - INFO - Epoch [104][200/2506] lr: 5.565e-03, eta: 7:36:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 0.2091, loss: 0.2091 +2023-12-24 08:04:49,015 - pyskl - INFO - Epoch [104][300/2506] lr: 5.557e-03, eta: 7:35:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.2359, loss: 0.2359 +2023-12-24 08:05:11,498 - pyskl - INFO - Epoch [104][400/2506] lr: 5.548e-03, eta: 7:35:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 0.2296, loss: 0.2296 +2023-12-24 08:05:34,151 - pyskl - INFO - Epoch [104][500/2506] lr: 5.539e-03, eta: 7:34:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 0.2210, loss: 0.2210 +2023-12-24 08:05:56,798 - pyskl - INFO - Epoch [104][600/2506] lr: 5.531e-03, eta: 7:34:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9900, loss_cls: 0.2852, loss: 0.2852 +2023-12-24 08:06:19,270 - pyskl - INFO - Epoch [104][700/2506] lr: 5.522e-03, eta: 7:34:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 0.2144, loss: 0.2144 +2023-12-24 08:06:41,762 - pyskl - INFO - Epoch [104][800/2506] lr: 5.513e-03, eta: 7:33:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 0.2411, loss: 0.2411 +2023-12-24 08:07:04,408 - pyskl - INFO - Epoch [104][900/2506] lr: 5.505e-03, eta: 7:33:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 0.2414, loss: 0.2414 +2023-12-24 08:07:27,071 - pyskl - INFO - Epoch [104][1000/2506] lr: 5.496e-03, eta: 7:32:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 0.2501, loss: 0.2501 +2023-12-24 08:07:49,704 - pyskl - INFO - Epoch [104][1100/2506] lr: 5.487e-03, eta: 7:32:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9938, loss_cls: 0.2448, loss: 0.2448 +2023-12-24 08:08:12,240 - pyskl - INFO - Epoch [104][1200/2506] lr: 5.479e-03, eta: 7:32:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 0.2392, loss: 0.2392 +2023-12-24 08:08:34,796 - pyskl - INFO - Epoch [104][1300/2506] lr: 5.470e-03, eta: 7:31:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.2207, loss: 0.2207 +2023-12-24 08:08:57,243 - pyskl - INFO - Epoch [104][1400/2506] lr: 5.461e-03, eta: 7:31:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 0.2213, loss: 0.2213 +2023-12-24 08:09:19,792 - pyskl - INFO - Epoch [104][1500/2506] lr: 5.453e-03, eta: 7:30:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 0.2325, loss: 0.2325 +2023-12-24 08:09:42,317 - pyskl - INFO - Epoch [104][1600/2506] lr: 5.444e-03, eta: 7:30:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.2336, loss: 0.2336 +2023-12-24 08:10:04,843 - pyskl - INFO - Epoch [104][1700/2506] lr: 5.435e-03, eta: 7:30:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9981, loss_cls: 0.2492, loss: 0.2492 +2023-12-24 08:10:27,375 - pyskl - INFO - Epoch [104][1800/2506] lr: 5.427e-03, eta: 7:29:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 0.2972, loss: 0.2972 +2023-12-24 08:10:49,966 - pyskl - INFO - Epoch [104][1900/2506] lr: 5.418e-03, eta: 7:29:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 0.2916, loss: 0.2916 +2023-12-24 08:11:12,509 - pyskl - INFO - Epoch [104][2000/2506] lr: 5.410e-03, eta: 7:29:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 0.2872, loss: 0.2872 +2023-12-24 08:11:35,073 - pyskl - INFO - Epoch [104][2100/2506] lr: 5.401e-03, eta: 7:28:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9944, loss_cls: 0.2278, loss: 0.2278 +2023-12-24 08:11:57,572 - pyskl - INFO - Epoch [104][2200/2506] lr: 5.392e-03, eta: 7:28:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 0.2564, loss: 0.2564 +2023-12-24 08:12:20,081 - pyskl - INFO - Epoch [104][2300/2506] lr: 5.384e-03, eta: 7:27:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9912, loss_cls: 0.2729, loss: 0.2729 +2023-12-24 08:12:42,784 - pyskl - INFO - Epoch [104][2400/2506] lr: 5.375e-03, eta: 7:27:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 0.2558, loss: 0.2558 +2023-12-24 08:13:05,358 - pyskl - INFO - Epoch [104][2500/2506] lr: 5.367e-03, eta: 7:27:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 0.2428, loss: 0.2428 +2023-12-24 08:13:07,250 - pyskl - INFO - Saving checkpoint at 104 epochs +2023-12-24 08:14:26,833 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 08:14:26,904 - pyskl - INFO - +top1_acc 0.8741 +top5_acc 0.9830 +2023-12-24 08:14:26,908 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_2/best_top1_acc_epoch_94.pth was removed +2023-12-24 08:14:27,042 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_104.pth. +2023-12-24 08:14:27,043 - pyskl - INFO - Best top1_acc is 0.8741 at 104 epoch. +2023-12-24 08:14:27,047 - pyskl - INFO - Epoch(val) [104][1031] top1_acc: 0.8741, top5_acc: 0.9830 +2023-12-24 08:15:08,859 - pyskl - INFO - Epoch [105][100/2506] lr: 5.358e-03, eta: 7:26:46, time: 0.418, data_time: 0.193, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 0.2095, loss: 0.2095 +2023-12-24 08:15:31,400 - pyskl - INFO - Epoch [105][200/2506] lr: 5.349e-03, eta: 7:26:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9956, loss_cls: 0.2042, loss: 0.2042 +2023-12-24 08:15:53,978 - pyskl - INFO - Epoch [105][300/2506] lr: 5.340e-03, eta: 7:25:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 0.1881, loss: 0.1881 +2023-12-24 08:16:16,542 - pyskl - INFO - Epoch [105][400/2506] lr: 5.332e-03, eta: 7:25:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.2197, loss: 0.2197 +2023-12-24 08:16:39,101 - pyskl - INFO - Epoch [105][500/2506] lr: 5.323e-03, eta: 7:25:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 0.2322, loss: 0.2322 +2023-12-24 08:17:01,693 - pyskl - INFO - Epoch [105][600/2506] lr: 5.315e-03, eta: 7:24:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.2237, loss: 0.2237 +2023-12-24 08:17:24,264 - pyskl - INFO - Epoch [105][700/2506] lr: 5.306e-03, eta: 7:24:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 0.2393, loss: 0.2393 +2023-12-24 08:17:46,684 - pyskl - INFO - Epoch [105][800/2506] lr: 5.298e-03, eta: 7:24:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 0.1938, loss: 0.1938 +2023-12-24 08:18:09,271 - pyskl - INFO - Epoch [105][900/2506] lr: 5.289e-03, eta: 7:23:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9944, loss_cls: 0.2263, loss: 0.2263 +2023-12-24 08:18:31,973 - pyskl - INFO - Epoch [105][1000/2506] lr: 5.281e-03, eta: 7:23:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 0.2618, loss: 0.2618 +2023-12-24 08:18:54,434 - pyskl - INFO - Epoch [105][1100/2506] lr: 5.272e-03, eta: 7:22:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 0.2385, loss: 0.2385 +2023-12-24 08:19:16,832 - pyskl - INFO - Epoch [105][1200/2506] lr: 5.264e-03, eta: 7:22:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 0.2200, loss: 0.2200 +2023-12-24 08:19:39,356 - pyskl - INFO - Epoch [105][1300/2506] lr: 5.255e-03, eta: 7:22:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9938, loss_cls: 0.2433, loss: 0.2433 +2023-12-24 08:20:01,885 - pyskl - INFO - Epoch [105][1400/2506] lr: 5.247e-03, eta: 7:21:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 0.2585, loss: 0.2585 +2023-12-24 08:20:24,450 - pyskl - INFO - Epoch [105][1500/2506] lr: 5.238e-03, eta: 7:21:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 0.2630, loss: 0.2630 +2023-12-24 08:20:46,965 - pyskl - INFO - Epoch [105][1600/2506] lr: 5.230e-03, eta: 7:20:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 0.2620, loss: 0.2620 +2023-12-24 08:21:09,474 - pyskl - INFO - Epoch [105][1700/2506] lr: 5.221e-03, eta: 7:20:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 0.2628, loss: 0.2628 +2023-12-24 08:21:32,018 - pyskl - INFO - Epoch [105][1800/2506] lr: 5.213e-03, eta: 7:20:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 0.2408, loss: 0.2408 +2023-12-24 08:21:54,550 - pyskl - INFO - Epoch [105][1900/2506] lr: 5.204e-03, eta: 7:19:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 0.2080, loss: 0.2080 +2023-12-24 08:22:17,151 - pyskl - INFO - Epoch [105][2000/2506] lr: 5.196e-03, eta: 7:19:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9956, loss_cls: 0.2861, loss: 0.2861 +2023-12-24 08:22:39,634 - pyskl - INFO - Epoch [105][2100/2506] lr: 5.187e-03, eta: 7:18:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9919, loss_cls: 0.2926, loss: 0.2926 +2023-12-24 08:23:02,044 - pyskl - INFO - Epoch [105][2200/2506] lr: 5.179e-03, eta: 7:18:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.2349, loss: 0.2349 +2023-12-24 08:23:24,658 - pyskl - INFO - Epoch [105][2300/2506] lr: 5.170e-03, eta: 7:18:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 0.2669, loss: 0.2669 +2023-12-24 08:23:47,076 - pyskl - INFO - Epoch [105][2400/2506] lr: 5.162e-03, eta: 7:17:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 0.2781, loss: 0.2781 +2023-12-24 08:24:09,608 - pyskl - INFO - Epoch [105][2500/2506] lr: 5.153e-03, eta: 7:17:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9981, loss_cls: 0.2822, loss: 0.2822 +2023-12-24 08:24:11,614 - pyskl - INFO - Saving checkpoint at 105 epochs +2023-12-24 08:25:31,277 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 08:25:31,355 - pyskl - INFO - +top1_acc 0.8723 +top5_acc 0.9786 +2023-12-24 08:25:31,360 - pyskl - INFO - Epoch(val) [105][1031] top1_acc: 0.8723, top5_acc: 0.9786 +2023-12-24 08:26:13,621 - pyskl - INFO - Epoch [106][100/2506] lr: 5.144e-03, eta: 7:17:03, time: 0.423, data_time: 0.199, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 0.1896, loss: 0.1896 +2023-12-24 08:26:36,120 - pyskl - INFO - Epoch [106][200/2506] lr: 5.136e-03, eta: 7:16:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9956, loss_cls: 0.1988, loss: 0.1988 +2023-12-24 08:26:58,567 - pyskl - INFO - Epoch [106][300/2506] lr: 5.127e-03, eta: 7:16:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 0.2143, loss: 0.2143 +2023-12-24 08:27:21,020 - pyskl - INFO - Epoch [106][400/2506] lr: 5.119e-03, eta: 7:15:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 0.2383, loss: 0.2383 +2023-12-24 08:27:43,581 - pyskl - INFO - Epoch [106][500/2506] lr: 5.111e-03, eta: 7:15:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.1934, loss: 0.1934 +2023-12-24 08:28:06,221 - pyskl - INFO - Epoch [106][600/2506] lr: 5.102e-03, eta: 7:15:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 0.1619, loss: 0.1619 +2023-12-24 08:28:28,736 - pyskl - INFO - Epoch [106][700/2506] lr: 5.094e-03, eta: 7:14:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 0.1907, loss: 0.1907 +2023-12-24 08:28:51,277 - pyskl - INFO - Epoch [106][800/2506] lr: 5.085e-03, eta: 7:14:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 0.2104, loss: 0.2104 +2023-12-24 08:29:13,788 - pyskl - INFO - Epoch [106][900/2506] lr: 5.077e-03, eta: 7:13:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 0.2336, loss: 0.2336 +2023-12-24 08:29:36,225 - pyskl - INFO - Epoch [106][1000/2506] lr: 5.069e-03, eta: 7:13:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 0.2284, loss: 0.2284 +2023-12-24 08:29:58,740 - pyskl - INFO - Epoch [106][1100/2506] lr: 5.060e-03, eta: 7:13:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 0.2327, loss: 0.2327 +2023-12-24 08:30:21,345 - pyskl - INFO - Epoch [106][1200/2506] lr: 5.052e-03, eta: 7:12:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 0.2069, loss: 0.2069 +2023-12-24 08:30:43,967 - pyskl - INFO - Epoch [106][1300/2506] lr: 5.043e-03, eta: 7:12:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 0.2316, loss: 0.2316 +2023-12-24 08:31:06,525 - pyskl - INFO - Epoch [106][1400/2506] lr: 5.035e-03, eta: 7:11:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.2209, loss: 0.2209 +2023-12-24 08:31:29,131 - pyskl - INFO - Epoch [106][1500/2506] lr: 5.027e-03, eta: 7:11:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 0.2562, loss: 0.2562 +2023-12-24 08:31:51,629 - pyskl - INFO - Epoch [106][1600/2506] lr: 5.018e-03, eta: 7:11:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 0.2703, loss: 0.2703 +2023-12-24 08:32:14,207 - pyskl - INFO - Epoch [106][1700/2506] lr: 5.010e-03, eta: 7:10:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 0.2372, loss: 0.2372 +2023-12-24 08:32:36,818 - pyskl - INFO - Epoch [106][1800/2506] lr: 5.001e-03, eta: 7:10:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 0.2414, loss: 0.2414 +2023-12-24 08:32:59,335 - pyskl - INFO - Epoch [106][1900/2506] lr: 4.993e-03, eta: 7:09:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.2404, loss: 0.2404 +2023-12-24 08:33:21,793 - pyskl - INFO - Epoch [106][2000/2506] lr: 4.985e-03, eta: 7:09:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 0.2415, loss: 0.2415 +2023-12-24 08:33:44,397 - pyskl - INFO - Epoch [106][2100/2506] lr: 4.976e-03, eta: 7:09:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9919, loss_cls: 0.2777, loss: 0.2777 +2023-12-24 08:34:06,954 - pyskl - INFO - Epoch [106][2200/2506] lr: 4.968e-03, eta: 7:08:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 0.2429, loss: 0.2429 +2023-12-24 08:34:29,391 - pyskl - INFO - Epoch [106][2300/2506] lr: 4.960e-03, eta: 7:08:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9938, loss_cls: 0.2302, loss: 0.2302 +2023-12-24 08:34:51,765 - pyskl - INFO - Epoch [106][2400/2506] lr: 4.951e-03, eta: 7:08:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9931, loss_cls: 0.2325, loss: 0.2325 +2023-12-24 08:35:14,222 - pyskl - INFO - Epoch [106][2500/2506] lr: 4.943e-03, eta: 7:07:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9931, loss_cls: 0.2497, loss: 0.2497 +2023-12-24 08:35:16,024 - pyskl - INFO - Saving checkpoint at 106 epochs +2023-12-24 08:36:35,229 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 08:36:35,301 - pyskl - INFO - +top1_acc 0.8699 +top5_acc 0.9806 +2023-12-24 08:36:35,305 - pyskl - INFO - Epoch(val) [106][1031] top1_acc: 0.8699, top5_acc: 0.9806 +2023-12-24 08:37:17,377 - pyskl - INFO - Epoch [107][100/2506] lr: 4.934e-03, eta: 7:07:19, time: 0.421, data_time: 0.195, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 0.2015, loss: 0.2015 +2023-12-24 08:37:39,879 - pyskl - INFO - Epoch [107][200/2506] lr: 4.926e-03, eta: 7:06:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 0.2098, loss: 0.2098 +2023-12-24 08:38:02,433 - pyskl - INFO - Epoch [107][300/2506] lr: 4.918e-03, eta: 7:06:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 0.1998, loss: 0.1998 +2023-12-24 08:38:25,056 - pyskl - INFO - Epoch [107][400/2506] lr: 4.909e-03, eta: 7:06:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 0.2067, loss: 0.2067 +2023-12-24 08:38:47,718 - pyskl - INFO - Epoch [107][500/2506] lr: 4.901e-03, eta: 7:05:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9944, loss_cls: 0.2277, loss: 0.2277 +2023-12-24 08:39:10,254 - pyskl - INFO - Epoch [107][600/2506] lr: 4.893e-03, eta: 7:05:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9994, loss_cls: 0.2164, loss: 0.2164 +2023-12-24 08:39:32,766 - pyskl - INFO - Epoch [107][700/2506] lr: 4.884e-03, eta: 7:04:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 0.2671, loss: 0.2671 +2023-12-24 08:39:55,288 - pyskl - INFO - Epoch [107][800/2506] lr: 4.876e-03, eta: 7:04:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.2070, loss: 0.2070 +2023-12-24 08:40:17,961 - pyskl - INFO - Epoch [107][900/2506] lr: 4.868e-03, eta: 7:04:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 0.1882, loss: 0.1882 +2023-12-24 08:40:40,676 - pyskl - INFO - Epoch [107][1000/2506] lr: 4.860e-03, eta: 7:03:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9988, loss_cls: 0.2168, loss: 0.2168 +2023-12-24 08:41:03,300 - pyskl - INFO - Epoch [107][1100/2506] lr: 4.851e-03, eta: 7:03:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9981, loss_cls: 0.2422, loss: 0.2422 +2023-12-24 08:41:25,885 - pyskl - INFO - Epoch [107][1200/2506] lr: 4.843e-03, eta: 7:03:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.2204, loss: 0.2204 +2023-12-24 08:41:48,434 - pyskl - INFO - Epoch [107][1300/2506] lr: 4.835e-03, eta: 7:02:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 0.1863, loss: 0.1863 +2023-12-24 08:42:11,019 - pyskl - INFO - Epoch [107][1400/2506] lr: 4.827e-03, eta: 7:02:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9931, loss_cls: 0.2294, loss: 0.2294 +2023-12-24 08:42:33,560 - pyskl - INFO - Epoch [107][1500/2506] lr: 4.818e-03, eta: 7:01:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 0.2215, loss: 0.2215 +2023-12-24 08:42:56,114 - pyskl - INFO - Epoch [107][1600/2506] lr: 4.810e-03, eta: 7:01:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 0.2052, loss: 0.2052 +2023-12-24 08:43:18,600 - pyskl - INFO - Epoch [107][1700/2506] lr: 4.802e-03, eta: 7:01:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9931, loss_cls: 0.2377, loss: 0.2377 +2023-12-24 08:43:41,060 - pyskl - INFO - Epoch [107][1800/2506] lr: 4.794e-03, eta: 7:00:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9944, loss_cls: 0.2249, loss: 0.2249 +2023-12-24 08:44:03,658 - pyskl - INFO - Epoch [107][1900/2506] lr: 4.785e-03, eta: 7:00:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 0.2084, loss: 0.2084 +2023-12-24 08:44:26,224 - pyskl - INFO - Epoch [107][2000/2506] lr: 4.777e-03, eta: 6:59:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 0.2279, loss: 0.2279 +2023-12-24 08:44:48,758 - pyskl - INFO - Epoch [107][2100/2506] lr: 4.769e-03, eta: 6:59:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 0.1912, loss: 0.1912 +2023-12-24 08:45:11,246 - pyskl - INFO - Epoch [107][2200/2506] lr: 4.761e-03, eta: 6:59:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 0.2945, loss: 0.2945 +2023-12-24 08:45:33,885 - pyskl - INFO - Epoch [107][2300/2506] lr: 4.753e-03, eta: 6:58:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 0.2394, loss: 0.2394 +2023-12-24 08:45:56,582 - pyskl - INFO - Epoch [107][2400/2506] lr: 4.744e-03, eta: 6:58:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 0.2111, loss: 0.2111 +2023-12-24 08:46:19,144 - pyskl - INFO - Epoch [107][2500/2506] lr: 4.736e-03, eta: 6:57:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 0.1891, loss: 0.1891 +2023-12-24 08:46:21,027 - pyskl - INFO - Saving checkpoint at 107 epochs +2023-12-24 08:47:40,735 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 08:47:40,806 - pyskl - INFO - +top1_acc 0.8837 +top5_acc 0.9831 +2023-12-24 08:47:40,810 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_2/best_top1_acc_epoch_104.pth was removed +2023-12-24 08:47:40,942 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_107.pth. +2023-12-24 08:47:40,942 - pyskl - INFO - Best top1_acc is 0.8837 at 107 epoch. +2023-12-24 08:47:40,946 - pyskl - INFO - Epoch(val) [107][1031] top1_acc: 0.8837, top5_acc: 0.9831 +2023-12-24 08:48:22,843 - pyskl - INFO - Epoch [108][100/2506] lr: 4.728e-03, eta: 6:57:36, time: 0.419, data_time: 0.194, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.2186, loss: 0.2186 +2023-12-24 08:48:45,302 - pyskl - INFO - Epoch [108][200/2506] lr: 4.719e-03, eta: 6:57:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 0.1766, loss: 0.1766 +2023-12-24 08:49:07,743 - pyskl - INFO - Epoch [108][300/2506] lr: 4.711e-03, eta: 6:56:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 0.1967, loss: 0.1967 +2023-12-24 08:49:30,364 - pyskl - INFO - Epoch [108][400/2506] lr: 4.703e-03, eta: 6:56:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 0.1933, loss: 0.1933 +2023-12-24 08:49:52,787 - pyskl - INFO - Epoch [108][500/2506] lr: 4.695e-03, eta: 6:56:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.2006, loss: 0.2006 +2023-12-24 08:50:15,297 - pyskl - INFO - Epoch [108][600/2506] lr: 4.687e-03, eta: 6:55:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.1803, loss: 0.1803 +2023-12-24 08:50:37,936 - pyskl - INFO - Epoch [108][700/2506] lr: 4.679e-03, eta: 6:55:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 0.1811, loss: 0.1811 +2023-12-24 08:51:00,470 - pyskl - INFO - Epoch [108][800/2506] lr: 4.670e-03, eta: 6:54:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 0.1921, loss: 0.1921 +2023-12-24 08:51:22,955 - pyskl - INFO - Epoch [108][900/2506] lr: 4.662e-03, eta: 6:54:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 0.2011, loss: 0.2011 +2023-12-24 08:51:45,516 - pyskl - INFO - Epoch [108][1000/2506] lr: 4.654e-03, eta: 6:54:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 0.2174, loss: 0.2174 +2023-12-24 08:52:08,138 - pyskl - INFO - Epoch [108][1100/2506] lr: 4.646e-03, eta: 6:53:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9938, loss_cls: 0.2303, loss: 0.2303 +2023-12-24 08:52:30,701 - pyskl - INFO - Epoch [108][1200/2506] lr: 4.638e-03, eta: 6:53:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 0.2135, loss: 0.2135 +2023-12-24 08:52:53,245 - pyskl - INFO - Epoch [108][1300/2506] lr: 4.630e-03, eta: 6:52:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.2194, loss: 0.2194 +2023-12-24 08:53:15,723 - pyskl - INFO - Epoch [108][1400/2506] lr: 4.622e-03, eta: 6:52:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 0.2144, loss: 0.2144 +2023-12-24 08:53:38,416 - pyskl - INFO - Epoch [108][1500/2506] lr: 4.614e-03, eta: 6:52:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 0.2460, loss: 0.2460 +2023-12-24 08:54:01,000 - pyskl - INFO - Epoch [108][1600/2506] lr: 4.605e-03, eta: 6:51:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 0.2117, loss: 0.2117 +2023-12-24 08:54:23,445 - pyskl - INFO - Epoch [108][1700/2506] lr: 4.597e-03, eta: 6:51:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 0.2092, loss: 0.2092 +2023-12-24 08:54:45,970 - pyskl - INFO - Epoch [108][1800/2506] lr: 4.589e-03, eta: 6:50:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 0.1892, loss: 0.1892 +2023-12-24 08:55:08,660 - pyskl - INFO - Epoch [108][1900/2506] lr: 4.581e-03, eta: 6:50:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 0.2547, loss: 0.2547 +2023-12-24 08:55:31,208 - pyskl - INFO - Epoch [108][2000/2506] lr: 4.573e-03, eta: 6:50:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.2133, loss: 0.2133 +2023-12-24 08:55:53,805 - pyskl - INFO - Epoch [108][2100/2506] lr: 4.565e-03, eta: 6:49:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9931, loss_cls: 0.2467, loss: 0.2467 +2023-12-24 08:56:16,407 - pyskl - INFO - Epoch [108][2200/2506] lr: 4.557e-03, eta: 6:49:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 0.2431, loss: 0.2431 +2023-12-24 08:56:38,845 - pyskl - INFO - Epoch [108][2300/2506] lr: 4.549e-03, eta: 6:48:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9950, loss_cls: 0.2167, loss: 0.2167 +2023-12-24 08:57:01,412 - pyskl - INFO - Epoch [108][2400/2506] lr: 4.541e-03, eta: 6:48:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 0.2179, loss: 0.2179 +2023-12-24 08:57:23,922 - pyskl - INFO - Epoch [108][2500/2506] lr: 4.533e-03, eta: 6:48:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 0.1968, loss: 0.1968 +2023-12-24 08:57:25,887 - pyskl - INFO - Saving checkpoint at 108 epochs +2023-12-24 08:58:45,356 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 08:58:45,430 - pyskl - INFO - +top1_acc 0.8707 +top5_acc 0.9809 +2023-12-24 08:58:45,434 - pyskl - INFO - Epoch(val) [108][1031] top1_acc: 0.8707, top5_acc: 0.9809 +2023-12-24 08:59:27,444 - pyskl - INFO - Epoch [109][100/2506] lr: 4.524e-03, eta: 6:47:53, time: 0.420, data_time: 0.194, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.1769, loss: 0.1769 +2023-12-24 08:59:49,974 - pyskl - INFO - Epoch [109][200/2506] lr: 4.516e-03, eta: 6:47:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 0.1787, loss: 0.1787 +2023-12-24 09:00:12,425 - pyskl - INFO - Epoch [109][300/2506] lr: 4.508e-03, eta: 6:47:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.2110, loss: 0.2110 +2023-12-24 09:00:34,908 - pyskl - INFO - Epoch [109][400/2506] lr: 4.500e-03, eta: 6:46:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 0.1996, loss: 0.1996 +2023-12-24 09:00:57,399 - pyskl - INFO - Epoch [109][500/2506] lr: 4.492e-03, eta: 6:46:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.1712, loss: 0.1712 +2023-12-24 09:01:20,055 - pyskl - INFO - Epoch [109][600/2506] lr: 4.484e-03, eta: 6:45:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 0.2010, loss: 0.2010 +2023-12-24 09:01:42,593 - pyskl - INFO - Epoch [109][700/2506] lr: 4.476e-03, eta: 6:45:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.1838, loss: 0.1838 +2023-12-24 09:02:05,111 - pyskl - INFO - Epoch [109][800/2506] lr: 4.468e-03, eta: 6:45:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 0.2017, loss: 0.2017 +2023-12-24 09:02:27,670 - pyskl - INFO - Epoch [109][900/2506] lr: 4.460e-03, eta: 6:44:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 0.1983, loss: 0.1983 +2023-12-24 09:02:50,259 - pyskl - INFO - Epoch [109][1000/2506] lr: 4.452e-03, eta: 6:44:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 0.2204, loss: 0.2204 +2023-12-24 09:03:12,934 - pyskl - INFO - Epoch [109][1100/2506] lr: 4.444e-03, eta: 6:43:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9962, loss_cls: 0.1567, loss: 0.1567 +2023-12-24 09:03:35,503 - pyskl - INFO - Epoch [109][1200/2506] lr: 4.436e-03, eta: 6:43:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 0.2039, loss: 0.2039 +2023-12-24 09:03:58,088 - pyskl - INFO - Epoch [109][1300/2506] lr: 4.428e-03, eta: 6:43:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 0.1989, loss: 0.1989 +2023-12-24 09:04:20,677 - pyskl - INFO - Epoch [109][1400/2506] lr: 4.420e-03, eta: 6:42:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 0.2246, loss: 0.2246 +2023-12-24 09:04:43,323 - pyskl - INFO - Epoch [109][1500/2506] lr: 4.412e-03, eta: 6:42:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9956, loss_cls: 0.1934, loss: 0.1934 +2023-12-24 09:05:05,861 - pyskl - INFO - Epoch [109][1600/2506] lr: 4.404e-03, eta: 6:42:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 0.2267, loss: 0.2267 +2023-12-24 09:05:28,347 - pyskl - INFO - Epoch [109][1700/2506] lr: 4.396e-03, eta: 6:41:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9994, loss_cls: 0.2072, loss: 0.2072 +2023-12-24 09:05:50,777 - pyskl - INFO - Epoch [109][1800/2506] lr: 4.388e-03, eta: 6:41:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 0.2112, loss: 0.2112 +2023-12-24 09:06:13,413 - pyskl - INFO - Epoch [109][1900/2506] lr: 4.380e-03, eta: 6:40:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.1779, loss: 0.1779 +2023-12-24 09:06:36,094 - pyskl - INFO - Epoch [109][2000/2506] lr: 4.372e-03, eta: 6:40:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 0.2442, loss: 0.2442 +2023-12-24 09:06:58,737 - pyskl - INFO - Epoch [109][2100/2506] lr: 4.364e-03, eta: 6:40:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 0.2452, loss: 0.2452 +2023-12-24 09:07:21,329 - pyskl - INFO - Epoch [109][2200/2506] lr: 4.357e-03, eta: 6:39:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 0.2234, loss: 0.2234 +2023-12-24 09:07:43,927 - pyskl - INFO - Epoch [109][2300/2506] lr: 4.349e-03, eta: 6:39:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 0.2237, loss: 0.2237 +2023-12-24 09:08:06,542 - pyskl - INFO - Epoch [109][2400/2506] lr: 4.341e-03, eta: 6:38:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 0.2159, loss: 0.2159 +2023-12-24 09:08:29,075 - pyskl - INFO - Epoch [109][2500/2506] lr: 4.333e-03, eta: 6:38:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 0.2097, loss: 0.2097 +2023-12-24 09:08:31,065 - pyskl - INFO - Saving checkpoint at 109 epochs +2023-12-24 09:09:50,254 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 09:09:50,329 - pyskl - INFO - +top1_acc 0.8745 +top5_acc 0.9823 +2023-12-24 09:09:50,334 - pyskl - INFO - Epoch(val) [109][1031] top1_acc: 0.8745, top5_acc: 0.9823 +2023-12-24 09:10:32,246 - pyskl - INFO - Epoch [110][100/2506] lr: 4.324e-03, eta: 6:38:10, time: 0.419, data_time: 0.194, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 0.1817, loss: 0.1817 +2023-12-24 09:10:54,923 - pyskl - INFO - Epoch [110][200/2506] lr: 4.317e-03, eta: 6:37:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 0.1664, loss: 0.1664 +2023-12-24 09:11:17,512 - pyskl - INFO - Epoch [110][300/2506] lr: 4.309e-03, eta: 6:37:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 0.1777, loss: 0.1777 +2023-12-24 09:11:40,071 - pyskl - INFO - Epoch [110][400/2506] lr: 4.301e-03, eta: 6:36:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 0.2010, loss: 0.2010 +2023-12-24 09:12:02,585 - pyskl - INFO - Epoch [110][500/2506] lr: 4.293e-03, eta: 6:36:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 0.1681, loss: 0.1681 +2023-12-24 09:12:25,166 - pyskl - INFO - Epoch [110][600/2506] lr: 4.285e-03, eta: 6:36:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 0.1748, loss: 0.1748 +2023-12-24 09:12:47,726 - pyskl - INFO - Epoch [110][700/2506] lr: 4.277e-03, eta: 6:35:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.1767, loss: 0.1767 +2023-12-24 09:13:10,324 - pyskl - INFO - Epoch [110][800/2506] lr: 4.269e-03, eta: 6:35:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 0.1978, loss: 0.1978 +2023-12-24 09:13:32,918 - pyskl - INFO - Epoch [110][900/2506] lr: 4.261e-03, eta: 6:35:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 1.0000, loss_cls: 0.1890, loss: 0.1890 +2023-12-24 09:13:55,445 - pyskl - INFO - Epoch [110][1000/2506] lr: 4.254e-03, eta: 6:34:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 0.1894, loss: 0.1894 +2023-12-24 09:14:18,016 - pyskl - INFO - Epoch [110][1100/2506] lr: 4.246e-03, eta: 6:34:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.1704, loss: 0.1704 +2023-12-24 09:14:40,444 - pyskl - INFO - Epoch [110][1200/2506] lr: 4.238e-03, eta: 6:33:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9962, loss_cls: 0.1883, loss: 0.1883 +2023-12-24 09:15:02,971 - pyskl - INFO - Epoch [110][1300/2506] lr: 4.230e-03, eta: 6:33:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 1.0000, loss_cls: 0.1952, loss: 0.1952 +2023-12-24 09:15:25,445 - pyskl - INFO - Epoch [110][1400/2506] lr: 4.222e-03, eta: 6:33:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 0.2003, loss: 0.2003 +2023-12-24 09:15:47,892 - pyskl - INFO - Epoch [110][1500/2506] lr: 4.214e-03, eta: 6:32:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 0.2257, loss: 0.2257 +2023-12-24 09:16:10,442 - pyskl - INFO - Epoch [110][1600/2506] lr: 4.207e-03, eta: 6:32:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9938, loss_cls: 0.2173, loss: 0.2173 +2023-12-24 09:16:32,957 - pyskl - INFO - Epoch [110][1700/2506] lr: 4.199e-03, eta: 6:31:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.2141, loss: 0.2141 +2023-12-24 09:16:55,480 - pyskl - INFO - Epoch [110][1800/2506] lr: 4.191e-03, eta: 6:31:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.2030, loss: 0.2030 +2023-12-24 09:17:18,065 - pyskl - INFO - Epoch [110][1900/2506] lr: 4.183e-03, eta: 6:31:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 0.2128, loss: 0.2128 +2023-12-24 09:17:40,621 - pyskl - INFO - Epoch [110][2000/2506] lr: 4.175e-03, eta: 6:30:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 0.1965, loss: 0.1965 +2023-12-24 09:18:03,246 - pyskl - INFO - Epoch [110][2100/2506] lr: 4.168e-03, eta: 6:30:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 0.2360, loss: 0.2360 +2023-12-24 09:18:25,852 - pyskl - INFO - Epoch [110][2200/2506] lr: 4.160e-03, eta: 6:29:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 0.2286, loss: 0.2286 +2023-12-24 09:18:48,387 - pyskl - INFO - Epoch [110][2300/2506] lr: 4.152e-03, eta: 6:29:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 0.1956, loss: 0.1956 +2023-12-24 09:19:10,968 - pyskl - INFO - Epoch [110][2400/2506] lr: 4.144e-03, eta: 6:29:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 0.1945, loss: 0.1945 +2023-12-24 09:19:33,521 - pyskl - INFO - Epoch [110][2500/2506] lr: 4.136e-03, eta: 6:28:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.1780, loss: 0.1780 +2023-12-24 09:19:35,390 - pyskl - INFO - Saving checkpoint at 110 epochs +2023-12-24 09:20:54,670 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 09:20:54,740 - pyskl - INFO - +top1_acc 0.8826 +top5_acc 0.9836 +2023-12-24 09:20:54,743 - pyskl - INFO - Epoch(val) [110][1031] top1_acc: 0.8826, top5_acc: 0.9836 +2023-12-24 09:21:36,871 - pyskl - INFO - Epoch [111][100/2506] lr: 4.128e-03, eta: 6:28:27, time: 0.421, data_time: 0.197, memory: 6499, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 0.1559, loss: 0.1559 +2023-12-24 09:21:59,330 - pyskl - INFO - Epoch [111][200/2506] lr: 4.120e-03, eta: 6:28:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 0.1636, loss: 0.1636 +2023-12-24 09:22:21,850 - pyskl - INFO - Epoch [111][300/2506] lr: 4.113e-03, eta: 6:27:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 0.1569, loss: 0.1569 +2023-12-24 09:22:44,389 - pyskl - INFO - Epoch [111][400/2506] lr: 4.105e-03, eta: 6:27:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9962, loss_cls: 0.1686, loss: 0.1686 +2023-12-24 09:23:07,047 - pyskl - INFO - Epoch [111][500/2506] lr: 4.097e-03, eta: 6:26:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 0.1743, loss: 0.1743 +2023-12-24 09:23:29,573 - pyskl - INFO - Epoch [111][600/2506] lr: 4.089e-03, eta: 6:26:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.1620, loss: 0.1620 +2023-12-24 09:23:52,017 - pyskl - INFO - Epoch [111][700/2506] lr: 4.082e-03, eta: 6:26:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.1633, loss: 0.1633 +2023-12-24 09:24:14,409 - pyskl - INFO - Epoch [111][800/2506] lr: 4.074e-03, eta: 6:25:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 0.1716, loss: 0.1716 +2023-12-24 09:24:36,958 - pyskl - INFO - Epoch [111][900/2506] lr: 4.066e-03, eta: 6:25:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.1842, loss: 0.1842 +2023-12-24 09:24:59,519 - pyskl - INFO - Epoch [111][1000/2506] lr: 4.059e-03, eta: 6:24:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.1644, loss: 0.1644 +2023-12-24 09:25:22,008 - pyskl - INFO - Epoch [111][1100/2506] lr: 4.051e-03, eta: 6:24:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 0.1680, loss: 0.1680 +2023-12-24 09:25:44,441 - pyskl - INFO - Epoch [111][1200/2506] lr: 4.043e-03, eta: 6:24:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 0.2047, loss: 0.2047 +2023-12-24 09:26:06,920 - pyskl - INFO - Epoch [111][1300/2506] lr: 4.036e-03, eta: 6:23:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.1572, loss: 0.1572 +2023-12-24 09:26:29,425 - pyskl - INFO - Epoch [111][1400/2506] lr: 4.028e-03, eta: 6:23:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 0.1691, loss: 0.1691 +2023-12-24 09:26:51,896 - pyskl - INFO - Epoch [111][1500/2506] lr: 4.020e-03, eta: 6:22:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 0.1908, loss: 0.1908 +2023-12-24 09:27:14,379 - pyskl - INFO - Epoch [111][1600/2506] lr: 4.012e-03, eta: 6:22:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 0.1923, loss: 0.1923 +2023-12-24 09:27:36,788 - pyskl - INFO - Epoch [111][1700/2506] lr: 4.005e-03, eta: 6:22:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 0.1655, loss: 0.1655 +2023-12-24 09:27:59,407 - pyskl - INFO - Epoch [111][1800/2506] lr: 3.997e-03, eta: 6:21:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 0.1536, loss: 0.1536 +2023-12-24 09:28:22,058 - pyskl - INFO - Epoch [111][1900/2506] lr: 3.989e-03, eta: 6:21:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 0.1797, loss: 0.1797 +2023-12-24 09:28:44,575 - pyskl - INFO - Epoch [111][2000/2506] lr: 3.982e-03, eta: 6:20:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 0.1998, loss: 0.1998 +2023-12-24 09:29:07,252 - pyskl - INFO - Epoch [111][2100/2506] lr: 3.974e-03, eta: 6:20:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 0.1873, loss: 0.1873 +2023-12-24 09:29:29,812 - pyskl - INFO - Epoch [111][2200/2506] lr: 3.967e-03, eta: 6:20:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 0.2152, loss: 0.2152 +2023-12-24 09:29:52,216 - pyskl - INFO - Epoch [111][2300/2506] lr: 3.959e-03, eta: 6:19:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 0.2160, loss: 0.2160 +2023-12-24 09:30:14,741 - pyskl - INFO - Epoch [111][2400/2506] lr: 3.951e-03, eta: 6:19:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9956, loss_cls: 0.2000, loss: 0.2000 +2023-12-24 09:30:37,211 - pyskl - INFO - Epoch [111][2500/2506] lr: 3.944e-03, eta: 6:19:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9994, loss_cls: 0.2098, loss: 0.2098 +2023-12-24 09:30:39,160 - pyskl - INFO - Saving checkpoint at 111 epochs +2023-12-24 09:31:58,188 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 09:31:58,259 - pyskl - INFO - +top1_acc 0.8768 +top5_acc 0.9807 +2023-12-24 09:31:58,263 - pyskl - INFO - Epoch(val) [111][1031] top1_acc: 0.8768, top5_acc: 0.9807 +2023-12-24 09:32:40,150 - pyskl - INFO - Epoch [112][100/2506] lr: 3.936e-03, eta: 6:18:43, time: 0.419, data_time: 0.194, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 0.1671, loss: 0.1671 +2023-12-24 09:33:02,586 - pyskl - INFO - Epoch [112][200/2506] lr: 3.928e-03, eta: 6:18:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 0.1703, loss: 0.1703 +2023-12-24 09:33:25,247 - pyskl - INFO - Epoch [112][300/2506] lr: 3.920e-03, eta: 6:17:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 0.1539, loss: 0.1539 +2023-12-24 09:33:47,844 - pyskl - INFO - Epoch [112][400/2506] lr: 3.913e-03, eta: 6:17:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 0.1618, loss: 0.1618 +2023-12-24 09:34:10,303 - pyskl - INFO - Epoch [112][500/2506] lr: 3.905e-03, eta: 6:17:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 0.1356, loss: 0.1356 +2023-12-24 09:34:32,853 - pyskl - INFO - Epoch [112][600/2506] lr: 3.898e-03, eta: 6:16:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 0.1673, loss: 0.1673 +2023-12-24 09:34:55,348 - pyskl - INFO - Epoch [112][700/2506] lr: 3.890e-03, eta: 6:16:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.1632, loss: 0.1632 +2023-12-24 09:35:17,887 - pyskl - INFO - Epoch [112][800/2506] lr: 3.883e-03, eta: 6:15:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 0.1776, loss: 0.1776 +2023-12-24 09:35:40,443 - pyskl - INFO - Epoch [112][900/2506] lr: 3.875e-03, eta: 6:15:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 0.1767, loss: 0.1767 +2023-12-24 09:36:03,076 - pyskl - INFO - Epoch [112][1000/2506] lr: 3.867e-03, eta: 6:15:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.1997, loss: 0.1997 +2023-12-24 09:36:25,638 - pyskl - INFO - Epoch [112][1100/2506] lr: 3.860e-03, eta: 6:14:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.2095, loss: 0.2095 +2023-12-24 09:36:48,260 - pyskl - INFO - Epoch [112][1200/2506] lr: 3.852e-03, eta: 6:14:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9938, loss_cls: 0.1852, loss: 0.1852 +2023-12-24 09:37:10,852 - pyskl - INFO - Epoch [112][1300/2506] lr: 3.845e-03, eta: 6:14:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1494, loss: 0.1494 +2023-12-24 09:37:33,381 - pyskl - INFO - Epoch [112][1400/2506] lr: 3.837e-03, eta: 6:13:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9994, loss_cls: 0.1919, loss: 0.1919 +2023-12-24 09:37:56,015 - pyskl - INFO - Epoch [112][1500/2506] lr: 3.830e-03, eta: 6:13:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 0.1620, loss: 0.1620 +2023-12-24 09:38:18,622 - pyskl - INFO - Epoch [112][1600/2506] lr: 3.822e-03, eta: 6:12:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.1684, loss: 0.1684 +2023-12-24 09:38:41,222 - pyskl - INFO - Epoch [112][1700/2506] lr: 3.815e-03, eta: 6:12:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.1725, loss: 0.1725 +2023-12-24 09:39:03,869 - pyskl - INFO - Epoch [112][1800/2506] lr: 3.807e-03, eta: 6:12:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.1907, loss: 0.1907 +2023-12-24 09:39:26,423 - pyskl - INFO - Epoch [112][1900/2506] lr: 3.800e-03, eta: 6:11:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.1884, loss: 0.1884 +2023-12-24 09:39:48,968 - pyskl - INFO - Epoch [112][2000/2506] lr: 3.792e-03, eta: 6:11:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 0.2175, loss: 0.2175 +2023-12-24 09:40:11,382 - pyskl - INFO - Epoch [112][2100/2506] lr: 3.785e-03, eta: 6:10:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.1769, loss: 0.1769 +2023-12-24 09:40:33,947 - pyskl - INFO - Epoch [112][2200/2506] lr: 3.777e-03, eta: 6:10:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 0.2120, loss: 0.2120 +2023-12-24 09:40:56,411 - pyskl - INFO - Epoch [112][2300/2506] lr: 3.770e-03, eta: 6:10:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 0.2244, loss: 0.2244 +2023-12-24 09:41:18,884 - pyskl - INFO - Epoch [112][2400/2506] lr: 3.762e-03, eta: 6:09:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9938, loss_cls: 0.2533, loss: 0.2533 +2023-12-24 09:41:41,454 - pyskl - INFO - Epoch [112][2500/2506] lr: 3.755e-03, eta: 6:09:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.1986, loss: 0.1986 +2023-12-24 09:41:43,346 - pyskl - INFO - Saving checkpoint at 112 epochs +2023-12-24 09:43:02,531 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 09:43:02,604 - pyskl - INFO - +top1_acc 0.8792 +top5_acc 0.9823 +2023-12-24 09:43:02,608 - pyskl - INFO - Epoch(val) [112][1031] top1_acc: 0.8792, top5_acc: 0.9823 +2023-12-24 09:43:44,491 - pyskl - INFO - Epoch [113][100/2506] lr: 3.747e-03, eta: 6:09:00, time: 0.419, data_time: 0.195, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.1491, loss: 0.1491 +2023-12-24 09:44:07,004 - pyskl - INFO - Epoch [113][200/2506] lr: 3.739e-03, eta: 6:08:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 0.1594, loss: 0.1594 +2023-12-24 09:44:29,525 - pyskl - INFO - Epoch [113][300/2506] lr: 3.732e-03, eta: 6:08:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 0.1607, loss: 0.1607 +2023-12-24 09:44:51,979 - pyskl - INFO - Epoch [113][400/2506] lr: 3.724e-03, eta: 6:07:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.1759, loss: 0.1759 +2023-12-24 09:45:14,537 - pyskl - INFO - Epoch [113][500/2506] lr: 3.717e-03, eta: 6:07:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.1616, loss: 0.1616 +2023-12-24 09:45:37,072 - pyskl - INFO - Epoch [113][600/2506] lr: 3.710e-03, eta: 6:07:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 0.1823, loss: 0.1823 +2023-12-24 09:45:59,713 - pyskl - INFO - Epoch [113][700/2506] lr: 3.702e-03, eta: 6:06:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 0.1624, loss: 0.1624 +2023-12-24 09:46:22,293 - pyskl - INFO - Epoch [113][800/2506] lr: 3.695e-03, eta: 6:06:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 0.1350, loss: 0.1350 +2023-12-24 09:46:44,953 - pyskl - INFO - Epoch [113][900/2506] lr: 3.687e-03, eta: 6:05:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.1396, loss: 0.1396 +2023-12-24 09:47:07,578 - pyskl - INFO - Epoch [113][1000/2506] lr: 3.680e-03, eta: 6:05:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 0.1492, loss: 0.1492 +2023-12-24 09:47:30,154 - pyskl - INFO - Epoch [113][1100/2506] lr: 3.673e-03, eta: 6:05:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 0.1591, loss: 0.1591 +2023-12-24 09:47:52,630 - pyskl - INFO - Epoch [113][1200/2506] lr: 3.665e-03, eta: 6:04:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9994, loss_cls: 0.1799, loss: 0.1799 +2023-12-24 09:48:15,184 - pyskl - INFO - Epoch [113][1300/2506] lr: 3.658e-03, eta: 6:04:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.1854, loss: 0.1854 +2023-12-24 09:48:37,761 - pyskl - INFO - Epoch [113][1400/2506] lr: 3.650e-03, eta: 6:03:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.1790, loss: 0.1790 +2023-12-24 09:49:00,295 - pyskl - INFO - Epoch [113][1500/2506] lr: 3.643e-03, eta: 6:03:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 0.1540, loss: 0.1540 +2023-12-24 09:49:22,851 - pyskl - INFO - Epoch [113][1600/2506] lr: 3.636e-03, eta: 6:03:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.1770, loss: 0.1770 +2023-12-24 09:49:45,446 - pyskl - INFO - Epoch [113][1700/2506] lr: 3.628e-03, eta: 6:02:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9962, loss_cls: 0.1803, loss: 0.1803 +2023-12-24 09:50:08,039 - pyskl - INFO - Epoch [113][1800/2506] lr: 3.621e-03, eta: 6:02:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 0.1703, loss: 0.1703 +2023-12-24 09:50:30,638 - pyskl - INFO - Epoch [113][1900/2506] lr: 3.614e-03, eta: 6:01:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.1506, loss: 0.1506 +2023-12-24 09:50:53,305 - pyskl - INFO - Epoch [113][2000/2506] lr: 3.606e-03, eta: 6:01:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 0.1864, loss: 0.1864 +2023-12-24 09:51:15,893 - pyskl - INFO - Epoch [113][2100/2506] lr: 3.599e-03, eta: 6:01:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.1744, loss: 0.1744 +2023-12-24 09:51:38,408 - pyskl - INFO - Epoch [113][2200/2506] lr: 3.592e-03, eta: 6:00:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 0.1800, loss: 0.1800 +2023-12-24 09:52:00,997 - pyskl - INFO - Epoch [113][2300/2506] lr: 3.584e-03, eta: 6:00:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 0.1678, loss: 0.1678 +2023-12-24 09:52:23,493 - pyskl - INFO - Epoch [113][2400/2506] lr: 3.577e-03, eta: 5:59:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 0.2195, loss: 0.2195 +2023-12-24 09:52:45,932 - pyskl - INFO - Epoch [113][2500/2506] lr: 3.570e-03, eta: 5:59:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 0.1934, loss: 0.1934 +2023-12-24 09:52:47,795 - pyskl - INFO - Saving checkpoint at 113 epochs +2023-12-24 09:54:06,772 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 09:54:06,843 - pyskl - INFO - +top1_acc 0.8870 +top5_acc 0.9841 +2023-12-24 09:54:06,847 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_2/best_top1_acc_epoch_107.pth was removed +2023-12-24 09:54:06,978 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. +2023-12-24 09:54:06,978 - pyskl - INFO - Best top1_acc is 0.8870 at 113 epoch. +2023-12-24 09:54:06,983 - pyskl - INFO - Epoch(val) [113][1031] top1_acc: 0.8870, top5_acc: 0.9841 +2023-12-24 09:54:48,708 - pyskl - INFO - Epoch [114][100/2506] lr: 3.562e-03, eta: 5:59:16, time: 0.417, data_time: 0.193, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1325, loss: 0.1325 +2023-12-24 09:55:11,115 - pyskl - INFO - Epoch [114][200/2506] lr: 3.555e-03, eta: 5:58:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1461, loss: 0.1461 +2023-12-24 09:55:33,684 - pyskl - INFO - Epoch [114][300/2506] lr: 3.547e-03, eta: 5:58:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 0.1640, loss: 0.1640 +2023-12-24 09:55:56,379 - pyskl - INFO - Epoch [114][400/2506] lr: 3.540e-03, eta: 5:58:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1200, loss: 0.1200 +2023-12-24 09:56:18,928 - pyskl - INFO - Epoch [114][500/2506] lr: 3.533e-03, eta: 5:57:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 0.1392, loss: 0.1392 +2023-12-24 09:56:41,528 - pyskl - INFO - Epoch [114][600/2506] lr: 3.525e-03, eta: 5:57:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.1634, loss: 0.1634 +2023-12-24 09:57:04,035 - pyskl - INFO - Epoch [114][700/2506] lr: 3.518e-03, eta: 5:56:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1357, loss: 0.1357 +2023-12-24 09:57:26,539 - pyskl - INFO - Epoch [114][800/2506] lr: 3.511e-03, eta: 5:56:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1301, loss: 0.1301 +2023-12-24 09:57:48,971 - pyskl - INFO - Epoch [114][900/2506] lr: 3.504e-03, eta: 5:56:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.1263, loss: 0.1263 +2023-12-24 09:58:11,561 - pyskl - INFO - Epoch [114][1000/2506] lr: 3.496e-03, eta: 5:55:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 0.1566, loss: 0.1566 +2023-12-24 09:58:34,062 - pyskl - INFO - Epoch [114][1100/2506] lr: 3.489e-03, eta: 5:55:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 0.1628, loss: 0.1628 +2023-12-24 09:58:56,545 - pyskl - INFO - Epoch [114][1200/2506] lr: 3.482e-03, eta: 5:54:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 0.1714, loss: 0.1714 +2023-12-24 09:59:19,045 - pyskl - INFO - Epoch [114][1300/2506] lr: 3.475e-03, eta: 5:54:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 0.1463, loss: 0.1463 +2023-12-24 09:59:41,627 - pyskl - INFO - Epoch [114][1400/2506] lr: 3.467e-03, eta: 5:54:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 0.1603, loss: 0.1603 +2023-12-24 10:00:04,126 - pyskl - INFO - Epoch [114][1500/2506] lr: 3.460e-03, eta: 5:53:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 0.1453, loss: 0.1453 +2023-12-24 10:00:26,609 - pyskl - INFO - Epoch [114][1600/2506] lr: 3.453e-03, eta: 5:53:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.1390, loss: 0.1390 +2023-12-24 10:00:49,203 - pyskl - INFO - Epoch [114][1700/2506] lr: 3.446e-03, eta: 5:53:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9950, loss_cls: 0.2126, loss: 0.2126 +2023-12-24 10:01:11,720 - pyskl - INFO - Epoch [114][1800/2506] lr: 3.439e-03, eta: 5:52:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 0.1642, loss: 0.1642 +2023-12-24 10:01:34,175 - pyskl - INFO - Epoch [114][1900/2506] lr: 3.431e-03, eta: 5:52:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 0.1521, loss: 0.1521 +2023-12-24 10:01:56,722 - pyskl - INFO - Epoch [114][2000/2506] lr: 3.424e-03, eta: 5:51:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 0.1684, loss: 0.1684 +2023-12-24 10:02:19,190 - pyskl - INFO - Epoch [114][2100/2506] lr: 3.417e-03, eta: 5:51:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 0.1864, loss: 0.1864 +2023-12-24 10:02:41,701 - pyskl - INFO - Epoch [114][2200/2506] lr: 3.410e-03, eta: 5:51:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.1748, loss: 0.1748 +2023-12-24 10:03:04,284 - pyskl - INFO - Epoch [114][2300/2506] lr: 3.403e-03, eta: 5:50:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.1750, loss: 0.1750 +2023-12-24 10:03:26,764 - pyskl - INFO - Epoch [114][2400/2506] lr: 3.396e-03, eta: 5:50:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1362, loss: 0.1362 +2023-12-24 10:03:49,315 - pyskl - INFO - Epoch [114][2500/2506] lr: 3.388e-03, eta: 5:49:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 0.1647, loss: 0.1647 +2023-12-24 10:03:51,234 - pyskl - INFO - Saving checkpoint at 114 epochs +2023-12-24 10:05:09,977 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 10:05:10,051 - pyskl - INFO - +top1_acc 0.8781 +top5_acc 0.9813 +2023-12-24 10:05:10,055 - pyskl - INFO - Epoch(val) [114][1031] top1_acc: 0.8781, top5_acc: 0.9813 +2023-12-24 10:05:51,999 - pyskl - INFO - Epoch [115][100/2506] lr: 3.381e-03, eta: 5:49:33, time: 0.419, data_time: 0.194, memory: 6499, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 0.1418, loss: 0.1418 +2023-12-24 10:06:14,430 - pyskl - INFO - Epoch [115][200/2506] lr: 3.374e-03, eta: 5:49:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 0.1178, loss: 0.1178 +2023-12-24 10:06:36,887 - pyskl - INFO - Epoch [115][300/2506] lr: 3.367e-03, eta: 5:48:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1263, loss: 0.1263 +2023-12-24 10:06:59,347 - pyskl - INFO - Epoch [115][400/2506] lr: 3.359e-03, eta: 5:48:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.1249, loss: 0.1249 +2023-12-24 10:07:21,685 - pyskl - INFO - Epoch [115][500/2506] lr: 3.352e-03, eta: 5:47:59, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1078, loss: 0.1078 +2023-12-24 10:07:44,319 - pyskl - INFO - Epoch [115][600/2506] lr: 3.345e-03, eta: 5:47:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1137, loss: 0.1137 +2023-12-24 10:08:06,931 - pyskl - INFO - Epoch [115][700/2506] lr: 3.338e-03, eta: 5:47:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 0.1582, loss: 0.1582 +2023-12-24 10:08:29,483 - pyskl - INFO - Epoch [115][800/2506] lr: 3.331e-03, eta: 5:46:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 0.1545, loss: 0.1545 +2023-12-24 10:08:52,044 - pyskl - INFO - Epoch [115][900/2506] lr: 3.324e-03, eta: 5:46:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1315, loss: 0.1315 +2023-12-24 10:09:14,543 - pyskl - INFO - Epoch [115][1000/2506] lr: 3.317e-03, eta: 5:46:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 0.1429, loss: 0.1429 +2023-12-24 10:09:37,079 - pyskl - INFO - Epoch [115][1100/2506] lr: 3.310e-03, eta: 5:45:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.1284, loss: 0.1284 +2023-12-24 10:09:59,613 - pyskl - INFO - Epoch [115][1200/2506] lr: 3.303e-03, eta: 5:45:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.1599, loss: 0.1599 +2023-12-24 10:10:22,090 - pyskl - INFO - Epoch [115][1300/2506] lr: 3.296e-03, eta: 5:44:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 0.1502, loss: 0.1502 +2023-12-24 10:10:44,657 - pyskl - INFO - Epoch [115][1400/2506] lr: 3.288e-03, eta: 5:44:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 0.1787, loss: 0.1787 +2023-12-24 10:11:07,201 - pyskl - INFO - Epoch [115][1500/2506] lr: 3.281e-03, eta: 5:44:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 0.1593, loss: 0.1593 +2023-12-24 10:11:29,803 - pyskl - INFO - Epoch [115][1600/2506] lr: 3.274e-03, eta: 5:43:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.1461, loss: 0.1461 +2023-12-24 10:11:52,326 - pyskl - INFO - Epoch [115][1700/2506] lr: 3.267e-03, eta: 5:43:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.1345, loss: 0.1345 +2023-12-24 10:12:14,859 - pyskl - INFO - Epoch [115][1800/2506] lr: 3.260e-03, eta: 5:42:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.1466, loss: 0.1466 +2023-12-24 10:12:37,366 - pyskl - INFO - Epoch [115][1900/2506] lr: 3.253e-03, eta: 5:42:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1321, loss: 0.1321 +2023-12-24 10:13:00,025 - pyskl - INFO - Epoch [115][2000/2506] lr: 3.246e-03, eta: 5:42:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 0.1756, loss: 0.1756 +2023-12-24 10:13:22,726 - pyskl - INFO - Epoch [115][2100/2506] lr: 3.239e-03, eta: 5:41:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 0.1490, loss: 0.1490 +2023-12-24 10:13:45,211 - pyskl - INFO - Epoch [115][2200/2506] lr: 3.232e-03, eta: 5:41:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.1549, loss: 0.1549 +2023-12-24 10:14:07,617 - pyskl - INFO - Epoch [115][2300/2506] lr: 3.225e-03, eta: 5:40:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 0.1561, loss: 0.1561 +2023-12-24 10:14:30,170 - pyskl - INFO - Epoch [115][2400/2506] lr: 3.218e-03, eta: 5:40:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 0.1862, loss: 0.1862 +2023-12-24 10:14:52,773 - pyskl - INFO - Epoch [115][2500/2506] lr: 3.211e-03, eta: 5:40:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.2032, loss: 0.2032 +2023-12-24 10:14:54,640 - pyskl - INFO - Saving checkpoint at 115 epochs +2023-12-24 10:16:13,289 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 10:16:13,361 - pyskl - INFO - +top1_acc 0.8911 +top5_acc 0.9809 +2023-12-24 10:16:13,365 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_2/best_top1_acc_epoch_113.pth was removed +2023-12-24 10:16:13,496 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_115.pth. +2023-12-24 10:16:13,497 - pyskl - INFO - Best top1_acc is 0.8911 at 115 epoch. +2023-12-24 10:16:13,502 - pyskl - INFO - Epoch(val) [115][1031] top1_acc: 0.8911, top5_acc: 0.9809 +2023-12-24 10:16:55,071 - pyskl - INFO - Epoch [116][100/2506] lr: 3.204e-03, eta: 5:39:49, time: 0.416, data_time: 0.191, memory: 6499, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.1249, loss: 0.1249 +2023-12-24 10:17:17,562 - pyskl - INFO - Epoch [116][200/2506] lr: 3.197e-03, eta: 5:39:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1233, loss: 0.1233 +2023-12-24 10:17:39,983 - pyskl - INFO - Epoch [116][300/2506] lr: 3.190e-03, eta: 5:39:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.1273, loss: 0.1273 +2023-12-24 10:18:02,524 - pyskl - INFO - Epoch [116][400/2506] lr: 3.183e-03, eta: 5:38:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1342, loss: 0.1342 +2023-12-24 10:18:25,121 - pyskl - INFO - Epoch [116][500/2506] lr: 3.176e-03, eta: 5:38:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.1290, loss: 0.1290 +2023-12-24 10:18:47,573 - pyskl - INFO - Epoch [116][600/2506] lr: 3.169e-03, eta: 5:37:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1113, loss: 0.1113 +2023-12-24 10:19:10,168 - pyskl - INFO - Epoch [116][700/2506] lr: 3.162e-03, eta: 5:37:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 0.1441, loss: 0.1441 +2023-12-24 10:19:32,670 - pyskl - INFO - Epoch [116][800/2506] lr: 3.155e-03, eta: 5:37:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 0.1246, loss: 0.1246 +2023-12-24 10:19:55,192 - pyskl - INFO - Epoch [116][900/2506] lr: 3.148e-03, eta: 5:36:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 0.1443, loss: 0.1443 +2023-12-24 10:20:17,690 - pyskl - INFO - Epoch [116][1000/2506] lr: 3.141e-03, eta: 5:36:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 0.1448, loss: 0.1448 +2023-12-24 10:20:40,213 - pyskl - INFO - Epoch [116][1100/2506] lr: 3.134e-03, eta: 5:35:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.1498, loss: 0.1498 +2023-12-24 10:21:02,683 - pyskl - INFO - Epoch [116][1200/2506] lr: 3.127e-03, eta: 5:35:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.1377, loss: 0.1377 +2023-12-24 10:21:25,157 - pyskl - INFO - Epoch [116][1300/2506] lr: 3.120e-03, eta: 5:35:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.1253, loss: 0.1253 +2023-12-24 10:21:47,578 - pyskl - INFO - Epoch [116][1400/2506] lr: 3.114e-03, eta: 5:34:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1399, loss: 0.1399 +2023-12-24 10:22:10,160 - pyskl - INFO - Epoch [116][1500/2506] lr: 3.107e-03, eta: 5:34:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.1646, loss: 0.1646 +2023-12-24 10:22:32,713 - pyskl - INFO - Epoch [116][1600/2506] lr: 3.100e-03, eta: 5:33:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9962, loss_cls: 0.1424, loss: 0.1424 +2023-12-24 10:22:55,234 - pyskl - INFO - Epoch [116][1700/2506] lr: 3.093e-03, eta: 5:33:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.1310, loss: 0.1310 +2023-12-24 10:23:17,774 - pyskl - INFO - Epoch [116][1800/2506] lr: 3.086e-03, eta: 5:33:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.1550, loss: 0.1550 +2023-12-24 10:23:40,383 - pyskl - INFO - Epoch [116][1900/2506] lr: 3.079e-03, eta: 5:32:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.1447, loss: 0.1447 +2023-12-24 10:24:03,027 - pyskl - INFO - Epoch [116][2000/2506] lr: 3.072e-03, eta: 5:32:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 0.1609, loss: 0.1609 +2023-12-24 10:24:25,518 - pyskl - INFO - Epoch [116][2100/2506] lr: 3.065e-03, eta: 5:31:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.1771, loss: 0.1771 +2023-12-24 10:24:48,036 - pyskl - INFO - Epoch [116][2200/2506] lr: 3.059e-03, eta: 5:31:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 0.1618, loss: 0.1618 +2023-12-24 10:25:10,511 - pyskl - INFO - Epoch [116][2300/2506] lr: 3.052e-03, eta: 5:31:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.1676, loss: 0.1676 +2023-12-24 10:25:33,090 - pyskl - INFO - Epoch [116][2400/2506] lr: 3.045e-03, eta: 5:30:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.1519, loss: 0.1519 +2023-12-24 10:25:55,564 - pyskl - INFO - Epoch [116][2500/2506] lr: 3.038e-03, eta: 5:30:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.1592, loss: 0.1592 +2023-12-24 10:25:57,438 - pyskl - INFO - Saving checkpoint at 116 epochs +2023-12-24 10:27:15,916 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 10:27:15,988 - pyskl - INFO - +top1_acc 0.8805 +top5_acc 0.9830 +2023-12-24 10:27:15,991 - pyskl - INFO - Epoch(val) [116][1031] top1_acc: 0.8805, top5_acc: 0.9830 +2023-12-24 10:27:57,587 - pyskl - INFO - Epoch [117][100/2506] lr: 3.031e-03, eta: 5:30:06, time: 0.416, data_time: 0.191, memory: 6499, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1257, loss: 0.1257 +2023-12-24 10:28:20,017 - pyskl - INFO - Epoch [117][200/2506] lr: 3.024e-03, eta: 5:29:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.1243, loss: 0.1243 +2023-12-24 10:28:42,530 - pyskl - INFO - Epoch [117][300/2506] lr: 3.017e-03, eta: 5:29:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 0.1248, loss: 0.1248 +2023-12-24 10:29:05,006 - pyskl - INFO - Epoch [117][400/2506] lr: 3.010e-03, eta: 5:28:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1013, loss: 0.1013 +2023-12-24 10:29:27,491 - pyskl - INFO - Epoch [117][500/2506] lr: 3.004e-03, eta: 5:28:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.1254, loss: 0.1254 +2023-12-24 10:29:49,921 - pyskl - INFO - Epoch [117][600/2506] lr: 2.997e-03, eta: 5:28:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.1147, loss: 0.1147 +2023-12-24 10:30:12,420 - pyskl - INFO - Epoch [117][700/2506] lr: 2.990e-03, eta: 5:27:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1006, loss: 0.1006 +2023-12-24 10:30:35,071 - pyskl - INFO - Epoch [117][800/2506] lr: 2.983e-03, eta: 5:27:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.1169, loss: 0.1169 +2023-12-24 10:30:57,512 - pyskl - INFO - Epoch [117][900/2506] lr: 2.976e-03, eta: 5:26:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1114, loss: 0.1114 +2023-12-24 10:31:20,013 - pyskl - INFO - Epoch [117][1000/2506] lr: 2.970e-03, eta: 5:26:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 0.1325, loss: 0.1325 +2023-12-24 10:31:42,512 - pyskl - INFO - Epoch [117][1100/2506] lr: 2.963e-03, eta: 5:26:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1477, loss: 0.1477 +2023-12-24 10:32:04,998 - pyskl - INFO - Epoch [117][1200/2506] lr: 2.956e-03, eta: 5:25:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 0.1494, loss: 0.1494 +2023-12-24 10:32:27,527 - pyskl - INFO - Epoch [117][1300/2506] lr: 2.949e-03, eta: 5:25:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 0.1498, loss: 0.1498 +2023-12-24 10:32:50,003 - pyskl - INFO - Epoch [117][1400/2506] lr: 2.943e-03, eta: 5:25:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 0.1379, loss: 0.1379 +2023-12-24 10:33:12,529 - pyskl - INFO - Epoch [117][1500/2506] lr: 2.936e-03, eta: 5:24:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 0.1334, loss: 0.1334 +2023-12-24 10:33:35,024 - pyskl - INFO - Epoch [117][1600/2506] lr: 2.929e-03, eta: 5:24:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.1469, loss: 0.1469 +2023-12-24 10:33:57,532 - pyskl - INFO - Epoch [117][1700/2506] lr: 2.923e-03, eta: 5:23:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1455, loss: 0.1455 +2023-12-24 10:34:20,193 - pyskl - INFO - Epoch [117][1800/2506] lr: 2.916e-03, eta: 5:23:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.1464, loss: 0.1464 +2023-12-24 10:34:42,649 - pyskl - INFO - Epoch [117][1900/2506] lr: 2.909e-03, eta: 5:23:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 0.1695, loss: 0.1695 +2023-12-24 10:35:05,205 - pyskl - INFO - Epoch [117][2000/2506] lr: 2.902e-03, eta: 5:22:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1295, loss: 0.1295 +2023-12-24 10:35:27,820 - pyskl - INFO - Epoch [117][2100/2506] lr: 2.896e-03, eta: 5:22:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1262, loss: 0.1262 +2023-12-24 10:35:50,453 - pyskl - INFO - Epoch [117][2200/2506] lr: 2.889e-03, eta: 5:21:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 0.1362, loss: 0.1362 +2023-12-24 10:36:12,991 - pyskl - INFO - Epoch [117][2300/2506] lr: 2.882e-03, eta: 5:21:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1206, loss: 0.1206 +2023-12-24 10:36:35,500 - pyskl - INFO - Epoch [117][2400/2506] lr: 2.876e-03, eta: 5:21:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 0.1839, loss: 0.1839 +2023-12-24 10:36:58,075 - pyskl - INFO - Epoch [117][2500/2506] lr: 2.869e-03, eta: 5:20:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.1406, loss: 0.1406 +2023-12-24 10:36:59,871 - pyskl - INFO - Saving checkpoint at 117 epochs +2023-12-24 10:38:18,884 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 10:38:18,955 - pyskl - INFO - +top1_acc 0.8898 +top5_acc 0.9827 +2023-12-24 10:38:18,958 - pyskl - INFO - Epoch(val) [117][1031] top1_acc: 0.8898, top5_acc: 0.9827 +2023-12-24 10:39:00,373 - pyskl - INFO - Epoch [118][100/2506] lr: 2.862e-03, eta: 5:20:22, time: 0.414, data_time: 0.190, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1099, loss: 0.1099 +2023-12-24 10:39:22,885 - pyskl - INFO - Epoch [118][200/2506] lr: 2.855e-03, eta: 5:19:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0891, loss: 0.0891 +2023-12-24 10:39:45,434 - pyskl - INFO - Epoch [118][300/2506] lr: 2.849e-03, eta: 5:19:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1019, loss: 0.1019 +2023-12-24 10:40:07,871 - pyskl - INFO - Epoch [118][400/2506] lr: 2.842e-03, eta: 5:19:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1021, loss: 0.1021 +2023-12-24 10:40:30,405 - pyskl - INFO - Epoch [118][500/2506] lr: 2.835e-03, eta: 5:18:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 0.1270, loss: 0.1270 +2023-12-24 10:40:52,955 - pyskl - INFO - Epoch [118][600/2506] lr: 2.829e-03, eta: 5:18:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.1198, loss: 0.1198 +2023-12-24 10:41:15,464 - pyskl - INFO - Epoch [118][700/2506] lr: 2.822e-03, eta: 5:18:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.1458, loss: 0.1458 +2023-12-24 10:41:38,009 - pyskl - INFO - Epoch [118][800/2506] lr: 2.816e-03, eta: 5:17:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1189, loss: 0.1189 +2023-12-24 10:42:00,634 - pyskl - INFO - Epoch [118][900/2506] lr: 2.809e-03, eta: 5:17:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1043, loss: 0.1043 +2023-12-24 10:42:23,135 - pyskl - INFO - Epoch [118][1000/2506] lr: 2.802e-03, eta: 5:16:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.1172, loss: 0.1172 +2023-12-24 10:42:45,639 - pyskl - INFO - Epoch [118][1100/2506] lr: 2.796e-03, eta: 5:16:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1159, loss: 0.1159 +2023-12-24 10:43:08,059 - pyskl - INFO - Epoch [118][1200/2506] lr: 2.789e-03, eta: 5:16:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1073, loss: 0.1073 +2023-12-24 10:43:30,564 - pyskl - INFO - Epoch [118][1300/2506] lr: 2.783e-03, eta: 5:15:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1218, loss: 0.1218 +2023-12-24 10:43:53,107 - pyskl - INFO - Epoch [118][1400/2506] lr: 2.776e-03, eta: 5:15:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.1406, loss: 0.1406 +2023-12-24 10:44:15,808 - pyskl - INFO - Epoch [118][1500/2506] lr: 2.770e-03, eta: 5:14:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.1290, loss: 0.1290 +2023-12-24 10:44:38,307 - pyskl - INFO - Epoch [118][1600/2506] lr: 2.763e-03, eta: 5:14:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.1335, loss: 0.1335 +2023-12-24 10:45:00,889 - pyskl - INFO - Epoch [118][1700/2506] lr: 2.756e-03, eta: 5:14:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1178, loss: 0.1178 +2023-12-24 10:45:23,385 - pyskl - INFO - Epoch [118][1800/2506] lr: 2.750e-03, eta: 5:13:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1064, loss: 0.1064 +2023-12-24 10:45:45,842 - pyskl - INFO - Epoch [118][1900/2506] lr: 2.743e-03, eta: 5:13:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.1228, loss: 0.1228 +2023-12-24 10:46:08,470 - pyskl - INFO - Epoch [118][2000/2506] lr: 2.737e-03, eta: 5:12:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 0.1561, loss: 0.1561 +2023-12-24 10:46:31,041 - pyskl - INFO - Epoch [118][2100/2506] lr: 2.730e-03, eta: 5:12:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.1370, loss: 0.1370 +2023-12-24 10:46:53,478 - pyskl - INFO - Epoch [118][2200/2506] lr: 2.724e-03, eta: 5:12:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1331, loss: 0.1331 +2023-12-24 10:47:16,025 - pyskl - INFO - Epoch [118][2300/2506] lr: 2.717e-03, eta: 5:11:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.1211, loss: 0.1211 +2023-12-24 10:47:38,414 - pyskl - INFO - Epoch [118][2400/2506] lr: 2.711e-03, eta: 5:11:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 0.1383, loss: 0.1383 +2023-12-24 10:48:00,837 - pyskl - INFO - Epoch [118][2500/2506] lr: 2.704e-03, eta: 5:10:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.1341, loss: 0.1341 +2023-12-24 10:48:02,651 - pyskl - INFO - Saving checkpoint at 118 epochs +2023-12-24 10:49:21,482 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 10:49:21,556 - pyskl - INFO - +top1_acc 0.8883 +top5_acc 0.9836 +2023-12-24 10:49:21,560 - pyskl - INFO - Epoch(val) [118][1031] top1_acc: 0.8883, top5_acc: 0.9836 +2023-12-24 10:50:03,644 - pyskl - INFO - Epoch [119][100/2506] lr: 2.697e-03, eta: 5:10:39, time: 0.421, data_time: 0.196, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.0975, loss: 0.0975 +2023-12-24 10:50:26,195 - pyskl - INFO - Epoch [119][200/2506] lr: 2.691e-03, eta: 5:10:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.0903, loss: 0.0903 +2023-12-24 10:50:48,738 - pyskl - INFO - Epoch [119][300/2506] lr: 2.684e-03, eta: 5:09:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0840, loss: 0.0840 +2023-12-24 10:51:11,363 - pyskl - INFO - Epoch [119][400/2506] lr: 2.678e-03, eta: 5:09:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0826, loss: 0.0826 +2023-12-24 10:51:33,955 - pyskl - INFO - Epoch [119][500/2506] lr: 2.672e-03, eta: 5:09:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.0920, loss: 0.0920 +2023-12-24 10:51:56,611 - pyskl - INFO - Epoch [119][600/2506] lr: 2.665e-03, eta: 5:08:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.0929, loss: 0.0929 +2023-12-24 10:52:19,170 - pyskl - INFO - Epoch [119][700/2506] lr: 2.659e-03, eta: 5:08:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1061, loss: 0.1061 +2023-12-24 10:52:41,754 - pyskl - INFO - Epoch [119][800/2506] lr: 2.652e-03, eta: 5:07:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1197, loss: 0.1197 +2023-12-24 10:53:04,183 - pyskl - INFO - Epoch [119][900/2506] lr: 2.646e-03, eta: 5:07:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.1113, loss: 0.1113 +2023-12-24 10:53:26,808 - pyskl - INFO - Epoch [119][1000/2506] lr: 2.639e-03, eta: 5:07:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.1143, loss: 0.1143 +2023-12-24 10:53:49,359 - pyskl - INFO - Epoch [119][1100/2506] lr: 2.633e-03, eta: 5:06:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.1300, loss: 0.1300 +2023-12-24 10:54:11,927 - pyskl - INFO - Epoch [119][1200/2506] lr: 2.627e-03, eta: 5:06:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.1173, loss: 0.1173 +2023-12-24 10:54:34,519 - pyskl - INFO - Epoch [119][1300/2506] lr: 2.620e-03, eta: 5:05:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.1095, loss: 0.1095 +2023-12-24 10:54:57,106 - pyskl - INFO - Epoch [119][1400/2506] lr: 2.614e-03, eta: 5:05:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1237, loss: 0.1237 +2023-12-24 10:55:19,700 - pyskl - INFO - Epoch [119][1500/2506] lr: 2.607e-03, eta: 5:05:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.1239, loss: 0.1239 +2023-12-24 10:55:42,190 - pyskl - INFO - Epoch [119][1600/2506] lr: 2.601e-03, eta: 5:04:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1088, loss: 0.1088 +2023-12-24 10:56:04,781 - pyskl - INFO - Epoch [119][1700/2506] lr: 2.595e-03, eta: 5:04:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1065, loss: 0.1065 +2023-12-24 10:56:27,386 - pyskl - INFO - Epoch [119][1800/2506] lr: 2.588e-03, eta: 5:04:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 0.1257, loss: 0.1257 +2023-12-24 10:56:50,003 - pyskl - INFO - Epoch [119][1900/2506] lr: 2.582e-03, eta: 5:03:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1075, loss: 0.1075 +2023-12-24 10:57:12,538 - pyskl - INFO - Epoch [119][2000/2506] lr: 2.575e-03, eta: 5:03:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1264, loss: 0.1264 +2023-12-24 10:57:35,030 - pyskl - INFO - Epoch [119][2100/2506] lr: 2.569e-03, eta: 5:02:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1009, loss: 0.1009 +2023-12-24 10:57:57,462 - pyskl - INFO - Epoch [119][2200/2506] lr: 2.563e-03, eta: 5:02:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 0.1062, loss: 0.1062 +2023-12-24 10:58:19,877 - pyskl - INFO - Epoch [119][2300/2506] lr: 2.556e-03, eta: 5:02:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1045, loss: 0.1045 +2023-12-24 10:58:42,277 - pyskl - INFO - Epoch [119][2400/2506] lr: 2.550e-03, eta: 5:01:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1046, loss: 0.1046 +2023-12-24 10:59:04,722 - pyskl - INFO - Epoch [119][2500/2506] lr: 2.544e-03, eta: 5:01:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1149, loss: 0.1149 +2023-12-24 10:59:06,539 - pyskl - INFO - Saving checkpoint at 119 epochs +2023-12-24 11:00:25,171 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 11:00:25,242 - pyskl - INFO - +top1_acc 0.8957 +top5_acc 0.9846 +2023-12-24 11:00:25,246 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_2/best_top1_acc_epoch_115.pth was removed +2023-12-24 11:00:25,398 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. +2023-12-24 11:00:25,398 - pyskl - INFO - Best top1_acc is 0.8957 at 119 epoch. +2023-12-24 11:00:25,403 - pyskl - INFO - Epoch(val) [119][1031] top1_acc: 0.8957, top5_acc: 0.9846 +2023-12-24 11:01:06,960 - pyskl - INFO - Epoch [120][100/2506] lr: 2.537e-03, eta: 5:00:55, time: 0.416, data_time: 0.190, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0894, loss: 0.0894 +2023-12-24 11:01:29,482 - pyskl - INFO - Epoch [120][200/2506] lr: 2.531e-03, eta: 5:00:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.0894, loss: 0.0894 +2023-12-24 11:01:52,063 - pyskl - INFO - Epoch [120][300/2506] lr: 2.525e-03, eta: 5:00:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0923, loss: 0.0923 +2023-12-24 11:02:14,692 - pyskl - INFO - Epoch [120][400/2506] lr: 2.518e-03, eta: 4:59:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1000, loss: 0.1000 +2023-12-24 11:02:37,247 - pyskl - INFO - Epoch [120][500/2506] lr: 2.512e-03, eta: 4:59:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.1078, loss: 0.1078 +2023-12-24 11:02:59,675 - pyskl - INFO - Epoch [120][600/2506] lr: 2.506e-03, eta: 4:58:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0969, loss: 0.0969 +2023-12-24 11:03:22,143 - pyskl - INFO - Epoch [120][700/2506] lr: 2.499e-03, eta: 4:58:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0809, loss: 0.0809 +2023-12-24 11:03:44,706 - pyskl - INFO - Epoch [120][800/2506] lr: 2.493e-03, eta: 4:58:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0788, loss: 0.0788 +2023-12-24 11:04:07,221 - pyskl - INFO - Epoch [120][900/2506] lr: 2.487e-03, eta: 4:57:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1039, loss: 0.1039 +2023-12-24 11:04:29,772 - pyskl - INFO - Epoch [120][1000/2506] lr: 2.481e-03, eta: 4:57:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 0.1157, loss: 0.1157 +2023-12-24 11:04:52,406 - pyskl - INFO - Epoch [120][1100/2506] lr: 2.474e-03, eta: 4:57:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1048, loss: 0.1048 +2023-12-24 11:05:14,907 - pyskl - INFO - Epoch [120][1200/2506] lr: 2.468e-03, eta: 4:56:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.0964, loss: 0.0964 +2023-12-24 11:05:37,422 - pyskl - INFO - Epoch [120][1300/2506] lr: 2.462e-03, eta: 4:56:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.0894, loss: 0.0894 +2023-12-24 11:06:00,016 - pyskl - INFO - Epoch [120][1400/2506] lr: 2.456e-03, eta: 4:55:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1111, loss: 0.1111 +2023-12-24 11:06:22,720 - pyskl - INFO - Epoch [120][1500/2506] lr: 2.449e-03, eta: 4:55:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1191, loss: 0.1191 +2023-12-24 11:06:45,234 - pyskl - INFO - Epoch [120][1600/2506] lr: 2.443e-03, eta: 4:55:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0815, loss: 0.0815 +2023-12-24 11:07:07,841 - pyskl - INFO - Epoch [120][1700/2506] lr: 2.437e-03, eta: 4:54:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0929, loss: 0.0929 +2023-12-24 11:07:30,494 - pyskl - INFO - Epoch [120][1800/2506] lr: 2.431e-03, eta: 4:54:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.0887, loss: 0.0887 +2023-12-24 11:07:52,981 - pyskl - INFO - Epoch [120][1900/2506] lr: 2.425e-03, eta: 4:53:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.0883, loss: 0.0883 +2023-12-24 11:08:15,472 - pyskl - INFO - Epoch [120][2000/2506] lr: 2.419e-03, eta: 4:53:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9975, loss_cls: 0.1291, loss: 0.1291 +2023-12-24 11:08:38,067 - pyskl - INFO - Epoch [120][2100/2506] lr: 2.412e-03, eta: 4:53:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1048, loss: 0.1048 +2023-12-24 11:09:00,549 - pyskl - INFO - Epoch [120][2200/2506] lr: 2.406e-03, eta: 4:52:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1137, loss: 0.1137 +2023-12-24 11:09:23,163 - pyskl - INFO - Epoch [120][2300/2506] lr: 2.400e-03, eta: 4:52:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.1213, loss: 0.1213 +2023-12-24 11:09:45,739 - pyskl - INFO - Epoch [120][2400/2506] lr: 2.394e-03, eta: 4:51:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1141, loss: 0.1141 +2023-12-24 11:10:08,249 - pyskl - INFO - Epoch [120][2500/2506] lr: 2.388e-03, eta: 4:51:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 0.0945, loss: 0.0945 +2023-12-24 11:10:10,035 - pyskl - INFO - Saving checkpoint at 120 epochs +2023-12-24 11:11:28,542 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 11:11:28,612 - pyskl - INFO - +top1_acc 0.8858 +top5_acc 0.9833 +2023-12-24 11:11:28,616 - pyskl - INFO - Epoch(val) [120][1031] top1_acc: 0.8858, top5_acc: 0.9833 +2023-12-24 11:12:09,815 - pyskl - INFO - Epoch [121][100/2506] lr: 2.381e-03, eta: 4:51:12, time: 0.412, data_time: 0.187, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0781, loss: 0.0781 +2023-12-24 11:12:32,215 - pyskl - INFO - Epoch [121][200/2506] lr: 2.375e-03, eta: 4:50:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0617, loss: 0.0617 +2023-12-24 11:12:54,734 - pyskl - INFO - Epoch [121][300/2506] lr: 2.369e-03, eta: 4:50:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0657, loss: 0.0657 +2023-12-24 11:13:17,160 - pyskl - INFO - Epoch [121][400/2506] lr: 2.363e-03, eta: 4:50:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0846, loss: 0.0846 +2023-12-24 11:13:39,566 - pyskl - INFO - Epoch [121][500/2506] lr: 2.357e-03, eta: 4:49:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0656, loss: 0.0656 +2023-12-24 11:14:02,056 - pyskl - INFO - Epoch [121][600/2506] lr: 2.351e-03, eta: 4:49:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0889, loss: 0.0889 +2023-12-24 11:14:24,591 - pyskl - INFO - Epoch [121][700/2506] lr: 2.345e-03, eta: 4:48:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0841, loss: 0.0841 +2023-12-24 11:14:47,094 - pyskl - INFO - Epoch [121][800/2506] lr: 2.338e-03, eta: 4:48:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.0961, loss: 0.0961 +2023-12-24 11:15:09,614 - pyskl - INFO - Epoch [121][900/2506] lr: 2.332e-03, eta: 4:48:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0822, loss: 0.0822 +2023-12-24 11:15:32,162 - pyskl - INFO - Epoch [121][1000/2506] lr: 2.326e-03, eta: 4:47:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.0834, loss: 0.0834 +2023-12-24 11:15:54,674 - pyskl - INFO - Epoch [121][1100/2506] lr: 2.320e-03, eta: 4:47:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0886, loss: 0.0886 +2023-12-24 11:16:17,217 - pyskl - INFO - Epoch [121][1200/2506] lr: 2.314e-03, eta: 4:46:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0917, loss: 0.0917 +2023-12-24 11:16:39,689 - pyskl - INFO - Epoch [121][1300/2506] lr: 2.308e-03, eta: 4:46:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.0999, loss: 0.0999 +2023-12-24 11:17:02,300 - pyskl - INFO - Epoch [121][1400/2506] lr: 2.302e-03, eta: 4:46:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0882, loss: 0.0882 +2023-12-24 11:17:24,760 - pyskl - INFO - Epoch [121][1500/2506] lr: 2.296e-03, eta: 4:45:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.0993, loss: 0.0993 +2023-12-24 11:17:47,291 - pyskl - INFO - Epoch [121][1600/2506] lr: 2.290e-03, eta: 4:45:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.1107, loss: 0.1107 +2023-12-24 11:18:09,866 - pyskl - INFO - Epoch [121][1700/2506] lr: 2.284e-03, eta: 4:44:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1018, loss: 0.1018 +2023-12-24 11:18:32,494 - pyskl - INFO - Epoch [121][1800/2506] lr: 2.278e-03, eta: 4:44:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1037, loss: 0.1037 +2023-12-24 11:18:55,007 - pyskl - INFO - Epoch [121][1900/2506] lr: 2.272e-03, eta: 4:44:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.0933, loss: 0.0933 +2023-12-24 11:19:17,581 - pyskl - INFO - Epoch [121][2000/2506] lr: 2.266e-03, eta: 4:43:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.0970, loss: 0.0970 +2023-12-24 11:19:40,151 - pyskl - INFO - Epoch [121][2100/2506] lr: 2.260e-03, eta: 4:43:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0992, loss: 0.0992 +2023-12-24 11:20:02,638 - pyskl - INFO - Epoch [121][2200/2506] lr: 2.254e-03, eta: 4:43:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.0956, loss: 0.0956 +2023-12-24 11:20:25,186 - pyskl - INFO - Epoch [121][2300/2506] lr: 2.248e-03, eta: 4:42:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.0997, loss: 0.0997 +2023-12-24 11:20:47,682 - pyskl - INFO - Epoch [121][2400/2506] lr: 2.242e-03, eta: 4:42:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.1024, loss: 0.1024 +2023-12-24 11:21:10,201 - pyskl - INFO - Epoch [121][2500/2506] lr: 2.236e-03, eta: 4:41:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1099, loss: 0.1099 +2023-12-24 11:21:12,086 - pyskl - INFO - Saving checkpoint at 121 epochs +2023-12-24 11:22:30,928 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 11:22:30,998 - pyskl - INFO - +top1_acc 0.8917 +top5_acc 0.9827 +2023-12-24 11:22:31,002 - pyskl - INFO - Epoch(val) [121][1031] top1_acc: 0.8917, top5_acc: 0.9827 +2023-12-24 11:23:12,333 - pyskl - INFO - Epoch [122][100/2506] lr: 2.230e-03, eta: 4:41:29, time: 0.413, data_time: 0.188, memory: 6499, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.0875, loss: 0.0875 +2023-12-24 11:23:34,856 - pyskl - INFO - Epoch [122][200/2506] lr: 2.224e-03, eta: 4:41:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0768, loss: 0.0768 +2023-12-24 11:23:57,250 - pyskl - INFO - Epoch [122][300/2506] lr: 2.218e-03, eta: 4:40:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0727, loss: 0.0727 +2023-12-24 11:24:19,679 - pyskl - INFO - Epoch [122][400/2506] lr: 2.212e-03, eta: 4:40:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.0997, loss: 0.0997 +2023-12-24 11:24:42,177 - pyskl - INFO - Epoch [122][500/2506] lr: 2.206e-03, eta: 4:39:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0837, loss: 0.0837 +2023-12-24 11:25:04,732 - pyskl - INFO - Epoch [122][600/2506] lr: 2.200e-03, eta: 4:39:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0921, loss: 0.0921 +2023-12-24 11:25:27,216 - pyskl - INFO - Epoch [122][700/2506] lr: 2.194e-03, eta: 4:39:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0889, loss: 0.0889 +2023-12-24 11:25:49,641 - pyskl - INFO - Epoch [122][800/2506] lr: 2.188e-03, eta: 4:38:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0793, loss: 0.0793 +2023-12-24 11:26:12,187 - pyskl - INFO - Epoch [122][900/2506] lr: 2.182e-03, eta: 4:38:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 0.0867, loss: 0.0867 +2023-12-24 11:26:34,826 - pyskl - INFO - Epoch [122][1000/2506] lr: 2.176e-03, eta: 4:37:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0667, loss: 0.0667 +2023-12-24 11:26:57,284 - pyskl - INFO - Epoch [122][1100/2506] lr: 2.171e-03, eta: 4:37:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.0935, loss: 0.0935 +2023-12-24 11:27:19,913 - pyskl - INFO - Epoch [122][1200/2506] lr: 2.165e-03, eta: 4:37:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.0910, loss: 0.0910 +2023-12-24 11:27:42,459 - pyskl - INFO - Epoch [122][1300/2506] lr: 2.159e-03, eta: 4:36:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.0976, loss: 0.0976 +2023-12-24 11:28:05,083 - pyskl - INFO - Epoch [122][1400/2506] lr: 2.153e-03, eta: 4:36:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.0975, loss: 0.0975 +2023-12-24 11:28:27,622 - pyskl - INFO - Epoch [122][1500/2506] lr: 2.147e-03, eta: 4:36:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.0885, loss: 0.0885 +2023-12-24 11:28:50,153 - pyskl - INFO - Epoch [122][1600/2506] lr: 2.141e-03, eta: 4:35:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.0855, loss: 0.0855 +2023-12-24 11:29:12,720 - pyskl - INFO - Epoch [122][1700/2506] lr: 2.135e-03, eta: 4:35:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.0935, loss: 0.0935 +2023-12-24 11:29:35,229 - pyskl - INFO - Epoch [122][1800/2506] lr: 2.130e-03, eta: 4:34:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.0884, loss: 0.0884 +2023-12-24 11:29:57,596 - pyskl - INFO - Epoch [122][1900/2506] lr: 2.124e-03, eta: 4:34:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0652, loss: 0.0652 +2023-12-24 11:30:20,194 - pyskl - INFO - Epoch [122][2000/2506] lr: 2.118e-03, eta: 4:34:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.0989, loss: 0.0989 +2023-12-24 11:30:42,812 - pyskl - INFO - Epoch [122][2100/2506] lr: 2.112e-03, eta: 4:33:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0870, loss: 0.0870 +2023-12-24 11:31:05,270 - pyskl - INFO - Epoch [122][2200/2506] lr: 2.106e-03, eta: 4:33:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1005, loss: 0.1005 +2023-12-24 11:31:27,762 - pyskl - INFO - Epoch [122][2300/2506] lr: 2.100e-03, eta: 4:32:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1059, loss: 0.1059 +2023-12-24 11:31:50,273 - pyskl - INFO - Epoch [122][2400/2506] lr: 2.095e-03, eta: 4:32:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.0980, loss: 0.0980 +2023-12-24 11:32:12,775 - pyskl - INFO - Epoch [122][2500/2506] lr: 2.089e-03, eta: 4:32:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.0974, loss: 0.0974 +2023-12-24 11:32:14,642 - pyskl - INFO - Saving checkpoint at 122 epochs +2023-12-24 11:33:32,883 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 11:33:32,957 - pyskl - INFO - +top1_acc 0.8931 +top5_acc 0.9830 +2023-12-24 11:33:32,962 - pyskl - INFO - Epoch(val) [122][1031] top1_acc: 0.8931, top5_acc: 0.9830 +2023-12-24 11:34:13,881 - pyskl - INFO - Epoch [123][100/2506] lr: 2.083e-03, eta: 4:31:45, time: 0.409, data_time: 0.184, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.0840, loss: 0.0840 +2023-12-24 11:34:36,369 - pyskl - INFO - Epoch [123][200/2506] lr: 2.077e-03, eta: 4:31:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0687, loss: 0.0687 +2023-12-24 11:34:58,841 - pyskl - INFO - Epoch [123][300/2506] lr: 2.071e-03, eta: 4:30:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0732, loss: 0.0732 +2023-12-24 11:35:21,476 - pyskl - INFO - Epoch [123][400/2506] lr: 2.065e-03, eta: 4:30:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0636, loss: 0.0636 +2023-12-24 11:35:43,950 - pyskl - INFO - Epoch [123][500/2506] lr: 2.060e-03, eta: 4:30:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0619, loss: 0.0619 +2023-12-24 11:36:06,432 - pyskl - INFO - Epoch [123][600/2506] lr: 2.054e-03, eta: 4:29:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0734, loss: 0.0734 +2023-12-24 11:36:28,934 - pyskl - INFO - Epoch [123][700/2506] lr: 2.048e-03, eta: 4:29:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0726, loss: 0.0726 +2023-12-24 11:36:51,497 - pyskl - INFO - Epoch [123][800/2506] lr: 2.043e-03, eta: 4:29:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0751, loss: 0.0751 +2023-12-24 11:37:14,072 - pyskl - INFO - Epoch [123][900/2506] lr: 2.037e-03, eta: 4:28:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0603, loss: 0.0603 +2023-12-24 11:37:36,510 - pyskl - INFO - Epoch [123][1000/2506] lr: 2.031e-03, eta: 4:28:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0656, loss: 0.0656 +2023-12-24 11:37:59,037 - pyskl - INFO - Epoch [123][1100/2506] lr: 2.025e-03, eta: 4:27:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0888, loss: 0.0888 +2023-12-24 11:38:21,564 - pyskl - INFO - Epoch [123][1200/2506] lr: 2.020e-03, eta: 4:27:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0740, loss: 0.0740 +2023-12-24 11:38:43,956 - pyskl - INFO - Epoch [123][1300/2506] lr: 2.014e-03, eta: 4:27:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.0835, loss: 0.0835 +2023-12-24 11:39:06,384 - pyskl - INFO - Epoch [123][1400/2506] lr: 2.008e-03, eta: 4:26:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0819, loss: 0.0819 +2023-12-24 11:39:28,855 - pyskl - INFO - Epoch [123][1500/2506] lr: 2.003e-03, eta: 4:26:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0808, loss: 0.0808 +2023-12-24 11:39:51,270 - pyskl - INFO - Epoch [123][1600/2506] lr: 1.997e-03, eta: 4:25:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0878, loss: 0.0878 +2023-12-24 11:40:13,752 - pyskl - INFO - Epoch [123][1700/2506] lr: 1.991e-03, eta: 4:25:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0848, loss: 0.0848 +2023-12-24 11:40:36,329 - pyskl - INFO - Epoch [123][1800/2506] lr: 1.986e-03, eta: 4:25:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0690, loss: 0.0690 +2023-12-24 11:40:58,868 - pyskl - INFO - Epoch [123][1900/2506] lr: 1.980e-03, eta: 4:24:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0651, loss: 0.0651 +2023-12-24 11:41:21,468 - pyskl - INFO - Epoch [123][2000/2506] lr: 1.974e-03, eta: 4:24:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0754, loss: 0.0754 +2023-12-24 11:41:43,967 - pyskl - INFO - Epoch [123][2100/2506] lr: 1.969e-03, eta: 4:23:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0785, loss: 0.0785 +2023-12-24 11:42:06,372 - pyskl - INFO - Epoch [123][2200/2506] lr: 1.963e-03, eta: 4:23:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0672, loss: 0.0672 +2023-12-24 11:42:28,904 - pyskl - INFO - Epoch [123][2300/2506] lr: 1.958e-03, eta: 4:23:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0638, loss: 0.0638 +2023-12-24 11:42:51,419 - pyskl - INFO - Epoch [123][2400/2506] lr: 1.952e-03, eta: 4:22:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0704, loss: 0.0704 +2023-12-24 11:43:13,956 - pyskl - INFO - Epoch [123][2500/2506] lr: 1.946e-03, eta: 4:22:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0834, loss: 0.0834 +2023-12-24 11:43:15,777 - pyskl - INFO - Saving checkpoint at 123 epochs +2023-12-24 11:44:34,154 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 11:44:34,225 - pyskl - INFO - +top1_acc 0.8933 +top5_acc 0.9833 +2023-12-24 11:44:34,228 - pyskl - INFO - Epoch(val) [123][1031] top1_acc: 0.8933, top5_acc: 0.9833 +2023-12-24 11:45:15,789 - pyskl - INFO - Epoch [124][100/2506] lr: 1.940e-03, eta: 4:22:01, time: 0.416, data_time: 0.189, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0633, loss: 0.0633 +2023-12-24 11:45:38,372 - pyskl - INFO - Epoch [124][200/2506] lr: 1.935e-03, eta: 4:21:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0500, loss: 0.0500 +2023-12-24 11:46:00,931 - pyskl - INFO - Epoch [124][300/2506] lr: 1.929e-03, eta: 4:21:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0567, loss: 0.0567 +2023-12-24 11:46:23,502 - pyskl - INFO - Epoch [124][400/2506] lr: 1.924e-03, eta: 4:20:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0681, loss: 0.0681 +2023-12-24 11:46:45,992 - pyskl - INFO - Epoch [124][500/2506] lr: 1.918e-03, eta: 4:20:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0517, loss: 0.0517 +2023-12-24 11:47:08,488 - pyskl - INFO - Epoch [124][600/2506] lr: 1.913e-03, eta: 4:20:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0584, loss: 0.0584 +2023-12-24 11:47:31,057 - pyskl - INFO - Epoch [124][700/2506] lr: 1.907e-03, eta: 4:19:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0636, loss: 0.0636 +2023-12-24 11:47:53,584 - pyskl - INFO - Epoch [124][800/2506] lr: 1.901e-03, eta: 4:19:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0612, loss: 0.0612 +2023-12-24 11:48:16,253 - pyskl - INFO - Epoch [124][900/2506] lr: 1.896e-03, eta: 4:18:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0670, loss: 0.0670 +2023-12-24 11:48:38,770 - pyskl - INFO - Epoch [124][1000/2506] lr: 1.890e-03, eta: 4:18:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0619, loss: 0.0619 +2023-12-24 11:49:01,336 - pyskl - INFO - Epoch [124][1100/2506] lr: 1.885e-03, eta: 4:18:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0673, loss: 0.0673 +2023-12-24 11:49:23,892 - pyskl - INFO - Epoch [124][1200/2506] lr: 1.879e-03, eta: 4:17:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0643, loss: 0.0643 +2023-12-24 11:49:46,415 - pyskl - INFO - Epoch [124][1300/2506] lr: 1.874e-03, eta: 4:17:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0599, loss: 0.0599 +2023-12-24 11:50:08,918 - pyskl - INFO - Epoch [124][1400/2506] lr: 1.868e-03, eta: 4:16:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0629, loss: 0.0629 +2023-12-24 11:50:31,512 - pyskl - INFO - Epoch [124][1500/2506] lr: 1.863e-03, eta: 4:16:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0706, loss: 0.0706 +2023-12-24 11:50:54,051 - pyskl - INFO - Epoch [124][1600/2506] lr: 1.857e-03, eta: 4:16:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0571, loss: 0.0571 +2023-12-24 11:51:16,668 - pyskl - INFO - Epoch [124][1700/2506] lr: 1.852e-03, eta: 4:15:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0657, loss: 0.0657 +2023-12-24 11:51:39,170 - pyskl - INFO - Epoch [124][1800/2506] lr: 1.846e-03, eta: 4:15:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0662, loss: 0.0662 +2023-12-24 11:52:01,687 - pyskl - INFO - Epoch [124][1900/2506] lr: 1.841e-03, eta: 4:15:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0760, loss: 0.0760 +2023-12-24 11:52:24,306 - pyskl - INFO - Epoch [124][2000/2506] lr: 1.835e-03, eta: 4:14:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.0853, loss: 0.0853 +2023-12-24 11:52:46,955 - pyskl - INFO - Epoch [124][2100/2506] lr: 1.830e-03, eta: 4:14:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0700, loss: 0.0700 +2023-12-24 11:53:09,452 - pyskl - INFO - Epoch [124][2200/2506] lr: 1.825e-03, eta: 4:13:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0645, loss: 0.0645 +2023-12-24 11:53:31,954 - pyskl - INFO - Epoch [124][2300/2506] lr: 1.819e-03, eta: 4:13:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0826, loss: 0.0826 +2023-12-24 11:53:54,520 - pyskl - INFO - Epoch [124][2400/2506] lr: 1.814e-03, eta: 4:13:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0672, loss: 0.0672 +2023-12-24 11:54:17,025 - pyskl - INFO - Epoch [124][2500/2506] lr: 1.808e-03, eta: 4:12:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0693, loss: 0.0693 +2023-12-24 11:54:18,877 - pyskl - INFO - Saving checkpoint at 124 epochs +2023-12-24 11:55:37,709 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 11:55:37,780 - pyskl - INFO - +top1_acc 0.8929 +top5_acc 0.9825 +2023-12-24 11:55:37,783 - pyskl - INFO - Epoch(val) [124][1031] top1_acc: 0.8929, top5_acc: 0.9825 +2023-12-24 11:56:19,054 - pyskl - INFO - Epoch [125][100/2506] lr: 1.803e-03, eta: 4:12:18, time: 0.413, data_time: 0.188, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0612, loss: 0.0612 +2023-12-24 11:56:41,493 - pyskl - INFO - Epoch [125][200/2506] lr: 1.797e-03, eta: 4:11:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0609, loss: 0.0609 +2023-12-24 11:57:04,086 - pyskl - INFO - Epoch [125][300/2506] lr: 1.792e-03, eta: 4:11:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0542, loss: 0.0542 +2023-12-24 11:57:26,554 - pyskl - INFO - Epoch [125][400/2506] lr: 1.786e-03, eta: 4:11:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0523, loss: 0.0523 +2023-12-24 11:57:49,105 - pyskl - INFO - Epoch [125][500/2506] lr: 1.781e-03, eta: 4:10:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0501, loss: 0.0501 +2023-12-24 11:58:11,555 - pyskl - INFO - Epoch [125][600/2506] lr: 1.776e-03, eta: 4:10:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0571, loss: 0.0571 +2023-12-24 11:58:34,134 - pyskl - INFO - Epoch [125][700/2506] lr: 1.770e-03, eta: 4:09:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0558, loss: 0.0558 +2023-12-24 11:58:56,552 - pyskl - INFO - Epoch [125][800/2506] lr: 1.765e-03, eta: 4:09:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0541, loss: 0.0541 +2023-12-24 11:59:19,050 - pyskl - INFO - Epoch [125][900/2506] lr: 1.760e-03, eta: 4:09:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0679, loss: 0.0679 +2023-12-24 11:59:41,585 - pyskl - INFO - Epoch [125][1000/2506] lr: 1.754e-03, eta: 4:08:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0574, loss: 0.0574 +2023-12-24 12:00:04,306 - pyskl - INFO - Epoch [125][1100/2506] lr: 1.749e-03, eta: 4:08:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0638, loss: 0.0638 +2023-12-24 12:00:26,908 - pyskl - INFO - Epoch [125][1200/2506] lr: 1.744e-03, eta: 4:08:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0578, loss: 0.0578 +2023-12-24 12:00:49,424 - pyskl - INFO - Epoch [125][1300/2506] lr: 1.738e-03, eta: 4:07:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0540, loss: 0.0540 +2023-12-24 12:01:11,949 - pyskl - INFO - Epoch [125][1400/2506] lr: 1.733e-03, eta: 4:07:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0562, loss: 0.0562 +2023-12-24 12:01:34,395 - pyskl - INFO - Epoch [125][1500/2506] lr: 1.728e-03, eta: 4:06:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0530, loss: 0.0530 +2023-12-24 12:01:57,003 - pyskl - INFO - Epoch [125][1600/2506] lr: 1.722e-03, eta: 4:06:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0569, loss: 0.0569 +2023-12-24 12:02:19,639 - pyskl - INFO - Epoch [125][1700/2506] lr: 1.717e-03, eta: 4:06:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0478, loss: 0.0478 +2023-12-24 12:02:42,139 - pyskl - INFO - Epoch [125][1800/2506] lr: 1.712e-03, eta: 4:05:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0506, loss: 0.0506 +2023-12-24 12:03:04,651 - pyskl - INFO - Epoch [125][1900/2506] lr: 1.707e-03, eta: 4:05:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0608, loss: 0.0608 +2023-12-24 12:03:27,091 - pyskl - INFO - Epoch [125][2000/2506] lr: 1.701e-03, eta: 4:04:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0620, loss: 0.0620 +2023-12-24 12:03:49,756 - pyskl - INFO - Epoch [125][2100/2506] lr: 1.696e-03, eta: 4:04:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0549, loss: 0.0549 +2023-12-24 12:04:12,393 - pyskl - INFO - Epoch [125][2200/2506] lr: 1.691e-03, eta: 4:04:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0728, loss: 0.0728 +2023-12-24 12:04:35,072 - pyskl - INFO - Epoch [125][2300/2506] lr: 1.686e-03, eta: 4:03:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0681, loss: 0.0681 +2023-12-24 12:04:57,635 - pyskl - INFO - Epoch [125][2400/2506] lr: 1.680e-03, eta: 4:03:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0612, loss: 0.0612 +2023-12-24 12:05:20,121 - pyskl - INFO - Epoch [125][2500/2506] lr: 1.675e-03, eta: 4:02:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0554, loss: 0.0554 +2023-12-24 12:05:21,936 - pyskl - INFO - Saving checkpoint at 125 epochs +2023-12-24 12:06:40,631 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 12:06:40,702 - pyskl - INFO - +top1_acc 0.8940 +top5_acc 0.9831 +2023-12-24 12:06:40,705 - pyskl - INFO - Epoch(val) [125][1031] top1_acc: 0.8940, top5_acc: 0.9831 +2023-12-24 12:07:21,769 - pyskl - INFO - Epoch [126][100/2506] lr: 1.670e-03, eta: 4:02:35, time: 0.411, data_time: 0.186, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0453, loss: 0.0453 +2023-12-24 12:07:44,205 - pyskl - INFO - Epoch [126][200/2506] lr: 1.664e-03, eta: 4:02:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0527, loss: 0.0527 +2023-12-24 12:08:06,638 - pyskl - INFO - Epoch [126][300/2506] lr: 1.659e-03, eta: 4:01:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0585, loss: 0.0585 +2023-12-24 12:08:29,063 - pyskl - INFO - Epoch [126][400/2506] lr: 1.654e-03, eta: 4:01:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0415, loss: 0.0415 +2023-12-24 12:08:51,487 - pyskl - INFO - Epoch [126][500/2506] lr: 1.649e-03, eta: 4:01:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0539, loss: 0.0539 +2023-12-24 12:09:13,978 - pyskl - INFO - Epoch [126][600/2506] lr: 1.644e-03, eta: 4:00:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0576, loss: 0.0576 +2023-12-24 12:09:36,525 - pyskl - INFO - Epoch [126][700/2506] lr: 1.638e-03, eta: 4:00:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0515, loss: 0.0515 +2023-12-24 12:09:59,104 - pyskl - INFO - Epoch [126][800/2506] lr: 1.633e-03, eta: 3:59:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0481, loss: 0.0481 +2023-12-24 12:10:21,605 - pyskl - INFO - Epoch [126][900/2506] lr: 1.628e-03, eta: 3:59:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0416, loss: 0.0416 +2023-12-24 12:10:44,215 - pyskl - INFO - Epoch [126][1000/2506] lr: 1.623e-03, eta: 3:59:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0489, loss: 0.0489 +2023-12-24 12:11:06,933 - pyskl - INFO - Epoch [126][1100/2506] lr: 1.618e-03, eta: 3:58:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0480, loss: 0.0480 +2023-12-24 12:11:29,527 - pyskl - INFO - Epoch [126][1200/2506] lr: 1.613e-03, eta: 3:58:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0494, loss: 0.0494 +2023-12-24 12:11:52,108 - pyskl - INFO - Epoch [126][1300/2506] lr: 1.607e-03, eta: 3:57:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0481, loss: 0.0481 +2023-12-24 12:12:14,610 - pyskl - INFO - Epoch [126][1400/2506] lr: 1.602e-03, eta: 3:57:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0451, loss: 0.0451 +2023-12-24 12:12:37,116 - pyskl - INFO - Epoch [126][1500/2506] lr: 1.597e-03, eta: 3:57:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0549, loss: 0.0549 +2023-12-24 12:12:59,693 - pyskl - INFO - Epoch [126][1600/2506] lr: 1.592e-03, eta: 3:56:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0508, loss: 0.0508 +2023-12-24 12:13:22,306 - pyskl - INFO - Epoch [126][1700/2506] lr: 1.587e-03, eta: 3:56:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0604, loss: 0.0604 +2023-12-24 12:13:44,799 - pyskl - INFO - Epoch [126][1800/2506] lr: 1.582e-03, eta: 3:55:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0413, loss: 0.0413 +2023-12-24 12:14:07,323 - pyskl - INFO - Epoch [126][1900/2506] lr: 1.577e-03, eta: 3:55:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0494, loss: 0.0494 +2023-12-24 12:14:30,006 - pyskl - INFO - Epoch [126][2000/2506] lr: 1.572e-03, eta: 3:55:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0498, loss: 0.0498 +2023-12-24 12:14:52,533 - pyskl - INFO - Epoch [126][2100/2506] lr: 1.567e-03, eta: 3:54:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0613, loss: 0.0613 +2023-12-24 12:15:15,057 - pyskl - INFO - Epoch [126][2200/2506] lr: 1.562e-03, eta: 3:54:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0512, loss: 0.0512 +2023-12-24 12:15:37,710 - pyskl - INFO - Epoch [126][2300/2506] lr: 1.557e-03, eta: 3:54:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0615, loss: 0.0615 +2023-12-24 12:16:00,246 - pyskl - INFO - Epoch [126][2400/2506] lr: 1.552e-03, eta: 3:53:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0825, loss: 0.0825 +2023-12-24 12:16:22,755 - pyskl - INFO - Epoch [126][2500/2506] lr: 1.547e-03, eta: 3:53:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0511, loss: 0.0511 +2023-12-24 12:16:24,568 - pyskl - INFO - Saving checkpoint at 126 epochs +2023-12-24 12:17:43,426 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 12:17:43,498 - pyskl - INFO - +top1_acc 0.8956 +top5_acc 0.9829 +2023-12-24 12:17:43,501 - pyskl - INFO - Epoch(val) [126][1031] top1_acc: 0.8956, top5_acc: 0.9829 +2023-12-24 12:18:24,885 - pyskl - INFO - Epoch [127][100/2506] lr: 1.541e-03, eta: 3:52:51, time: 0.414, data_time: 0.190, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0548, loss: 0.0548 +2023-12-24 12:18:47,455 - pyskl - INFO - Epoch [127][200/2506] lr: 1.536e-03, eta: 3:52:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0499, loss: 0.0499 +2023-12-24 12:19:10,028 - pyskl - INFO - Epoch [127][300/2506] lr: 1.531e-03, eta: 3:52:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0443, loss: 0.0443 +2023-12-24 12:19:32,612 - pyskl - INFO - Epoch [127][400/2506] lr: 1.526e-03, eta: 3:51:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0534, loss: 0.0534 +2023-12-24 12:19:55,218 - pyskl - INFO - Epoch [127][500/2506] lr: 1.521e-03, eta: 3:51:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0460, loss: 0.0460 +2023-12-24 12:20:17,798 - pyskl - INFO - Epoch [127][600/2506] lr: 1.516e-03, eta: 3:50:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0385, loss: 0.0385 +2023-12-24 12:20:40,309 - pyskl - INFO - Epoch [127][700/2506] lr: 1.511e-03, eta: 3:50:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0441, loss: 0.0441 +2023-12-24 12:21:02,816 - pyskl - INFO - Epoch [127][800/2506] lr: 1.506e-03, eta: 3:50:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0519, loss: 0.0519 +2023-12-24 12:21:25,358 - pyskl - INFO - Epoch [127][900/2506] lr: 1.501e-03, eta: 3:49:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0491, loss: 0.0491 +2023-12-24 12:21:47,897 - pyskl - INFO - Epoch [127][1000/2506] lr: 1.496e-03, eta: 3:49:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0498, loss: 0.0498 +2023-12-24 12:22:10,417 - pyskl - INFO - Epoch [127][1100/2506] lr: 1.491e-03, eta: 3:48:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0386, loss: 0.0386 +2023-12-24 12:22:32,990 - pyskl - INFO - Epoch [127][1200/2506] lr: 1.486e-03, eta: 3:48:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0398, loss: 0.0398 +2023-12-24 12:22:55,553 - pyskl - INFO - Epoch [127][1300/2506] lr: 1.481e-03, eta: 3:48:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0407, loss: 0.0407 +2023-12-24 12:23:18,156 - pyskl - INFO - Epoch [127][1400/2506] lr: 1.477e-03, eta: 3:47:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0425, loss: 0.0425 +2023-12-24 12:23:40,754 - pyskl - INFO - Epoch [127][1500/2506] lr: 1.472e-03, eta: 3:47:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0397, loss: 0.0397 +2023-12-24 12:24:03,329 - pyskl - INFO - Epoch [127][1600/2506] lr: 1.467e-03, eta: 3:47:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0422, loss: 0.0422 +2023-12-24 12:24:25,941 - pyskl - INFO - Epoch [127][1700/2506] lr: 1.462e-03, eta: 3:46:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0405, loss: 0.0405 +2023-12-24 12:24:48,438 - pyskl - INFO - Epoch [127][1800/2506] lr: 1.457e-03, eta: 3:46:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0417, loss: 0.0417 +2023-12-24 12:25:10,972 - pyskl - INFO - Epoch [127][1900/2506] lr: 1.452e-03, eta: 3:45:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0495, loss: 0.0495 +2023-12-24 12:25:33,435 - pyskl - INFO - Epoch [127][2000/2506] lr: 1.447e-03, eta: 3:45:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0359, loss: 0.0359 +2023-12-24 12:25:56,053 - pyskl - INFO - Epoch [127][2100/2506] lr: 1.442e-03, eta: 3:45:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0528, loss: 0.0528 +2023-12-24 12:26:18,635 - pyskl - INFO - Epoch [127][2200/2506] lr: 1.437e-03, eta: 3:44:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0490, loss: 0.0490 +2023-12-24 12:26:41,138 - pyskl - INFO - Epoch [127][2300/2506] lr: 1.432e-03, eta: 3:44:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0441, loss: 0.0441 +2023-12-24 12:27:03,639 - pyskl - INFO - Epoch [127][2400/2506] lr: 1.428e-03, eta: 3:43:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0420, loss: 0.0420 +2023-12-24 12:27:26,210 - pyskl - INFO - Epoch [127][2500/2506] lr: 1.423e-03, eta: 3:43:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0424, loss: 0.0424 +2023-12-24 12:27:28,044 - pyskl - INFO - Saving checkpoint at 127 epochs +2023-12-24 12:28:46,810 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 12:28:46,883 - pyskl - INFO - +top1_acc 0.9039 +top5_acc 0.9850 +2023-12-24 12:28:46,887 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_2/best_top1_acc_epoch_119.pth was removed +2023-12-24 12:28:47,029 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2023-12-24 12:28:47,030 - pyskl - INFO - Best top1_acc is 0.9039 at 127 epoch. +2023-12-24 12:28:47,034 - pyskl - INFO - Epoch(val) [127][1031] top1_acc: 0.9039, top5_acc: 0.9850 +2023-12-24 12:29:28,455 - pyskl - INFO - Epoch [128][100/2506] lr: 1.418e-03, eta: 3:43:08, time: 0.414, data_time: 0.189, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0392, loss: 0.0392 +2023-12-24 12:29:51,137 - pyskl - INFO - Epoch [128][200/2506] lr: 1.413e-03, eta: 3:42:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0356, loss: 0.0356 +2023-12-24 12:30:13,654 - pyskl - INFO - Epoch [128][300/2506] lr: 1.408e-03, eta: 3:42:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0340, loss: 0.0340 +2023-12-24 12:30:36,177 - pyskl - INFO - Epoch [128][400/2506] lr: 1.403e-03, eta: 3:41:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0381, loss: 0.0381 +2023-12-24 12:30:58,656 - pyskl - INFO - Epoch [128][500/2506] lr: 1.398e-03, eta: 3:41:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0455, loss: 0.0455 +2023-12-24 12:31:21,146 - pyskl - INFO - Epoch [128][600/2506] lr: 1.394e-03, eta: 3:41:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0383, loss: 0.0383 +2023-12-24 12:31:43,795 - pyskl - INFO - Epoch [128][700/2506] lr: 1.389e-03, eta: 3:40:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0396, loss: 0.0396 +2023-12-24 12:32:06,441 - pyskl - INFO - Epoch [128][800/2506] lr: 1.384e-03, eta: 3:40:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 0.0385, loss: 0.0385 +2023-12-24 12:32:29,048 - pyskl - INFO - Epoch [128][900/2506] lr: 1.379e-03, eta: 3:40:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0339, loss: 0.0339 +2023-12-24 12:32:51,738 - pyskl - INFO - Epoch [128][1000/2506] lr: 1.374e-03, eta: 3:39:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0430, loss: 0.0430 +2023-12-24 12:33:14,361 - pyskl - INFO - Epoch [128][1100/2506] lr: 1.370e-03, eta: 3:39:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0382, loss: 0.0382 +2023-12-24 12:33:37,023 - pyskl - INFO - Epoch [128][1200/2506] lr: 1.365e-03, eta: 3:38:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0406, loss: 0.0406 +2023-12-24 12:33:59,639 - pyskl - INFO - Epoch [128][1300/2506] lr: 1.360e-03, eta: 3:38:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0337, loss: 0.0337 +2023-12-24 12:34:22,177 - pyskl - INFO - Epoch [128][1400/2506] lr: 1.356e-03, eta: 3:38:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0417, loss: 0.0417 +2023-12-24 12:34:44,761 - pyskl - INFO - Epoch [128][1500/2506] lr: 1.351e-03, eta: 3:37:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0344, loss: 0.0344 +2023-12-24 12:35:07,365 - pyskl - INFO - Epoch [128][1600/2506] lr: 1.346e-03, eta: 3:37:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0357, loss: 0.0357 +2023-12-24 12:35:30,037 - pyskl - INFO - Epoch [128][1700/2506] lr: 1.341e-03, eta: 3:36:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0340, loss: 0.0340 +2023-12-24 12:35:52,633 - pyskl - INFO - Epoch [128][1800/2506] lr: 1.337e-03, eta: 3:36:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0294, loss: 0.0294 +2023-12-24 12:36:15,358 - pyskl - INFO - Epoch [128][1900/2506] lr: 1.332e-03, eta: 3:36:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0330, loss: 0.0330 +2023-12-24 12:36:37,983 - pyskl - INFO - Epoch [128][2000/2506] lr: 1.327e-03, eta: 3:35:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0390, loss: 0.0390 +2023-12-24 12:37:00,725 - pyskl - INFO - Epoch [128][2100/2506] lr: 1.323e-03, eta: 3:35:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0346, loss: 0.0346 +2023-12-24 12:37:23,327 - pyskl - INFO - Epoch [128][2200/2506] lr: 1.318e-03, eta: 3:34:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0368, loss: 0.0368 +2023-12-24 12:37:45,913 - pyskl - INFO - Epoch [128][2300/2506] lr: 1.313e-03, eta: 3:34:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0518, loss: 0.0518 +2023-12-24 12:38:08,477 - pyskl - INFO - Epoch [128][2400/2506] lr: 1.309e-03, eta: 3:34:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0437, loss: 0.0437 +2023-12-24 12:38:31,038 - pyskl - INFO - Epoch [128][2500/2506] lr: 1.304e-03, eta: 3:33:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0381, loss: 0.0381 +2023-12-24 12:38:32,933 - pyskl - INFO - Saving checkpoint at 128 epochs +2023-12-24 12:39:51,581 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 12:39:51,655 - pyskl - INFO - +top1_acc 0.9011 +top5_acc 0.9822 +2023-12-24 12:39:51,659 - pyskl - INFO - Epoch(val) [128][1031] top1_acc: 0.9011, top5_acc: 0.9822 +2023-12-24 12:40:33,481 - pyskl - INFO - Epoch [129][100/2506] lr: 1.299e-03, eta: 3:33:25, time: 0.418, data_time: 0.194, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0367, loss: 0.0367 +2023-12-24 12:40:55,936 - pyskl - INFO - Epoch [129][200/2506] lr: 1.294e-03, eta: 3:33:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0305, loss: 0.0305 +2023-12-24 12:41:18,521 - pyskl - INFO - Epoch [129][300/2506] lr: 1.290e-03, eta: 3:32:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0305, loss: 0.0305 +2023-12-24 12:41:41,119 - pyskl - INFO - Epoch [129][400/2506] lr: 1.285e-03, eta: 3:32:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0326, loss: 0.0326 +2023-12-24 12:42:03,766 - pyskl - INFO - Epoch [129][500/2506] lr: 1.281e-03, eta: 3:31:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0337, loss: 0.0337 +2023-12-24 12:42:26,344 - pyskl - INFO - Epoch [129][600/2506] lr: 1.276e-03, eta: 3:31:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0304, loss: 0.0304 +2023-12-24 12:42:48,892 - pyskl - INFO - Epoch [129][700/2506] lr: 1.271e-03, eta: 3:31:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0352, loss: 0.0352 +2023-12-24 12:43:11,404 - pyskl - INFO - Epoch [129][800/2506] lr: 1.267e-03, eta: 3:30:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0340, loss: 0.0340 +2023-12-24 12:43:33,943 - pyskl - INFO - Epoch [129][900/2506] lr: 1.262e-03, eta: 3:30:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0272, loss: 0.0272 +2023-12-24 12:43:56,484 - pyskl - INFO - Epoch [129][1000/2506] lr: 1.258e-03, eta: 3:29:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0400, loss: 0.0400 +2023-12-24 12:44:19,075 - pyskl - INFO - Epoch [129][1100/2506] lr: 1.253e-03, eta: 3:29:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0426, loss: 0.0426 +2023-12-24 12:44:41,669 - pyskl - INFO - Epoch [129][1200/2506] lr: 1.248e-03, eta: 3:29:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0331, loss: 0.0331 +2023-12-24 12:45:04,195 - pyskl - INFO - Epoch [129][1300/2506] lr: 1.244e-03, eta: 3:28:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0308, loss: 0.0308 +2023-12-24 12:45:26,844 - pyskl - INFO - Epoch [129][1400/2506] lr: 1.239e-03, eta: 3:28:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0360, loss: 0.0360 +2023-12-24 12:45:49,429 - pyskl - INFO - Epoch [129][1500/2506] lr: 1.235e-03, eta: 3:27:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0366, loss: 0.0366 +2023-12-24 12:46:12,064 - pyskl - INFO - Epoch [129][1600/2506] lr: 1.230e-03, eta: 3:27:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0320, loss: 0.0320 +2023-12-24 12:46:34,675 - pyskl - INFO - Epoch [129][1700/2506] lr: 1.226e-03, eta: 3:27:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0392, loss: 0.0392 +2023-12-24 12:46:57,223 - pyskl - INFO - Epoch [129][1800/2506] lr: 1.221e-03, eta: 3:26:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0358, loss: 0.0358 +2023-12-24 12:47:19,924 - pyskl - INFO - Epoch [129][1900/2506] lr: 1.217e-03, eta: 3:26:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0385, loss: 0.0385 +2023-12-24 12:47:42,492 - pyskl - INFO - Epoch [129][2000/2506] lr: 1.212e-03, eta: 3:26:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0404, loss: 0.0404 +2023-12-24 12:48:05,157 - pyskl - INFO - Epoch [129][2100/2506] lr: 1.208e-03, eta: 3:25:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0321, loss: 0.0321 +2023-12-24 12:48:27,681 - pyskl - INFO - Epoch [129][2200/2506] lr: 1.203e-03, eta: 3:25:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0356, loss: 0.0356 +2023-12-24 12:48:50,331 - pyskl - INFO - Epoch [129][2300/2506] lr: 1.199e-03, eta: 3:24:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0370, loss: 0.0370 +2023-12-24 12:49:12,917 - pyskl - INFO - Epoch [129][2400/2506] lr: 1.194e-03, eta: 3:24:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0452, loss: 0.0452 +2023-12-24 12:49:35,531 - pyskl - INFO - Epoch [129][2500/2506] lr: 1.190e-03, eta: 3:24:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0333, loss: 0.0333 +2023-12-24 12:49:37,408 - pyskl - INFO - Saving checkpoint at 129 epochs +2023-12-24 12:50:55,946 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 12:50:56,016 - pyskl - INFO - +top1_acc 0.9005 +top5_acc 0.9837 +2023-12-24 12:50:56,020 - pyskl - INFO - Epoch(val) [129][1031] top1_acc: 0.9005, top5_acc: 0.9837 +2023-12-24 12:51:37,506 - pyskl - INFO - Epoch [130][100/2506] lr: 1.185e-03, eta: 3:23:42, time: 0.415, data_time: 0.190, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0331, loss: 0.0331 +2023-12-24 12:52:00,119 - pyskl - INFO - Epoch [130][200/2506] lr: 1.181e-03, eta: 3:23:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0344, loss: 0.0344 +2023-12-24 12:52:22,587 - pyskl - INFO - Epoch [130][300/2506] lr: 1.176e-03, eta: 3:22:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0291, loss: 0.0291 +2023-12-24 12:52:45,099 - pyskl - INFO - Epoch [130][400/2506] lr: 1.172e-03, eta: 3:22:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0312, loss: 0.0312 +2023-12-24 12:53:07,770 - pyskl - INFO - Epoch [130][500/2506] lr: 1.168e-03, eta: 3:22:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0280, loss: 0.0280 +2023-12-24 12:53:30,437 - pyskl - INFO - Epoch [130][600/2506] lr: 1.163e-03, eta: 3:21:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0300, loss: 0.0300 +2023-12-24 12:53:52,925 - pyskl - INFO - Epoch [130][700/2506] lr: 1.159e-03, eta: 3:21:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0324, loss: 0.0324 +2023-12-24 12:54:15,471 - pyskl - INFO - Epoch [130][800/2506] lr: 1.154e-03, eta: 3:20:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0279, loss: 0.0279 +2023-12-24 12:54:38,107 - pyskl - INFO - Epoch [130][900/2506] lr: 1.150e-03, eta: 3:20:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0273, loss: 0.0273 +2023-12-24 12:55:00,660 - pyskl - INFO - Epoch [130][1000/2506] lr: 1.146e-03, eta: 3:20:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0337, loss: 0.0337 +2023-12-24 12:55:23,103 - pyskl - INFO - Epoch [130][1100/2506] lr: 1.141e-03, eta: 3:19:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0361, loss: 0.0361 +2023-12-24 12:55:45,664 - pyskl - INFO - Epoch [130][1200/2506] lr: 1.137e-03, eta: 3:19:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0333, loss: 0.0333 +2023-12-24 12:56:08,215 - pyskl - INFO - Epoch [130][1300/2506] lr: 1.133e-03, eta: 3:19:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0279, loss: 0.0279 +2023-12-24 12:56:30,758 - pyskl - INFO - Epoch [130][1400/2506] lr: 1.128e-03, eta: 3:18:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0308, loss: 0.0308 +2023-12-24 12:56:53,352 - pyskl - INFO - Epoch [130][1500/2506] lr: 1.124e-03, eta: 3:18:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0349, loss: 0.0349 +2023-12-24 12:57:15,967 - pyskl - INFO - Epoch [130][1600/2506] lr: 1.120e-03, eta: 3:17:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0291, loss: 0.0291 +2023-12-24 12:57:38,415 - pyskl - INFO - Epoch [130][1700/2506] lr: 1.115e-03, eta: 3:17:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0276, loss: 0.0276 +2023-12-24 12:58:00,965 - pyskl - INFO - Epoch [130][1800/2506] lr: 1.111e-03, eta: 3:17:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0359, loss: 0.0359 +2023-12-24 12:58:23,453 - pyskl - INFO - Epoch [130][1900/2506] lr: 1.107e-03, eta: 3:16:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0297, loss: 0.0297 +2023-12-24 12:58:45,878 - pyskl - INFO - Epoch [130][2000/2506] lr: 1.102e-03, eta: 3:16:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0339, loss: 0.0339 +2023-12-24 12:59:08,440 - pyskl - INFO - Epoch [130][2100/2506] lr: 1.098e-03, eta: 3:15:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0296, loss: 0.0296 +2023-12-24 12:59:31,086 - pyskl - INFO - Epoch [130][2200/2506] lr: 1.094e-03, eta: 3:15:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0314, loss: 0.0314 +2023-12-24 12:59:53,706 - pyskl - INFO - Epoch [130][2300/2506] lr: 1.089e-03, eta: 3:15:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0273, loss: 0.0273 +2023-12-24 13:00:16,251 - pyskl - INFO - Epoch [130][2400/2506] lr: 1.085e-03, eta: 3:14:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0276, loss: 0.0276 +2023-12-24 13:00:38,813 - pyskl - INFO - Epoch [130][2500/2506] lr: 1.081e-03, eta: 3:14:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0330, loss: 0.0330 +2023-12-24 13:00:40,707 - pyskl - INFO - Saving checkpoint at 130 epochs +2023-12-24 13:01:59,462 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 13:01:59,532 - pyskl - INFO - +top1_acc 0.9047 +top5_acc 0.9844 +2023-12-24 13:01:59,536 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_2/best_top1_acc_epoch_127.pth was removed +2023-12-24 13:01:59,666 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2023-12-24 13:01:59,667 - pyskl - INFO - Best top1_acc is 0.9047 at 130 epoch. +2023-12-24 13:01:59,671 - pyskl - INFO - Epoch(val) [130][1031] top1_acc: 0.9047, top5_acc: 0.9844 +2023-12-24 13:02:41,390 - pyskl - INFO - Epoch [131][100/2506] lr: 1.076e-03, eta: 3:13:59, time: 0.417, data_time: 0.192, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0256, loss: 0.0256 +2023-12-24 13:03:03,836 - pyskl - INFO - Epoch [131][200/2506] lr: 1.072e-03, eta: 3:13:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 +2023-12-24 13:03:26,340 - pyskl - INFO - Epoch [131][300/2506] lr: 1.068e-03, eta: 3:13:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0254, loss: 0.0254 +2023-12-24 13:03:48,877 - pyskl - INFO - Epoch [131][400/2506] lr: 1.064e-03, eta: 3:12:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0292, loss: 0.0292 +2023-12-24 13:04:11,359 - pyskl - INFO - Epoch [131][500/2506] lr: 1.060e-03, eta: 3:12:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0292, loss: 0.0292 +2023-12-24 13:04:33,844 - pyskl - INFO - Epoch [131][600/2506] lr: 1.055e-03, eta: 3:12:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 +2023-12-24 13:04:56,519 - pyskl - INFO - Epoch [131][700/2506] lr: 1.051e-03, eta: 3:11:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0320, loss: 0.0320 +2023-12-24 13:05:19,067 - pyskl - INFO - Epoch [131][800/2506] lr: 1.047e-03, eta: 3:11:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0320, loss: 0.0320 +2023-12-24 13:05:41,631 - pyskl - INFO - Epoch [131][900/2506] lr: 1.043e-03, eta: 3:10:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 +2023-12-24 13:06:04,229 - pyskl - INFO - Epoch [131][1000/2506] lr: 1.039e-03, eta: 3:10:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0302, loss: 0.0302 +2023-12-24 13:06:26,740 - pyskl - INFO - Epoch [131][1100/2506] lr: 1.034e-03, eta: 3:10:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0292, loss: 0.0292 +2023-12-24 13:06:49,333 - pyskl - INFO - Epoch [131][1200/2506] lr: 1.030e-03, eta: 3:09:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0303, loss: 0.0303 +2023-12-24 13:07:11,781 - pyskl - INFO - Epoch [131][1300/2506] lr: 1.026e-03, eta: 3:09:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0278, loss: 0.0278 +2023-12-24 13:07:34,303 - pyskl - INFO - Epoch [131][1400/2506] lr: 1.022e-03, eta: 3:08:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 +2023-12-24 13:07:56,950 - pyskl - INFO - Epoch [131][1500/2506] lr: 1.018e-03, eta: 3:08:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0294, loss: 0.0294 +2023-12-24 13:08:19,526 - pyskl - INFO - Epoch [131][1600/2506] lr: 1.014e-03, eta: 3:08:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0303, loss: 0.0303 +2023-12-24 13:08:42,227 - pyskl - INFO - Epoch [131][1700/2506] lr: 1.010e-03, eta: 3:07:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0292, loss: 0.0292 +2023-12-24 13:09:04,876 - pyskl - INFO - Epoch [131][1800/2506] lr: 1.006e-03, eta: 3:07:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0320, loss: 0.0320 +2023-12-24 13:09:27,480 - pyskl - INFO - Epoch [131][1900/2506] lr: 1.001e-03, eta: 3:06:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0277, loss: 0.0277 +2023-12-24 13:09:49,903 - pyskl - INFO - Epoch [131][2000/2506] lr: 9.973e-04, eta: 3:06:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0291, loss: 0.0291 +2023-12-24 13:10:12,459 - pyskl - INFO - Epoch [131][2100/2506] lr: 9.933e-04, eta: 3:06:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0281, loss: 0.0281 +2023-12-24 13:10:35,133 - pyskl - INFO - Epoch [131][2200/2506] lr: 9.892e-04, eta: 3:05:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0279, loss: 0.0279 +2023-12-24 13:10:57,852 - pyskl - INFO - Epoch [131][2300/2506] lr: 9.851e-04, eta: 3:05:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 +2023-12-24 13:11:20,642 - pyskl - INFO - Epoch [131][2400/2506] lr: 9.810e-04, eta: 3:05:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 +2023-12-24 13:11:43,158 - pyskl - INFO - Epoch [131][2500/2506] lr: 9.770e-04, eta: 3:04:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0266, loss: 0.0266 +2023-12-24 13:11:45,021 - pyskl - INFO - Saving checkpoint at 131 epochs +2023-12-24 13:13:03,421 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 13:13:03,491 - pyskl - INFO - +top1_acc 0.9027 +top5_acc 0.9841 +2023-12-24 13:13:03,495 - pyskl - INFO - Epoch(val) [131][1031] top1_acc: 0.9027, top5_acc: 0.9841 +2023-12-24 13:13:45,290 - pyskl - INFO - Epoch [132][100/2506] lr: 9.727e-04, eta: 3:04:16, time: 0.418, data_time: 0.193, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0290, loss: 0.0290 +2023-12-24 13:14:07,828 - pyskl - INFO - Epoch [132][200/2506] lr: 9.687e-04, eta: 3:03:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 +2023-12-24 13:14:30,239 - pyskl - INFO - Epoch [132][300/2506] lr: 9.646e-04, eta: 3:03:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0251, loss: 0.0251 +2023-12-24 13:14:52,863 - pyskl - INFO - Epoch [132][400/2506] lr: 9.606e-04, eta: 3:03:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 +2023-12-24 13:15:15,425 - pyskl - INFO - Epoch [132][500/2506] lr: 9.566e-04, eta: 3:02:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 +2023-12-24 13:15:37,891 - pyskl - INFO - Epoch [132][600/2506] lr: 9.526e-04, eta: 3:02:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0211, loss: 0.0211 +2023-12-24 13:16:00,394 - pyskl - INFO - Epoch [132][700/2506] lr: 9.486e-04, eta: 3:01:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 +2023-12-24 13:16:22,867 - pyskl - INFO - Epoch [132][800/2506] lr: 9.446e-04, eta: 3:01:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0264, loss: 0.0264 +2023-12-24 13:16:45,403 - pyskl - INFO - Epoch [132][900/2506] lr: 9.406e-04, eta: 3:01:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 +2023-12-24 13:17:07,909 - pyskl - INFO - Epoch [132][1000/2506] lr: 9.367e-04, eta: 3:00:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 +2023-12-24 13:17:30,347 - pyskl - INFO - Epoch [132][1100/2506] lr: 9.327e-04, eta: 3:00:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216 +2023-12-24 13:17:52,892 - pyskl - INFO - Epoch [132][1200/2506] lr: 9.288e-04, eta: 2:59:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 +2023-12-24 13:18:15,423 - pyskl - INFO - Epoch [132][1300/2506] lr: 9.248e-04, eta: 2:59:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 +2023-12-24 13:18:37,951 - pyskl - INFO - Epoch [132][1400/2506] lr: 9.209e-04, eta: 2:59:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 +2023-12-24 13:19:00,547 - pyskl - INFO - Epoch [132][1500/2506] lr: 9.169e-04, eta: 2:58:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0269, loss: 0.0269 +2023-12-24 13:19:23,097 - pyskl - INFO - Epoch [132][1600/2506] lr: 9.130e-04, eta: 2:58:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0258, loss: 0.0258 +2023-12-24 13:19:45,711 - pyskl - INFO - Epoch [132][1700/2506] lr: 9.091e-04, eta: 2:58:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 +2023-12-24 13:20:08,280 - pyskl - INFO - Epoch [132][1800/2506] lr: 9.052e-04, eta: 2:57:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 +2023-12-24 13:20:30,842 - pyskl - INFO - Epoch [132][1900/2506] lr: 9.013e-04, eta: 2:57:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0260, loss: 0.0260 +2023-12-24 13:20:53,470 - pyskl - INFO - Epoch [132][2000/2506] lr: 8.974e-04, eta: 2:56:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0316, loss: 0.0316 +2023-12-24 13:21:15,928 - pyskl - INFO - Epoch [132][2100/2506] lr: 8.935e-04, eta: 2:56:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0280, loss: 0.0280 +2023-12-24 13:21:38,526 - pyskl - INFO - Epoch [132][2200/2506] lr: 8.896e-04, eta: 2:56:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 +2023-12-24 13:22:01,119 - pyskl - INFO - Epoch [132][2300/2506] lr: 8.858e-04, eta: 2:55:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 +2023-12-24 13:22:23,696 - pyskl - INFO - Epoch [132][2400/2506] lr: 8.819e-04, eta: 2:55:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 +2023-12-24 13:22:46,186 - pyskl - INFO - Epoch [132][2500/2506] lr: 8.781e-04, eta: 2:54:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 +2023-12-24 13:22:48,003 - pyskl - INFO - Saving checkpoint at 132 epochs +2023-12-24 13:24:07,048 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 13:24:07,121 - pyskl - INFO - +top1_acc 0.9040 +top5_acc 0.9840 +2023-12-24 13:24:07,126 - pyskl - INFO - Epoch(val) [132][1031] top1_acc: 0.9040, top5_acc: 0.9840 +2023-12-24 13:24:48,733 - pyskl - INFO - Epoch [133][100/2506] lr: 8.740e-04, eta: 2:54:33, time: 0.416, data_time: 0.190, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 +2023-12-24 13:25:11,265 - pyskl - INFO - Epoch [133][200/2506] lr: 8.702e-04, eta: 2:54:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0213, loss: 0.0213 +2023-12-24 13:25:33,853 - pyskl - INFO - Epoch [133][300/2506] lr: 8.663e-04, eta: 2:53:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0272, loss: 0.0272 +2023-12-24 13:25:56,501 - pyskl - INFO - Epoch [133][400/2506] lr: 8.625e-04, eta: 2:53:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0208, loss: 0.0208 +2023-12-24 13:26:19,003 - pyskl - INFO - Epoch [133][500/2506] lr: 8.587e-04, eta: 2:52:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0215, loss: 0.0215 +2023-12-24 13:26:41,559 - pyskl - INFO - Epoch [133][600/2506] lr: 8.549e-04, eta: 2:52:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0318, loss: 0.0318 +2023-12-24 13:27:04,023 - pyskl - INFO - Epoch [133][700/2506] lr: 8.511e-04, eta: 2:52:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0279, loss: 0.0279 +2023-12-24 13:27:26,502 - pyskl - INFO - Epoch [133][800/2506] lr: 8.473e-04, eta: 2:51:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0332, loss: 0.0332 +2023-12-24 13:27:49,064 - pyskl - INFO - Epoch [133][900/2506] lr: 8.435e-04, eta: 2:51:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 +2023-12-24 13:28:11,615 - pyskl - INFO - Epoch [133][1000/2506] lr: 8.398e-04, eta: 2:51:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 +2023-12-24 13:28:34,161 - pyskl - INFO - Epoch [133][1100/2506] lr: 8.360e-04, eta: 2:50:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0286, loss: 0.0286 +2023-12-24 13:28:56,671 - pyskl - INFO - Epoch [133][1200/2506] lr: 8.323e-04, eta: 2:50:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 +2023-12-24 13:29:19,249 - pyskl - INFO - Epoch [133][1300/2506] lr: 8.285e-04, eta: 2:49:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 +2023-12-24 13:29:41,904 - pyskl - INFO - Epoch [133][1400/2506] lr: 8.248e-04, eta: 2:49:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 +2023-12-24 13:30:04,561 - pyskl - INFO - Epoch [133][1500/2506] lr: 8.211e-04, eta: 2:49:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 +2023-12-24 13:30:27,098 - pyskl - INFO - Epoch [133][1600/2506] lr: 8.173e-04, eta: 2:48:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0256, loss: 0.0256 +2023-12-24 13:30:49,706 - pyskl - INFO - Epoch [133][1700/2506] lr: 8.136e-04, eta: 2:48:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0253, loss: 0.0253 +2023-12-24 13:31:12,231 - pyskl - INFO - Epoch [133][1800/2506] lr: 8.099e-04, eta: 2:47:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 +2023-12-24 13:31:34,814 - pyskl - INFO - Epoch [133][1900/2506] lr: 8.062e-04, eta: 2:47:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 +2023-12-24 13:31:57,282 - pyskl - INFO - Epoch [133][2000/2506] lr: 8.025e-04, eta: 2:47:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0275, loss: 0.0275 +2023-12-24 13:32:19,859 - pyskl - INFO - Epoch [133][2100/2506] lr: 7.989e-04, eta: 2:46:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0253, loss: 0.0253 +2023-12-24 13:32:42,371 - pyskl - INFO - Epoch [133][2200/2506] lr: 7.952e-04, eta: 2:46:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0249, loss: 0.0249 +2023-12-24 13:33:04,949 - pyskl - INFO - Epoch [133][2300/2506] lr: 7.915e-04, eta: 2:45:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 +2023-12-24 13:33:27,565 - pyskl - INFO - Epoch [133][2400/2506] lr: 7.879e-04, eta: 2:45:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 +2023-12-24 13:33:50,146 - pyskl - INFO - Epoch [133][2500/2506] lr: 7.842e-04, eta: 2:45:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 +2023-12-24 13:33:51,915 - pyskl - INFO - Saving checkpoint at 133 epochs +2023-12-24 13:35:10,416 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 13:35:10,490 - pyskl - INFO - +top1_acc 0.9038 +top5_acc 0.9840 +2023-12-24 13:35:10,494 - pyskl - INFO - Epoch(val) [133][1031] top1_acc: 0.9038, top5_acc: 0.9840 +2023-12-24 13:35:52,045 - pyskl - INFO - Epoch [134][100/2506] lr: 7.804e-04, eta: 2:44:50, time: 0.415, data_time: 0.190, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0213, loss: 0.0213 +2023-12-24 13:36:14,604 - pyskl - INFO - Epoch [134][200/2506] lr: 7.767e-04, eta: 2:44:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 +2023-12-24 13:36:37,078 - pyskl - INFO - Epoch [134][300/2506] lr: 7.731e-04, eta: 2:44:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0213, loss: 0.0213 +2023-12-24 13:36:59,529 - pyskl - INFO - Epoch [134][400/2506] lr: 7.695e-04, eta: 2:43:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0209, loss: 0.0209 +2023-12-24 13:37:21,974 - pyskl - INFO - Epoch [134][500/2506] lr: 7.659e-04, eta: 2:43:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216 +2023-12-24 13:37:44,584 - pyskl - INFO - Epoch [134][600/2506] lr: 7.623e-04, eta: 2:42:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0206, loss: 0.0206 +2023-12-24 13:38:07,145 - pyskl - INFO - Epoch [134][700/2506] lr: 7.587e-04, eta: 2:42:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0211, loss: 0.0211 +2023-12-24 13:38:29,778 - pyskl - INFO - Epoch [134][800/2506] lr: 7.551e-04, eta: 2:42:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0298, loss: 0.0298 +2023-12-24 13:38:52,399 - pyskl - INFO - Epoch [134][900/2506] lr: 7.516e-04, eta: 2:41:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 +2023-12-24 13:39:14,940 - pyskl - INFO - Epoch [134][1000/2506] lr: 7.480e-04, eta: 2:41:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 +2023-12-24 13:39:37,468 - pyskl - INFO - Epoch [134][1100/2506] lr: 7.444e-04, eta: 2:40:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0217, loss: 0.0217 +2023-12-24 13:40:00,072 - pyskl - INFO - Epoch [134][1200/2506] lr: 7.409e-04, eta: 2:40:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 +2023-12-24 13:40:22,703 - pyskl - INFO - Epoch [134][1300/2506] lr: 7.374e-04, eta: 2:40:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0276, loss: 0.0276 +2023-12-24 13:40:45,301 - pyskl - INFO - Epoch [134][1400/2506] lr: 7.338e-04, eta: 2:39:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0208, loss: 0.0208 +2023-12-24 13:41:07,860 - pyskl - INFO - Epoch [134][1500/2506] lr: 7.303e-04, eta: 2:39:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 +2023-12-24 13:41:30,557 - pyskl - INFO - Epoch [134][1600/2506] lr: 7.268e-04, eta: 2:38:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 +2023-12-24 13:41:53,095 - pyskl - INFO - Epoch [134][1700/2506] lr: 7.233e-04, eta: 2:38:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0211, loss: 0.0211 +2023-12-24 13:42:15,596 - pyskl - INFO - Epoch [134][1800/2506] lr: 7.198e-04, eta: 2:38:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0206, loss: 0.0206 +2023-12-24 13:42:38,064 - pyskl - INFO - Epoch [134][1900/2506] lr: 7.163e-04, eta: 2:37:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 +2023-12-24 13:43:00,630 - pyskl - INFO - Epoch [134][2000/2506] lr: 7.128e-04, eta: 2:37:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 +2023-12-24 13:43:23,240 - pyskl - INFO - Epoch [134][2100/2506] lr: 7.093e-04, eta: 2:37:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 +2023-12-24 13:43:45,828 - pyskl - INFO - Epoch [134][2200/2506] lr: 7.059e-04, eta: 2:36:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0286, loss: 0.0286 +2023-12-24 13:44:08,423 - pyskl - INFO - Epoch [134][2300/2506] lr: 7.024e-04, eta: 2:36:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 +2023-12-24 13:44:31,077 - pyskl - INFO - Epoch [134][2400/2506] lr: 6.990e-04, eta: 2:35:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 +2023-12-24 13:44:53,590 - pyskl - INFO - Epoch [134][2500/2506] lr: 6.955e-04, eta: 2:35:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 +2023-12-24 13:44:55,501 - pyskl - INFO - Saving checkpoint at 134 epochs +2023-12-24 13:46:14,552 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 13:46:14,629 - pyskl - INFO - +top1_acc 0.9063 +top5_acc 0.9852 +2023-12-24 13:46:14,633 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_2/best_top1_acc_epoch_130.pth was removed +2023-12-24 13:46:14,781 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2023-12-24 13:46:14,782 - pyskl - INFO - Best top1_acc is 0.9063 at 134 epoch. +2023-12-24 13:46:14,787 - pyskl - INFO - Epoch(val) [134][1031] top1_acc: 0.9063, top5_acc: 0.9852 +2023-12-24 13:46:56,476 - pyskl - INFO - Epoch [135][100/2506] lr: 6.919e-04, eta: 2:35:06, time: 0.417, data_time: 0.192, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 +2023-12-24 13:47:18,957 - pyskl - INFO - Epoch [135][200/2506] lr: 6.885e-04, eta: 2:34:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0217, loss: 0.0217 +2023-12-24 13:47:41,480 - pyskl - INFO - Epoch [135][300/2506] lr: 6.851e-04, eta: 2:34:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0207, loss: 0.0207 +2023-12-24 13:48:03,924 - pyskl - INFO - Epoch [135][400/2506] lr: 6.817e-04, eta: 2:33:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0202, loss: 0.0202 +2023-12-24 13:48:26,439 - pyskl - INFO - Epoch [135][500/2506] lr: 6.783e-04, eta: 2:33:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0202, loss: 0.0202 +2023-12-24 13:48:48,991 - pyskl - INFO - Epoch [135][600/2506] lr: 6.749e-04, eta: 2:33:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0185, loss: 0.0185 +2023-12-24 13:49:11,511 - pyskl - INFO - Epoch [135][700/2506] lr: 6.715e-04, eta: 2:32:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0205, loss: 0.0205 +2023-12-24 13:49:34,102 - pyskl - INFO - Epoch [135][800/2506] lr: 6.681e-04, eta: 2:32:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0191, loss: 0.0191 +2023-12-24 13:49:56,660 - pyskl - INFO - Epoch [135][900/2506] lr: 6.647e-04, eta: 2:32:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0210, loss: 0.0210 +2023-12-24 13:50:19,263 - pyskl - INFO - Epoch [135][1000/2506] lr: 6.614e-04, eta: 2:31:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 +2023-12-24 13:50:41,877 - pyskl - INFO - Epoch [135][1100/2506] lr: 6.580e-04, eta: 2:31:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 +2023-12-24 13:51:04,433 - pyskl - INFO - Epoch [135][1200/2506] lr: 6.547e-04, eta: 2:30:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 +2023-12-24 13:51:26,990 - pyskl - INFO - Epoch [135][1300/2506] lr: 6.514e-04, eta: 2:30:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218 +2023-12-24 13:51:49,546 - pyskl - INFO - Epoch [135][1400/2506] lr: 6.480e-04, eta: 2:30:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 +2023-12-24 13:52:12,016 - pyskl - INFO - Epoch [135][1500/2506] lr: 6.447e-04, eta: 2:29:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 +2023-12-24 13:52:34,615 - pyskl - INFO - Epoch [135][1600/2506] lr: 6.414e-04, eta: 2:29:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 +2023-12-24 13:52:57,171 - pyskl - INFO - Epoch [135][1700/2506] lr: 6.381e-04, eta: 2:28:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 +2023-12-24 13:53:19,747 - pyskl - INFO - Epoch [135][1800/2506] lr: 6.348e-04, eta: 2:28:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 +2023-12-24 13:53:42,325 - pyskl - INFO - Epoch [135][1900/2506] lr: 6.315e-04, eta: 2:28:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 +2023-12-24 13:54:04,946 - pyskl - INFO - Epoch [135][2000/2506] lr: 6.283e-04, eta: 2:27:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0213, loss: 0.0213 +2023-12-24 13:54:27,473 - pyskl - INFO - Epoch [135][2100/2506] lr: 6.250e-04, eta: 2:27:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 +2023-12-24 13:54:49,946 - pyskl - INFO - Epoch [135][2200/2506] lr: 6.217e-04, eta: 2:26:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0208, loss: 0.0208 +2023-12-24 13:55:12,421 - pyskl - INFO - Epoch [135][2300/2506] lr: 6.185e-04, eta: 2:26:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 +2023-12-24 13:55:35,031 - pyskl - INFO - Epoch [135][2400/2506] lr: 6.153e-04, eta: 2:26:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 +2023-12-24 13:55:57,482 - pyskl - INFO - Epoch [135][2500/2506] lr: 6.120e-04, eta: 2:25:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 +2023-12-24 13:55:59,261 - pyskl - INFO - Saving checkpoint at 135 epochs +2023-12-24 13:57:18,008 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 13:57:18,079 - pyskl - INFO - +top1_acc 0.9072 +top5_acc 0.9840 +2023-12-24 13:57:18,083 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_2/best_top1_acc_epoch_134.pth was removed +2023-12-24 13:57:18,218 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2023-12-24 13:57:18,218 - pyskl - INFO - Best top1_acc is 0.9072 at 135 epoch. +2023-12-24 13:57:18,222 - pyskl - INFO - Epoch(val) [135][1031] top1_acc: 0.9072, top5_acc: 0.9840 +2023-12-24 13:58:00,102 - pyskl - INFO - Epoch [136][100/2506] lr: 6.086e-04, eta: 2:25:23, time: 0.419, data_time: 0.193, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0193, loss: 0.0193 +2023-12-24 13:58:22,606 - pyskl - INFO - Epoch [136][200/2506] lr: 6.054e-04, eta: 2:25:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0186, loss: 0.0186 +2023-12-24 13:58:45,140 - pyskl - INFO - Epoch [136][300/2506] lr: 6.022e-04, eta: 2:24:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0201, loss: 0.0201 +2023-12-24 13:59:07,588 - pyskl - INFO - Epoch [136][400/2506] lr: 5.990e-04, eta: 2:24:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0188, loss: 0.0188 +2023-12-24 13:59:30,208 - pyskl - INFO - Epoch [136][500/2506] lr: 5.958e-04, eta: 2:23:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0205, loss: 0.0205 +2023-12-24 13:59:52,804 - pyskl - INFO - Epoch [136][600/2506] lr: 5.926e-04, eta: 2:23:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0208, loss: 0.0208 +2023-12-24 14:00:15,312 - pyskl - INFO - Epoch [136][700/2506] lr: 5.894e-04, eta: 2:23:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0202, loss: 0.0202 +2023-12-24 14:00:37,831 - pyskl - INFO - Epoch [136][800/2506] lr: 5.863e-04, eta: 2:22:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250 +2023-12-24 14:01:00,428 - pyskl - INFO - Epoch [136][900/2506] lr: 5.831e-04, eta: 2:22:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 +2023-12-24 14:01:23,022 - pyskl - INFO - Epoch [136][1000/2506] lr: 5.800e-04, eta: 2:21:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0197, loss: 0.0197 +2023-12-24 14:01:45,554 - pyskl - INFO - Epoch [136][1100/2506] lr: 5.768e-04, eta: 2:21:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 +2023-12-24 14:02:08,213 - pyskl - INFO - Epoch [136][1200/2506] lr: 5.737e-04, eta: 2:21:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0196, loss: 0.0196 +2023-12-24 14:02:30,940 - pyskl - INFO - Epoch [136][1300/2506] lr: 5.706e-04, eta: 2:20:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216 +2023-12-24 14:02:53,474 - pyskl - INFO - Epoch [136][1400/2506] lr: 5.674e-04, eta: 2:20:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 +2023-12-24 14:03:16,000 - pyskl - INFO - Epoch [136][1500/2506] lr: 5.643e-04, eta: 2:19:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 +2023-12-24 14:03:38,595 - pyskl - INFO - Epoch [136][1600/2506] lr: 5.612e-04, eta: 2:19:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0211, loss: 0.0211 +2023-12-24 14:04:01,140 - pyskl - INFO - Epoch [136][1700/2506] lr: 5.581e-04, eta: 2:19:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0208, loss: 0.0208 +2023-12-24 14:04:23,756 - pyskl - INFO - Epoch [136][1800/2506] lr: 5.551e-04, eta: 2:18:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0198, loss: 0.0198 +2023-12-24 14:04:46,289 - pyskl - INFO - Epoch [136][1900/2506] lr: 5.520e-04, eta: 2:18:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0191, loss: 0.0191 +2023-12-24 14:05:08,746 - pyskl - INFO - Epoch [136][2000/2506] lr: 5.489e-04, eta: 2:18:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0200, loss: 0.0200 +2023-12-24 14:05:31,318 - pyskl - INFO - Epoch [136][2100/2506] lr: 5.459e-04, eta: 2:17:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0210, loss: 0.0210 +2023-12-24 14:05:53,839 - pyskl - INFO - Epoch [136][2200/2506] lr: 5.428e-04, eta: 2:17:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0202, loss: 0.0202 +2023-12-24 14:06:16,424 - pyskl - INFO - Epoch [136][2300/2506] lr: 5.398e-04, eta: 2:16:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0198, loss: 0.0198 +2023-12-24 14:06:39,069 - pyskl - INFO - Epoch [136][2400/2506] lr: 5.367e-04, eta: 2:16:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0203, loss: 0.0203 +2023-12-24 14:07:01,565 - pyskl - INFO - Epoch [136][2500/2506] lr: 5.337e-04, eta: 2:16:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0208, loss: 0.0208 +2023-12-24 14:07:03,350 - pyskl - INFO - Saving checkpoint at 136 epochs +2023-12-24 14:08:22,009 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 14:08:22,081 - pyskl - INFO - +top1_acc 0.9089 +top5_acc 0.9851 +2023-12-24 14:08:22,084 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_2/best_top1_acc_epoch_135.pth was removed +2023-12-24 14:08:22,320 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2023-12-24 14:08:22,320 - pyskl - INFO - Best top1_acc is 0.9089 at 136 epoch. +2023-12-24 14:08:22,325 - pyskl - INFO - Epoch(val) [136][1031] top1_acc: 0.9089, top5_acc: 0.9851 +2023-12-24 14:09:04,005 - pyskl - INFO - Epoch [137][100/2506] lr: 5.305e-04, eta: 2:15:40, time: 0.417, data_time: 0.191, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0181, loss: 0.0181 +2023-12-24 14:09:26,576 - pyskl - INFO - Epoch [137][200/2506] lr: 5.275e-04, eta: 2:15:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0195, loss: 0.0195 +2023-12-24 14:09:49,199 - pyskl - INFO - Epoch [137][300/2506] lr: 5.245e-04, eta: 2:14:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0182, loss: 0.0182 +2023-12-24 14:10:11,844 - pyskl - INFO - Epoch [137][400/2506] lr: 5.215e-04, eta: 2:14:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 +2023-12-24 14:10:34,486 - pyskl - INFO - Epoch [137][500/2506] lr: 5.185e-04, eta: 2:14:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0191, loss: 0.0191 +2023-12-24 14:10:57,098 - pyskl - INFO - Epoch [137][600/2506] lr: 5.156e-04, eta: 2:13:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0188, loss: 0.0188 +2023-12-24 14:11:19,724 - pyskl - INFO - Epoch [137][700/2506] lr: 5.126e-04, eta: 2:13:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0182, loss: 0.0182 +2023-12-24 14:11:42,230 - pyskl - INFO - Epoch [137][800/2506] lr: 5.096e-04, eta: 2:12:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0183, loss: 0.0183 +2023-12-24 14:12:04,798 - pyskl - INFO - Epoch [137][900/2506] lr: 5.067e-04, eta: 2:12:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0190, loss: 0.0190 +2023-12-24 14:12:27,318 - pyskl - INFO - Epoch [137][1000/2506] lr: 5.038e-04, eta: 2:12:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0194, loss: 0.0194 +2023-12-24 14:12:49,848 - pyskl - INFO - Epoch [137][1100/2506] lr: 5.008e-04, eta: 2:11:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0178, loss: 0.0178 +2023-12-24 14:13:12,338 - pyskl - INFO - Epoch [137][1200/2506] lr: 4.979e-04, eta: 2:11:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0195, loss: 0.0195 +2023-12-24 14:13:34,922 - pyskl - INFO - Epoch [137][1300/2506] lr: 4.950e-04, eta: 2:11:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216 +2023-12-24 14:13:57,560 - pyskl - INFO - Epoch [137][1400/2506] lr: 4.921e-04, eta: 2:10:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0190, loss: 0.0190 +2023-12-24 14:14:20,206 - pyskl - INFO - Epoch [137][1500/2506] lr: 4.892e-04, eta: 2:10:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216 +2023-12-24 14:14:42,770 - pyskl - INFO - Epoch [137][1600/2506] lr: 4.863e-04, eta: 2:09:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0184, loss: 0.0184 +2023-12-24 14:15:05,421 - pyskl - INFO - Epoch [137][1700/2506] lr: 4.834e-04, eta: 2:09:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0203, loss: 0.0203 +2023-12-24 14:15:28,036 - pyskl - INFO - Epoch [137][1800/2506] lr: 4.805e-04, eta: 2:09:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0193, loss: 0.0193 +2023-12-24 14:15:50,676 - pyskl - INFO - Epoch [137][1900/2506] lr: 4.777e-04, eta: 2:08:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0201, loss: 0.0201 +2023-12-24 14:16:13,253 - pyskl - INFO - Epoch [137][2000/2506] lr: 4.748e-04, eta: 2:08:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0214, loss: 0.0214 +2023-12-24 14:16:35,923 - pyskl - INFO - Epoch [137][2100/2506] lr: 4.720e-04, eta: 2:07:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0191, loss: 0.0191 +2023-12-24 14:16:58,587 - pyskl - INFO - Epoch [137][2200/2506] lr: 4.691e-04, eta: 2:07:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0176, loss: 0.0176 +2023-12-24 14:17:21,140 - pyskl - INFO - Epoch [137][2300/2506] lr: 4.663e-04, eta: 2:07:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0190, loss: 0.0190 +2023-12-24 14:17:43,665 - pyskl - INFO - Epoch [137][2400/2506] lr: 4.635e-04, eta: 2:06:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0183, loss: 0.0183 +2023-12-24 14:18:06,215 - pyskl - INFO - Epoch [137][2500/2506] lr: 4.607e-04, eta: 2:06:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0210, loss: 0.0210 +2023-12-24 14:18:08,058 - pyskl - INFO - Saving checkpoint at 137 epochs +2023-12-24 14:19:26,824 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 14:19:26,898 - pyskl - INFO - +top1_acc 0.9107 +top5_acc 0.9847 +2023-12-24 14:19:26,903 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_2/best_top1_acc_epoch_136.pth was removed +2023-12-24 14:19:27,044 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2023-12-24 14:19:27,045 - pyskl - INFO - Best top1_acc is 0.9107 at 137 epoch. +2023-12-24 14:19:27,049 - pyskl - INFO - Epoch(val) [137][1031] top1_acc: 0.9107, top5_acc: 0.9847 +2023-12-24 14:20:09,028 - pyskl - INFO - Epoch [138][100/2506] lr: 4.577e-04, eta: 2:05:57, time: 0.420, data_time: 0.194, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0182, loss: 0.0182 +2023-12-24 14:20:31,536 - pyskl - INFO - Epoch [138][200/2506] lr: 4.549e-04, eta: 2:05:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0209, loss: 0.0209 +2023-12-24 14:20:53,953 - pyskl - INFO - Epoch [138][300/2506] lr: 4.521e-04, eta: 2:05:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0173, loss: 0.0173 +2023-12-24 14:21:16,530 - pyskl - INFO - Epoch [138][400/2506] lr: 4.493e-04, eta: 2:04:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0182, loss: 0.0182 +2023-12-24 14:21:39,113 - pyskl - INFO - Epoch [138][500/2506] lr: 4.466e-04, eta: 2:04:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0196, loss: 0.0196 +2023-12-24 14:22:01,624 - pyskl - INFO - Epoch [138][600/2506] lr: 4.438e-04, eta: 2:04:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 +2023-12-24 14:22:24,179 - pyskl - INFO - Epoch [138][700/2506] lr: 4.410e-04, eta: 2:03:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0180, loss: 0.0180 +2023-12-24 14:22:46,808 - pyskl - INFO - Epoch [138][800/2506] lr: 4.383e-04, eta: 2:03:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0183, loss: 0.0183 +2023-12-24 14:23:09,402 - pyskl - INFO - Epoch [138][900/2506] lr: 4.356e-04, eta: 2:02:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0202, loss: 0.0202 +2023-12-24 14:23:32,030 - pyskl - INFO - Epoch [138][1000/2506] lr: 4.328e-04, eta: 2:02:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0196, loss: 0.0196 +2023-12-24 14:23:54,518 - pyskl - INFO - Epoch [138][1100/2506] lr: 4.301e-04, eta: 2:02:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0183, loss: 0.0183 +2023-12-24 14:24:17,108 - pyskl - INFO - Epoch [138][1200/2506] lr: 4.274e-04, eta: 2:01:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0170, loss: 0.0170 +2023-12-24 14:24:39,719 - pyskl - INFO - Epoch [138][1300/2506] lr: 4.247e-04, eta: 2:01:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0182, loss: 0.0182 +2023-12-24 14:25:02,368 - pyskl - INFO - Epoch [138][1400/2506] lr: 4.220e-04, eta: 2:00:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0206, loss: 0.0206 +2023-12-24 14:25:25,037 - pyskl - INFO - Epoch [138][1500/2506] lr: 4.193e-04, eta: 2:00:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0175, loss: 0.0175 +2023-12-24 14:25:47,636 - pyskl - INFO - Epoch [138][1600/2506] lr: 4.166e-04, eta: 2:00:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0192, loss: 0.0192 +2023-12-24 14:26:10,258 - pyskl - INFO - Epoch [138][1700/2506] lr: 4.140e-04, eta: 1:59:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0190, loss: 0.0190 +2023-12-24 14:26:32,946 - pyskl - INFO - Epoch [138][1800/2506] lr: 4.113e-04, eta: 1:59:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0193, loss: 0.0193 +2023-12-24 14:26:55,599 - pyskl - INFO - Epoch [138][1900/2506] lr: 4.086e-04, eta: 1:58:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0197, loss: 0.0197 +2023-12-24 14:27:18,280 - pyskl - INFO - Epoch [138][2000/2506] lr: 4.060e-04, eta: 1:58:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0188, loss: 0.0188 +2023-12-24 14:27:40,926 - pyskl - INFO - Epoch [138][2100/2506] lr: 4.034e-04, eta: 1:58:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0206, loss: 0.0206 +2023-12-24 14:28:03,512 - pyskl - INFO - Epoch [138][2200/2506] lr: 4.007e-04, eta: 1:57:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0191, loss: 0.0191 +2023-12-24 14:28:26,196 - pyskl - INFO - Epoch [138][2300/2506] lr: 3.981e-04, eta: 1:57:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0199, loss: 0.0199 +2023-12-24 14:28:48,674 - pyskl - INFO - Epoch [138][2400/2506] lr: 3.955e-04, eta: 1:57:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 +2023-12-24 14:29:11,122 - pyskl - INFO - Epoch [138][2500/2506] lr: 3.929e-04, eta: 1:56:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0199, loss: 0.0199 +2023-12-24 14:29:12,906 - pyskl - INFO - Saving checkpoint at 138 epochs +2023-12-24 14:30:31,799 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 14:30:31,870 - pyskl - INFO - +top1_acc 0.9114 +top5_acc 0.9848 +2023-12-24 14:30:31,874 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_2/best_top1_acc_epoch_137.pth was removed +2023-12-24 14:30:32,004 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. +2023-12-24 14:30:32,005 - pyskl - INFO - Best top1_acc is 0.9114 at 138 epoch. +2023-12-24 14:30:32,008 - pyskl - INFO - Epoch(val) [138][1031] top1_acc: 0.9114, top5_acc: 0.9848 +2023-12-24 14:31:13,623 - pyskl - INFO - Epoch [139][100/2506] lr: 3.901e-04, eta: 1:56:14, time: 0.416, data_time: 0.191, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0175, loss: 0.0175 +2023-12-24 14:31:36,128 - pyskl - INFO - Epoch [139][200/2506] lr: 3.876e-04, eta: 1:55:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0195, loss: 0.0195 +2023-12-24 14:31:58,617 - pyskl - INFO - Epoch [139][300/2506] lr: 3.850e-04, eta: 1:55:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0173, loss: 0.0173 +2023-12-24 14:32:21,028 - pyskl - INFO - Epoch [139][400/2506] lr: 3.824e-04, eta: 1:55:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0191, loss: 0.0191 +2023-12-24 14:32:43,516 - pyskl - INFO - Epoch [139][500/2506] lr: 3.799e-04, eta: 1:54:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0198, loss: 0.0198 +2023-12-24 14:33:05,967 - pyskl - INFO - Epoch [139][600/2506] lr: 3.773e-04, eta: 1:54:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0195, loss: 0.0195 +2023-12-24 14:33:28,551 - pyskl - INFO - Epoch [139][700/2506] lr: 3.748e-04, eta: 1:53:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0169, loss: 0.0169 +2023-12-24 14:33:51,007 - pyskl - INFO - Epoch [139][800/2506] lr: 3.722e-04, eta: 1:53:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0177, loss: 0.0177 +2023-12-24 14:34:13,468 - pyskl - INFO - Epoch [139][900/2506] lr: 3.697e-04, eta: 1:53:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0176, loss: 0.0176 +2023-12-24 14:34:36,063 - pyskl - INFO - Epoch [139][1000/2506] lr: 3.672e-04, eta: 1:52:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0175, loss: 0.0175 +2023-12-24 14:34:58,498 - pyskl - INFO - Epoch [139][1100/2506] lr: 3.647e-04, eta: 1:52:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0174, loss: 0.0174 +2023-12-24 14:35:21,065 - pyskl - INFO - Epoch [139][1200/2506] lr: 3.622e-04, eta: 1:51:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0208, loss: 0.0208 +2023-12-24 14:35:43,537 - pyskl - INFO - Epoch [139][1300/2506] lr: 3.597e-04, eta: 1:51:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0177, loss: 0.0177 +2023-12-24 14:36:06,033 - pyskl - INFO - Epoch [139][1400/2506] lr: 3.572e-04, eta: 1:51:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0184, loss: 0.0184 +2023-12-24 14:36:28,586 - pyskl - INFO - Epoch [139][1500/2506] lr: 3.547e-04, eta: 1:50:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0185, loss: 0.0185 +2023-12-24 14:36:51,112 - pyskl - INFO - Epoch [139][1600/2506] lr: 3.523e-04, eta: 1:50:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0178, loss: 0.0178 +2023-12-24 14:37:13,727 - pyskl - INFO - Epoch [139][1700/2506] lr: 3.498e-04, eta: 1:50:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0179, loss: 0.0179 +2023-12-24 14:37:36,357 - pyskl - INFO - Epoch [139][1800/2506] lr: 3.473e-04, eta: 1:49:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0170, loss: 0.0170 +2023-12-24 14:37:58,949 - pyskl - INFO - Epoch [139][1900/2506] lr: 3.449e-04, eta: 1:49:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0172, loss: 0.0172 +2023-12-24 14:38:21,404 - pyskl - INFO - Epoch [139][2000/2506] lr: 3.425e-04, eta: 1:48:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0174, loss: 0.0174 +2023-12-24 14:38:43,873 - pyskl - INFO - Epoch [139][2100/2506] lr: 3.400e-04, eta: 1:48:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0177, loss: 0.0177 +2023-12-24 14:39:06,406 - pyskl - INFO - Epoch [139][2200/2506] lr: 3.376e-04, eta: 1:48:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0185, loss: 0.0185 +2023-12-24 14:39:28,977 - pyskl - INFO - Epoch [139][2300/2506] lr: 3.352e-04, eta: 1:47:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0197, loss: 0.0197 +2023-12-24 14:39:51,489 - pyskl - INFO - Epoch [139][2400/2506] lr: 3.328e-04, eta: 1:47:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0189, loss: 0.0189 +2023-12-24 14:40:13,991 - pyskl - INFO - Epoch [139][2500/2506] lr: 3.304e-04, eta: 1:46:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0166, loss: 0.0166 +2023-12-24 14:40:15,848 - pyskl - INFO - Saving checkpoint at 139 epochs +2023-12-24 14:41:34,396 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 14:41:34,470 - pyskl - INFO - +top1_acc 0.9088 +top5_acc 0.9848 +2023-12-24 14:41:34,473 - pyskl - INFO - Epoch(val) [139][1031] top1_acc: 0.9088, top5_acc: 0.9848 +2023-12-24 14:42:15,756 - pyskl - INFO - Epoch [140][100/2506] lr: 3.279e-04, eta: 1:46:31, time: 0.413, data_time: 0.187, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0177, loss: 0.0177 +2023-12-24 14:42:38,238 - pyskl - INFO - Epoch [140][200/2506] lr: 3.255e-04, eta: 1:46:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0188, loss: 0.0188 +2023-12-24 14:43:00,795 - pyskl - INFO - Epoch [140][300/2506] lr: 3.232e-04, eta: 1:45:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0174, loss: 0.0174 +2023-12-24 14:43:23,345 - pyskl - INFO - Epoch [140][400/2506] lr: 3.208e-04, eta: 1:45:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0189, loss: 0.0189 +2023-12-24 14:43:45,860 - pyskl - INFO - Epoch [140][500/2506] lr: 3.185e-04, eta: 1:44:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0201, loss: 0.0201 +2023-12-24 14:44:08,372 - pyskl - INFO - Epoch [140][600/2506] lr: 3.161e-04, eta: 1:44:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0172, loss: 0.0172 +2023-12-24 14:44:30,951 - pyskl - INFO - Epoch [140][700/2506] lr: 3.138e-04, eta: 1:44:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0184, loss: 0.0184 +2023-12-24 14:44:53,596 - pyskl - INFO - Epoch [140][800/2506] lr: 3.115e-04, eta: 1:43:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0207, loss: 0.0207 +2023-12-24 14:45:16,085 - pyskl - INFO - Epoch [140][900/2506] lr: 3.092e-04, eta: 1:43:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0190, loss: 0.0190 +2023-12-24 14:45:38,580 - pyskl - INFO - Epoch [140][1000/2506] lr: 3.069e-04, eta: 1:43:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0217, loss: 0.0217 +2023-12-24 14:46:01,138 - pyskl - INFO - Epoch [140][1100/2506] lr: 3.046e-04, eta: 1:42:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0202, loss: 0.0202 +2023-12-24 14:46:23,636 - pyskl - INFO - Epoch [140][1200/2506] lr: 3.023e-04, eta: 1:42:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0173, loss: 0.0173 +2023-12-24 14:46:46,189 - pyskl - INFO - Epoch [140][1300/2506] lr: 3.000e-04, eta: 1:41:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0190, loss: 0.0190 +2023-12-24 14:47:08,811 - pyskl - INFO - Epoch [140][1400/2506] lr: 2.977e-04, eta: 1:41:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0208, loss: 0.0208 +2023-12-24 14:47:31,512 - pyskl - INFO - Epoch [140][1500/2506] lr: 2.955e-04, eta: 1:41:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0182, loss: 0.0182 +2023-12-24 14:47:54,083 - pyskl - INFO - Epoch [140][1600/2506] lr: 2.932e-04, eta: 1:40:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0185, loss: 0.0185 +2023-12-24 14:48:16,640 - pyskl - INFO - Epoch [140][1700/2506] lr: 2.910e-04, eta: 1:40:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0171, loss: 0.0171 +2023-12-24 14:48:39,128 - pyskl - INFO - Epoch [140][1800/2506] lr: 2.887e-04, eta: 1:39:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0184, loss: 0.0184 +2023-12-24 14:49:01,673 - pyskl - INFO - Epoch [140][1900/2506] lr: 2.865e-04, eta: 1:39:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0180, loss: 0.0180 +2023-12-24 14:49:24,305 - pyskl - INFO - Epoch [140][2000/2506] lr: 2.843e-04, eta: 1:39:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0166, loss: 0.0166 +2023-12-24 14:49:46,947 - pyskl - INFO - Epoch [140][2100/2506] lr: 2.821e-04, eta: 1:38:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0191, loss: 0.0191 +2023-12-24 14:50:09,546 - pyskl - INFO - Epoch [140][2200/2506] lr: 2.799e-04, eta: 1:38:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0182, loss: 0.0182 +2023-12-24 14:50:32,009 - pyskl - INFO - Epoch [140][2300/2506] lr: 2.777e-04, eta: 1:37:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0183, loss: 0.0183 +2023-12-24 14:50:54,461 - pyskl - INFO - Epoch [140][2400/2506] lr: 2.755e-04, eta: 1:37:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0179, loss: 0.0179 +2023-12-24 14:51:16,976 - pyskl - INFO - Epoch [140][2500/2506] lr: 2.733e-04, eta: 1:37:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0190, loss: 0.0190 +2023-12-24 14:51:18,807 - pyskl - INFO - Saving checkpoint at 140 epochs +2023-12-24 14:52:37,450 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 14:52:37,527 - pyskl - INFO - +top1_acc 0.9104 +top5_acc 0.9847 +2023-12-24 14:52:37,531 - pyskl - INFO - Epoch(val) [140][1031] top1_acc: 0.9104, top5_acc: 0.9847 +2023-12-24 14:53:19,220 - pyskl - INFO - Epoch [141][100/2506] lr: 2.710e-04, eta: 1:36:48, time: 0.417, data_time: 0.192, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0202, loss: 0.0202 +2023-12-24 14:53:41,797 - pyskl - INFO - Epoch [141][200/2506] lr: 2.688e-04, eta: 1:36:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0163, loss: 0.0163 +2023-12-24 14:54:04,401 - pyskl - INFO - Epoch [141][300/2506] lr: 2.667e-04, eta: 1:36:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0172, loss: 0.0172 +2023-12-24 14:54:26,872 - pyskl - INFO - Epoch [141][400/2506] lr: 2.646e-04, eta: 1:35:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0197, loss: 0.0197 +2023-12-24 14:54:49,370 - pyskl - INFO - Epoch [141][500/2506] lr: 2.624e-04, eta: 1:35:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 +2023-12-24 14:55:11,904 - pyskl - INFO - Epoch [141][600/2506] lr: 2.603e-04, eta: 1:34:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0164, loss: 0.0164 +2023-12-24 14:55:34,438 - pyskl - INFO - Epoch [141][700/2506] lr: 2.582e-04, eta: 1:34:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0182, loss: 0.0182 +2023-12-24 14:55:57,102 - pyskl - INFO - Epoch [141][800/2506] lr: 2.561e-04, eta: 1:34:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0166, loss: 0.0166 +2023-12-24 14:56:19,718 - pyskl - INFO - Epoch [141][900/2506] lr: 2.540e-04, eta: 1:33:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0194, loss: 0.0194 +2023-12-24 14:56:42,211 - pyskl - INFO - Epoch [141][1000/2506] lr: 2.519e-04, eta: 1:33:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0159, loss: 0.0159 +2023-12-24 14:57:04,815 - pyskl - INFO - Epoch [141][1100/2506] lr: 2.498e-04, eta: 1:32:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0173, loss: 0.0173 +2023-12-24 14:57:27,409 - pyskl - INFO - Epoch [141][1200/2506] lr: 2.477e-04, eta: 1:32:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0170, loss: 0.0170 +2023-12-24 14:57:50,136 - pyskl - INFO - Epoch [141][1300/2506] lr: 2.457e-04, eta: 1:32:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0189, loss: 0.0189 +2023-12-24 14:58:12,745 - pyskl - INFO - Epoch [141][1400/2506] lr: 2.436e-04, eta: 1:31:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0178, loss: 0.0178 +2023-12-24 14:58:35,267 - pyskl - INFO - Epoch [141][1500/2506] lr: 2.416e-04, eta: 1:31:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0178, loss: 0.0178 +2023-12-24 14:58:57,767 - pyskl - INFO - Epoch [141][1600/2506] lr: 2.395e-04, eta: 1:30:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0189, loss: 0.0189 +2023-12-24 14:59:20,302 - pyskl - INFO - Epoch [141][1700/2506] lr: 2.375e-04, eta: 1:30:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0170, loss: 0.0170 +2023-12-24 14:59:42,869 - pyskl - INFO - Epoch [141][1800/2506] lr: 2.355e-04, eta: 1:30:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0173, loss: 0.0173 +2023-12-24 15:00:05,504 - pyskl - INFO - Epoch [141][1900/2506] lr: 2.334e-04, eta: 1:29:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0170, loss: 0.0170 +2023-12-24 15:00:28,017 - pyskl - INFO - Epoch [141][2000/2506] lr: 2.314e-04, eta: 1:29:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0174, loss: 0.0174 +2023-12-24 15:00:50,552 - pyskl - INFO - Epoch [141][2100/2506] lr: 2.294e-04, eta: 1:29:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0167, loss: 0.0167 +2023-12-24 15:01:13,171 - pyskl - INFO - Epoch [141][2200/2506] lr: 2.275e-04, eta: 1:28:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0165, loss: 0.0165 +2023-12-24 15:01:35,757 - pyskl - INFO - Epoch [141][2300/2506] lr: 2.255e-04, eta: 1:28:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0170, loss: 0.0170 +2023-12-24 15:01:58,290 - pyskl - INFO - Epoch [141][2400/2506] lr: 2.235e-04, eta: 1:27:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0212, loss: 0.0212 +2023-12-24 15:02:20,895 - pyskl - INFO - Epoch [141][2500/2506] lr: 2.215e-04, eta: 1:27:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0180, loss: 0.0180 +2023-12-24 15:02:22,718 - pyskl - INFO - Saving checkpoint at 141 epochs +2023-12-24 15:03:41,309 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 15:03:41,381 - pyskl - INFO - +top1_acc 0.9092 +top5_acc 0.9843 +2023-12-24 15:03:41,387 - pyskl - INFO - Epoch(val) [141][1031] top1_acc: 0.9092, top5_acc: 0.9843 +2023-12-24 15:04:22,772 - pyskl - INFO - Epoch [142][100/2506] lr: 2.195e-04, eta: 1:27:04, time: 0.414, data_time: 0.189, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0178, loss: 0.0178 +2023-12-24 15:04:45,262 - pyskl - INFO - Epoch [142][200/2506] lr: 2.175e-04, eta: 1:26:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0176, loss: 0.0176 +2023-12-24 15:05:07,817 - pyskl - INFO - Epoch [142][300/2506] lr: 2.156e-04, eta: 1:26:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0192, loss: 0.0192 +2023-12-24 15:05:30,341 - pyskl - INFO - Epoch [142][400/2506] lr: 2.137e-04, eta: 1:25:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0180, loss: 0.0180 +2023-12-24 15:05:52,766 - pyskl - INFO - Epoch [142][500/2506] lr: 2.117e-04, eta: 1:25:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0164, loss: 0.0164 +2023-12-24 15:06:15,250 - pyskl - INFO - Epoch [142][600/2506] lr: 2.098e-04, eta: 1:25:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0180, loss: 0.0180 +2023-12-24 15:06:37,800 - pyskl - INFO - Epoch [142][700/2506] lr: 2.079e-04, eta: 1:24:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0168, loss: 0.0168 +2023-12-24 15:07:00,385 - pyskl - INFO - Epoch [142][800/2506] lr: 2.060e-04, eta: 1:24:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0173, loss: 0.0173 +2023-12-24 15:07:22,920 - pyskl - INFO - Epoch [142][900/2506] lr: 2.042e-04, eta: 1:23:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0181, loss: 0.0181 +2023-12-24 15:07:45,527 - pyskl - INFO - Epoch [142][1000/2506] lr: 2.023e-04, eta: 1:23:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0168, loss: 0.0168 +2023-12-24 15:08:08,068 - pyskl - INFO - Epoch [142][1100/2506] lr: 2.004e-04, eta: 1:23:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0160, loss: 0.0160 +2023-12-24 15:08:30,639 - pyskl - INFO - Epoch [142][1200/2506] lr: 1.986e-04, eta: 1:22:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0183, loss: 0.0183 +2023-12-24 15:08:53,247 - pyskl - INFO - Epoch [142][1300/2506] lr: 1.967e-04, eta: 1:22:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0202, loss: 0.0202 +2023-12-24 15:09:15,770 - pyskl - INFO - Epoch [142][1400/2506] lr: 1.949e-04, eta: 1:22:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0159, loss: 0.0159 +2023-12-24 15:09:38,293 - pyskl - INFO - Epoch [142][1500/2506] lr: 1.930e-04, eta: 1:21:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0174, loss: 0.0174 +2023-12-24 15:10:00,896 - pyskl - INFO - Epoch [142][1600/2506] lr: 1.912e-04, eta: 1:21:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0160, loss: 0.0160 +2023-12-24 15:10:23,425 - pyskl - INFO - Epoch [142][1700/2506] lr: 1.894e-04, eta: 1:20:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0168, loss: 0.0168 +2023-12-24 15:10:46,052 - pyskl - INFO - Epoch [142][1800/2506] lr: 1.876e-04, eta: 1:20:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0175, loss: 0.0175 +2023-12-24 15:11:08,546 - pyskl - INFO - Epoch [142][1900/2506] lr: 1.858e-04, eta: 1:20:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0198, loss: 0.0198 +2023-12-24 15:11:31,064 - pyskl - INFO - Epoch [142][2000/2506] lr: 1.840e-04, eta: 1:19:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0171, loss: 0.0171 +2023-12-24 15:11:53,575 - pyskl - INFO - Epoch [142][2100/2506] lr: 1.822e-04, eta: 1:19:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0171, loss: 0.0171 +2023-12-24 15:12:16,148 - pyskl - INFO - Epoch [142][2200/2506] lr: 1.804e-04, eta: 1:18:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0183, loss: 0.0183 +2023-12-24 15:12:38,575 - pyskl - INFO - Epoch [142][2300/2506] lr: 1.787e-04, eta: 1:18:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0184, loss: 0.0184 +2023-12-24 15:13:01,147 - pyskl - INFO - Epoch [142][2400/2506] lr: 1.769e-04, eta: 1:18:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0171, loss: 0.0171 +2023-12-24 15:13:23,734 - pyskl - INFO - Epoch [142][2500/2506] lr: 1.752e-04, eta: 1:17:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0175, loss: 0.0175 +2023-12-24 15:13:25,610 - pyskl - INFO - Saving checkpoint at 142 epochs +2023-12-24 15:14:44,361 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 15:14:44,439 - pyskl - INFO - +top1_acc 0.9108 +top5_acc 0.9845 +2023-12-24 15:14:44,444 - pyskl - INFO - Epoch(val) [142][1031] top1_acc: 0.9108, top5_acc: 0.9845 +2023-12-24 15:15:25,972 - pyskl - INFO - Epoch [143][100/2506] lr: 1.733e-04, eta: 1:17:21, time: 0.415, data_time: 0.190, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0170, loss: 0.0170 +2023-12-24 15:15:48,516 - pyskl - INFO - Epoch [143][200/2506] lr: 1.716e-04, eta: 1:16:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0169, loss: 0.0169 +2023-12-24 15:16:11,096 - pyskl - INFO - Epoch [143][300/2506] lr: 1.699e-04, eta: 1:16:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0174, loss: 0.0174 +2023-12-24 15:16:33,557 - pyskl - INFO - Epoch [143][400/2506] lr: 1.682e-04, eta: 1:16:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0173, loss: 0.0173 +2023-12-24 15:16:56,103 - pyskl - INFO - Epoch [143][500/2506] lr: 1.665e-04, eta: 1:15:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0165, loss: 0.0165 +2023-12-24 15:17:18,662 - pyskl - INFO - Epoch [143][600/2506] lr: 1.648e-04, eta: 1:15:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0159, loss: 0.0159 +2023-12-24 15:17:41,206 - pyskl - INFO - Epoch [143][700/2506] lr: 1.631e-04, eta: 1:15:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0164, loss: 0.0164 +2023-12-24 15:18:03,694 - pyskl - INFO - Epoch [143][800/2506] lr: 1.614e-04, eta: 1:14:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0188, loss: 0.0188 +2023-12-24 15:18:26,144 - pyskl - INFO - Epoch [143][900/2506] lr: 1.597e-04, eta: 1:14:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0168, loss: 0.0168 +2023-12-24 15:18:48,649 - pyskl - INFO - Epoch [143][1000/2506] lr: 1.581e-04, eta: 1:13:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0156, loss: 0.0156 +2023-12-24 15:19:11,229 - pyskl - INFO - Epoch [143][1100/2506] lr: 1.564e-04, eta: 1:13:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0167, loss: 0.0167 +2023-12-24 15:19:33,684 - pyskl - INFO - Epoch [143][1200/2506] lr: 1.548e-04, eta: 1:13:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0160, loss: 0.0160 +2023-12-24 15:19:56,265 - pyskl - INFO - Epoch [143][1300/2506] lr: 1.531e-04, eta: 1:12:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0163, loss: 0.0163 +2023-12-24 15:20:18,810 - pyskl - INFO - Epoch [143][1400/2506] lr: 1.515e-04, eta: 1:12:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0179, loss: 0.0179 +2023-12-24 15:20:41,315 - pyskl - INFO - Epoch [143][1500/2506] lr: 1.499e-04, eta: 1:11:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0177, loss: 0.0177 +2023-12-24 15:21:03,831 - pyskl - INFO - Epoch [143][1600/2506] lr: 1.483e-04, eta: 1:11:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0170, loss: 0.0170 +2023-12-24 15:21:26,355 - pyskl - INFO - Epoch [143][1700/2506] lr: 1.467e-04, eta: 1:11:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0177, loss: 0.0177 +2023-12-24 15:21:48,895 - pyskl - INFO - Epoch [143][1800/2506] lr: 1.451e-04, eta: 1:10:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0169, loss: 0.0169 +2023-12-24 15:22:11,535 - pyskl - INFO - Epoch [143][1900/2506] lr: 1.435e-04, eta: 1:10:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0159, loss: 0.0159 +2023-12-24 15:22:34,001 - pyskl - INFO - Epoch [143][2000/2506] lr: 1.419e-04, eta: 1:09:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0178, loss: 0.0178 +2023-12-24 15:22:56,456 - pyskl - INFO - Epoch [143][2100/2506] lr: 1.404e-04, eta: 1:09:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0150, loss: 0.0150 +2023-12-24 15:23:18,957 - pyskl - INFO - Epoch [143][2200/2506] lr: 1.388e-04, eta: 1:09:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0184, loss: 0.0184 +2023-12-24 15:23:41,524 - pyskl - INFO - Epoch [143][2300/2506] lr: 1.373e-04, eta: 1:08:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0172, loss: 0.0172 +2023-12-24 15:24:04,067 - pyskl - INFO - Epoch [143][2400/2506] lr: 1.357e-04, eta: 1:08:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0170, loss: 0.0170 +2023-12-24 15:24:26,716 - pyskl - INFO - Epoch [143][2500/2506] lr: 1.342e-04, eta: 1:08:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0171, loss: 0.0171 +2023-12-24 15:24:28,582 - pyskl - INFO - Saving checkpoint at 143 epochs +2023-12-24 15:25:47,531 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 15:25:47,605 - pyskl - INFO - +top1_acc 0.9106 +top5_acc 0.9845 +2023-12-24 15:25:47,609 - pyskl - INFO - Epoch(val) [143][1031] top1_acc: 0.9106, top5_acc: 0.9845 +2023-12-24 15:26:29,625 - pyskl - INFO - Epoch [144][100/2506] lr: 1.326e-04, eta: 1:07:38, time: 0.420, data_time: 0.195, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0171, loss: 0.0171 +2023-12-24 15:26:52,203 - pyskl - INFO - Epoch [144][200/2506] lr: 1.311e-04, eta: 1:07:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0186, loss: 0.0186 +2023-12-24 15:27:14,740 - pyskl - INFO - Epoch [144][300/2506] lr: 1.296e-04, eta: 1:06:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0159, loss: 0.0159 +2023-12-24 15:27:37,405 - pyskl - INFO - Epoch [144][400/2506] lr: 1.281e-04, eta: 1:06:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0170, loss: 0.0170 +2023-12-24 15:28:00,107 - pyskl - INFO - Epoch [144][500/2506] lr: 1.266e-04, eta: 1:06:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0175, loss: 0.0175 +2023-12-24 15:28:22,619 - pyskl - INFO - Epoch [144][600/2506] lr: 1.251e-04, eta: 1:05:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0179, loss: 0.0179 +2023-12-24 15:28:45,348 - pyskl - INFO - Epoch [144][700/2506] lr: 1.236e-04, eta: 1:05:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0160, loss: 0.0160 +2023-12-24 15:29:07,997 - pyskl - INFO - Epoch [144][800/2506] lr: 1.222e-04, eta: 1:04:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0181, loss: 0.0181 +2023-12-24 15:29:30,490 - pyskl - INFO - Epoch [144][900/2506] lr: 1.207e-04, eta: 1:04:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0176, loss: 0.0176 +2023-12-24 15:29:53,172 - pyskl - INFO - Epoch [144][1000/2506] lr: 1.193e-04, eta: 1:04:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0164, loss: 0.0164 +2023-12-24 15:30:15,783 - pyskl - INFO - Epoch [144][1100/2506] lr: 1.178e-04, eta: 1:03:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0177, loss: 0.0177 +2023-12-24 15:30:38,519 - pyskl - INFO - Epoch [144][1200/2506] lr: 1.164e-04, eta: 1:03:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0169, loss: 0.0169 +2023-12-24 15:31:01,128 - pyskl - INFO - Epoch [144][1300/2506] lr: 1.150e-04, eta: 1:02:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0176, loss: 0.0176 +2023-12-24 15:31:23,744 - pyskl - INFO - Epoch [144][1400/2506] lr: 1.136e-04, eta: 1:02:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0156, loss: 0.0156 +2023-12-24 15:31:46,426 - pyskl - INFO - Epoch [144][1500/2506] lr: 1.122e-04, eta: 1:02:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0162, loss: 0.0162 +2023-12-24 15:32:09,083 - pyskl - INFO - Epoch [144][1600/2506] lr: 1.108e-04, eta: 1:01:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0169, loss: 0.0169 +2023-12-24 15:32:31,737 - pyskl - INFO - Epoch [144][1700/2506] lr: 1.094e-04, eta: 1:01:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0180, loss: 0.0180 +2023-12-24 15:32:54,433 - pyskl - INFO - Epoch [144][1800/2506] lr: 1.080e-04, eta: 1:01:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0187, loss: 0.0187 +2023-12-24 15:33:17,098 - pyskl - INFO - Epoch [144][1900/2506] lr: 1.067e-04, eta: 1:00:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0155, loss: 0.0155 +2023-12-24 15:33:39,874 - pyskl - INFO - Epoch [144][2000/2506] lr: 1.053e-04, eta: 1:00:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0159, loss: 0.0159 +2023-12-24 15:34:02,619 - pyskl - INFO - Epoch [144][2100/2506] lr: 1.040e-04, eta: 0:59:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0165, loss: 0.0165 +2023-12-24 15:34:25,314 - pyskl - INFO - Epoch [144][2200/2506] lr: 1.026e-04, eta: 0:59:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0192, loss: 0.0192 +2023-12-24 15:34:47,966 - pyskl - INFO - Epoch [144][2300/2506] lr: 1.013e-04, eta: 0:59:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0171, loss: 0.0171 +2023-12-24 15:35:10,582 - pyskl - INFO - Epoch [144][2400/2506] lr: 9.997e-05, eta: 0:58:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0178, loss: 0.0178 +2023-12-24 15:35:33,200 - pyskl - INFO - Epoch [144][2500/2506] lr: 9.866e-05, eta: 0:58:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0155, loss: 0.0155 +2023-12-24 15:35:35,092 - pyskl - INFO - Saving checkpoint at 144 epochs +2023-12-24 15:36:53,829 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 15:36:53,900 - pyskl - INFO - +top1_acc 0.9108 +top5_acc 0.9843 +2023-12-24 15:36:53,903 - pyskl - INFO - Epoch(val) [144][1031] top1_acc: 0.9108, top5_acc: 0.9843 +2023-12-24 15:37:35,014 - pyskl - INFO - Epoch [145][100/2506] lr: 9.727e-05, eta: 0:57:55, time: 0.411, data_time: 0.185, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0154, loss: 0.0154 +2023-12-24 15:37:57,573 - pyskl - INFO - Epoch [145][200/2506] lr: 9.598e-05, eta: 0:57:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0156, loss: 0.0156 +2023-12-24 15:38:20,081 - pyskl - INFO - Epoch [145][300/2506] lr: 9.469e-05, eta: 0:57:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0170, loss: 0.0170 +2023-12-24 15:38:42,610 - pyskl - INFO - Epoch [145][400/2506] lr: 9.341e-05, eta: 0:56:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0166, loss: 0.0166 +2023-12-24 15:39:05,147 - pyskl - INFO - Epoch [145][500/2506] lr: 9.214e-05, eta: 0:56:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0181, loss: 0.0181 +2023-12-24 15:39:27,536 - pyskl - INFO - Epoch [145][600/2506] lr: 9.088e-05, eta: 0:55:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0161, loss: 0.0161 +2023-12-24 15:39:50,013 - pyskl - INFO - Epoch [145][700/2506] lr: 8.963e-05, eta: 0:55:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0168, loss: 0.0168 +2023-12-24 15:40:12,507 - pyskl - INFO - Epoch [145][800/2506] lr: 8.838e-05, eta: 0:55:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0175, loss: 0.0175 +2023-12-24 15:40:34,965 - pyskl - INFO - Epoch [145][900/2506] lr: 8.715e-05, eta: 0:54:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0170, loss: 0.0170 +2023-12-24 15:40:57,389 - pyskl - INFO - Epoch [145][1000/2506] lr: 8.592e-05, eta: 0:54:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0160, loss: 0.0160 +2023-12-24 15:41:20,022 - pyskl - INFO - Epoch [145][1100/2506] lr: 8.470e-05, eta: 0:54:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0164, loss: 0.0164 +2023-12-24 15:41:42,553 - pyskl - INFO - Epoch [145][1200/2506] lr: 8.349e-05, eta: 0:53:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0158, loss: 0.0158 +2023-12-24 15:42:05,105 - pyskl - INFO - Epoch [145][1300/2506] lr: 8.229e-05, eta: 0:53:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0173, loss: 0.0173 +2023-12-24 15:42:27,719 - pyskl - INFO - Epoch [145][1400/2506] lr: 8.110e-05, eta: 0:52:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0178, loss: 0.0178 +2023-12-24 15:42:50,204 - pyskl - INFO - Epoch [145][1500/2506] lr: 7.991e-05, eta: 0:52:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0181, loss: 0.0181 +2023-12-24 15:43:12,859 - pyskl - INFO - Epoch [145][1600/2506] lr: 7.874e-05, eta: 0:52:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0195, loss: 0.0195 +2023-12-24 15:43:35,423 - pyskl - INFO - Epoch [145][1700/2506] lr: 7.757e-05, eta: 0:51:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0148, loss: 0.0148 +2023-12-24 15:43:57,864 - pyskl - INFO - Epoch [145][1800/2506] lr: 7.641e-05, eta: 0:51:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0182, loss: 0.0182 +2023-12-24 15:44:20,390 - pyskl - INFO - Epoch [145][1900/2506] lr: 7.526e-05, eta: 0:50:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0181, loss: 0.0181 +2023-12-24 15:44:42,958 - pyskl - INFO - Epoch [145][2000/2506] lr: 7.412e-05, eta: 0:50:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0178, loss: 0.0178 +2023-12-24 15:45:05,436 - pyskl - INFO - Epoch [145][2100/2506] lr: 7.299e-05, eta: 0:50:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0172, loss: 0.0172 +2023-12-24 15:45:27,999 - pyskl - INFO - Epoch [145][2200/2506] lr: 7.187e-05, eta: 0:49:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0173, loss: 0.0173 +2023-12-24 15:45:50,625 - pyskl - INFO - Epoch [145][2300/2506] lr: 7.076e-05, eta: 0:49:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0170, loss: 0.0170 +2023-12-24 15:46:13,166 - pyskl - INFO - Epoch [145][2400/2506] lr: 6.965e-05, eta: 0:48:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0197, loss: 0.0197 +2023-12-24 15:46:35,652 - pyskl - INFO - Epoch [145][2500/2506] lr: 6.855e-05, eta: 0:48:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0151, loss: 0.0151 +2023-12-24 15:46:37,424 - pyskl - INFO - Saving checkpoint at 145 epochs +2023-12-24 15:47:56,653 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 15:47:56,723 - pyskl - INFO - +top1_acc 0.9105 +top5_acc 0.9848 +2023-12-24 15:47:56,727 - pyskl - INFO - Epoch(val) [145][1031] top1_acc: 0.9105, top5_acc: 0.9848 +2023-12-24 15:48:38,281 - pyskl - INFO - Epoch [146][100/2506] lr: 6.740e-05, eta: 0:48:12, time: 0.415, data_time: 0.191, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0184, loss: 0.0184 +2023-12-24 15:49:00,926 - pyskl - INFO - Epoch [146][200/2506] lr: 6.632e-05, eta: 0:47:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0174, loss: 0.0174 +2023-12-24 15:49:23,490 - pyskl - INFO - Epoch [146][300/2506] lr: 6.525e-05, eta: 0:47:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0154, loss: 0.0154 +2023-12-24 15:49:46,026 - pyskl - INFO - Epoch [146][400/2506] lr: 6.419e-05, eta: 0:47:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0175, loss: 0.0175 +2023-12-24 15:50:08,659 - pyskl - INFO - Epoch [146][500/2506] lr: 6.314e-05, eta: 0:46:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0170, loss: 0.0170 +2023-12-24 15:50:31,232 - pyskl - INFO - Epoch [146][600/2506] lr: 6.209e-05, eta: 0:46:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0178, loss: 0.0178 +2023-12-24 15:50:53,733 - pyskl - INFO - Epoch [146][700/2506] lr: 6.106e-05, eta: 0:45:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0174, loss: 0.0174 +2023-12-24 15:51:16,228 - pyskl - INFO - Epoch [146][800/2506] lr: 6.003e-05, eta: 0:45:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0183, loss: 0.0183 +2023-12-24 15:51:38,788 - pyskl - INFO - Epoch [146][900/2506] lr: 5.901e-05, eta: 0:45:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0158, loss: 0.0158 +2023-12-24 15:52:01,275 - pyskl - INFO - Epoch [146][1000/2506] lr: 5.800e-05, eta: 0:44:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0155, loss: 0.0155 +2023-12-24 15:52:23,747 - pyskl - INFO - Epoch [146][1100/2506] lr: 5.700e-05, eta: 0:44:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0164, loss: 0.0164 +2023-12-24 15:52:46,340 - pyskl - INFO - Epoch [146][1200/2506] lr: 5.601e-05, eta: 0:43:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0171, loss: 0.0171 +2023-12-24 15:53:08,927 - pyskl - INFO - Epoch [146][1300/2506] lr: 5.502e-05, eta: 0:43:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0164, loss: 0.0164 +2023-12-24 15:53:31,475 - pyskl - INFO - Epoch [146][1400/2506] lr: 5.405e-05, eta: 0:43:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0165, loss: 0.0165 +2023-12-24 15:53:53,969 - pyskl - INFO - Epoch [146][1500/2506] lr: 5.308e-05, eta: 0:42:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0164, loss: 0.0164 +2023-12-24 15:54:16,551 - pyskl - INFO - Epoch [146][1600/2506] lr: 5.213e-05, eta: 0:42:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0161, loss: 0.0161 +2023-12-24 15:54:39,294 - pyskl - INFO - Epoch [146][1700/2506] lr: 5.118e-05, eta: 0:41:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0201, loss: 0.0201 +2023-12-24 15:55:01,935 - pyskl - INFO - Epoch [146][1800/2506] lr: 5.024e-05, eta: 0:41:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0164, loss: 0.0164 +2023-12-24 15:55:24,513 - pyskl - INFO - Epoch [146][1900/2506] lr: 4.931e-05, eta: 0:41:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0172, loss: 0.0172 +2023-12-24 15:55:47,208 - pyskl - INFO - Epoch [146][2000/2506] lr: 4.838e-05, eta: 0:40:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0149, loss: 0.0149 +2023-12-24 15:56:09,774 - pyskl - INFO - Epoch [146][2100/2506] lr: 4.747e-05, eta: 0:40:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0150, loss: 0.0150 +2023-12-24 15:56:32,323 - pyskl - INFO - Epoch [146][2200/2506] lr: 4.656e-05, eta: 0:40:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0171, loss: 0.0171 +2023-12-24 15:56:54,956 - pyskl - INFO - Epoch [146][2300/2506] lr: 4.567e-05, eta: 0:39:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0159, loss: 0.0159 +2023-12-24 15:57:17,551 - pyskl - INFO - Epoch [146][2400/2506] lr: 4.478e-05, eta: 0:39:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0173, loss: 0.0173 +2023-12-24 15:57:40,105 - pyskl - INFO - Epoch [146][2500/2506] lr: 4.390e-05, eta: 0:38:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0182, loss: 0.0182 +2023-12-24 15:57:41,993 - pyskl - INFO - Saving checkpoint at 146 epochs +2023-12-24 15:59:00,959 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 15:59:01,041 - pyskl - INFO - +top1_acc 0.9104 +top5_acc 0.9849 +2023-12-24 15:59:01,047 - pyskl - INFO - Epoch(val) [146][1031] top1_acc: 0.9104, top5_acc: 0.9849 +2023-12-24 15:59:43,515 - pyskl - INFO - Epoch [147][100/2506] lr: 4.298e-05, eta: 0:38:29, time: 0.425, data_time: 0.196, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0164, loss: 0.0164 +2023-12-24 16:00:06,079 - pyskl - INFO - Epoch [147][200/2506] lr: 4.212e-05, eta: 0:38:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0183, loss: 0.0183 +2023-12-24 16:00:28,581 - pyskl - INFO - Epoch [147][300/2506] lr: 4.126e-05, eta: 0:37:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0157, loss: 0.0157 +2023-12-24 16:00:51,167 - pyskl - INFO - Epoch [147][400/2506] lr: 4.042e-05, eta: 0:37:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0163, loss: 0.0163 +2023-12-24 16:01:13,917 - pyskl - INFO - Epoch [147][500/2506] lr: 3.959e-05, eta: 0:36:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0155, loss: 0.0155 +2023-12-24 16:01:36,609 - pyskl - INFO - Epoch [147][600/2506] lr: 3.876e-05, eta: 0:36:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0170, loss: 0.0170 +2023-12-24 16:01:59,087 - pyskl - INFO - Epoch [147][700/2506] lr: 3.794e-05, eta: 0:36:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0165, loss: 0.0165 +2023-12-24 16:02:21,548 - pyskl - INFO - Epoch [147][800/2506] lr: 3.713e-05, eta: 0:35:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0164, loss: 0.0164 +2023-12-24 16:02:44,196 - pyskl - INFO - Epoch [147][900/2506] lr: 3.633e-05, eta: 0:35:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0170, loss: 0.0170 +2023-12-24 16:03:06,747 - pyskl - INFO - Epoch [147][1000/2506] lr: 3.554e-05, eta: 0:34:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0185, loss: 0.0185 +2023-12-24 16:03:29,368 - pyskl - INFO - Epoch [147][1100/2506] lr: 3.476e-05, eta: 0:34:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0164, loss: 0.0164 +2023-12-24 16:03:51,941 - pyskl - INFO - Epoch [147][1200/2506] lr: 3.398e-05, eta: 0:34:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0166, loss: 0.0166 +2023-12-24 16:04:14,508 - pyskl - INFO - Epoch [147][1300/2506] lr: 3.322e-05, eta: 0:33:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0179, loss: 0.0179 +2023-12-24 16:04:37,220 - pyskl - INFO - Epoch [147][1400/2506] lr: 3.246e-05, eta: 0:33:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0182, loss: 0.0182 +2023-12-24 16:04:59,947 - pyskl - INFO - Epoch [147][1500/2506] lr: 3.171e-05, eta: 0:33:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0178, loss: 0.0178 +2023-12-24 16:05:22,489 - pyskl - INFO - Epoch [147][1600/2506] lr: 3.097e-05, eta: 0:32:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0164, loss: 0.0164 +2023-12-24 16:05:45,062 - pyskl - INFO - Epoch [147][1700/2506] lr: 3.024e-05, eta: 0:32:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0172, loss: 0.0172 +2023-12-24 16:06:07,565 - pyskl - INFO - Epoch [147][1800/2506] lr: 2.952e-05, eta: 0:31:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0186, loss: 0.0186 +2023-12-24 16:06:30,106 - pyskl - INFO - Epoch [147][1900/2506] lr: 2.881e-05, eta: 0:31:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0166, loss: 0.0166 +2023-12-24 16:06:52,764 - pyskl - INFO - Epoch [147][2000/2506] lr: 2.810e-05, eta: 0:31:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0168, loss: 0.0168 +2023-12-24 16:07:15,351 - pyskl - INFO - Epoch [147][2100/2506] lr: 2.741e-05, eta: 0:30:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0178, loss: 0.0178 +2023-12-24 16:07:37,959 - pyskl - INFO - Epoch [147][2200/2506] lr: 2.672e-05, eta: 0:30:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0170, loss: 0.0170 +2023-12-24 16:08:00,480 - pyskl - INFO - Epoch [147][2300/2506] lr: 2.604e-05, eta: 0:29:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0174, loss: 0.0174 +2023-12-24 16:08:23,069 - pyskl - INFO - Epoch [147][2400/2506] lr: 2.537e-05, eta: 0:29:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0172, loss: 0.0172 +2023-12-24 16:08:45,699 - pyskl - INFO - Epoch [147][2500/2506] lr: 2.471e-05, eta: 0:29:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0178, loss: 0.0178 +2023-12-24 16:08:47,542 - pyskl - INFO - Saving checkpoint at 147 epochs +2023-12-24 16:10:06,844 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 16:10:06,924 - pyskl - INFO - +top1_acc 0.9110 +top5_acc 0.9842 +2023-12-24 16:10:06,929 - pyskl - INFO - Epoch(val) [147][1031] top1_acc: 0.9110, top5_acc: 0.9842 +2023-12-24 16:10:48,587 - pyskl - INFO - Epoch [148][100/2506] lr: 2.402e-05, eta: 0:28:46, time: 0.417, data_time: 0.189, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0160, loss: 0.0160 +2023-12-24 16:11:11,232 - pyskl - INFO - Epoch [148][200/2506] lr: 2.338e-05, eta: 0:28:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0164, loss: 0.0164 +2023-12-24 16:11:33,757 - pyskl - INFO - Epoch [148][300/2506] lr: 2.274e-05, eta: 0:27:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0153, loss: 0.0153 +2023-12-24 16:11:56,267 - pyskl - INFO - Epoch [148][400/2506] lr: 2.212e-05, eta: 0:27:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0162, loss: 0.0162 +2023-12-24 16:12:18,810 - pyskl - INFO - Epoch [148][500/2506] lr: 2.150e-05, eta: 0:27:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0163, loss: 0.0163 +2023-12-24 16:12:41,311 - pyskl - INFO - Epoch [148][600/2506] lr: 2.089e-05, eta: 0:26:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0157, loss: 0.0157 +2023-12-24 16:13:03,901 - pyskl - INFO - Epoch [148][700/2506] lr: 2.029e-05, eta: 0:26:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0152, loss: 0.0152 +2023-12-24 16:13:26,418 - pyskl - INFO - Epoch [148][800/2506] lr: 1.970e-05, eta: 0:26:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0172, loss: 0.0172 +2023-12-24 16:13:49,109 - pyskl - INFO - Epoch [148][900/2506] lr: 1.912e-05, eta: 0:25:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0165, loss: 0.0165 +2023-12-24 16:14:11,595 - pyskl - INFO - Epoch [148][1000/2506] lr: 1.855e-05, eta: 0:25:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0176, loss: 0.0176 +2023-12-24 16:14:34,129 - pyskl - INFO - Epoch [148][1100/2506] lr: 1.798e-05, eta: 0:24:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0194, loss: 0.0194 +2023-12-24 16:14:56,612 - pyskl - INFO - Epoch [148][1200/2506] lr: 1.743e-05, eta: 0:24:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0179, loss: 0.0179 +2023-12-24 16:15:19,247 - pyskl - INFO - Epoch [148][1300/2506] lr: 1.688e-05, eta: 0:24:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0158, loss: 0.0158 +2023-12-24 16:15:41,771 - pyskl - INFO - Epoch [148][1400/2506] lr: 1.634e-05, eta: 0:23:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0148, loss: 0.0148 +2023-12-24 16:16:04,228 - pyskl - INFO - Epoch [148][1500/2506] lr: 1.581e-05, eta: 0:23:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0174, loss: 0.0174 +2023-12-24 16:16:26,819 - pyskl - INFO - Epoch [148][1600/2506] lr: 1.529e-05, eta: 0:22:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0173, loss: 0.0173 +2023-12-24 16:16:49,386 - pyskl - INFO - Epoch [148][1700/2506] lr: 1.478e-05, eta: 0:22:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0162, loss: 0.0162 +2023-12-24 16:17:11,906 - pyskl - INFO - Epoch [148][1800/2506] lr: 1.428e-05, eta: 0:22:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0179, loss: 0.0179 +2023-12-24 16:17:34,521 - pyskl - INFO - Epoch [148][1900/2506] lr: 1.378e-05, eta: 0:21:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0156, loss: 0.0156 +2023-12-24 16:17:57,165 - pyskl - INFO - Epoch [148][2000/2506] lr: 1.329e-05, eta: 0:21:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0154, loss: 0.0154 +2023-12-24 16:18:19,665 - pyskl - INFO - Epoch [148][2100/2506] lr: 1.282e-05, eta: 0:21:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0154, loss: 0.0154 +2023-12-24 16:18:42,172 - pyskl - INFO - Epoch [148][2200/2506] lr: 1.235e-05, eta: 0:20:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0156, loss: 0.0156 +2023-12-24 16:19:04,596 - pyskl - INFO - Epoch [148][2300/2506] lr: 1.189e-05, eta: 0:20:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0159, loss: 0.0159 +2023-12-24 16:19:27,192 - pyskl - INFO - Epoch [148][2400/2506] lr: 1.144e-05, eta: 0:19:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0156, loss: 0.0156 +2023-12-24 16:19:49,630 - pyskl - INFO - Epoch [148][2500/2506] lr: 1.100e-05, eta: 0:19:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0169, loss: 0.0169 +2023-12-24 16:19:51,417 - pyskl - INFO - Saving checkpoint at 148 epochs +2023-12-24 16:21:11,170 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 16:21:11,254 - pyskl - INFO - +top1_acc 0.9109 +top5_acc 0.9844 +2023-12-24 16:21:11,259 - pyskl - INFO - Epoch(val) [148][1031] top1_acc: 0.9109, top5_acc: 0.9844 +2023-12-24 16:21:52,377 - pyskl - INFO - Epoch [149][100/2506] lr: 1.054e-05, eta: 0:19:03, time: 0.411, data_time: 0.186, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0161, loss: 0.0161 +2023-12-24 16:22:14,827 - pyskl - INFO - Epoch [149][200/2506] lr: 1.011e-05, eta: 0:18:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0154, loss: 0.0154 +2023-12-24 16:22:37,296 - pyskl - INFO - Epoch [149][300/2506] lr: 9.696e-06, eta: 0:18:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0172, loss: 0.0172 +2023-12-24 16:22:59,856 - pyskl - INFO - Epoch [149][400/2506] lr: 9.289e-06, eta: 0:17:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0148, loss: 0.0148 +2023-12-24 16:23:22,402 - pyskl - INFO - Epoch [149][500/2506] lr: 8.890e-06, eta: 0:17:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0166, loss: 0.0166 +2023-12-24 16:23:44,950 - pyskl - INFO - Epoch [149][600/2506] lr: 8.501e-06, eta: 0:17:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0158, loss: 0.0158 +2023-12-24 16:24:07,526 - pyskl - INFO - Epoch [149][700/2506] lr: 8.120e-06, eta: 0:16:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0167, loss: 0.0167 +2023-12-24 16:24:30,081 - pyskl - INFO - Epoch [149][800/2506] lr: 7.748e-06, eta: 0:16:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0164, loss: 0.0164 +2023-12-24 16:24:52,593 - pyskl - INFO - Epoch [149][900/2506] lr: 7.384e-06, eta: 0:15:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0167, loss: 0.0167 +2023-12-24 16:25:15,088 - pyskl - INFO - Epoch [149][1000/2506] lr: 7.030e-06, eta: 0:15:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0167, loss: 0.0167 +2023-12-24 16:25:37,544 - pyskl - INFO - Epoch [149][1100/2506] lr: 6.684e-06, eta: 0:15:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0156, loss: 0.0156 +2023-12-24 16:25:59,935 - pyskl - INFO - Epoch [149][1200/2506] lr: 6.346e-06, eta: 0:14:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0170, loss: 0.0170 +2023-12-24 16:26:22,414 - pyskl - INFO - Epoch [149][1300/2506] lr: 6.018e-06, eta: 0:14:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0161, loss: 0.0161 +2023-12-24 16:26:44,906 - pyskl - INFO - Epoch [149][1400/2506] lr: 5.698e-06, eta: 0:14:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0150, loss: 0.0150 +2023-12-24 16:27:07,426 - pyskl - INFO - Epoch [149][1500/2506] lr: 5.387e-06, eta: 0:13:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0182, loss: 0.0182 +2023-12-24 16:27:30,048 - pyskl - INFO - Epoch [149][1600/2506] lr: 5.085e-06, eta: 0:13:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0163, loss: 0.0163 +2023-12-24 16:27:52,689 - pyskl - INFO - Epoch [149][1700/2506] lr: 4.791e-06, eta: 0:12:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0167, loss: 0.0167 +2023-12-24 16:28:15,299 - pyskl - INFO - Epoch [149][1800/2506] lr: 4.506e-06, eta: 0:12:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0165, loss: 0.0165 +2023-12-24 16:28:37,865 - pyskl - INFO - Epoch [149][1900/2506] lr: 4.230e-06, eta: 0:12:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0161, loss: 0.0161 +2023-12-24 16:29:00,484 - pyskl - INFO - Epoch [149][2000/2506] lr: 3.963e-06, eta: 0:11:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0199, loss: 0.0199 +2023-12-24 16:29:22,975 - pyskl - INFO - Epoch [149][2100/2506] lr: 3.704e-06, eta: 0:11:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0157, loss: 0.0157 +2023-12-24 16:29:45,396 - pyskl - INFO - Epoch [149][2200/2506] lr: 3.454e-06, eta: 0:10:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0165, loss: 0.0165 +2023-12-24 16:30:07,960 - pyskl - INFO - Epoch [149][2300/2506] lr: 3.213e-06, eta: 0:10:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0181, loss: 0.0181 +2023-12-24 16:30:30,548 - pyskl - INFO - Epoch [149][2400/2506] lr: 2.981e-06, eta: 0:10:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0168, loss: 0.0168 +2023-12-24 16:30:53,160 - pyskl - INFO - Epoch [149][2500/2506] lr: 2.757e-06, eta: 0:09:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0154, loss: 0.0154 +2023-12-24 16:30:55,035 - pyskl - INFO - Saving checkpoint at 149 epochs +2023-12-24 16:32:14,094 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 16:32:14,165 - pyskl - INFO - +top1_acc 0.9117 +top5_acc 0.9844 +2023-12-24 16:32:14,169 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_2/best_top1_acc_epoch_138.pth was removed +2023-12-24 16:32:14,311 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_149.pth. +2023-12-24 16:32:14,311 - pyskl - INFO - Best top1_acc is 0.9117 at 149 epoch. +2023-12-24 16:32:14,316 - pyskl - INFO - Epoch(val) [149][1031] top1_acc: 0.9117, top5_acc: 0.9844 +2023-12-24 16:32:55,760 - pyskl - INFO - Epoch [150][100/2506] lr: 2.529e-06, eta: 0:09:19, time: 0.414, data_time: 0.189, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0178, loss: 0.0178 +2023-12-24 16:33:18,232 - pyskl - INFO - Epoch [150][200/2506] lr: 2.323e-06, eta: 0:08:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0163, loss: 0.0163 +2023-12-24 16:33:40,797 - pyskl - INFO - Epoch [150][300/2506] lr: 2.126e-06, eta: 0:08:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0168, loss: 0.0168 +2023-12-24 16:34:03,285 - pyskl - INFO - Epoch [150][400/2506] lr: 1.938e-06, eta: 0:08:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0163, loss: 0.0163 +2023-12-24 16:34:25,819 - pyskl - INFO - Epoch [150][500/2506] lr: 1.758e-06, eta: 0:07:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0164, loss: 0.0164 +2023-12-24 16:34:48,482 - pyskl - INFO - Epoch [150][600/2506] lr: 1.588e-06, eta: 0:07:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0158, loss: 0.0158 +2023-12-24 16:35:11,063 - pyskl - INFO - Epoch [150][700/2506] lr: 1.425e-06, eta: 0:07:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0155, loss: 0.0155 +2023-12-24 16:35:33,581 - pyskl - INFO - Epoch [150][800/2506] lr: 1.272e-06, eta: 0:06:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0164, loss: 0.0164 +2023-12-24 16:35:56,044 - pyskl - INFO - Epoch [150][900/2506] lr: 1.127e-06, eta: 0:06:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0157, loss: 0.0157 +2023-12-24 16:36:18,575 - pyskl - INFO - Epoch [150][1000/2506] lr: 9.914e-07, eta: 0:05:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0174, loss: 0.0174 +2023-12-24 16:36:41,126 - pyskl - INFO - Epoch [150][1100/2506] lr: 8.642e-07, eta: 0:05:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0162, loss: 0.0162 +2023-12-24 16:37:03,775 - pyskl - INFO - Epoch [150][1200/2506] lr: 7.457e-07, eta: 0:05:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0171, loss: 0.0171 +2023-12-24 16:37:26,368 - pyskl - INFO - Epoch [150][1300/2506] lr: 6.360e-07, eta: 0:04:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0160, loss: 0.0160 +2023-12-24 16:37:49,039 - pyskl - INFO - Epoch [150][1400/2506] lr: 5.350e-07, eta: 0:04:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0156, loss: 0.0156 +2023-12-24 16:38:11,556 - pyskl - INFO - Epoch [150][1500/2506] lr: 4.427e-07, eta: 0:03:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0188, loss: 0.0188 +2023-12-24 16:38:34,180 - pyskl - INFO - Epoch [150][1600/2506] lr: 3.591e-07, eta: 0:03:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0167, loss: 0.0167 +2023-12-24 16:38:56,716 - pyskl - INFO - Epoch [150][1700/2506] lr: 2.843e-07, eta: 0:03:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0169, loss: 0.0169 +2023-12-24 16:39:19,185 - pyskl - INFO - Epoch [150][1800/2506] lr: 2.182e-07, eta: 0:02:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0167, loss: 0.0167 +2023-12-24 16:39:41,792 - pyskl - INFO - Epoch [150][1900/2506] lr: 1.608e-07, eta: 0:02:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0154, loss: 0.0154 +2023-12-24 16:40:04,360 - pyskl - INFO - Epoch [150][2000/2506] lr: 1.122e-07, eta: 0:01:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0174, loss: 0.0174 +2023-12-24 16:40:26,792 - pyskl - INFO - Epoch [150][2100/2506] lr: 7.231e-08, eta: 0:01:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0166, loss: 0.0166 +2023-12-24 16:40:49,285 - pyskl - INFO - Epoch [150][2200/2506] lr: 4.114e-08, eta: 0:01:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0162, loss: 0.0162 +2023-12-24 16:41:11,842 - pyskl - INFO - Epoch [150][2300/2506] lr: 1.871e-08, eta: 0:00:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0172, loss: 0.0172 +2023-12-24 16:41:34,398 - pyskl - INFO - Epoch [150][2400/2506] lr: 4.998e-09, eta: 0:00:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0185, loss: 0.0185 +2023-12-24 16:41:56,923 - pyskl - INFO - Epoch [150][2500/2506] lr: 2.139e-11, eta: 0:00:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0149, loss: 0.0149 +2023-12-24 16:41:58,721 - pyskl - INFO - Saving checkpoint at 150 epochs +2023-12-24 16:43:18,117 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 16:43:18,192 - pyskl - INFO - +top1_acc 0.9121 +top5_acc 0.9842 +2023-12-24 16:43:18,197 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_2/best_top1_acc_epoch_149.pth was removed +2023-12-24 16:43:18,331 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_150.pth. +2023-12-24 16:43:18,332 - pyskl - INFO - Best top1_acc is 0.9121 at 150 epoch. +2023-12-24 16:43:18,336 - pyskl - INFO - Epoch(val) [150][1031] top1_acc: 0.9121, top5_acc: 0.9842 +2023-12-24 16:43:26,466 - pyskl - INFO - 16487 videos remain after valid thresholding +2023-12-24 16:53:53,765 - pyskl - INFO - Testing results of the last checkpoint +2023-12-24 16:53:53,766 - pyskl - INFO - top1_acc: 0.9131 +2023-12-24 16:53:53,766 - pyskl - INFO - top5_acc: 0.9853 +2023-12-24 16:53:53,767 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/ntu60_xsub/k_2/best_top1_acc_epoch_150.pth +2023-12-24 17:04:18,398 - pyskl - INFO - Testing results of the best checkpoint +2023-12-24 17:04:18,399 - pyskl - INFO - top1_acc: 0.9131 +2023-12-24 17:04:18,399 - pyskl - INFO - top5_acc: 0.9853