diff --git "a/ntu60_xsub/b_1/20231207_201625.log" "b/ntu60_xsub/b_1/20231207_201625.log" new file mode 100644--- /dev/null +++ "b/ntu60_xsub/b_1/20231207_201625.log" @@ -0,0 +1,4956 @@ +2023-12-07 20:16:25,880 - 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+ +------------------------------------------------------------ + +2023-12-07 20:16:26,172 - pyskl - INFO - Config: modality = 'b' +graph = 'nturgb+d' +work_dir = './work_dirs/test_prototype/ntu60_xsub/b_1' +model = dict( + type='RecognizerGCN_7_1_1', + backbone=dict( + type='GCN_7_1_1', + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict(type='SimpleHead_7_4_3', 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=['b']), + 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=['b']), + 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=['b']), + 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=['b']), + 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=['b']), + 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=['b']), + 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) + +2023-12-07 20:16:26,172 - pyskl - INFO - Set random seed to 1443623005, deterministic: False +2023-12-07 20:16:33,513 - pyskl - INFO - 40091 videos remain after valid thresholding +2023-12-07 20:16:45,125 - pyskl - INFO - 16487 videos remain after valid thresholding +2023-12-07 20:16:45,132 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1 +2023-12-07 20:16:45,133 - 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 + -------------------- +2023-12-07 20:16:45,133 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2023-12-07 20:16:45,133 - pyskl - INFO - Checkpoints will be saved to /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1 by HardDiskBackend. +2023-12-07 20:17:28,670 - pyskl - INFO - Epoch [1][100/2506] lr: 2.500e-02, eta: 1 day, 21:26:33, time: 0.435, data_time: 0.182, memory: 6499, top1_acc: 0.0350, top5_acc: 0.1719, loss_cls: 6.5545, loss: 6.5545 +2023-12-07 20:17:51,901 - pyskl - INFO - Epoch [1][200/2506] lr: 2.500e-02, eta: 1 day, 10:50:12, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.0706, top5_acc: 0.2969, loss_cls: 6.3583, loss: 6.3583 +2023-12-07 20:18:15,196 - pyskl - INFO - Epoch [1][300/2506] lr: 2.500e-02, eta: 1 day, 7:19:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.0944, top5_acc: 0.3406, loss_cls: 6.3928, loss: 6.3928 +2023-12-07 20:18:38,668 - pyskl - INFO - Epoch [1][400/2506] lr: 2.500e-02, eta: 1 day, 5:36:14, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.1006, top5_acc: 0.3619, loss_cls: 5.9720, loss: 5.9720 +2023-12-07 20:19:02,058 - pyskl - INFO - Epoch [1][500/2506] lr: 2.500e-02, eta: 1 day, 4:33:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.0975, top5_acc: 0.3725, loss_cls: 6.5613, loss: 6.5613 +2023-12-07 20:19:25,379 - pyskl - INFO - Epoch [1][600/2506] lr: 2.500e-02, eta: 1 day, 3:50:28, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.1225, top5_acc: 0.4344, loss_cls: 7.3287, loss: 7.3287 +2023-12-07 20:19:48,798 - pyskl - INFO - Epoch [1][700/2506] lr: 2.500e-02, eta: 1 day, 3:20:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.1388, top5_acc: 0.4394, loss_cls: 7.0006, loss: 7.0006 +2023-12-07 20:20:12,171 - pyskl - INFO - Epoch [1][800/2506] lr: 2.500e-02, eta: 1 day, 2:57:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.1431, top5_acc: 0.4894, loss_cls: 6.3354, loss: 6.3354 +2023-12-07 20:20:35,598 - pyskl - INFO - Epoch [1][900/2506] lr: 2.500e-02, eta: 1 day, 2:40:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.1669, top5_acc: 0.5250, loss_cls: 5.8423, loss: 5.8423 +2023-12-07 20:20:59,061 - pyskl - INFO - Epoch [1][1000/2506] lr: 2.500e-02, eta: 1 day, 2:26:33, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.1606, top5_acc: 0.5344, loss_cls: 5.5652, loss: 5.5652 +2023-12-07 20:21:22,452 - pyskl - INFO - Epoch [1][1100/2506] lr: 2.500e-02, eta: 1 day, 2:14:46, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.2000, top5_acc: 0.5856, loss_cls: 5.3820, loss: 5.3820 +2023-12-07 20:21:45,893 - pyskl - INFO - Epoch [1][1200/2506] lr: 2.500e-02, eta: 1 day, 2:05:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.2087, top5_acc: 0.5544, loss_cls: 5.3653, loss: 5.3653 +2023-12-07 20:22:09,403 - pyskl - INFO - Epoch [1][1300/2506] lr: 2.500e-02, eta: 1 day, 1:57:16, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.2169, top5_acc: 0.5962, loss_cls: 5.2499, loss: 5.2499 +2023-12-07 20:22:32,896 - pyskl - INFO - Epoch [1][1400/2506] lr: 2.500e-02, eta: 1 day, 1:50:23, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.2412, top5_acc: 0.6319, loss_cls: 5.1280, loss: 5.1280 +2023-12-07 20:22:56,351 - pyskl - INFO - Epoch [1][1500/2506] lr: 2.500e-02, eta: 1 day, 1:44:12, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.2587, top5_acc: 0.6619, loss_cls: 5.0360, loss: 5.0360 +2023-12-07 20:23:19,779 - pyskl - INFO - Epoch [1][1600/2506] lr: 2.500e-02, eta: 1 day, 1:38:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.2531, top5_acc: 0.6700, loss_cls: 5.0140, loss: 5.0140 +2023-12-07 20:23:43,190 - pyskl - INFO - Epoch [1][1700/2506] lr: 2.500e-02, eta: 1 day, 1:33:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.2706, top5_acc: 0.6894, loss_cls: 4.9008, loss: 4.9008 +2023-12-07 20:24:06,636 - pyskl - INFO - Epoch [1][1800/2506] lr: 2.500e-02, eta: 1 day, 1:29:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.2881, top5_acc: 0.7075, loss_cls: 4.8657, loss: 4.8657 +2023-12-07 20:24:30,097 - pyskl - INFO - Epoch [1][1900/2506] lr: 2.500e-02, eta: 1 day, 1:25:21, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.3175, top5_acc: 0.7294, loss_cls: 4.7499, loss: 4.7499 +2023-12-07 20:24:53,533 - pyskl - INFO - Epoch [1][2000/2506] lr: 2.500e-02, eta: 1 day, 1:21:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.3281, top5_acc: 0.7281, loss_cls: 4.6858, loss: 4.6858 +2023-12-07 20:25:16,960 - pyskl - INFO - Epoch [1][2100/2506] lr: 2.500e-02, eta: 1 day, 1:18:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.3481, top5_acc: 0.7612, loss_cls: 4.6238, loss: 4.6238 +2023-12-07 20:25:40,326 - pyskl - INFO - Epoch [1][2200/2506] lr: 2.500e-02, eta: 1 day, 1:15:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.3481, top5_acc: 0.7550, loss_cls: 4.5941, loss: 4.5941 +2023-12-07 20:26:03,669 - pyskl - INFO - Epoch [1][2300/2506] lr: 2.500e-02, eta: 1 day, 1:12:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.3606, top5_acc: 0.7619, loss_cls: 4.5845, loss: 4.5845 +2023-12-07 20:26:27,150 - pyskl - INFO - Epoch [1][2400/2506] lr: 2.500e-02, eta: 1 day, 1:09:33, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.3463, top5_acc: 0.7569, loss_cls: 4.5835, loss: 4.5835 +2023-12-07 20:26:50,565 - pyskl - INFO - Epoch [1][2500/2506] lr: 2.500e-02, eta: 1 day, 1:07:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.3775, top5_acc: 0.8175, loss_cls: 4.4219, loss: 4.4219 +2023-12-07 20:26:52,427 - pyskl - INFO - Saving checkpoint at 1 epochs +2023-12-07 20:28:15,573 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-07 20:28:15,641 - pyskl - INFO - +top1_acc 0.0631 +top5_acc 0.2547 +2023-12-07 20:28:15,772 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2023-12-07 20:28:15,772 - pyskl - INFO - Best top1_acc is 0.0631 at 1 epoch. +2023-12-07 20:28:15,776 - pyskl - INFO - Epoch(val) [1][1031] top1_acc: 0.0631, top5_acc: 0.2547 +2023-12-07 20:28:57,069 - pyskl - INFO - Epoch [2][100/2506] lr: 2.500e-02, eta: 1 day, 1:43:55, time: 0.413, data_time: 0.178, memory: 6499, top1_acc: 0.3700, top5_acc: 0.7900, loss_cls: 4.4716, loss: 4.4716 +2023-12-07 20:29:20,589 - pyskl - INFO - Epoch [2][200/2506] lr: 2.500e-02, eta: 1 day, 1:40:32, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.3881, top5_acc: 0.7806, loss_cls: 4.4893, loss: 4.4893 +2023-12-07 20:29:44,100 - pyskl - INFO - Epoch [2][300/2506] lr: 2.500e-02, eta: 1 day, 1:37:20, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.3887, top5_acc: 0.7994, loss_cls: 4.3839, loss: 4.3839 +2023-12-07 20:30:07,659 - pyskl - INFO - Epoch [2][400/2506] lr: 2.500e-02, eta: 1 day, 1:34:26, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.4188, top5_acc: 0.8275, loss_cls: 4.3097, loss: 4.3097 +2023-12-07 20:30:31,312 - pyskl - INFO - Epoch [2][500/2506] lr: 2.500e-02, eta: 1 day, 1:31:53, time: 0.237, data_time: 0.000, memory: 6499, top1_acc: 0.4206, top5_acc: 0.8213, loss_cls: 4.2655, loss: 4.2655 +2023-12-07 20:30:54,898 - pyskl - INFO - Epoch [2][600/2506] lr: 2.500e-02, eta: 1 day, 1:29:21, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.4150, top5_acc: 0.8231, loss_cls: 4.1142, loss: 4.1142 +2023-12-07 20:31:18,379 - pyskl - INFO - Epoch [2][700/2506] lr: 2.500e-02, eta: 1 day, 1:26:44, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.4531, top5_acc: 0.8387, loss_cls: 3.8247, loss: 3.8247 +2023-12-07 20:31:41,932 - pyskl - INFO - Epoch [2][800/2506] lr: 2.500e-02, eta: 1 day, 1:24:24, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.4519, top5_acc: 0.8419, loss_cls: 3.7451, loss: 3.7451 +2023-12-07 20:32:05,546 - pyskl - INFO - Epoch [2][900/2506] lr: 2.499e-02, eta: 1 day, 1:22:17, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.4556, top5_acc: 0.8237, loss_cls: 3.7088, loss: 3.7088 +2023-12-07 20:32:29,124 - pyskl - INFO - Epoch [2][1000/2506] lr: 2.499e-02, eta: 1 day, 1:20:13, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.4394, top5_acc: 0.8512, loss_cls: 3.6833, loss: 3.6833 +2023-12-07 20:32:52,646 - pyskl - INFO - Epoch [2][1100/2506] lr: 2.499e-02, eta: 1 day, 1:18:08, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.4738, top5_acc: 0.8644, loss_cls: 3.5326, loss: 3.5326 +2023-12-07 20:33:16,157 - pyskl - INFO - Epoch [2][1200/2506] lr: 2.499e-02, eta: 1 day, 1:16:07, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.4650, top5_acc: 0.8512, loss_cls: 3.5167, loss: 3.5167 +2023-12-07 20:33:39,749 - pyskl - INFO - Epoch [2][1300/2506] lr: 2.499e-02, eta: 1 day, 1:14:20, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.4763, top5_acc: 0.8650, loss_cls: 3.4735, loss: 3.4735 +2023-12-07 20:34:03,293 - pyskl - INFO - Epoch [2][1400/2506] lr: 2.499e-02, eta: 1 day, 1:12:32, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.4763, top5_acc: 0.8662, loss_cls: 3.4911, loss: 3.4911 +2023-12-07 20:34:26,897 - pyskl - INFO - Epoch [2][1500/2506] lr: 2.499e-02, eta: 1 day, 1:10:54, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.4906, top5_acc: 0.8694, loss_cls: 3.3831, loss: 3.3831 +2023-12-07 20:34:50,355 - pyskl - INFO - Epoch [2][1600/2506] lr: 2.499e-02, eta: 1 day, 1:09:06, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.4981, top5_acc: 0.8712, loss_cls: 3.3547, loss: 3.3547 +2023-12-07 20:35:13,816 - pyskl - INFO - Epoch [2][1700/2506] lr: 2.499e-02, eta: 1 day, 1:07:23, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.5294, top5_acc: 0.8819, loss_cls: 3.2612, loss: 3.2612 +2023-12-07 20:35:37,302 - pyskl - INFO - Epoch [2][1800/2506] lr: 2.499e-02, eta: 1 day, 1:05:46, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.5181, top5_acc: 0.8694, loss_cls: 3.2761, loss: 3.2761 +2023-12-07 20:36:00,805 - pyskl - INFO - Epoch [2][1900/2506] lr: 2.499e-02, eta: 1 day, 1:04:13, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.5256, top5_acc: 0.8756, loss_cls: 3.2734, loss: 3.2734 +2023-12-07 20:36:24,244 - pyskl - INFO - Epoch [2][2000/2506] lr: 2.499e-02, eta: 1 day, 1:02:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.5413, top5_acc: 0.8869, loss_cls: 3.1538, loss: 3.1538 +2023-12-07 20:36:47,746 - pyskl - INFO - Epoch [2][2100/2506] lr: 2.499e-02, eta: 1 day, 1:01:11, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.5437, top5_acc: 0.9044, loss_cls: 3.1030, loss: 3.1030 +2023-12-07 20:37:11,361 - pyskl - INFO - Epoch [2][2200/2506] lr: 2.499e-02, eta: 1 day, 0:59:56, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.5481, top5_acc: 0.8794, loss_cls: 3.1766, loss: 3.1766 +2023-12-07 20:37:34,922 - pyskl - INFO - Epoch [2][2300/2506] lr: 2.499e-02, eta: 1 day, 0:58:39, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.5463, top5_acc: 0.9100, loss_cls: 3.0747, loss: 3.0747 +2023-12-07 20:37:58,416 - pyskl - INFO - Epoch [2][2400/2506] lr: 2.499e-02, eta: 1 day, 0:57:19, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.5419, top5_acc: 0.8956, loss_cls: 3.1666, loss: 3.1666 +2023-12-07 20:38:21,968 - pyskl - INFO - Epoch [2][2500/2506] lr: 2.499e-02, eta: 1 day, 0:56:06, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.5706, top5_acc: 0.9025, loss_cls: 2.9828, loss: 2.9828 +2023-12-07 20:38:23,860 - pyskl - INFO - Saving checkpoint at 2 epochs +2023-12-07 20:39:47,054 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-07 20:39:47,129 - pyskl - INFO - +top1_acc 0.5584 +top5_acc 0.8928 +2023-12-07 20:39:47,135 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_1.pth was removed +2023-12-07 20:39:47,268 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2023-12-07 20:39:47,269 - pyskl - INFO - Best top1_acc is 0.5584 at 2 epoch. +2023-12-07 20:39:47,273 - pyskl - INFO - Epoch(val) [2][1031] top1_acc: 0.5584, top5_acc: 0.8928 +2023-12-07 20:40:28,758 - pyskl - INFO - Epoch [3][100/2506] lr: 2.499e-02, eta: 1 day, 1:14:48, time: 0.415, data_time: 0.181, memory: 6499, top1_acc: 0.5363, top5_acc: 0.8931, loss_cls: 3.1435, loss: 3.1435 +2023-12-07 20:40:52,283 - pyskl - INFO - Epoch [3][200/2506] lr: 2.499e-02, eta: 1 day, 1:13:13, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.5700, top5_acc: 0.9081, loss_cls: 2.9839, loss: 2.9839 +2023-12-07 20:41:15,777 - pyskl - INFO - Epoch [3][300/2506] lr: 2.499e-02, eta: 1 day, 1:11:39, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.5687, top5_acc: 0.9131, loss_cls: 2.9772, loss: 2.9772 +2023-12-07 20:41:39,227 - pyskl - INFO - Epoch [3][400/2506] lr: 2.499e-02, eta: 1 day, 1:10:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.5550, top5_acc: 0.9038, loss_cls: 3.0372, loss: 3.0372 +2023-12-07 20:42:02,701 - pyskl - INFO - Epoch [3][500/2506] lr: 2.499e-02, eta: 1 day, 1:08:34, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.5813, top5_acc: 0.8938, loss_cls: 2.9669, loss: 2.9669 +2023-12-07 20:42:26,251 - pyskl - INFO - Epoch [3][600/2506] lr: 2.499e-02, eta: 1 day, 1:07:11, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.6075, top5_acc: 0.9100, loss_cls: 2.8191, loss: 2.8191 +2023-12-07 20:42:49,786 - pyskl - INFO - Epoch [3][700/2506] lr: 2.499e-02, eta: 1 day, 1:05:49, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.5800, top5_acc: 0.8988, loss_cls: 2.9249, loss: 2.9249 +2023-12-07 20:43:13,274 - pyskl - INFO - Epoch [3][800/2506] lr: 2.499e-02, eta: 1 day, 1:04:26, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.5962, top5_acc: 0.9087, loss_cls: 2.8553, loss: 2.8553 +2023-12-07 20:43:36,705 - pyskl - INFO - Epoch [3][900/2506] lr: 2.498e-02, eta: 1 day, 1:03:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6044, top5_acc: 0.9144, loss_cls: 2.8509, loss: 2.8509 +2023-12-07 20:44:00,201 - pyskl - INFO - Epoch [3][1000/2506] lr: 2.498e-02, eta: 1 day, 1:01:43, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.5844, top5_acc: 0.9081, loss_cls: 2.9468, loss: 2.9468 +2023-12-07 20:44:23,668 - pyskl - INFO - Epoch [3][1100/2506] lr: 2.498e-02, eta: 1 day, 1:00:25, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.5994, top5_acc: 0.9019, loss_cls: 2.8331, loss: 2.8331 +2023-12-07 20:44:47,126 - pyskl - INFO - Epoch [3][1200/2506] lr: 2.498e-02, eta: 1 day, 0:59:07, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.6088, top5_acc: 0.9106, loss_cls: 2.8291, loss: 2.8291 +2023-12-07 20:45:10,519 - pyskl - INFO - Epoch [3][1300/2506] lr: 2.498e-02, eta: 1 day, 0:57:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.5863, top5_acc: 0.9075, loss_cls: 2.8758, loss: 2.8758 +2023-12-07 20:45:34,037 - pyskl - INFO - Epoch [3][1400/2506] lr: 2.498e-02, eta: 1 day, 0:56:38, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.5956, top5_acc: 0.9050, loss_cls: 2.8589, loss: 2.8589 +2023-12-07 20:45:57,423 - pyskl - INFO - Epoch [3][1500/2506] lr: 2.498e-02, eta: 1 day, 0:55:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6031, top5_acc: 0.9106, loss_cls: 2.8620, loss: 2.8620 +2023-12-07 20:46:20,808 - pyskl - INFO - Epoch [3][1600/2506] lr: 2.498e-02, eta: 1 day, 0:54:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.5938, top5_acc: 0.9062, loss_cls: 2.8381, loss: 2.8381 +2023-12-07 20:46:44,217 - pyskl - INFO - Epoch [3][1700/2506] lr: 2.498e-02, eta: 1 day, 0:52:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.5969, top5_acc: 0.9069, loss_cls: 2.8256, loss: 2.8256 +2023-12-07 20:47:07,632 - pyskl - INFO - Epoch [3][1800/2506] lr: 2.498e-02, eta: 1 day, 0:51:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6069, top5_acc: 0.9275, loss_cls: 2.7507, loss: 2.7507 +2023-12-07 20:47:31,052 - pyskl - INFO - Epoch [3][1900/2506] lr: 2.498e-02, eta: 1 day, 0:50:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.5906, top5_acc: 0.9150, loss_cls: 2.8593, loss: 2.8593 +2023-12-07 20:47:54,559 - pyskl - INFO - Epoch [3][2000/2506] lr: 2.498e-02, eta: 1 day, 0:49:33, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.6144, top5_acc: 0.9231, loss_cls: 2.7339, loss: 2.7339 +2023-12-07 20:48:18,048 - pyskl - INFO - Epoch [3][2100/2506] lr: 2.498e-02, eta: 1 day, 0:48:31, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.6294, top5_acc: 0.9200, loss_cls: 2.7012, loss: 2.7012 +2023-12-07 20:48:41,469 - pyskl - INFO - Epoch [3][2200/2506] lr: 2.498e-02, eta: 1 day, 0:47:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6388, top5_acc: 0.9256, loss_cls: 2.6609, loss: 2.6609 +2023-12-07 20:49:04,935 - pyskl - INFO - Epoch [3][2300/2506] lr: 2.498e-02, eta: 1 day, 0:46:24, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.6294, top5_acc: 0.9237, loss_cls: 2.6908, loss: 2.6908 +2023-12-07 20:49:28,349 - pyskl - INFO - Epoch [3][2400/2506] lr: 2.498e-02, eta: 1 day, 0:45:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6188, top5_acc: 0.9269, loss_cls: 2.7001, loss: 2.7001 +2023-12-07 20:49:51,672 - pyskl - INFO - Epoch [3][2500/2506] lr: 2.498e-02, eta: 1 day, 0:44:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6312, top5_acc: 0.9194, loss_cls: 2.6728, loss: 2.6728 +2023-12-07 20:49:53,603 - pyskl - INFO - Saving checkpoint at 3 epochs +2023-12-07 20:51:16,868 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-07 20:51:16,941 - pyskl - INFO - +top1_acc 0.6205 +top5_acc 0.9045 +2023-12-07 20:51:16,945 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_2.pth was removed +2023-12-07 20:51:17,080 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2023-12-07 20:51:17,080 - pyskl - INFO - Best top1_acc is 0.6205 at 3 epoch. +2023-12-07 20:51:17,084 - pyskl - INFO - Epoch(val) [3][1031] top1_acc: 0.6205, top5_acc: 0.9045 +2023-12-07 20:51:58,180 - pyskl - INFO - Epoch [4][100/2506] lr: 2.497e-02, eta: 1 day, 0:56:16, time: 0.411, data_time: 0.177, memory: 6499, top1_acc: 0.6300, top5_acc: 0.9206, loss_cls: 2.6984, loss: 2.6984 +2023-12-07 20:52:21,598 - pyskl - INFO - Epoch [4][200/2506] lr: 2.497e-02, eta: 1 day, 0:55:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6481, top5_acc: 0.9281, loss_cls: 2.5927, loss: 2.5927 +2023-12-07 20:52:45,079 - pyskl - INFO - Epoch [4][300/2506] lr: 2.497e-02, eta: 1 day, 0:54:00, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.6637, top5_acc: 0.9381, loss_cls: 2.5238, loss: 2.5238 +2023-12-07 20:53:08,450 - pyskl - INFO - Epoch [4][400/2506] lr: 2.497e-02, eta: 1 day, 0:52:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6181, top5_acc: 0.9294, loss_cls: 2.7050, loss: 2.7050 +2023-12-07 20:53:31,761 - pyskl - INFO - Epoch [4][500/2506] lr: 2.497e-02, eta: 1 day, 0:51:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6350, top5_acc: 0.9344, loss_cls: 2.6384, loss: 2.6384 +2023-12-07 20:53:55,029 - pyskl - INFO - Epoch [4][600/2506] lr: 2.497e-02, eta: 1 day, 0:50:26, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6356, top5_acc: 0.9206, loss_cls: 2.6977, loss: 2.6977 +2023-12-07 20:54:18,441 - pyskl - INFO - Epoch [4][700/2506] lr: 2.497e-02, eta: 1 day, 0:49:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6306, top5_acc: 0.9137, loss_cls: 2.6876, loss: 2.6876 +2023-12-07 20:54:41,801 - pyskl - INFO - Epoch [4][800/2506] lr: 2.497e-02, eta: 1 day, 0:48:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6338, top5_acc: 0.9331, loss_cls: 2.6153, loss: 2.6153 +2023-12-07 20:55:05,135 - pyskl - INFO - Epoch [4][900/2506] lr: 2.497e-02, eta: 1 day, 0:47:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6431, top5_acc: 0.9250, loss_cls: 2.5824, loss: 2.5824 +2023-12-07 20:55:28,551 - pyskl - INFO - Epoch [4][1000/2506] lr: 2.497e-02, eta: 1 day, 0:46:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6519, top5_acc: 0.9269, loss_cls: 2.5898, loss: 2.5898 +2023-12-07 20:55:51,980 - pyskl - INFO - Epoch [4][1100/2506] lr: 2.497e-02, eta: 1 day, 0:45:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6569, top5_acc: 0.9281, loss_cls: 2.5382, loss: 2.5382 +2023-12-07 20:56:15,519 - pyskl - INFO - Epoch [4][1200/2506] lr: 2.497e-02, eta: 1 day, 0:44:13, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.6681, top5_acc: 0.9381, loss_cls: 2.4921, loss: 2.4921 +2023-12-07 20:56:38,832 - pyskl - INFO - Epoch [4][1300/2506] lr: 2.497e-02, eta: 1 day, 0:43:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6806, top5_acc: 0.9456, loss_cls: 2.4554, loss: 2.4554 +2023-12-07 20:57:02,280 - pyskl - INFO - Epoch [4][1400/2506] lr: 2.497e-02, eta: 1 day, 0:42:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6400, top5_acc: 0.9344, loss_cls: 2.6094, loss: 2.6094 +2023-12-07 20:57:25,795 - pyskl - INFO - Epoch [4][1500/2506] lr: 2.496e-02, eta: 1 day, 0:41:19, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.6344, top5_acc: 0.9275, loss_cls: 2.6351, loss: 2.6351 +2023-12-07 20:57:49,172 - pyskl - INFO - Epoch [4][1600/2506] lr: 2.496e-02, eta: 1 day, 0:40:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6556, top5_acc: 0.9300, loss_cls: 2.5619, loss: 2.5619 +2023-12-07 20:58:12,599 - pyskl - INFO - Epoch [4][1700/2506] lr: 2.496e-02, eta: 1 day, 0:39:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6844, top5_acc: 0.9381, loss_cls: 2.4695, loss: 2.4695 +2023-12-07 20:58:36,036 - pyskl - INFO - Epoch [4][1800/2506] lr: 2.496e-02, eta: 1 day, 0:38:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6656, top5_acc: 0.9381, loss_cls: 2.5084, loss: 2.5084 +2023-12-07 20:58:59,413 - pyskl - INFO - Epoch [4][1900/2506] lr: 2.496e-02, eta: 1 day, 0:37:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6637, top5_acc: 0.9325, loss_cls: 2.4904, loss: 2.4904 +2023-12-07 20:59:22,854 - pyskl - INFO - Epoch [4][2000/2506] lr: 2.496e-02, eta: 1 day, 0:36:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6619, top5_acc: 0.9356, loss_cls: 2.5463, loss: 2.5463 +2023-12-07 20:59:46,182 - pyskl - INFO - Epoch [4][2100/2506] lr: 2.496e-02, eta: 1 day, 0:35:44, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6494, top5_acc: 0.9425, loss_cls: 2.5235, loss: 2.5235 +2023-12-07 21:00:09,533 - pyskl - INFO - Epoch [4][2200/2506] lr: 2.496e-02, eta: 1 day, 0:34:49, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6737, top5_acc: 0.9387, loss_cls: 2.4532, loss: 2.4532 +2023-12-07 21:00:32,927 - pyskl - INFO - Epoch [4][2300/2506] lr: 2.496e-02, eta: 1 day, 0:33:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6512, top5_acc: 0.9306, loss_cls: 2.5746, loss: 2.5746 +2023-12-07 21:00:56,361 - pyskl - INFO - Epoch [4][2400/2506] lr: 2.496e-02, eta: 1 day, 0:33:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6800, top5_acc: 0.9369, loss_cls: 2.4533, loss: 2.4533 +2023-12-07 21:01:19,759 - pyskl - INFO - Epoch [4][2500/2506] lr: 2.496e-02, eta: 1 day, 0:32:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6694, top5_acc: 0.9381, loss_cls: 2.4783, loss: 2.4783 +2023-12-07 21:01:21,719 - pyskl - INFO - Saving checkpoint at 4 epochs +2023-12-07 21:02:45,109 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-07 21:02:45,181 - pyskl - INFO - +top1_acc 0.6718 +top5_acc 0.9314 +2023-12-07 21:02:45,185 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_3.pth was removed +2023-12-07 21:02:45,329 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2023-12-07 21:02:45,329 - pyskl - INFO - Best top1_acc is 0.6718 at 4 epoch. +2023-12-07 21:02:45,334 - pyskl - INFO - Epoch(val) [4][1031] top1_acc: 0.6718, top5_acc: 0.9314 +2023-12-07 21:03:26,426 - pyskl - INFO - Epoch [5][100/2506] lr: 2.496e-02, eta: 1 day, 0:41:08, time: 0.411, data_time: 0.177, memory: 6499, top1_acc: 0.6894, top5_acc: 0.9500, loss_cls: 2.3205, loss: 2.3205 +2023-12-07 21:03:49,909 - pyskl - INFO - Epoch [5][200/2506] lr: 2.495e-02, eta: 1 day, 0:40:14, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.6744, top5_acc: 0.9331, loss_cls: 2.4308, loss: 2.4308 +2023-12-07 21:04:13,245 - pyskl - INFO - Epoch [5][300/2506] lr: 2.495e-02, eta: 1 day, 0:39:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6781, top5_acc: 0.9387, loss_cls: 2.4527, loss: 2.4527 +2023-12-07 21:04:36,578 - pyskl - INFO - Epoch [5][400/2506] lr: 2.495e-02, eta: 1 day, 0:38:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6956, top5_acc: 0.9475, loss_cls: 2.3351, loss: 2.3351 +2023-12-07 21:04:59,910 - pyskl - INFO - Epoch [5][500/2506] lr: 2.495e-02, eta: 1 day, 0:37:22, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6806, top5_acc: 0.9375, loss_cls: 2.4268, loss: 2.4268 +2023-12-07 21:05:23,351 - pyskl - INFO - Epoch [5][600/2506] lr: 2.495e-02, eta: 1 day, 0:36:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6775, top5_acc: 0.9469, loss_cls: 2.4236, loss: 2.4236 +2023-12-07 21:05:46,743 - pyskl - INFO - Epoch [5][700/2506] lr: 2.495e-02, eta: 1 day, 0:35:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6894, top5_acc: 0.9500, loss_cls: 2.3493, loss: 2.3493 +2023-12-07 21:06:10,033 - pyskl - INFO - Epoch [5][800/2506] lr: 2.495e-02, eta: 1 day, 0:34:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7063, top5_acc: 0.9406, loss_cls: 2.3011, loss: 2.3011 +2023-12-07 21:06:33,460 - pyskl - INFO - Epoch [5][900/2506] lr: 2.495e-02, eta: 1 day, 0:33:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6869, top5_acc: 0.9331, loss_cls: 2.4313, loss: 2.4313 +2023-12-07 21:06:56,820 - pyskl - INFO - Epoch [5][1000/2506] lr: 2.495e-02, eta: 1 day, 0:32:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6937, top5_acc: 0.9381, loss_cls: 2.3626, loss: 2.3626 +2023-12-07 21:07:20,195 - pyskl - INFO - Epoch [5][1100/2506] lr: 2.495e-02, eta: 1 day, 0:32:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6669, top5_acc: 0.9413, loss_cls: 2.4832, loss: 2.4832 +2023-12-07 21:07:43,618 - pyskl - INFO - Epoch [5][1200/2506] lr: 2.495e-02, eta: 1 day, 0:31:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6794, top5_acc: 0.9431, loss_cls: 2.4322, loss: 2.4322 +2023-12-07 21:08:07,107 - pyskl - INFO - Epoch [5][1300/2506] lr: 2.494e-02, eta: 1 day, 0:30:26, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7069, top5_acc: 0.9563, loss_cls: 2.2914, loss: 2.2914 +2023-12-07 21:08:30,436 - pyskl - INFO - Epoch [5][1400/2506] lr: 2.494e-02, eta: 1 day, 0:29:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7094, top5_acc: 0.9469, loss_cls: 2.2934, loss: 2.2934 +2023-12-07 21:08:53,805 - pyskl - INFO - Epoch [5][1500/2506] lr: 2.494e-02, eta: 1 day, 0:28:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6931, top5_acc: 0.9375, loss_cls: 2.4087, loss: 2.4087 +2023-12-07 21:09:17,131 - pyskl - INFO - Epoch [5][1600/2506] lr: 2.494e-02, eta: 1 day, 0:27:53, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6969, top5_acc: 0.9456, loss_cls: 2.3434, loss: 2.3434 +2023-12-07 21:09:40,492 - pyskl - INFO - Epoch [5][1700/2506] lr: 2.494e-02, eta: 1 day, 0:27:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9475, loss_cls: 2.2806, loss: 2.2806 +2023-12-07 21:10:03,924 - pyskl - INFO - Epoch [5][1800/2506] lr: 2.494e-02, eta: 1 day, 0:26:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6931, top5_acc: 0.9406, loss_cls: 2.3449, loss: 2.3449 +2023-12-07 21:10:27,410 - pyskl - INFO - Epoch [5][1900/2506] lr: 2.494e-02, eta: 1 day, 0:25:31, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.6850, top5_acc: 0.9431, loss_cls: 2.3939, loss: 2.3939 +2023-12-07 21:10:50,842 - pyskl - INFO - Epoch [5][2000/2506] lr: 2.494e-02, eta: 1 day, 0:24:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6875, top5_acc: 0.9413, loss_cls: 2.3719, loss: 2.3719 +2023-12-07 21:11:14,264 - pyskl - INFO - Epoch [5][2100/2506] lr: 2.494e-02, eta: 1 day, 0:23:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7094, top5_acc: 0.9463, loss_cls: 2.3094, loss: 2.3094 +2023-12-07 21:11:37,668 - pyskl - INFO - Epoch [5][2200/2506] lr: 2.493e-02, eta: 1 day, 0:23:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9469, loss_cls: 2.3230, loss: 2.3230 +2023-12-07 21:12:01,090 - pyskl - INFO - Epoch [5][2300/2506] lr: 2.493e-02, eta: 1 day, 0:22:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6906, top5_acc: 0.9519, loss_cls: 2.3039, loss: 2.3039 +2023-12-07 21:12:24,602 - pyskl - INFO - Epoch [5][2400/2506] lr: 2.493e-02, eta: 1 day, 0:21:45, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9419, loss_cls: 2.2698, loss: 2.2698 +2023-12-07 21:12:48,068 - pyskl - INFO - Epoch [5][2500/2506] lr: 2.493e-02, eta: 1 day, 0:21:02, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.6894, top5_acc: 0.9425, loss_cls: 2.3746, loss: 2.3746 +2023-12-07 21:12:50,004 - pyskl - INFO - Saving checkpoint at 5 epochs +2023-12-07 21:14:13,485 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-07 21:14:13,556 - pyskl - INFO - +top1_acc 0.6780 +top5_acc 0.9406 +2023-12-07 21:14:13,561 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_4.pth was removed +2023-12-07 21:14:13,708 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2023-12-07 21:14:13,708 - pyskl - INFO - Best top1_acc is 0.6780 at 5 epoch. +2023-12-07 21:14:13,713 - pyskl - INFO - Epoch(val) [5][1031] top1_acc: 0.6780, top5_acc: 0.9406 +2023-12-07 21:14:56,165 - pyskl - INFO - Epoch [6][100/2506] lr: 2.493e-02, eta: 1 day, 0:28:41, time: 0.424, data_time: 0.188, memory: 6499, top1_acc: 0.7025, top5_acc: 0.9469, loss_cls: 2.3040, loss: 2.3040 +2023-12-07 21:15:19,662 - pyskl - INFO - Epoch [6][200/2506] lr: 2.493e-02, eta: 1 day, 0:27:55, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9556, loss_cls: 2.2352, loss: 2.2352 +2023-12-07 21:15:43,013 - pyskl - INFO - Epoch [6][300/2506] lr: 2.493e-02, eta: 1 day, 0:27:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9569, loss_cls: 2.2575, loss: 2.2575 +2023-12-07 21:16:06,373 - pyskl - INFO - Epoch [6][400/2506] lr: 2.493e-02, eta: 1 day, 0:26:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9494, loss_cls: 2.2607, loss: 2.2607 +2023-12-07 21:16:29,826 - pyskl - INFO - Epoch [6][500/2506] lr: 2.493e-02, eta: 1 day, 0:25:30, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9487, loss_cls: 2.2853, loss: 2.2853 +2023-12-07 21:16:53,224 - pyskl - INFO - Epoch [6][600/2506] lr: 2.492e-02, eta: 1 day, 0:24:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6975, top5_acc: 0.9550, loss_cls: 2.3167, loss: 2.3167 +2023-12-07 21:17:16,565 - pyskl - INFO - Epoch [6][700/2506] lr: 2.492e-02, eta: 1 day, 0:23:55, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9594, loss_cls: 2.2394, loss: 2.2394 +2023-12-07 21:17:39,945 - pyskl - INFO - Epoch [6][800/2506] lr: 2.492e-02, eta: 1 day, 0:23:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9606, loss_cls: 2.2717, loss: 2.2717 +2023-12-07 21:18:03,349 - pyskl - INFO - Epoch [6][900/2506] lr: 2.492e-02, eta: 1 day, 0:22:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9537, loss_cls: 2.2799, loss: 2.2799 +2023-12-07 21:18:26,691 - pyskl - INFO - Epoch [6][1000/2506] lr: 2.492e-02, eta: 1 day, 0:21:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9456, loss_cls: 2.2488, loss: 2.2488 +2023-12-07 21:18:50,011 - pyskl - INFO - Epoch [6][1100/2506] lr: 2.492e-02, eta: 1 day, 0:20:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9600, loss_cls: 2.1708, loss: 2.1708 +2023-12-07 21:19:13,350 - pyskl - INFO - Epoch [6][1200/2506] lr: 2.492e-02, eta: 1 day, 0:20:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9463, loss_cls: 2.1577, loss: 2.1577 +2023-12-07 21:19:36,824 - pyskl - INFO - Epoch [6][1300/2506] lr: 2.492e-02, eta: 1 day, 0:19:17, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9487, loss_cls: 2.2546, loss: 2.2546 +2023-12-07 21:20:00,225 - pyskl - INFO - Epoch [6][1400/2506] lr: 2.492e-02, eta: 1 day, 0:18:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9563, loss_cls: 2.2614, loss: 2.2614 +2023-12-07 21:20:23,517 - pyskl - INFO - Epoch [6][1500/2506] lr: 2.491e-02, eta: 1 day, 0:17:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6987, top5_acc: 0.9537, loss_cls: 2.2967, loss: 2.2967 +2023-12-07 21:20:46,927 - pyskl - INFO - Epoch [6][1600/2506] lr: 2.491e-02, eta: 1 day, 0:17:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7238, top5_acc: 0.9525, loss_cls: 2.2018, loss: 2.2018 +2023-12-07 21:21:10,426 - pyskl - INFO - Epoch [6][1700/2506] lr: 2.491e-02, eta: 1 day, 0:16:21, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9469, loss_cls: 2.2062, loss: 2.2062 +2023-12-07 21:21:33,830 - pyskl - INFO - Epoch [6][1800/2506] lr: 2.491e-02, eta: 1 day, 0:15:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9513, loss_cls: 2.2350, loss: 2.2350 +2023-12-07 21:21:57,328 - pyskl - INFO - Epoch [6][1900/2506] lr: 2.491e-02, eta: 1 day, 0:14:57, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9463, loss_cls: 2.1686, loss: 2.1686 +2023-12-07 21:22:20,777 - pyskl - INFO - Epoch [6][2000/2506] lr: 2.491e-02, eta: 1 day, 0:14:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9575, loss_cls: 2.1894, loss: 2.1894 +2023-12-07 21:22:44,154 - pyskl - INFO - Epoch [6][2100/2506] lr: 2.491e-02, eta: 1 day, 0:13:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7081, top5_acc: 0.9525, loss_cls: 2.2322, loss: 2.2322 +2023-12-07 21:23:07,515 - pyskl - INFO - Epoch [6][2200/2506] lr: 2.491e-02, eta: 1 day, 0:12:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9494, loss_cls: 2.2301, loss: 2.2301 +2023-12-07 21:23:30,932 - pyskl - INFO - Epoch [6][2300/2506] lr: 2.490e-02, eta: 1 day, 0:12:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7031, top5_acc: 0.9544, loss_cls: 2.2547, loss: 2.2547 +2023-12-07 21:23:54,380 - pyskl - INFO - Epoch [6][2400/2506] lr: 2.490e-02, eta: 1 day, 0:11:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9463, loss_cls: 2.1786, loss: 2.1786 +2023-12-07 21:24:17,814 - pyskl - INFO - Epoch [6][2500/2506] lr: 2.490e-02, eta: 1 day, 0:10:46, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9563, loss_cls: 2.1875, loss: 2.1875 +2023-12-07 21:24:19,727 - pyskl - INFO - Saving checkpoint at 6 epochs +2023-12-07 21:25:43,148 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-07 21:25:43,223 - pyskl - INFO - +top1_acc 0.7201 +top5_acc 0.9501 +2023-12-07 21:25:43,227 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_5.pth was removed +2023-12-07 21:25:43,370 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2023-12-07 21:25:43,370 - pyskl - INFO - Best top1_acc is 0.7201 at 6 epoch. +2023-12-07 21:25:43,376 - pyskl - INFO - Epoch(val) [6][1031] top1_acc: 0.7201, top5_acc: 0.9501 +2023-12-07 21:26:25,902 - pyskl - INFO - Epoch [7][100/2506] lr: 2.490e-02, eta: 1 day, 0:17:04, time: 0.425, data_time: 0.187, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9631, loss_cls: 2.1546, loss: 2.1546 +2023-12-07 21:26:49,570 - pyskl - INFO - Epoch [7][200/2506] lr: 2.490e-02, eta: 1 day, 0:16:26, time: 0.237, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9500, loss_cls: 2.1834, loss: 2.1834 +2023-12-07 21:27:13,161 - pyskl - INFO - Epoch [7][300/2506] lr: 2.490e-02, eta: 1 day, 0:15:47, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9575, loss_cls: 2.1452, loss: 2.1452 +2023-12-07 21:27:36,659 - pyskl - INFO - Epoch [7][400/2506] lr: 2.490e-02, eta: 1 day, 0:15:06, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9575, loss_cls: 2.1305, loss: 2.1305 +2023-12-07 21:28:00,092 - pyskl - INFO - Epoch [7][500/2506] lr: 2.489e-02, eta: 1 day, 0:14:23, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9563, loss_cls: 2.0594, loss: 2.0594 +2023-12-07 21:28:23,513 - pyskl - INFO - Epoch [7][600/2506] lr: 2.489e-02, eta: 1 day, 0:13:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9531, loss_cls: 2.1040, loss: 2.1040 +2023-12-07 21:28:46,960 - pyskl - INFO - Epoch [7][700/2506] lr: 2.489e-02, eta: 1 day, 0:12:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7244, top5_acc: 0.9463, loss_cls: 2.2038, loss: 2.2038 +2023-12-07 21:29:10,418 - pyskl - INFO - Epoch [7][800/2506] lr: 2.489e-02, eta: 1 day, 0:12:18, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9544, loss_cls: 2.1842, loss: 2.1842 +2023-12-07 21:29:34,002 - pyskl - INFO - Epoch [7][900/2506] lr: 2.489e-02, eta: 1 day, 0:11:40, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9644, loss_cls: 2.0635, loss: 2.0635 +2023-12-07 21:29:57,588 - pyskl - INFO - Epoch [7][1000/2506] lr: 2.489e-02, eta: 1 day, 0:11:02, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9537, loss_cls: 2.1847, loss: 2.1847 +2023-12-07 21:30:21,094 - pyskl - INFO - Epoch [7][1100/2506] lr: 2.489e-02, eta: 1 day, 0:10:22, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9487, loss_cls: 2.1958, loss: 2.1958 +2023-12-07 21:30:44,556 - pyskl - INFO - Epoch [7][1200/2506] lr: 2.489e-02, eta: 1 day, 0:09:42, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9537, loss_cls: 2.2216, loss: 2.2216 +2023-12-07 21:31:08,089 - pyskl - INFO - Epoch [7][1300/2506] lr: 2.488e-02, eta: 1 day, 0:09:04, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9594, loss_cls: 2.0836, loss: 2.0836 +2023-12-07 21:31:31,553 - pyskl - INFO - Epoch [7][1400/2506] lr: 2.488e-02, eta: 1 day, 0:08:24, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7250, top5_acc: 0.9619, loss_cls: 2.1785, loss: 2.1785 +2023-12-07 21:31:55,123 - pyskl - INFO - Epoch [7][1500/2506] lr: 2.488e-02, eta: 1 day, 0:07:46, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9537, loss_cls: 2.1747, loss: 2.1747 +2023-12-07 21:32:18,745 - pyskl - INFO - Epoch [7][1600/2506] lr: 2.488e-02, eta: 1 day, 0:07:10, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9494, loss_cls: 2.0964, loss: 2.0964 +2023-12-07 21:32:42,310 - pyskl - INFO - Epoch [7][1700/2506] lr: 2.488e-02, eta: 1 day, 0:06:33, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9569, loss_cls: 2.0895, loss: 2.0895 +2023-12-07 21:33:05,864 - pyskl - INFO - Epoch [7][1800/2506] lr: 2.488e-02, eta: 1 day, 0:05:56, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9525, loss_cls: 2.1370, loss: 2.1370 +2023-12-07 21:33:29,339 - pyskl - INFO - Epoch [7][1900/2506] lr: 2.488e-02, eta: 1 day, 0:05:17, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9581, loss_cls: 2.1794, loss: 2.1794 +2023-12-07 21:33:52,887 - pyskl - INFO - Epoch [7][2000/2506] lr: 2.487e-02, eta: 1 day, 0:04:40, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9500, loss_cls: 2.1606, loss: 2.1606 +2023-12-07 21:34:16,343 - pyskl - INFO - Epoch [7][2100/2506] lr: 2.487e-02, eta: 1 day, 0:04:01, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9450, loss_cls: 2.2429, loss: 2.2429 +2023-12-07 21:34:39,895 - pyskl - INFO - Epoch [7][2200/2506] lr: 2.487e-02, eta: 1 day, 0:03:25, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9556, loss_cls: 2.1394, loss: 2.1394 +2023-12-07 21:35:03,472 - pyskl - INFO - Epoch [7][2300/2506] lr: 2.487e-02, eta: 1 day, 0:02:49, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9569, loss_cls: 2.1163, loss: 2.1163 +2023-12-07 21:35:27,007 - pyskl - INFO - Epoch [7][2400/2506] lr: 2.487e-02, eta: 1 day, 0:02:12, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9513, loss_cls: 2.1616, loss: 2.1616 +2023-12-07 21:35:50,534 - pyskl - INFO - Epoch [7][2500/2506] lr: 2.487e-02, eta: 1 day, 0:01:36, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9444, loss_cls: 2.2364, loss: 2.2364 +2023-12-07 21:35:52,409 - pyskl - INFO - Saving checkpoint at 7 epochs +2023-12-07 21:37:15,614 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-07 21:37:15,685 - pyskl - INFO - +top1_acc 0.7258 +top5_acc 0.9509 +2023-12-07 21:37:15,689 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_6.pth was removed +2023-12-07 21:37:15,819 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2023-12-07 21:37:15,819 - pyskl - INFO - Best top1_acc is 0.7258 at 7 epoch. +2023-12-07 21:37:15,823 - pyskl - INFO - Epoch(val) [7][1031] top1_acc: 0.7258, top5_acc: 0.9509 +2023-12-07 21:37:57,545 - pyskl - INFO - Epoch [8][100/2506] lr: 2.486e-02, eta: 1 day, 0:06:38, time: 0.417, data_time: 0.183, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9650, loss_cls: 2.1342, loss: 2.1342 +2023-12-07 21:38:20,923 - pyskl - INFO - Epoch [8][200/2506] lr: 2.486e-02, eta: 1 day, 0:05:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9556, loss_cls: 2.1594, loss: 2.1594 +2023-12-07 21:38:44,384 - pyskl - INFO - Epoch [8][300/2506] lr: 2.486e-02, eta: 1 day, 0:05:17, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9569, loss_cls: 2.0725, loss: 2.0725 +2023-12-07 21:39:07,695 - pyskl - INFO - Epoch [8][400/2506] lr: 2.486e-02, eta: 1 day, 0:04:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9594, loss_cls: 2.0770, loss: 2.0770 +2023-12-07 21:39:31,148 - pyskl - INFO - Epoch [8][500/2506] lr: 2.486e-02, eta: 1 day, 0:03:55, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9656, loss_cls: 2.0731, loss: 2.0731 +2023-12-07 21:39:54,530 - pyskl - INFO - Epoch [8][600/2506] lr: 2.486e-02, eta: 1 day, 0:03:14, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9587, loss_cls: 2.1426, loss: 2.1426 +2023-12-07 21:40:17,972 - pyskl - INFO - Epoch [8][700/2506] lr: 2.486e-02, eta: 1 day, 0:02:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9544, loss_cls: 2.1120, loss: 2.1120 +2023-12-07 21:40:41,423 - pyskl - INFO - Epoch [8][800/2506] lr: 2.485e-02, eta: 1 day, 0:01:56, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9569, loss_cls: 2.1604, loss: 2.1604 +2023-12-07 21:41:04,831 - pyskl - INFO - Epoch [8][900/2506] lr: 2.485e-02, eta: 1 day, 0:01:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9650, loss_cls: 2.0549, loss: 2.0549 +2023-12-07 21:41:28,304 - pyskl - INFO - Epoch [8][1000/2506] lr: 2.485e-02, eta: 1 day, 0:00:39, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9525, loss_cls: 2.0801, loss: 2.0801 +2023-12-07 21:41:51,800 - pyskl - INFO - Epoch [8][1100/2506] lr: 2.485e-02, eta: 1 day, 0:00:01, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9637, loss_cls: 2.0602, loss: 2.0602 +2023-12-07 21:42:15,274 - pyskl - INFO - Epoch [8][1200/2506] lr: 2.485e-02, eta: 23:59:24, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9500, loss_cls: 2.1291, loss: 2.1291 +2023-12-07 21:42:38,678 - pyskl - INFO - Epoch [8][1300/2506] lr: 2.485e-02, eta: 23:58:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9594, loss_cls: 2.0605, loss: 2.0605 +2023-12-07 21:43:02,110 - pyskl - INFO - Epoch [8][1400/2506] lr: 2.484e-02, eta: 23:58:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9675, loss_cls: 2.1089, loss: 2.1089 +2023-12-07 21:43:25,549 - pyskl - INFO - Epoch [8][1500/2506] lr: 2.484e-02, eta: 23:57:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9600, loss_cls: 2.0522, loss: 2.0522 +2023-12-07 21:43:48,942 - pyskl - INFO - Epoch [8][1600/2506] lr: 2.484e-02, eta: 23:56:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9681, loss_cls: 2.1018, loss: 2.1018 +2023-12-07 21:44:12,362 - pyskl - INFO - Epoch [8][1700/2506] lr: 2.484e-02, eta: 23:56:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9656, loss_cls: 1.9509, loss: 1.9509 +2023-12-07 21:44:35,746 - pyskl - INFO - Epoch [8][1800/2506] lr: 2.484e-02, eta: 23:55:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7262, top5_acc: 0.9506, loss_cls: 2.2112, loss: 2.2112 +2023-12-07 21:44:59,202 - pyskl - INFO - Epoch [8][1900/2506] lr: 2.484e-02, eta: 23:54:56, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9569, loss_cls: 2.0733, loss: 2.0733 +2023-12-07 21:45:22,640 - pyskl - INFO - Epoch [8][2000/2506] lr: 2.483e-02, eta: 23:54:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9563, loss_cls: 2.1357, loss: 2.1357 +2023-12-07 21:45:45,968 - pyskl - INFO - Epoch [8][2100/2506] lr: 2.483e-02, eta: 23:53:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9531, loss_cls: 2.2127, loss: 2.2127 +2023-12-07 21:46:09,402 - pyskl - INFO - Epoch [8][2200/2506] lr: 2.483e-02, eta: 23:53:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9644, loss_cls: 2.0625, loss: 2.0625 +2023-12-07 21:46:32,766 - pyskl - INFO - Epoch [8][2300/2506] lr: 2.483e-02, eta: 23:52:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9544, loss_cls: 2.1440, loss: 2.1440 +2023-12-07 21:46:56,186 - pyskl - INFO - Epoch [8][2400/2506] lr: 2.483e-02, eta: 23:51:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9563, loss_cls: 2.1515, loss: 2.1515 +2023-12-07 21:47:19,650 - pyskl - INFO - Epoch [8][2500/2506] lr: 2.483e-02, eta: 23:51:12, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9613, loss_cls: 2.0887, loss: 2.0887 +2023-12-07 21:47:21,515 - pyskl - INFO - Saving checkpoint at 8 epochs +2023-12-07 21:48:45,109 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-07 21:48:45,183 - pyskl - INFO - +top1_acc 0.7331 +top5_acc 0.9528 +2023-12-07 21:48:45,189 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_7.pth was removed +2023-12-07 21:48:45,337 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2023-12-07 21:48:45,337 - pyskl - INFO - Best top1_acc is 0.7331 at 8 epoch. +2023-12-07 21:48:45,342 - pyskl - INFO - Epoch(val) [8][1031] top1_acc: 0.7331, top5_acc: 0.9528 +2023-12-07 21:49:27,063 - pyskl - INFO - Epoch [9][100/2506] lr: 2.482e-02, eta: 23:55:31, time: 0.417, data_time: 0.182, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9606, loss_cls: 2.0282, loss: 2.0282 +2023-12-07 21:49:50,543 - pyskl - INFO - Epoch [9][200/2506] lr: 2.482e-02, eta: 23:54:54, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9669, loss_cls: 2.0425, loss: 2.0425 +2023-12-07 21:50:13,933 - pyskl - INFO - Epoch [9][300/2506] lr: 2.482e-02, eta: 23:54:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9613, loss_cls: 2.1331, loss: 2.1331 +2023-12-07 21:50:37,319 - pyskl - INFO - Epoch [9][400/2506] lr: 2.482e-02, eta: 23:53:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9738, loss_cls: 1.9698, loss: 1.9698 +2023-12-07 21:51:00,729 - pyskl - INFO - Epoch [9][500/2506] lr: 2.482e-02, eta: 23:52:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9600, loss_cls: 2.0179, loss: 2.0179 +2023-12-07 21:51:24,117 - pyskl - INFO - Epoch [9][600/2506] lr: 2.481e-02, eta: 23:52:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9619, loss_cls: 2.1440, loss: 2.1440 +2023-12-07 21:51:47,579 - pyskl - INFO - Epoch [9][700/2506] lr: 2.481e-02, eta: 23:51:45, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9650, loss_cls: 2.0426, loss: 2.0426 +2023-12-07 21:52:11,025 - pyskl - INFO - Epoch [9][800/2506] lr: 2.481e-02, eta: 23:51:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9544, loss_cls: 2.1209, loss: 2.1209 +2023-12-07 21:52:34,474 - pyskl - INFO - Epoch [9][900/2506] lr: 2.481e-02, eta: 23:50:31, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9644, loss_cls: 2.0091, loss: 2.0091 +2023-12-07 21:52:57,938 - pyskl - INFO - Epoch [9][1000/2506] lr: 2.481e-02, eta: 23:49:55, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9600, loss_cls: 2.0914, loss: 2.0914 +2023-12-07 21:53:21,322 - pyskl - INFO - Epoch [9][1100/2506] lr: 2.481e-02, eta: 23:49:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9613, loss_cls: 2.0372, loss: 2.0372 +2023-12-07 21:53:44,703 - pyskl - INFO - Epoch [9][1200/2506] lr: 2.480e-02, eta: 23:48:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9650, loss_cls: 1.9602, loss: 1.9602 +2023-12-07 21:54:08,216 - pyskl - INFO - Epoch [9][1300/2506] lr: 2.480e-02, eta: 23:48:05, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9644, loss_cls: 1.9802, loss: 1.9802 +2023-12-07 21:54:31,570 - pyskl - INFO - Epoch [9][1400/2506] lr: 2.480e-02, eta: 23:47:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9706, loss_cls: 2.0738, loss: 2.0738 +2023-12-07 21:54:54,983 - pyskl - INFO - Epoch [9][1500/2506] lr: 2.480e-02, eta: 23:46:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9569, loss_cls: 2.0795, loss: 2.0795 +2023-12-07 21:55:18,428 - pyskl - INFO - Epoch [9][1600/2506] lr: 2.480e-02, eta: 23:46:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9556, loss_cls: 2.0060, loss: 2.0060 +2023-12-07 21:55:41,900 - pyskl - INFO - Epoch [9][1700/2506] lr: 2.479e-02, eta: 23:45:40, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9625, loss_cls: 2.0004, loss: 2.0004 +2023-12-07 21:56:05,328 - pyskl - INFO - Epoch [9][1800/2506] lr: 2.479e-02, eta: 23:45:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9494, loss_cls: 2.1433, loss: 2.1433 +2023-12-07 21:56:28,738 - pyskl - INFO - Epoch [9][1900/2506] lr: 2.479e-02, eta: 23:44:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9581, loss_cls: 2.0580, loss: 2.0580 +2023-12-07 21:56:52,173 - pyskl - INFO - Epoch [9][2000/2506] lr: 2.479e-02, eta: 23:43:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9631, loss_cls: 1.9746, loss: 1.9746 +2023-12-07 21:57:15,585 - pyskl - INFO - Epoch [9][2100/2506] lr: 2.479e-02, eta: 23:43:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9550, loss_cls: 2.0780, loss: 2.0780 +2023-12-07 21:57:38,985 - pyskl - INFO - Epoch [9][2200/2506] lr: 2.478e-02, eta: 23:42:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9650, loss_cls: 1.9782, loss: 1.9782 +2023-12-07 21:58:02,415 - pyskl - INFO - Epoch [9][2300/2506] lr: 2.478e-02, eta: 23:42:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9563, loss_cls: 2.0843, loss: 2.0843 +2023-12-07 21:58:25,771 - pyskl - INFO - Epoch [9][2400/2506] lr: 2.478e-02, eta: 23:41:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9581, loss_cls: 2.0544, loss: 2.0544 +2023-12-07 21:58:49,113 - pyskl - INFO - Epoch [9][2500/2506] lr: 2.478e-02, eta: 23:40:52, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9650, loss_cls: 1.9740, loss: 1.9740 +2023-12-07 21:58:50,996 - pyskl - INFO - Saving checkpoint at 9 epochs +2023-12-07 22:00:14,290 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-07 22:00:14,366 - pyskl - INFO - +top1_acc 0.7534 +top5_acc 0.9608 +2023-12-07 22:00:14,370 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_8.pth was removed +2023-12-07 22:00:14,505 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2023-12-07 22:00:14,505 - pyskl - INFO - Best top1_acc is 0.7534 at 9 epoch. +2023-12-07 22:00:14,510 - pyskl - INFO - Epoch(val) [9][1031] top1_acc: 0.7534, top5_acc: 0.9608 +2023-12-07 22:00:57,301 - pyskl - INFO - Epoch [10][100/2506] lr: 2.478e-02, eta: 23:44:55, time: 0.428, data_time: 0.191, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9637, loss_cls: 2.0146, loss: 2.0146 +2023-12-07 22:01:20,987 - pyskl - INFO - Epoch [10][200/2506] lr: 2.477e-02, eta: 23:44:23, time: 0.237, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9631, loss_cls: 2.0234, loss: 2.0234 +2023-12-07 22:01:44,495 - pyskl - INFO - Epoch [10][300/2506] lr: 2.477e-02, eta: 23:43:48, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9619, loss_cls: 1.9741, loss: 1.9741 +2023-12-07 22:02:07,938 - pyskl - INFO - Epoch [10][400/2506] lr: 2.477e-02, eta: 23:43:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9650, loss_cls: 1.9590, loss: 1.9590 +2023-12-07 22:02:31,514 - pyskl - INFO - Epoch [10][500/2506] lr: 2.477e-02, eta: 23:42:38, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9606, loss_cls: 2.0306, loss: 2.0306 +2023-12-07 22:02:55,058 - pyskl - INFO - Epoch [10][600/2506] lr: 2.477e-02, eta: 23:42:04, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9625, loss_cls: 1.9838, loss: 1.9838 +2023-12-07 22:03:18,661 - pyskl - INFO - Epoch [10][700/2506] lr: 2.476e-02, eta: 23:41:31, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9619, loss_cls: 2.0706, loss: 2.0706 +2023-12-07 22:03:42,180 - pyskl - INFO - Epoch [10][800/2506] lr: 2.476e-02, eta: 23:40:57, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9681, loss_cls: 2.0279, loss: 2.0279 +2023-12-07 22:04:05,757 - pyskl - INFO - Epoch [10][900/2506] lr: 2.476e-02, eta: 23:40:23, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9650, loss_cls: 1.9731, loss: 1.9731 +2023-12-07 22:04:29,198 - pyskl - INFO - Epoch [10][1000/2506] lr: 2.476e-02, eta: 23:39:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9550, loss_cls: 2.0059, loss: 2.0059 +2023-12-07 22:04:52,827 - pyskl - INFO - Epoch [10][1100/2506] lr: 2.476e-02, eta: 23:39:16, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9725, loss_cls: 1.8440, loss: 1.8440 +2023-12-07 22:05:16,350 - pyskl - INFO - Epoch [10][1200/2506] lr: 2.475e-02, eta: 23:38:42, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9644, loss_cls: 1.9844, loss: 1.9844 +2023-12-07 22:05:39,835 - pyskl - INFO - Epoch [10][1300/2506] lr: 2.475e-02, eta: 23:38:08, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9631, loss_cls: 1.9160, loss: 1.9160 +2023-12-07 22:06:03,416 - pyskl - INFO - Epoch [10][1400/2506] lr: 2.475e-02, eta: 23:37:35, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9594, loss_cls: 1.9803, loss: 1.9803 +2023-12-07 22:06:26,857 - pyskl - INFO - Epoch [10][1500/2506] lr: 2.475e-02, eta: 23:37:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9637, loss_cls: 2.0499, loss: 2.0499 +2023-12-07 22:06:50,448 - pyskl - INFO - Epoch [10][1600/2506] lr: 2.475e-02, eta: 23:36:27, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9644, loss_cls: 2.0352, loss: 2.0352 +2023-12-07 22:07:13,913 - pyskl - INFO - Epoch [10][1700/2506] lr: 2.474e-02, eta: 23:35:53, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9669, loss_cls: 2.0769, loss: 2.0769 +2023-12-07 22:07:37,398 - pyskl - INFO - Epoch [10][1800/2506] lr: 2.474e-02, eta: 23:35:19, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9650, loss_cls: 1.9949, loss: 1.9949 +2023-12-07 22:08:00,899 - pyskl - INFO - Epoch [10][1900/2506] lr: 2.474e-02, eta: 23:34:46, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9688, loss_cls: 1.8963, loss: 1.8963 +2023-12-07 22:08:24,433 - pyskl - INFO - Epoch [10][2000/2506] lr: 2.474e-02, eta: 23:34:13, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9663, loss_cls: 2.0031, loss: 2.0031 +2023-12-07 22:08:48,037 - pyskl - INFO - Epoch [10][2100/2506] lr: 2.474e-02, eta: 23:33:41, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9563, loss_cls: 2.0584, loss: 2.0584 +2023-12-07 22:09:11,482 - pyskl - INFO - Epoch [10][2200/2506] lr: 2.473e-02, eta: 23:33:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9537, loss_cls: 2.0534, loss: 2.0534 +2023-12-07 22:09:35,134 - pyskl - INFO - Epoch [10][2300/2506] lr: 2.473e-02, eta: 23:32:35, time: 0.237, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9756, loss_cls: 1.9801, loss: 1.9801 +2023-12-07 22:09:58,732 - pyskl - INFO - Epoch [10][2400/2506] lr: 2.473e-02, eta: 23:32:04, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9700, loss_cls: 1.9213, loss: 1.9213 +2023-12-07 22:10:22,308 - pyskl - INFO - Epoch [10][2500/2506] lr: 2.473e-02, eta: 23:31:32, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9581, loss_cls: 2.0333, loss: 2.0333 +2023-12-07 22:10:24,221 - pyskl - INFO - Saving checkpoint at 10 epochs +2023-12-07 22:11:47,737 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-07 22:11:47,812 - pyskl - INFO - +top1_acc 0.7561 +top5_acc 0.9629 +2023-12-07 22:11:47,816 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_9.pth was removed +2023-12-07 22:11:47,954 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2023-12-07 22:11:47,954 - pyskl - INFO - Best top1_acc is 0.7561 at 10 epoch. +2023-12-07 22:11:47,958 - pyskl - INFO - Epoch(val) [10][1031] top1_acc: 0.7561, top5_acc: 0.9629 +2023-12-07 22:12:29,820 - pyskl - INFO - Epoch [11][100/2506] lr: 2.472e-02, eta: 23:34:53, time: 0.419, data_time: 0.183, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9688, loss_cls: 1.9494, loss: 1.9494 +2023-12-07 22:12:53,281 - pyskl - INFO - Epoch [11][200/2506] lr: 2.472e-02, eta: 23:34:18, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9725, loss_cls: 1.9582, loss: 1.9582 +2023-12-07 22:13:16,881 - pyskl - INFO - Epoch [11][300/2506] lr: 2.472e-02, eta: 23:33:46, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9606, loss_cls: 1.9682, loss: 1.9682 +2023-12-07 22:13:40,397 - pyskl - INFO - Epoch [11][400/2506] lr: 2.472e-02, eta: 23:33:12, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9663, loss_cls: 1.9328, loss: 1.9328 +2023-12-07 22:14:03,904 - pyskl - INFO - Epoch [11][500/2506] lr: 2.472e-02, eta: 23:32:39, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9663, loss_cls: 2.0146, loss: 2.0146 +2023-12-07 22:14:27,450 - pyskl - INFO - Epoch [11][600/2506] lr: 2.471e-02, eta: 23:32:05, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9631, loss_cls: 2.0153, loss: 2.0153 +2023-12-07 22:14:50,929 - pyskl - INFO - Epoch [11][700/2506] lr: 2.471e-02, eta: 23:31:32, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9706, loss_cls: 1.9121, loss: 1.9121 +2023-12-07 22:15:14,531 - pyskl - INFO - Epoch [11][800/2506] lr: 2.471e-02, eta: 23:30:59, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9619, loss_cls: 2.0398, loss: 2.0398 +2023-12-07 22:15:38,009 - pyskl - INFO - Epoch [11][900/2506] lr: 2.471e-02, eta: 23:30:26, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9712, loss_cls: 1.9449, loss: 1.9449 +2023-12-07 22:16:01,511 - pyskl - INFO - Epoch [11][1000/2506] lr: 2.470e-02, eta: 23:29:52, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9600, loss_cls: 2.0211, loss: 2.0211 +2023-12-07 22:16:25,064 - pyskl - INFO - Epoch [11][1100/2506] lr: 2.470e-02, eta: 23:29:20, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9606, loss_cls: 2.0277, loss: 2.0277 +2023-12-07 22:16:48,628 - pyskl - INFO - Epoch [11][1200/2506] lr: 2.470e-02, eta: 23:28:47, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9600, loss_cls: 2.0347, loss: 2.0347 +2023-12-07 22:17:12,127 - pyskl - INFO - Epoch [11][1300/2506] lr: 2.470e-02, eta: 23:28:14, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9600, loss_cls: 2.0271, loss: 2.0271 +2023-12-07 22:17:35,611 - pyskl - INFO - Epoch [11][1400/2506] lr: 2.470e-02, eta: 23:27:41, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9669, loss_cls: 1.9890, loss: 1.9890 +2023-12-07 22:17:59,143 - pyskl - INFO - Epoch [11][1500/2506] lr: 2.469e-02, eta: 23:27:08, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9688, loss_cls: 1.9725, loss: 1.9725 +2023-12-07 22:18:22,652 - pyskl - INFO - Epoch [11][1600/2506] lr: 2.469e-02, eta: 23:26:36, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9631, loss_cls: 1.9305, loss: 1.9305 +2023-12-07 22:18:46,267 - pyskl - INFO - Epoch [11][1700/2506] lr: 2.469e-02, eta: 23:26:04, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9656, loss_cls: 2.0018, loss: 2.0018 +2023-12-07 22:19:09,819 - pyskl - INFO - Epoch [11][1800/2506] lr: 2.469e-02, eta: 23:25:32, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 1.9189, loss: 1.9189 +2023-12-07 22:19:33,355 - pyskl - INFO - Epoch [11][1900/2506] lr: 2.468e-02, eta: 23:25:00, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9613, loss_cls: 1.9728, loss: 1.9728 +2023-12-07 22:19:56,822 - pyskl - INFO - Epoch [11][2000/2506] lr: 2.468e-02, eta: 23:24:27, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9644, loss_cls: 1.9566, loss: 1.9566 +2023-12-07 22:20:20,307 - pyskl - INFO - Epoch [11][2100/2506] lr: 2.468e-02, eta: 23:23:54, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9656, loss_cls: 1.9336, loss: 1.9336 +2023-12-07 22:20:43,783 - pyskl - INFO - Epoch [11][2200/2506] lr: 2.468e-02, eta: 23:23:21, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9600, loss_cls: 1.9316, loss: 1.9316 +2023-12-07 22:21:07,357 - pyskl - INFO - Epoch [11][2300/2506] lr: 2.467e-02, eta: 23:22:50, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9637, loss_cls: 2.0040, loss: 2.0040 +2023-12-07 22:21:30,890 - pyskl - INFO - Epoch [11][2400/2506] lr: 2.467e-02, eta: 23:22:18, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9694, loss_cls: 1.8793, loss: 1.8793 +2023-12-07 22:21:54,344 - pyskl - INFO - Epoch [11][2500/2506] lr: 2.467e-02, eta: 23:21:45, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9644, loss_cls: 1.9103, loss: 1.9103 +2023-12-07 22:21:56,261 - pyskl - INFO - Saving checkpoint at 11 epochs +2023-12-07 22:23:19,487 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-07 22:23:19,568 - pyskl - INFO - +top1_acc 0.7725 +top5_acc 0.9633 +2023-12-07 22:23:19,574 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_10.pth was removed +2023-12-07 22:23:19,720 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. +2023-12-07 22:23:19,720 - pyskl - INFO - Best top1_acc is 0.7725 at 11 epoch. +2023-12-07 22:23:19,726 - pyskl - INFO - Epoch(val) [11][1031] top1_acc: 0.7725, top5_acc: 0.9633 +2023-12-07 22:24:01,699 - pyskl - INFO - Epoch [12][100/2506] lr: 2.467e-02, eta: 23:24:45, time: 0.420, data_time: 0.184, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9738, loss_cls: 1.8265, loss: 1.8265 +2023-12-07 22:24:25,051 - pyskl - INFO - Epoch [12][200/2506] lr: 2.466e-02, eta: 23:24:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9681, loss_cls: 1.8867, loss: 1.8867 +2023-12-07 22:24:48,402 - pyskl - INFO - Epoch [12][300/2506] lr: 2.466e-02, eta: 23:23:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9656, loss_cls: 1.9842, loss: 1.9842 +2023-12-07 22:25:11,755 - pyskl - INFO - Epoch [12][400/2506] lr: 2.466e-02, eta: 23:23:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9663, loss_cls: 2.0037, loss: 2.0037 +2023-12-07 22:25:35,248 - pyskl - INFO - Epoch [12][500/2506] lr: 2.466e-02, eta: 23:22:28, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9750, loss_cls: 1.8788, loss: 1.8788 +2023-12-07 22:25:58,680 - pyskl - INFO - Epoch [12][600/2506] lr: 2.466e-02, eta: 23:21:54, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9712, loss_cls: 1.9502, loss: 1.9502 +2023-12-07 22:26:22,124 - pyskl - INFO - Epoch [12][700/2506] lr: 2.465e-02, eta: 23:21:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9731, loss_cls: 1.9098, loss: 1.9098 +2023-12-07 22:26:45,486 - pyskl - INFO - Epoch [12][800/2506] lr: 2.465e-02, eta: 23:20:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9681, loss_cls: 1.9540, loss: 1.9540 +2023-12-07 22:27:08,913 - pyskl - INFO - Epoch [12][900/2506] lr: 2.465e-02, eta: 23:20:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9712, loss_cls: 1.8467, loss: 1.8467 +2023-12-07 22:27:32,298 - pyskl - INFO - Epoch [12][1000/2506] lr: 2.465e-02, eta: 23:19:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9606, loss_cls: 1.9468, loss: 1.9468 +2023-12-07 22:27:55,714 - pyskl - INFO - Epoch [12][1100/2506] lr: 2.464e-02, eta: 23:19:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 1.7939, loss: 1.7939 +2023-12-07 22:28:19,055 - pyskl - INFO - Epoch [12][1200/2506] lr: 2.464e-02, eta: 23:18:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 1.9226, loss: 1.9226 +2023-12-07 22:28:42,509 - pyskl - INFO - Epoch [12][1300/2506] lr: 2.464e-02, eta: 23:17:59, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9681, loss_cls: 1.8875, loss: 1.8875 +2023-12-07 22:29:05,989 - pyskl - INFO - Epoch [12][1400/2506] lr: 2.464e-02, eta: 23:17:26, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9694, loss_cls: 1.9277, loss: 1.9277 +2023-12-07 22:29:29,405 - pyskl - INFO - Epoch [12][1500/2506] lr: 2.463e-02, eta: 23:16:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9719, loss_cls: 1.8269, loss: 1.8269 +2023-12-07 22:29:52,797 - pyskl - INFO - Epoch [12][1600/2506] lr: 2.463e-02, eta: 23:16:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9669, loss_cls: 1.9231, loss: 1.9231 +2023-12-07 22:30:16,146 - pyskl - INFO - Epoch [12][1700/2506] lr: 2.463e-02, eta: 23:15:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9781, loss_cls: 1.7855, loss: 1.7855 +2023-12-07 22:30:39,571 - pyskl - INFO - Epoch [12][1800/2506] lr: 2.463e-02, eta: 23:15:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9675, loss_cls: 1.9282, loss: 1.9282 +2023-12-07 22:31:03,045 - pyskl - INFO - Epoch [12][1900/2506] lr: 2.462e-02, eta: 23:14:41, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9587, loss_cls: 1.9926, loss: 1.9926 +2023-12-07 22:31:26,474 - pyskl - INFO - Epoch [12][2000/2506] lr: 2.462e-02, eta: 23:14:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9656, loss_cls: 1.9073, loss: 1.9073 +2023-12-07 22:31:49,967 - pyskl - INFO - Epoch [12][2100/2506] lr: 2.462e-02, eta: 23:13:37, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9744, loss_cls: 1.7986, loss: 1.7986 +2023-12-07 22:32:13,261 - pyskl - INFO - Epoch [12][2200/2506] lr: 2.462e-02, eta: 23:13:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9681, loss_cls: 1.8985, loss: 1.8985 +2023-12-07 22:32:36,619 - pyskl - INFO - Epoch [12][2300/2506] lr: 2.461e-02, eta: 23:12:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9637, loss_cls: 1.9528, loss: 1.9528 +2023-12-07 22:33:00,034 - pyskl - INFO - Epoch [12][2400/2506] lr: 2.461e-02, eta: 23:11:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9631, loss_cls: 1.9056, loss: 1.9056 +2023-12-07 22:33:23,461 - pyskl - INFO - Epoch [12][2500/2506] lr: 2.461e-02, eta: 23:11:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 1.9298, loss: 1.9298 +2023-12-07 22:33:25,277 - pyskl - INFO - Saving checkpoint at 12 epochs +2023-12-07 22:34:48,485 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-07 22:34:48,558 - pyskl - INFO - +top1_acc 0.7475 +top5_acc 0.9547 +2023-12-07 22:34:48,562 - pyskl - INFO - Epoch(val) [12][1031] top1_acc: 0.7475, top5_acc: 0.9547 +2023-12-07 22:35:29,729 - pyskl - INFO - Epoch [13][100/2506] lr: 2.460e-02, eta: 23:13:57, time: 0.412, data_time: 0.178, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9700, loss_cls: 1.8153, loss: 1.8153 +2023-12-07 22:35:53,082 - pyskl - INFO - Epoch [13][200/2506] lr: 2.460e-02, eta: 23:13:23, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9694, loss_cls: 1.8723, loss: 1.8723 +2023-12-07 22:36:16,425 - pyskl - INFO - Epoch [13][300/2506] lr: 2.460e-02, eta: 23:12:49, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9681, loss_cls: 1.9345, loss: 1.9345 +2023-12-07 22:36:39,790 - pyskl - INFO - Epoch [13][400/2506] lr: 2.460e-02, eta: 23:12:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9613, loss_cls: 1.9432, loss: 1.9432 +2023-12-07 22:37:03,262 - pyskl - INFO - Epoch [13][500/2506] lr: 2.459e-02, eta: 23:11:44, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9725, loss_cls: 1.7954, loss: 1.7954 +2023-12-07 22:37:26,637 - pyskl - INFO - Epoch [13][600/2506] lr: 2.459e-02, eta: 23:11:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9744, loss_cls: 1.8818, loss: 1.8818 +2023-12-07 22:37:50,046 - pyskl - INFO - Epoch [13][700/2506] lr: 2.459e-02, eta: 23:10:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9675, loss_cls: 1.8710, loss: 1.8710 +2023-12-07 22:38:13,479 - pyskl - INFO - Epoch [13][800/2506] lr: 2.459e-02, eta: 23:10:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9644, loss_cls: 1.9168, loss: 1.9168 +2023-12-07 22:38:36,877 - pyskl - INFO - Epoch [13][900/2506] lr: 2.458e-02, eta: 23:09:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9656, loss_cls: 1.8869, loss: 1.8869 +2023-12-07 22:39:00,355 - pyskl - INFO - Epoch [13][1000/2506] lr: 2.458e-02, eta: 23:09:00, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9494, loss_cls: 1.9011, loss: 1.9011 +2023-12-07 22:39:23,783 - pyskl - INFO - Epoch [13][1100/2506] lr: 2.458e-02, eta: 23:08:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 1.8193, loss: 1.8193 +2023-12-07 22:39:47,157 - pyskl - INFO - Epoch [13][1200/2506] lr: 2.458e-02, eta: 23:07:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 1.9306, loss: 1.9306 +2023-12-07 22:40:10,686 - pyskl - INFO - Epoch [13][1300/2506] lr: 2.457e-02, eta: 23:07:24, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9706, loss_cls: 1.8405, loss: 1.8405 +2023-12-07 22:40:34,026 - pyskl - INFO - Epoch [13][1400/2506] lr: 2.457e-02, eta: 23:06:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9631, loss_cls: 1.9474, loss: 1.9474 +2023-12-07 22:40:57,396 - pyskl - INFO - Epoch [13][1500/2506] lr: 2.457e-02, eta: 23:06:18, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9688, loss_cls: 1.9515, loss: 1.9515 +2023-12-07 22:41:20,813 - pyskl - INFO - Epoch [13][1600/2506] lr: 2.456e-02, eta: 23:05:46, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9663, loss_cls: 1.9115, loss: 1.9115 +2023-12-07 22:41:44,233 - pyskl - INFO - Epoch [13][1700/2506] lr: 2.456e-02, eta: 23:05:14, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9619, loss_cls: 1.9428, loss: 1.9428 +2023-12-07 22:42:07,732 - pyskl - INFO - Epoch [13][1800/2506] lr: 2.456e-02, eta: 23:04:43, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9656, loss_cls: 1.8653, loss: 1.8653 +2023-12-07 22:42:31,139 - pyskl - INFO - Epoch [13][1900/2506] lr: 2.456e-02, eta: 23:04:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9675, loss_cls: 1.8506, loss: 1.8506 +2023-12-07 22:42:54,553 - pyskl - INFO - Epoch [13][2000/2506] lr: 2.455e-02, eta: 23:03:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9681, loss_cls: 1.8467, loss: 1.8467 +2023-12-07 22:43:18,076 - pyskl - INFO - Epoch [13][2100/2506] lr: 2.455e-02, eta: 23:03:08, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 1.8839, loss: 1.8839 +2023-12-07 22:43:41,442 - pyskl - INFO - Epoch [13][2200/2506] lr: 2.455e-02, eta: 23:02:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9744, loss_cls: 1.8356, loss: 1.8356 +2023-12-07 22:44:04,826 - pyskl - INFO - Epoch [13][2300/2506] lr: 2.455e-02, eta: 23:02:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9712, loss_cls: 1.8956, loss: 1.8956 +2023-12-07 22:44:28,287 - pyskl - INFO - Epoch [13][2400/2506] lr: 2.454e-02, eta: 23:01:32, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9606, loss_cls: 2.0093, loss: 2.0093 +2023-12-07 22:44:51,667 - pyskl - INFO - Epoch [13][2500/2506] lr: 2.454e-02, eta: 23:01:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9669, loss_cls: 1.8828, loss: 1.8828 +2023-12-07 22:44:53,515 - pyskl - INFO - Saving checkpoint at 13 epochs +2023-12-07 22:46:16,577 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-07 22:46:16,654 - pyskl - INFO - +top1_acc 0.7567 +top5_acc 0.9625 +2023-12-07 22:46:16,659 - pyskl - INFO - Epoch(val) [13][1031] top1_acc: 0.7567, top5_acc: 0.9625 +2023-12-07 22:46:57,971 - pyskl - INFO - Epoch [14][100/2506] lr: 2.454e-02, eta: 23:03:19, time: 0.413, data_time: 0.178, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9688, loss_cls: 1.8658, loss: 1.8658 +2023-12-07 22:47:21,453 - pyskl - INFO - Epoch [14][200/2506] lr: 2.453e-02, eta: 23:02:48, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9725, loss_cls: 1.8010, loss: 1.8010 +2023-12-07 22:47:44,841 - pyskl - INFO - Epoch [14][300/2506] lr: 2.453e-02, eta: 23:02:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9700, loss_cls: 1.9242, loss: 1.9242 +2023-12-07 22:48:08,192 - pyskl - INFO - Epoch [14][400/2506] lr: 2.453e-02, eta: 23:01:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9688, loss_cls: 1.8546, loss: 1.8546 +2023-12-07 22:48:31,524 - pyskl - INFO - Epoch [14][500/2506] lr: 2.453e-02, eta: 23:01:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9700, loss_cls: 1.8583, loss: 1.8583 +2023-12-07 22:48:54,907 - pyskl - INFO - Epoch [14][600/2506] lr: 2.452e-02, eta: 23:00:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 1.7742, loss: 1.7742 +2023-12-07 22:49:18,247 - pyskl - INFO - Epoch [14][700/2506] lr: 2.452e-02, eta: 23:00:04, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 1.9190, loss: 1.9190 +2023-12-07 22:49:41,592 - pyskl - INFO - Epoch [14][800/2506] lr: 2.452e-02, eta: 22:59:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9700, loss_cls: 1.8744, loss: 1.8744 +2023-12-07 22:50:04,988 - pyskl - INFO - Epoch [14][900/2506] lr: 2.451e-02, eta: 22:59:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9731, loss_cls: 1.8607, loss: 1.8607 +2023-12-07 22:50:28,498 - pyskl - INFO - Epoch [14][1000/2506] lr: 2.451e-02, eta: 22:58:29, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9675, loss_cls: 1.8205, loss: 1.8205 +2023-12-07 22:50:51,865 - pyskl - INFO - Epoch [14][1100/2506] lr: 2.451e-02, eta: 22:57:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 1.9196, loss: 1.9196 +2023-12-07 22:51:15,256 - pyskl - INFO - Epoch [14][1200/2506] lr: 2.451e-02, eta: 22:57:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9581, loss_cls: 2.0100, loss: 2.0100 +2023-12-07 22:51:38,601 - pyskl - INFO - Epoch [14][1300/2506] lr: 2.450e-02, eta: 22:56:52, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9700, loss_cls: 1.8550, loss: 1.8550 +2023-12-07 22:52:02,019 - pyskl - INFO - Epoch [14][1400/2506] lr: 2.450e-02, eta: 22:56:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9706, loss_cls: 1.8399, loss: 1.8399 +2023-12-07 22:52:25,355 - pyskl - INFO - Epoch [14][1500/2506] lr: 2.450e-02, eta: 22:55:48, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9631, loss_cls: 1.9447, loss: 1.9447 +2023-12-07 22:52:48,781 - pyskl - INFO - Epoch [14][1600/2506] lr: 2.449e-02, eta: 22:55:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9631, loss_cls: 1.8950, loss: 1.8950 +2023-12-07 22:53:12,144 - pyskl - INFO - Epoch [14][1700/2506] lr: 2.449e-02, eta: 22:54:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9731, loss_cls: 1.8677, loss: 1.8677 +2023-12-07 22:53:35,548 - pyskl - INFO - Epoch [14][1800/2506] lr: 2.449e-02, eta: 22:54:14, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 1.8492, loss: 1.8492 +2023-12-07 22:53:58,903 - pyskl - INFO - Epoch [14][1900/2506] lr: 2.448e-02, eta: 22:53:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9675, loss_cls: 1.8044, loss: 1.8044 +2023-12-07 22:54:22,279 - pyskl - INFO - Epoch [14][2000/2506] lr: 2.448e-02, eta: 22:53:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9656, loss_cls: 1.8793, loss: 1.8793 +2023-12-07 22:54:45,644 - pyskl - INFO - Epoch [14][2100/2506] lr: 2.448e-02, eta: 22:52:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9700, loss_cls: 1.8964, loss: 1.8964 +2023-12-07 22:55:09,041 - pyskl - INFO - Epoch [14][2200/2506] lr: 2.448e-02, eta: 22:52:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9694, loss_cls: 1.8825, loss: 1.8825 +2023-12-07 22:55:32,430 - pyskl - INFO - Epoch [14][2300/2506] lr: 2.447e-02, eta: 22:51:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9706, loss_cls: 1.8478, loss: 1.8478 +2023-12-07 22:55:55,796 - pyskl - INFO - Epoch [14][2400/2506] lr: 2.447e-02, eta: 22:51:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9738, loss_cls: 1.8059, loss: 1.8059 +2023-12-07 22:56:19,171 - pyskl - INFO - Epoch [14][2500/2506] lr: 2.447e-02, eta: 22:50:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9669, loss_cls: 1.9152, loss: 1.9152 +2023-12-07 22:56:21,031 - pyskl - INFO - Saving checkpoint at 14 epochs +2023-12-07 22:57:44,479 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-07 22:57:44,552 - pyskl - INFO - +top1_acc 0.7880 +top5_acc 0.9663 +2023-12-07 22:57:44,557 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_11.pth was removed +2023-12-07 22:57:44,689 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. +2023-12-07 22:57:44,689 - pyskl - INFO - Best top1_acc is 0.7880 at 14 epoch. +2023-12-07 22:57:44,694 - pyskl - INFO - Epoch(val) [14][1031] top1_acc: 0.7880, top5_acc: 0.9663 +2023-12-07 22:58:26,328 - pyskl - INFO - Epoch [15][100/2506] lr: 2.446e-02, eta: 22:52:42, time: 0.416, data_time: 0.181, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9694, loss_cls: 1.8521, loss: 1.8521 +2023-12-07 22:58:49,773 - pyskl - INFO - Epoch [15][200/2506] lr: 2.446e-02, eta: 22:52:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9719, loss_cls: 1.8075, loss: 1.8075 +2023-12-07 22:59:13,317 - pyskl - INFO - Epoch [15][300/2506] lr: 2.446e-02, eta: 22:51:41, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 1.7702, loss: 1.7702 +2023-12-07 22:59:36,848 - pyskl - INFO - Epoch [15][400/2506] lr: 2.445e-02, eta: 22:51:10, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9688, loss_cls: 1.8623, loss: 1.8623 +2023-12-07 23:00:00,199 - pyskl - INFO - Epoch [15][500/2506] lr: 2.445e-02, eta: 22:50:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9738, loss_cls: 1.8391, loss: 1.8391 +2023-12-07 23:00:23,690 - pyskl - INFO - Epoch [15][600/2506] lr: 2.445e-02, eta: 22:50:08, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9825, loss_cls: 1.8173, loss: 1.8173 +2023-12-07 23:00:47,138 - pyskl - INFO - Epoch [15][700/2506] lr: 2.445e-02, eta: 22:49:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9606, loss_cls: 1.8794, loss: 1.8794 +2023-12-07 23:01:10,591 - pyskl - INFO - Epoch [15][800/2506] lr: 2.444e-02, eta: 22:49:06, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9694, loss_cls: 1.9111, loss: 1.9111 +2023-12-07 23:01:34,092 - pyskl - INFO - Epoch [15][900/2506] lr: 2.444e-02, eta: 22:48:36, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9637, loss_cls: 1.9207, loss: 1.9207 +2023-12-07 23:01:57,501 - pyskl - INFO - Epoch [15][1000/2506] lr: 2.444e-02, eta: 22:48:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 1.8582, loss: 1.8582 +2023-12-07 23:02:20,890 - pyskl - INFO - Epoch [15][1100/2506] lr: 2.443e-02, eta: 22:47:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9750, loss_cls: 1.8439, loss: 1.8439 +2023-12-07 23:02:44,261 - pyskl - INFO - Epoch [15][1200/2506] lr: 2.443e-02, eta: 22:47:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9806, loss_cls: 1.7995, loss: 1.7995 +2023-12-07 23:03:07,723 - pyskl - INFO - Epoch [15][1300/2506] lr: 2.443e-02, eta: 22:46:31, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9675, loss_cls: 1.8228, loss: 1.8228 +2023-12-07 23:03:31,198 - pyskl - INFO - Epoch [15][1400/2506] lr: 2.442e-02, eta: 22:46:01, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9694, loss_cls: 1.9120, loss: 1.9120 +2023-12-07 23:03:54,580 - pyskl - INFO - Epoch [15][1500/2506] lr: 2.442e-02, eta: 22:45:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9725, loss_cls: 1.7669, loss: 1.7669 +2023-12-07 23:04:18,027 - pyskl - INFO - Epoch [15][1600/2506] lr: 2.442e-02, eta: 22:44:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9706, loss_cls: 1.8106, loss: 1.8106 +2023-12-07 23:04:41,445 - pyskl - INFO - Epoch [15][1700/2506] lr: 2.441e-02, eta: 22:44:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9650, loss_cls: 1.8941, loss: 1.8941 +2023-12-07 23:05:04,845 - pyskl - INFO - Epoch [15][1800/2506] lr: 2.441e-02, eta: 22:43:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9700, loss_cls: 1.8781, loss: 1.8781 +2023-12-07 23:05:28,233 - pyskl - INFO - Epoch [15][1900/2506] lr: 2.441e-02, eta: 22:43:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9613, loss_cls: 1.9582, loss: 1.9582 +2023-12-07 23:05:51,722 - pyskl - INFO - Epoch [15][2000/2506] lr: 2.440e-02, eta: 22:42:56, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9719, loss_cls: 1.8591, loss: 1.8591 +2023-12-07 23:06:15,187 - pyskl - INFO - Epoch [15][2100/2506] lr: 2.440e-02, eta: 22:42:26, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9700, loss_cls: 1.9108, loss: 1.9108 +2023-12-07 23:06:38,668 - pyskl - INFO - Epoch [15][2200/2506] lr: 2.440e-02, eta: 22:41:55, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9694, loss_cls: 1.8648, loss: 1.8648 +2023-12-07 23:07:02,190 - pyskl - INFO - Epoch [15][2300/2506] lr: 2.439e-02, eta: 22:41:26, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9631, loss_cls: 1.8937, loss: 1.8937 +2023-12-07 23:07:25,555 - pyskl - INFO - Epoch [15][2400/2506] lr: 2.439e-02, eta: 22:40:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9675, loss_cls: 1.8936, loss: 1.8936 +2023-12-07 23:07:48,951 - pyskl - INFO - Epoch [15][2500/2506] lr: 2.439e-02, eta: 22:40:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 1.7858, loss: 1.7858 +2023-12-07 23:07:50,805 - pyskl - INFO - Saving checkpoint at 15 epochs +2023-12-07 23:09:14,168 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-07 23:09:14,246 - pyskl - INFO - +top1_acc 0.7286 +top5_acc 0.9537 +2023-12-07 23:09:14,251 - pyskl - INFO - Epoch(val) [15][1031] top1_acc: 0.7286, top5_acc: 0.9537 +2023-12-07 23:09:55,651 - pyskl - INFO - Epoch [16][100/2506] lr: 2.439e-02, eta: 22:42:20, time: 0.414, data_time: 0.181, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9731, loss_cls: 1.8210, loss: 1.8210 +2023-12-07 23:10:19,168 - pyskl - INFO - Epoch [16][200/2506] lr: 2.438e-02, eta: 22:41:50, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9700, loss_cls: 1.8341, loss: 1.8341 +2023-12-07 23:10:42,590 - pyskl - INFO - Epoch [16][300/2506] lr: 2.438e-02, eta: 22:41:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 1.8001, loss: 1.8001 +2023-12-07 23:11:05,960 - pyskl - INFO - Epoch [16][400/2506] lr: 2.438e-02, eta: 22:40:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9756, loss_cls: 1.8377, loss: 1.8377 +2023-12-07 23:11:29,396 - pyskl - INFO - Epoch [16][500/2506] lr: 2.437e-02, eta: 22:40:18, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 1.7937, loss: 1.7937 +2023-12-07 23:11:52,764 - pyskl - INFO - Epoch [16][600/2506] lr: 2.437e-02, eta: 22:39:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9700, loss_cls: 1.8304, loss: 1.8304 +2023-12-07 23:12:16,050 - pyskl - INFO - Epoch [16][700/2506] lr: 2.437e-02, eta: 22:39:15, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9750, loss_cls: 1.7806, loss: 1.7806 +2023-12-07 23:12:39,366 - pyskl - INFO - Epoch [16][800/2506] lr: 2.436e-02, eta: 22:38:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 1.7514, loss: 1.7514 +2023-12-07 23:13:02,779 - pyskl - INFO - Epoch [16][900/2506] lr: 2.436e-02, eta: 22:38:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9681, loss_cls: 1.8566, loss: 1.8566 +2023-12-07 23:13:26,187 - pyskl - INFO - Epoch [16][1000/2506] lr: 2.436e-02, eta: 22:37:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9700, loss_cls: 1.8947, loss: 1.8947 +2023-12-07 23:13:49,634 - pyskl - INFO - Epoch [16][1100/2506] lr: 2.435e-02, eta: 22:37:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 1.8369, loss: 1.8369 +2023-12-07 23:14:13,029 - pyskl - INFO - Epoch [16][1200/2506] lr: 2.435e-02, eta: 22:36:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9656, loss_cls: 1.9056, loss: 1.9056 +2023-12-07 23:14:36,472 - pyskl - INFO - Epoch [16][1300/2506] lr: 2.435e-02, eta: 22:36:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 1.8460, loss: 1.8460 +2023-12-07 23:14:59,900 - pyskl - INFO - Epoch [16][1400/2506] lr: 2.434e-02, eta: 22:35:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9656, loss_cls: 1.9238, loss: 1.9238 +2023-12-07 23:15:23,413 - pyskl - INFO - Epoch [16][1500/2506] lr: 2.434e-02, eta: 22:35:11, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9738, loss_cls: 1.8256, loss: 1.8256 +2023-12-07 23:15:46,769 - pyskl - INFO - Epoch [16][1600/2506] lr: 2.434e-02, eta: 22:34:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9738, loss_cls: 1.7525, loss: 1.7525 +2023-12-07 23:16:10,129 - pyskl - INFO - Epoch [16][1700/2506] lr: 2.433e-02, eta: 22:34:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9725, loss_cls: 1.6891, loss: 1.6891 +2023-12-07 23:16:33,517 - pyskl - INFO - Epoch [16][1800/2506] lr: 2.433e-02, eta: 22:33:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 1.8242, loss: 1.8242 +2023-12-07 23:16:56,881 - pyskl - INFO - Epoch [16][1900/2506] lr: 2.433e-02, eta: 22:33:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9750, loss_cls: 1.8622, loss: 1.8622 +2023-12-07 23:17:20,258 - pyskl - INFO - Epoch [16][2000/2506] lr: 2.432e-02, eta: 22:32:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9781, loss_cls: 1.7710, loss: 1.7710 +2023-12-07 23:17:43,761 - pyskl - INFO - Epoch [16][2100/2506] lr: 2.432e-02, eta: 22:32:08, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9725, loss_cls: 1.8181, loss: 1.8181 +2023-12-07 23:18:07,167 - pyskl - INFO - Epoch [16][2200/2506] lr: 2.432e-02, eta: 22:31:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9663, loss_cls: 1.8495, loss: 1.8495 +2023-12-07 23:18:30,561 - pyskl - INFO - Epoch [16][2300/2506] lr: 2.431e-02, eta: 22:31:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9650, loss_cls: 1.8728, loss: 1.8728 +2023-12-07 23:18:53,871 - pyskl - INFO - Epoch [16][2400/2506] lr: 2.431e-02, eta: 22:30:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 1.8003, loss: 1.8003 +2023-12-07 23:19:17,302 - pyskl - INFO - Epoch [16][2500/2506] lr: 2.430e-02, eta: 22:30:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9631, loss_cls: 1.8982, loss: 1.8982 +2023-12-07 23:19:19,190 - pyskl - INFO - Saving checkpoint at 16 epochs +2023-12-07 23:20:42,635 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-07 23:20:42,707 - pyskl - INFO - +top1_acc 0.7896 +top5_acc 0.9655 +2023-12-07 23:20:42,712 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_14.pth was removed +2023-12-07 23:20:42,853 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. +2023-12-07 23:20:42,854 - pyskl - INFO - Best top1_acc is 0.7896 at 16 epoch. +2023-12-07 23:20:42,858 - pyskl - INFO - Epoch(val) [16][1031] top1_acc: 0.7896, top5_acc: 0.9655 +2023-12-07 23:21:24,654 - pyskl - INFO - Epoch [17][100/2506] lr: 2.430e-02, eta: 22:31:56, time: 0.418, data_time: 0.183, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 1.7674, loss: 1.7674 +2023-12-07 23:21:48,220 - pyskl - INFO - Epoch [17][200/2506] lr: 2.430e-02, eta: 22:31:27, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9756, loss_cls: 1.7536, loss: 1.7536 +2023-12-07 23:22:11,723 - pyskl - INFO - Epoch [17][300/2506] lr: 2.429e-02, eta: 22:30:57, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9663, loss_cls: 1.8126, loss: 1.8126 +2023-12-07 23:22:35,142 - pyskl - INFO - Epoch [17][400/2506] lr: 2.429e-02, eta: 22:30:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9613, loss_cls: 1.8404, loss: 1.8404 +2023-12-07 23:22:58,497 - pyskl - INFO - Epoch [17][500/2506] lr: 2.429e-02, eta: 22:29:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9750, loss_cls: 1.7425, loss: 1.7425 +2023-12-07 23:23:21,924 - pyskl - INFO - Epoch [17][600/2506] lr: 2.428e-02, eta: 22:29:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9675, loss_cls: 1.8223, loss: 1.8223 +2023-12-07 23:23:45,326 - pyskl - INFO - Epoch [17][700/2506] lr: 2.428e-02, eta: 22:28:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9750, loss_cls: 1.8050, loss: 1.8050 +2023-12-07 23:24:08,840 - pyskl - INFO - Epoch [17][800/2506] lr: 2.428e-02, eta: 22:28:26, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9725, loss_cls: 1.8224, loss: 1.8224 +2023-12-07 23:24:32,255 - pyskl - INFO - Epoch [17][900/2506] lr: 2.427e-02, eta: 22:27:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 1.7856, loss: 1.7856 +2023-12-07 23:24:55,667 - pyskl - INFO - Epoch [17][1000/2506] lr: 2.427e-02, eta: 22:27:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9731, loss_cls: 1.8600, loss: 1.8600 +2023-12-07 23:25:19,029 - pyskl - INFO - Epoch [17][1100/2506] lr: 2.427e-02, eta: 22:26:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9738, loss_cls: 1.8399, loss: 1.8399 +2023-12-07 23:25:42,500 - pyskl - INFO - Epoch [17][1200/2506] lr: 2.426e-02, eta: 22:26:26, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9762, loss_cls: 1.7050, loss: 1.7050 +2023-12-07 23:26:05,877 - pyskl - INFO - Epoch [17][1300/2506] lr: 2.426e-02, eta: 22:25:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 1.7805, loss: 1.7805 +2023-12-07 23:26:29,258 - pyskl - INFO - Epoch [17][1400/2506] lr: 2.426e-02, eta: 22:25:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9769, loss_cls: 1.7486, loss: 1.7486 +2023-12-07 23:26:52,745 - pyskl - INFO - Epoch [17][1500/2506] lr: 2.425e-02, eta: 22:24:56, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9756, loss_cls: 1.8519, loss: 1.8519 +2023-12-07 23:27:16,185 - pyskl - INFO - Epoch [17][1600/2506] lr: 2.425e-02, eta: 22:24:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9769, loss_cls: 1.7568, loss: 1.7568 +2023-12-07 23:27:39,614 - pyskl - INFO - Epoch [17][1700/2506] lr: 2.425e-02, eta: 22:23:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9669, loss_cls: 1.8343, loss: 1.8343 +2023-12-07 23:28:02,984 - pyskl - INFO - Epoch [17][1800/2506] lr: 2.424e-02, eta: 22:23:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9663, loss_cls: 1.8548, loss: 1.8548 +2023-12-07 23:28:26,349 - pyskl - INFO - Epoch [17][1900/2506] lr: 2.424e-02, eta: 22:22:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9656, loss_cls: 1.8736, loss: 1.8736 +2023-12-07 23:28:49,659 - pyskl - INFO - Epoch [17][2000/2506] lr: 2.423e-02, eta: 22:22:25, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9762, loss_cls: 1.7303, loss: 1.7303 +2023-12-07 23:29:12,990 - pyskl - INFO - Epoch [17][2100/2506] lr: 2.423e-02, eta: 22:21:55, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9719, loss_cls: 1.8107, loss: 1.8107 +2023-12-07 23:29:36,311 - pyskl - INFO - Epoch [17][2200/2506] lr: 2.423e-02, eta: 22:21:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 1.7587, loss: 1.7587 +2023-12-07 23:29:59,748 - pyskl - INFO - Epoch [17][2300/2506] lr: 2.422e-02, eta: 22:20:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 1.7745, loss: 1.7745 +2023-12-07 23:30:23,146 - pyskl - INFO - Epoch [17][2400/2506] lr: 2.422e-02, eta: 22:20:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9637, loss_cls: 1.9083, loss: 1.9083 +2023-12-07 23:30:46,580 - pyskl - INFO - Epoch [17][2500/2506] lr: 2.422e-02, eta: 22:19:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9725, loss_cls: 1.8101, loss: 1.8101 +2023-12-07 23:30:48,440 - pyskl - INFO - Saving checkpoint at 17 epochs +2023-12-07 23:32:11,778 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-07 23:32:11,853 - pyskl - INFO - +top1_acc 0.7897 +top5_acc 0.9622 +2023-12-07 23:32:11,858 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_16.pth was removed +2023-12-07 23:32:11,994 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_17.pth. +2023-12-07 23:32:11,994 - pyskl - INFO - Best top1_acc is 0.7897 at 17 epoch. +2023-12-07 23:32:11,998 - pyskl - INFO - Epoch(val) [17][1031] top1_acc: 0.7897, top5_acc: 0.9622 +2023-12-07 23:32:53,727 - pyskl - INFO - Epoch [18][100/2506] lr: 2.421e-02, eta: 22:21:36, time: 0.417, data_time: 0.183, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 1.7278, loss: 1.7278 +2023-12-07 23:33:17,034 - pyskl - INFO - Epoch [18][200/2506] lr: 2.421e-02, eta: 22:21:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 1.7565, loss: 1.7565 +2023-12-07 23:33:40,397 - pyskl - INFO - Epoch [18][300/2506] lr: 2.421e-02, eta: 22:20:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 1.7853, loss: 1.7853 +2023-12-07 23:34:03,748 - pyskl - INFO - Epoch [18][400/2506] lr: 2.420e-02, eta: 22:20:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9719, loss_cls: 1.8005, loss: 1.8005 +2023-12-07 23:34:27,051 - pyskl - INFO - Epoch [18][500/2506] lr: 2.420e-02, eta: 22:19:33, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9762, loss_cls: 1.8365, loss: 1.8365 +2023-12-07 23:34:50,457 - pyskl - INFO - Epoch [18][600/2506] lr: 2.419e-02, eta: 22:19:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9712, loss_cls: 1.8202, loss: 1.8202 +2023-12-07 23:35:13,848 - pyskl - INFO - Epoch [18][700/2506] lr: 2.419e-02, eta: 22:18:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9750, loss_cls: 1.7704, loss: 1.7704 +2023-12-07 23:35:37,238 - pyskl - INFO - Epoch [18][800/2506] lr: 2.419e-02, eta: 22:18:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9706, loss_cls: 1.8722, loss: 1.8722 +2023-12-07 23:36:00,675 - pyskl - INFO - Epoch [18][900/2506] lr: 2.418e-02, eta: 22:17:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9700, loss_cls: 1.7888, loss: 1.7888 +2023-12-07 23:36:24,088 - pyskl - INFO - Epoch [18][1000/2506] lr: 2.418e-02, eta: 22:17:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9650, loss_cls: 1.7925, loss: 1.7925 +2023-12-07 23:36:47,533 - pyskl - INFO - Epoch [18][1100/2506] lr: 2.418e-02, eta: 22:16:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 1.7476, loss: 1.7476 +2023-12-07 23:37:10,915 - pyskl - INFO - Epoch [18][1200/2506] lr: 2.417e-02, eta: 22:16:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9656, loss_cls: 1.8475, loss: 1.8475 +2023-12-07 23:37:34,291 - pyskl - INFO - Epoch [18][1300/2506] lr: 2.417e-02, eta: 22:15:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9725, loss_cls: 1.8086, loss: 1.8086 +2023-12-07 23:37:57,774 - pyskl - INFO - Epoch [18][1400/2506] lr: 2.416e-02, eta: 22:15:06, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 1.8398, loss: 1.8398 +2023-12-07 23:38:21,344 - pyskl - INFO - Epoch [18][1500/2506] lr: 2.416e-02, eta: 22:14:38, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 1.7972, loss: 1.7972 +2023-12-07 23:38:44,793 - pyskl - INFO - Epoch [18][1600/2506] lr: 2.416e-02, eta: 22:14:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 1.7479, loss: 1.7479 +2023-12-07 23:39:08,209 - pyskl - INFO - Epoch [18][1700/2506] lr: 2.415e-02, eta: 22:13:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9762, loss_cls: 1.7919, loss: 1.7919 +2023-12-07 23:39:31,657 - pyskl - INFO - Epoch [18][1800/2506] lr: 2.415e-02, eta: 22:13:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 1.7817, loss: 1.7817 +2023-12-07 23:39:55,169 - pyskl - INFO - Epoch [18][1900/2506] lr: 2.415e-02, eta: 22:12:41, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9712, loss_cls: 1.8418, loss: 1.8418 +2023-12-07 23:40:18,602 - pyskl - INFO - Epoch [18][2000/2506] lr: 2.414e-02, eta: 22:12:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9750, loss_cls: 1.8937, loss: 1.8937 +2023-12-07 23:40:42,012 - pyskl - INFO - Epoch [18][2100/2506] lr: 2.414e-02, eta: 22:11:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9750, loss_cls: 1.8446, loss: 1.8446 +2023-12-07 23:41:05,468 - pyskl - INFO - Epoch [18][2200/2506] lr: 2.413e-02, eta: 22:11:13, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9731, loss_cls: 1.7876, loss: 1.7876 +2023-12-07 23:41:28,879 - pyskl - INFO - Epoch [18][2300/2506] lr: 2.413e-02, eta: 22:10:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9762, loss_cls: 1.8024, loss: 1.8024 +2023-12-07 23:41:52,346 - pyskl - INFO - Epoch [18][2400/2506] lr: 2.413e-02, eta: 22:10:15, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 1.7936, loss: 1.7936 +2023-12-07 23:42:15,817 - pyskl - INFO - Epoch [18][2500/2506] lr: 2.412e-02, eta: 22:09:46, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 1.8003, loss: 1.8003 +2023-12-07 23:42:17,806 - pyskl - INFO - Saving checkpoint at 18 epochs +2023-12-07 23:43:41,173 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-07 23:43:41,249 - pyskl - INFO - +top1_acc 0.7608 +top5_acc 0.9558 +2023-12-07 23:43:41,253 - pyskl - INFO - Epoch(val) [18][1031] top1_acc: 0.7608, top5_acc: 0.9558 +2023-12-07 23:44:22,760 - pyskl - INFO - Epoch [19][100/2506] lr: 2.412e-02, eta: 22:11:17, time: 0.415, data_time: 0.181, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9656, loss_cls: 1.8762, loss: 1.8762 +2023-12-07 23:44:46,225 - pyskl - INFO - Epoch [19][200/2506] lr: 2.411e-02, eta: 22:10:48, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9706, loss_cls: 1.8256, loss: 1.8256 +2023-12-07 23:45:09,728 - pyskl - INFO - Epoch [19][300/2506] lr: 2.411e-02, eta: 22:10:19, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9781, loss_cls: 1.7555, loss: 1.7555 +2023-12-07 23:45:33,137 - pyskl - INFO - Epoch [19][400/2506] lr: 2.411e-02, eta: 22:09:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 1.6805, loss: 1.6805 +2023-12-07 23:45:56,565 - pyskl - INFO - Epoch [19][500/2506] lr: 2.410e-02, eta: 22:09:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9756, loss_cls: 1.7607, loss: 1.7607 +2023-12-07 23:46:19,995 - pyskl - INFO - Epoch [19][600/2506] lr: 2.410e-02, eta: 22:08:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9675, loss_cls: 1.8317, loss: 1.8317 +2023-12-07 23:46:43,465 - pyskl - INFO - Epoch [19][700/2506] lr: 2.410e-02, eta: 22:08:21, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9700, loss_cls: 1.7985, loss: 1.7985 +2023-12-07 23:47:06,847 - pyskl - INFO - Epoch [19][800/2506] lr: 2.409e-02, eta: 22:07:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 1.7926, loss: 1.7926 +2023-12-07 23:47:30,238 - pyskl - INFO - Epoch [19][900/2506] lr: 2.409e-02, eta: 22:07:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9669, loss_cls: 1.8078, loss: 1.8078 +2023-12-07 23:47:53,726 - pyskl - INFO - Epoch [19][1000/2506] lr: 2.408e-02, eta: 22:06:53, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9731, loss_cls: 1.8098, loss: 1.8098 +2023-12-07 23:48:17,211 - pyskl - INFO - Epoch [19][1100/2506] lr: 2.408e-02, eta: 22:06:25, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9769, loss_cls: 1.8576, loss: 1.8576 +2023-12-07 23:48:40,654 - pyskl - INFO - Epoch [19][1200/2506] lr: 2.408e-02, eta: 22:05:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9731, loss_cls: 1.7823, loss: 1.7823 +2023-12-07 23:49:04,236 - pyskl - INFO - Epoch [19][1300/2506] lr: 2.407e-02, eta: 22:05:27, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 1.7425, loss: 1.7425 +2023-12-07 23:49:27,757 - pyskl - INFO - Epoch [19][1400/2506] lr: 2.407e-02, eta: 22:04:59, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9688, loss_cls: 1.8926, loss: 1.8926 +2023-12-07 23:49:51,269 - pyskl - INFO - Epoch [19][1500/2506] lr: 2.406e-02, eta: 22:04:30, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9738, loss_cls: 1.8015, loss: 1.8015 +2023-12-07 23:50:14,677 - pyskl - INFO - Epoch [19][1600/2506] lr: 2.406e-02, eta: 22:04:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9744, loss_cls: 1.8167, loss: 1.8167 +2023-12-07 23:50:38,226 - pyskl - INFO - Epoch [19][1700/2506] lr: 2.406e-02, eta: 22:03:33, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9738, loss_cls: 1.7735, loss: 1.7735 +2023-12-07 23:51:01,663 - pyskl - INFO - Epoch [19][1800/2506] lr: 2.405e-02, eta: 22:03:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9719, loss_cls: 1.8676, loss: 1.8676 +2023-12-07 23:51:25,098 - pyskl - INFO - Epoch [19][1900/2506] lr: 2.405e-02, eta: 22:02:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 1.7635, loss: 1.7635 +2023-12-07 23:51:48,534 - pyskl - INFO - Epoch [19][2000/2506] lr: 2.404e-02, eta: 22:02:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 1.8073, loss: 1.8073 +2023-12-07 23:52:11,942 - pyskl - INFO - Epoch [19][2100/2506] lr: 2.404e-02, eta: 22:01:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9769, loss_cls: 1.8335, loss: 1.8335 +2023-12-07 23:52:35,292 - pyskl - INFO - Epoch [19][2200/2506] lr: 2.404e-02, eta: 22:01:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9688, loss_cls: 1.6880, loss: 1.6880 +2023-12-07 23:52:58,733 - pyskl - INFO - Epoch [19][2300/2506] lr: 2.403e-02, eta: 22:00:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9650, loss_cls: 1.7918, loss: 1.7918 +2023-12-07 23:53:22,176 - pyskl - INFO - Epoch [19][2400/2506] lr: 2.403e-02, eta: 22:00:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9844, loss_cls: 1.6899, loss: 1.6899 +2023-12-07 23:53:45,629 - pyskl - INFO - Epoch [19][2500/2506] lr: 2.402e-02, eta: 21:59:41, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 1.8088, loss: 1.8088 +2023-12-07 23:53:47,595 - pyskl - INFO - Saving checkpoint at 19 epochs +2023-12-07 23:55:11,215 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-07 23:55:11,291 - pyskl - INFO - +top1_acc 0.7835 +top5_acc 0.9616 +2023-12-07 23:55:11,295 - pyskl - INFO - Epoch(val) [19][1031] top1_acc: 0.7835, top5_acc: 0.9616 +2023-12-07 23:55:53,208 - pyskl - INFO - Epoch [20][100/2506] lr: 2.402e-02, eta: 22:01:08, time: 0.419, data_time: 0.185, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 1.7815, loss: 1.7815 +2023-12-07 23:56:16,582 - pyskl - INFO - Epoch [20][200/2506] lr: 2.402e-02, eta: 22:00:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9756, loss_cls: 1.8316, loss: 1.8316 +2023-12-07 23:56:39,901 - pyskl - INFO - Epoch [20][300/2506] lr: 2.401e-02, eta: 22:00:08, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9794, loss_cls: 1.8123, loss: 1.8123 +2023-12-07 23:57:03,223 - pyskl - INFO - Epoch [20][400/2506] lr: 2.401e-02, eta: 21:59:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9838, loss_cls: 1.7071, loss: 1.7071 +2023-12-07 23:57:26,604 - pyskl - INFO - Epoch [20][500/2506] lr: 2.400e-02, eta: 21:59:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9663, loss_cls: 1.8700, loss: 1.8700 +2023-12-07 23:57:50,128 - pyskl - INFO - Epoch [20][600/2506] lr: 2.400e-02, eta: 21:58:41, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 1.7640, loss: 1.7640 +2023-12-07 23:58:13,588 - pyskl - INFO - Epoch [20][700/2506] lr: 2.399e-02, eta: 21:58:12, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 1.7289, loss: 1.7289 +2023-12-07 23:58:36,981 - pyskl - INFO - Epoch [20][800/2506] lr: 2.399e-02, eta: 21:57:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 1.6657, loss: 1.6657 +2023-12-07 23:59:00,396 - pyskl - INFO - Epoch [20][900/2506] lr: 2.399e-02, eta: 21:57:14, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 1.6944, loss: 1.6944 +2023-12-07 23:59:23,810 - pyskl - INFO - Epoch [20][1000/2506] lr: 2.398e-02, eta: 21:56:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9756, loss_cls: 1.7098, loss: 1.7098 +2023-12-07 23:59:47,204 - pyskl - INFO - Epoch [20][1100/2506] lr: 2.398e-02, eta: 21:56:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9563, loss_cls: 1.7721, loss: 1.7721 +2023-12-08 00:00:10,727 - pyskl - INFO - Epoch [20][1200/2506] lr: 2.397e-02, eta: 21:55:47, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 1.8581, loss: 1.8581 +2023-12-08 00:00:34,242 - pyskl - INFO - Epoch [20][1300/2506] lr: 2.397e-02, eta: 21:55:19, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9769, loss_cls: 1.7156, loss: 1.7156 +2023-12-08 00:00:57,677 - pyskl - INFO - Epoch [20][1400/2506] lr: 2.397e-02, eta: 21:54:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 1.7663, loss: 1.7663 +2023-12-08 00:01:21,192 - pyskl - INFO - Epoch [20][1500/2506] lr: 2.396e-02, eta: 21:54:22, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9688, loss_cls: 1.8605, loss: 1.8605 +2023-12-08 00:01:44,654 - pyskl - INFO - Epoch [20][1600/2506] lr: 2.396e-02, eta: 21:53:53, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 1.7142, loss: 1.7142 +2023-12-08 00:02:08,100 - pyskl - INFO - Epoch [20][1700/2506] lr: 2.395e-02, eta: 21:53:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 1.6755, loss: 1.6755 +2023-12-08 00:02:31,456 - pyskl - INFO - Epoch [20][1800/2506] lr: 2.395e-02, eta: 21:52:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 1.6407, loss: 1.6407 +2023-12-08 00:02:54,821 - pyskl - INFO - Epoch [20][1900/2506] lr: 2.394e-02, eta: 21:52:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9769, loss_cls: 1.8005, loss: 1.8005 +2023-12-08 00:03:18,245 - pyskl - INFO - Epoch [20][2000/2506] lr: 2.394e-02, eta: 21:51:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9688, loss_cls: 1.8039, loss: 1.8039 +2023-12-08 00:03:41,633 - pyskl - INFO - Epoch [20][2100/2506] lr: 2.394e-02, eta: 21:51:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 1.7265, loss: 1.7265 +2023-12-08 00:04:05,067 - pyskl - INFO - Epoch [20][2200/2506] lr: 2.393e-02, eta: 21:51:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9769, loss_cls: 1.7189, loss: 1.7189 +2023-12-08 00:04:28,487 - pyskl - INFO - Epoch [20][2300/2506] lr: 2.393e-02, eta: 21:50:31, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9775, loss_cls: 1.7458, loss: 1.7458 +2023-12-08 00:04:51,853 - pyskl - INFO - Epoch [20][2400/2506] lr: 2.392e-02, eta: 21:50:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9731, loss_cls: 1.7724, loss: 1.7724 +2023-12-08 00:05:15,309 - pyskl - INFO - Epoch [20][2500/2506] lr: 2.392e-02, eta: 21:49:34, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9775, loss_cls: 1.6878, loss: 1.6878 +2023-12-08 00:05:17,176 - pyskl - INFO - Saving checkpoint at 20 epochs +2023-12-08 00:06:40,353 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 00:06:40,427 - pyskl - INFO - +top1_acc 0.8068 +top5_acc 0.9704 +2023-12-08 00:06:40,431 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_17.pth was removed +2023-12-08 00:06:40,570 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. +2023-12-08 00:06:40,570 - pyskl - INFO - Best top1_acc is 0.8068 at 20 epoch. +2023-12-08 00:06:40,575 - pyskl - INFO - Epoch(val) [20][1031] top1_acc: 0.8068, top5_acc: 0.9704 +2023-12-08 00:07:22,397 - pyskl - INFO - Epoch [21][100/2506] lr: 2.392e-02, eta: 21:50:53, time: 0.418, data_time: 0.184, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9769, loss_cls: 1.6731, loss: 1.6731 +2023-12-08 00:07:45,734 - pyskl - INFO - Epoch [21][200/2506] lr: 2.391e-02, eta: 21:50:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 1.7657, loss: 1.7657 +2023-12-08 00:08:09,286 - pyskl - INFO - Epoch [21][300/2506] lr: 2.391e-02, eta: 21:49:56, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9788, loss_cls: 1.8100, loss: 1.8100 +2023-12-08 00:08:32,666 - pyskl - INFO - Epoch [21][400/2506] lr: 2.390e-02, eta: 21:49:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 1.7018, loss: 1.7018 +2023-12-08 00:08:56,169 - pyskl - INFO - Epoch [21][500/2506] lr: 2.390e-02, eta: 21:48:59, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9694, loss_cls: 1.7340, loss: 1.7340 +2023-12-08 00:09:19,612 - pyskl - INFO - Epoch [21][600/2506] lr: 2.389e-02, eta: 21:48:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9762, loss_cls: 1.7936, loss: 1.7936 +2023-12-08 00:09:43,010 - pyskl - INFO - Epoch [21][700/2506] lr: 2.389e-02, eta: 21:48:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9794, loss_cls: 1.6854, loss: 1.6854 +2023-12-08 00:10:06,469 - pyskl - INFO - Epoch [21][800/2506] lr: 2.389e-02, eta: 21:47:33, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 1.7141, loss: 1.7141 +2023-12-08 00:10:29,930 - pyskl - INFO - Epoch [21][900/2506] lr: 2.388e-02, eta: 21:47:04, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 1.7452, loss: 1.7452 +2023-12-08 00:10:53,353 - pyskl - INFO - Epoch [21][1000/2506] lr: 2.388e-02, eta: 21:46:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9756, loss_cls: 1.7790, loss: 1.7790 +2023-12-08 00:11:16,858 - pyskl - INFO - Epoch [21][1100/2506] lr: 2.387e-02, eta: 21:46:07, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9719, loss_cls: 1.8106, loss: 1.8106 +2023-12-08 00:11:40,259 - pyskl - INFO - Epoch [21][1200/2506] lr: 2.387e-02, eta: 21:45:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9675, loss_cls: 1.7930, loss: 1.7930 +2023-12-08 00:12:03,680 - pyskl - INFO - Epoch [21][1300/2506] lr: 2.386e-02, eta: 21:45:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 1.7545, loss: 1.7545 +2023-12-08 00:12:27,171 - pyskl - INFO - Epoch [21][1400/2506] lr: 2.386e-02, eta: 21:44:42, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 1.7057, loss: 1.7057 +2023-12-08 00:12:50,626 - pyskl - INFO - Epoch [21][1500/2506] lr: 2.385e-02, eta: 21:44:13, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 1.7612, loss: 1.7612 +2023-12-08 00:13:14,152 - pyskl - INFO - Epoch [21][1600/2506] lr: 2.385e-02, eta: 21:43:45, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9788, loss_cls: 1.7936, loss: 1.7936 +2023-12-08 00:13:37,569 - pyskl - INFO - Epoch [21][1700/2506] lr: 2.385e-02, eta: 21:43:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9700, loss_cls: 1.8368, loss: 1.8368 +2023-12-08 00:14:01,000 - pyskl - INFO - Epoch [21][1800/2506] lr: 2.384e-02, eta: 21:42:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9744, loss_cls: 1.7325, loss: 1.7325 +2023-12-08 00:14:24,401 - pyskl - INFO - Epoch [21][1900/2506] lr: 2.384e-02, eta: 21:42:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9656, loss_cls: 1.8722, loss: 1.8722 +2023-12-08 00:14:47,767 - pyskl - INFO - Epoch [21][2000/2506] lr: 2.383e-02, eta: 21:41:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9669, loss_cls: 1.8375, loss: 1.8375 +2023-12-08 00:15:11,165 - pyskl - INFO - Epoch [21][2100/2506] lr: 2.383e-02, eta: 21:41:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9756, loss_cls: 1.7845, loss: 1.7845 +2023-12-08 00:15:34,578 - pyskl - INFO - Epoch [21][2200/2506] lr: 2.382e-02, eta: 21:40:54, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9694, loss_cls: 1.7226, loss: 1.7226 +2023-12-08 00:15:57,996 - pyskl - INFO - Epoch [21][2300/2506] lr: 2.382e-02, eta: 21:40:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 1.7689, loss: 1.7689 +2023-12-08 00:16:21,446 - pyskl - INFO - Epoch [21][2400/2506] lr: 2.382e-02, eta: 21:39:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9700, loss_cls: 1.7310, loss: 1.7310 +2023-12-08 00:16:44,888 - pyskl - INFO - Epoch [21][2500/2506] lr: 2.381e-02, eta: 21:39:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 1.7466, loss: 1.7466 +2023-12-08 00:16:46,728 - pyskl - INFO - Saving checkpoint at 21 epochs +2023-12-08 00:18:10,001 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 00:18:10,074 - pyskl - INFO - +top1_acc 0.7807 +top5_acc 0.9641 +2023-12-08 00:18:10,077 - pyskl - INFO - Epoch(val) [21][1031] top1_acc: 0.7807, top5_acc: 0.9641 +2023-12-08 00:18:52,539 - pyskl - INFO - Epoch [22][100/2506] lr: 2.381e-02, eta: 21:40:46, time: 0.425, data_time: 0.190, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9825, loss_cls: 1.6716, loss: 1.6716 +2023-12-08 00:19:16,038 - pyskl - INFO - Epoch [22][200/2506] lr: 2.380e-02, eta: 21:40:18, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9719, loss_cls: 1.7835, loss: 1.7835 +2023-12-08 00:19:39,330 - pyskl - INFO - Epoch [22][300/2506] lr: 2.380e-02, eta: 21:39:49, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9781, loss_cls: 1.7949, loss: 1.7949 +2023-12-08 00:20:02,774 - pyskl - INFO - Epoch [22][400/2506] lr: 2.379e-02, eta: 21:39:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 1.6883, loss: 1.6883 +2023-12-08 00:20:26,135 - pyskl - INFO - Epoch [22][500/2506] lr: 2.379e-02, eta: 21:38:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 1.7336, loss: 1.7336 +2023-12-08 00:20:49,595 - pyskl - INFO - Epoch [22][600/2506] lr: 2.378e-02, eta: 21:38:23, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9750, loss_cls: 1.7974, loss: 1.7974 +2023-12-08 00:21:12,984 - pyskl - INFO - Epoch [22][700/2506] lr: 2.378e-02, eta: 21:37:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 1.7699, loss: 1.7699 +2023-12-08 00:21:36,406 - pyskl - INFO - Epoch [22][800/2506] lr: 2.377e-02, eta: 21:37:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 1.7145, loss: 1.7145 +2023-12-08 00:21:59,728 - pyskl - INFO - Epoch [22][900/2506] lr: 2.377e-02, eta: 21:36:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 1.6811, loss: 1.6811 +2023-12-08 00:22:23,080 - pyskl - INFO - Epoch [22][1000/2506] lr: 2.377e-02, eta: 21:36:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 1.7100, loss: 1.7100 +2023-12-08 00:22:46,490 - pyskl - INFO - Epoch [22][1100/2506] lr: 2.376e-02, eta: 21:36:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 1.6868, loss: 1.6868 +2023-12-08 00:23:09,889 - pyskl - INFO - Epoch [22][1200/2506] lr: 2.376e-02, eta: 21:35:31, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9788, loss_cls: 1.7149, loss: 1.7149 +2023-12-08 00:23:33,292 - pyskl - INFO - Epoch [22][1300/2506] lr: 2.375e-02, eta: 21:35:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9694, loss_cls: 1.7892, loss: 1.7892 +2023-12-08 00:23:56,690 - pyskl - INFO - Epoch [22][1400/2506] lr: 2.375e-02, eta: 21:34:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 1.7273, loss: 1.7273 +2023-12-08 00:24:20,044 - pyskl - INFO - Epoch [22][1500/2506] lr: 2.374e-02, eta: 21:34:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 1.7629, loss: 1.7629 +2023-12-08 00:24:43,409 - pyskl - INFO - Epoch [22][1600/2506] lr: 2.374e-02, eta: 21:33:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9694, loss_cls: 1.8327, loss: 1.8327 +2023-12-08 00:25:06,711 - pyskl - INFO - Epoch [22][1700/2506] lr: 2.373e-02, eta: 21:33:08, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9750, loss_cls: 1.7589, loss: 1.7589 +2023-12-08 00:25:30,111 - pyskl - INFO - Epoch [22][1800/2506] lr: 2.373e-02, eta: 21:32:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9725, loss_cls: 1.8103, loss: 1.8103 +2023-12-08 00:25:53,481 - pyskl - INFO - Epoch [22][1900/2506] lr: 2.372e-02, eta: 21:32:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9762, loss_cls: 1.8199, loss: 1.8199 +2023-12-08 00:26:16,788 - pyskl - INFO - Epoch [22][2000/2506] lr: 2.372e-02, eta: 21:31:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9706, loss_cls: 1.8224, loss: 1.8224 +2023-12-08 00:26:40,155 - pyskl - INFO - Epoch [22][2100/2506] lr: 2.372e-02, eta: 21:31:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 1.7454, loss: 1.7454 +2023-12-08 00:27:03,488 - pyskl - INFO - Epoch [22][2200/2506] lr: 2.371e-02, eta: 21:30:44, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 1.6649, loss: 1.6649 +2023-12-08 00:27:26,931 - pyskl - INFO - Epoch [22][2300/2506] lr: 2.371e-02, eta: 21:30:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 1.6415, loss: 1.6415 +2023-12-08 00:27:50,244 - pyskl - INFO - Epoch [22][2400/2506] lr: 2.370e-02, eta: 21:29:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 1.6938, loss: 1.6938 +2023-12-08 00:28:13,678 - pyskl - INFO - Epoch [22][2500/2506] lr: 2.370e-02, eta: 21:29:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9750, loss_cls: 1.7656, loss: 1.7656 +2023-12-08 00:28:15,620 - pyskl - INFO - Saving checkpoint at 22 epochs +2023-12-08 00:29:39,041 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 00:29:39,115 - pyskl - INFO - +top1_acc 0.7678 +top5_acc 0.9605 +2023-12-08 00:29:39,119 - pyskl - INFO - Epoch(val) [22][1031] top1_acc: 0.7678, top5_acc: 0.9605 +2023-12-08 00:30:20,781 - pyskl - INFO - Epoch [23][100/2506] lr: 2.369e-02, eta: 21:30:27, time: 0.417, data_time: 0.182, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9800, loss_cls: 1.6275, loss: 1.6275 +2023-12-08 00:30:44,157 - pyskl - INFO - Epoch [23][200/2506] lr: 2.369e-02, eta: 21:29:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9688, loss_cls: 1.6993, loss: 1.6993 +2023-12-08 00:31:07,473 - pyskl - INFO - Epoch [23][300/2506] lr: 2.368e-02, eta: 21:29:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 1.7052, loss: 1.7052 +2023-12-08 00:31:30,991 - pyskl - INFO - Epoch [23][400/2506] lr: 2.368e-02, eta: 21:29:02, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9731, loss_cls: 1.6781, loss: 1.6781 +2023-12-08 00:31:54,432 - pyskl - INFO - Epoch [23][500/2506] lr: 2.367e-02, eta: 21:28:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 1.7782, loss: 1.7782 +2023-12-08 00:32:17,814 - pyskl - INFO - Epoch [23][600/2506] lr: 2.367e-02, eta: 21:28:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 1.6956, loss: 1.6956 +2023-12-08 00:32:41,185 - pyskl - INFO - Epoch [23][700/2506] lr: 2.366e-02, eta: 21:27:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 1.7446, loss: 1.7446 +2023-12-08 00:33:04,586 - pyskl - INFO - Epoch [23][800/2506] lr: 2.366e-02, eta: 21:27:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9744, loss_cls: 1.7885, loss: 1.7885 +2023-12-08 00:33:27,937 - pyskl - INFO - Epoch [23][900/2506] lr: 2.365e-02, eta: 21:26:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9700, loss_cls: 1.6983, loss: 1.6983 +2023-12-08 00:33:51,308 - pyskl - INFO - Epoch [23][1000/2506] lr: 2.365e-02, eta: 21:26:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 1.6653, loss: 1.6653 +2023-12-08 00:34:14,720 - pyskl - INFO - Epoch [23][1100/2506] lr: 2.364e-02, eta: 21:25:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9719, loss_cls: 1.6896, loss: 1.6896 +2023-12-08 00:34:38,075 - pyskl - INFO - Epoch [23][1200/2506] lr: 2.364e-02, eta: 21:25:14, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 1.7329, loss: 1.7329 +2023-12-08 00:35:01,576 - pyskl - INFO - Epoch [23][1300/2506] lr: 2.364e-02, eta: 21:24:47, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9631, loss_cls: 1.7943, loss: 1.7943 +2023-12-08 00:35:25,024 - pyskl - INFO - Epoch [23][1400/2506] lr: 2.363e-02, eta: 21:24:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 1.6575, loss: 1.6575 +2023-12-08 00:35:48,460 - pyskl - INFO - Epoch [23][1500/2506] lr: 2.363e-02, eta: 21:23:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9750, loss_cls: 1.7350, loss: 1.7350 +2023-12-08 00:36:11,902 - pyskl - INFO - Epoch [23][1600/2506] lr: 2.362e-02, eta: 21:23:23, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9656, loss_cls: 1.7398, loss: 1.7398 +2023-12-08 00:36:35,312 - pyskl - INFO - Epoch [23][1700/2506] lr: 2.362e-02, eta: 21:22:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9712, loss_cls: 1.7302, loss: 1.7302 +2023-12-08 00:36:58,657 - pyskl - INFO - Epoch [23][1800/2506] lr: 2.361e-02, eta: 21:22:26, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9756, loss_cls: 1.7948, loss: 1.7948 +2023-12-08 00:37:22,046 - pyskl - INFO - Epoch [23][1900/2506] lr: 2.361e-02, eta: 21:21:58, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9700, loss_cls: 1.6977, loss: 1.6977 +2023-12-08 00:37:45,489 - pyskl - INFO - Epoch [23][2000/2506] lr: 2.360e-02, eta: 21:21:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 1.6667, loss: 1.6667 +2023-12-08 00:38:08,853 - pyskl - INFO - Epoch [23][2100/2506] lr: 2.360e-02, eta: 21:21:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9675, loss_cls: 1.7867, loss: 1.7867 +2023-12-08 00:38:32,357 - pyskl - INFO - Epoch [23][2200/2506] lr: 2.359e-02, eta: 21:20:34, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9731, loss_cls: 1.7804, loss: 1.7804 +2023-12-08 00:38:55,894 - pyskl - INFO - Epoch [23][2300/2506] lr: 2.359e-02, eta: 21:20:07, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9756, loss_cls: 1.7412, loss: 1.7412 +2023-12-08 00:39:19,359 - pyskl - INFO - Epoch [23][2400/2506] lr: 2.358e-02, eta: 21:19:39, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9794, loss_cls: 1.7220, loss: 1.7220 +2023-12-08 00:39:42,784 - pyskl - INFO - Epoch [23][2500/2506] lr: 2.358e-02, eta: 21:19:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 1.7379, loss: 1.7379 +2023-12-08 00:39:44,669 - pyskl - INFO - Saving checkpoint at 23 epochs +2023-12-08 00:41:07,929 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 00:41:08,003 - pyskl - INFO - +top1_acc 0.7980 +top5_acc 0.9662 +2023-12-08 00:41:08,008 - pyskl - INFO - Epoch(val) [23][1031] top1_acc: 0.7980, top5_acc: 0.9662 +2023-12-08 00:41:49,508 - pyskl - INFO - Epoch [24][100/2506] lr: 2.357e-02, eta: 21:20:13, time: 0.415, data_time: 0.181, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 1.7527, loss: 1.7527 +2023-12-08 00:42:12,902 - pyskl - INFO - Epoch [24][200/2506] lr: 2.357e-02, eta: 21:19:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 1.6843, loss: 1.6843 +2023-12-08 00:42:36,219 - pyskl - INFO - Epoch [24][300/2506] lr: 2.356e-02, eta: 21:19:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 1.6487, loss: 1.6487 +2023-12-08 00:42:59,613 - pyskl - INFO - Epoch [24][400/2506] lr: 2.356e-02, eta: 21:18:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9756, loss_cls: 1.7065, loss: 1.7065 +2023-12-08 00:43:22,955 - pyskl - INFO - Epoch [24][500/2506] lr: 2.355e-02, eta: 21:18:20, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9800, loss_cls: 1.7357, loss: 1.7357 +2023-12-08 00:43:46,274 - pyskl - INFO - Epoch [24][600/2506] lr: 2.355e-02, eta: 21:17:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9744, loss_cls: 1.7472, loss: 1.7472 +2023-12-08 00:44:09,604 - pyskl - INFO - Epoch [24][700/2506] lr: 2.354e-02, eta: 21:17:22, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 1.7063, loss: 1.7063 +2023-12-08 00:44:33,060 - pyskl - INFO - Epoch [24][800/2506] lr: 2.354e-02, eta: 21:16:55, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9794, loss_cls: 1.6997, loss: 1.6997 +2023-12-08 00:44:56,413 - pyskl - INFO - Epoch [24][900/2506] lr: 2.353e-02, eta: 21:16:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 1.6933, loss: 1.6933 +2023-12-08 00:45:19,855 - pyskl - INFO - Epoch [24][1000/2506] lr: 2.353e-02, eta: 21:15:58, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 1.6950, loss: 1.6950 +2023-12-08 00:45:43,229 - pyskl - INFO - Epoch [24][1100/2506] lr: 2.352e-02, eta: 21:15:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9650, loss_cls: 1.8170, loss: 1.8170 +2023-12-08 00:46:06,716 - pyskl - INFO - Epoch [24][1200/2506] lr: 2.352e-02, eta: 21:15:03, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 1.7645, loss: 1.7645 +2023-12-08 00:46:30,034 - pyskl - INFO - Epoch [24][1300/2506] lr: 2.351e-02, eta: 21:14:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9725, loss_cls: 1.6919, loss: 1.6919 +2023-12-08 00:46:53,377 - pyskl - INFO - Epoch [24][1400/2506] lr: 2.351e-02, eta: 21:14:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 1.7174, loss: 1.7174 +2023-12-08 00:47:16,731 - pyskl - INFO - Epoch [24][1500/2506] lr: 2.350e-02, eta: 21:13:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9731, loss_cls: 1.7335, loss: 1.7335 +2023-12-08 00:47:40,081 - pyskl - INFO - Epoch [24][1600/2506] lr: 2.350e-02, eta: 21:13:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 1.7320, loss: 1.7320 +2023-12-08 00:48:03,410 - pyskl - INFO - Epoch [24][1700/2506] lr: 2.349e-02, eta: 21:12:41, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9775, loss_cls: 1.6798, loss: 1.6798 +2023-12-08 00:48:26,690 - pyskl - INFO - Epoch [24][1800/2506] lr: 2.349e-02, eta: 21:12:12, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 1.8023, loss: 1.8023 +2023-12-08 00:48:50,147 - pyskl - INFO - Epoch [24][1900/2506] lr: 2.348e-02, eta: 21:11:45, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 1.6250, loss: 1.6250 +2023-12-08 00:49:13,475 - pyskl - INFO - Epoch [24][2000/2506] lr: 2.348e-02, eta: 21:11:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9812, loss_cls: 1.7314, loss: 1.7314 +2023-12-08 00:49:36,759 - pyskl - INFO - Epoch [24][2100/2506] lr: 2.347e-02, eta: 21:10:48, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 1.7228, loss: 1.7228 +2023-12-08 00:50:00,110 - pyskl - INFO - Epoch [24][2200/2506] lr: 2.347e-02, eta: 21:10:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 1.6856, loss: 1.6856 +2023-12-08 00:50:23,422 - pyskl - INFO - Epoch [24][2300/2506] lr: 2.346e-02, eta: 21:09:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9800, loss_cls: 1.6694, loss: 1.6694 +2023-12-08 00:50:46,814 - pyskl - INFO - Epoch [24][2400/2506] lr: 2.346e-02, eta: 21:09:23, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 1.7499, loss: 1.7499 +2023-12-08 00:51:10,179 - pyskl - INFO - Epoch [24][2500/2506] lr: 2.345e-02, eta: 21:08:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9681, loss_cls: 1.6975, loss: 1.6975 +2023-12-08 00:51:12,088 - pyskl - INFO - Saving checkpoint at 24 epochs +2023-12-08 00:52:35,309 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 00:52:35,381 - pyskl - INFO - +top1_acc 0.7881 +top5_acc 0.9660 +2023-12-08 00:52:35,385 - pyskl - INFO - Epoch(val) [24][1031] top1_acc: 0.7881, top5_acc: 0.9660 +2023-12-08 00:53:17,218 - pyskl - INFO - Epoch [25][100/2506] lr: 2.345e-02, eta: 21:09:55, time: 0.418, data_time: 0.183, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 1.6537, loss: 1.6537 +2023-12-08 00:53:40,717 - pyskl - INFO - Epoch [25][200/2506] lr: 2.344e-02, eta: 21:09:27, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 1.7243, loss: 1.7243 +2023-12-08 00:54:04,193 - pyskl - INFO - Epoch [25][300/2506] lr: 2.344e-02, eta: 21:09:00, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 1.7082, loss: 1.7082 +2023-12-08 00:54:27,665 - pyskl - INFO - Epoch [25][400/2506] lr: 2.343e-02, eta: 21:08:32, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 1.6821, loss: 1.6821 +2023-12-08 00:54:51,202 - pyskl - INFO - Epoch [25][500/2506] lr: 2.343e-02, eta: 21:08:05, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9819, loss_cls: 1.6359, loss: 1.6359 +2023-12-08 00:55:14,785 - pyskl - INFO - Epoch [25][600/2506] lr: 2.342e-02, eta: 21:07:38, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9756, loss_cls: 1.7158, loss: 1.7158 +2023-12-08 00:55:38,222 - pyskl - INFO - Epoch [25][700/2506] lr: 2.342e-02, eta: 21:07:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9800, loss_cls: 1.7430, loss: 1.7430 +2023-12-08 00:56:01,725 - pyskl - INFO - Epoch [25][800/2506] lr: 2.341e-02, eta: 21:06:43, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9762, loss_cls: 1.7196, loss: 1.7196 +2023-12-08 00:56:25,217 - pyskl - INFO - Epoch [25][900/2506] lr: 2.341e-02, eta: 21:06:15, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9712, loss_cls: 1.6818, loss: 1.6818 +2023-12-08 00:56:48,735 - pyskl - INFO - Epoch [25][1000/2506] lr: 2.340e-02, eta: 21:05:48, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 1.6323, loss: 1.6323 +2023-12-08 00:57:12,264 - pyskl - INFO - Epoch [25][1100/2506] lr: 2.340e-02, eta: 21:05:21, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9731, loss_cls: 1.6468, loss: 1.6468 +2023-12-08 00:57:35,624 - pyskl - INFO - Epoch [25][1200/2506] lr: 2.339e-02, eta: 21:04:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9788, loss_cls: 1.7256, loss: 1.7256 +2023-12-08 00:57:59,114 - pyskl - INFO - Epoch [25][1300/2506] lr: 2.339e-02, eta: 21:04:25, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9781, loss_cls: 1.7209, loss: 1.7209 +2023-12-08 00:58:22,540 - pyskl - INFO - Epoch [25][1400/2506] lr: 2.338e-02, eta: 21:03:58, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 1.7232, loss: 1.7232 +2023-12-08 00:58:45,983 - pyskl - INFO - Epoch [25][1500/2506] lr: 2.338e-02, eta: 21:03:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9706, loss_cls: 1.6855, loss: 1.6855 +2023-12-08 00:59:09,500 - pyskl - INFO - Epoch [25][1600/2506] lr: 2.337e-02, eta: 21:03:03, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9769, loss_cls: 1.7319, loss: 1.7319 +2023-12-08 00:59:32,939 - pyskl - INFO - Epoch [25][1700/2506] lr: 2.337e-02, eta: 21:02:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 1.7089, loss: 1.7089 +2023-12-08 00:59:56,305 - pyskl - INFO - Epoch [25][1800/2506] lr: 2.336e-02, eta: 21:02:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9806, loss_cls: 1.6499, loss: 1.6499 +2023-12-08 01:00:19,603 - pyskl - INFO - Epoch [25][1900/2506] lr: 2.336e-02, eta: 21:01:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9769, loss_cls: 1.7616, loss: 1.7616 +2023-12-08 01:00:43,055 - pyskl - INFO - Epoch [25][2000/2506] lr: 2.335e-02, eta: 21:01:12, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 1.7439, loss: 1.7439 +2023-12-08 01:01:06,544 - pyskl - INFO - Epoch [25][2100/2506] lr: 2.335e-02, eta: 21:00:44, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9581, loss_cls: 1.8493, loss: 1.8493 +2023-12-08 01:01:30,008 - pyskl - INFO - Epoch [25][2200/2506] lr: 2.334e-02, eta: 21:00:17, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 1.8125, loss: 1.8125 +2023-12-08 01:01:53,445 - pyskl - INFO - Epoch [25][2300/2506] lr: 2.334e-02, eta: 20:59:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9800, loss_cls: 1.7015, loss: 1.7015 +2023-12-08 01:02:16,802 - pyskl - INFO - Epoch [25][2400/2506] lr: 2.333e-02, eta: 20:59:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 1.7300, loss: 1.7300 +2023-12-08 01:02:40,252 - pyskl - INFO - Epoch [25][2500/2506] lr: 2.333e-02, eta: 20:58:54, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 1.7401, loss: 1.7401 +2023-12-08 01:02:42,131 - pyskl - INFO - Saving checkpoint at 25 epochs +2023-12-08 01:04:05,397 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 01:04:05,472 - pyskl - INFO - +top1_acc 0.7848 +top5_acc 0.9673 +2023-12-08 01:04:05,478 - pyskl - INFO - Epoch(val) [25][1031] top1_acc: 0.7848, top5_acc: 0.9673 +2023-12-08 01:04:47,003 - pyskl - INFO - Epoch [26][100/2506] lr: 2.332e-02, eta: 20:59:48, time: 0.415, data_time: 0.181, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9788, loss_cls: 1.6937, loss: 1.6937 +2023-12-08 01:05:10,434 - pyskl - INFO - Epoch [26][200/2506] lr: 2.331e-02, eta: 20:59:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9838, loss_cls: 1.6094, loss: 1.6094 +2023-12-08 01:05:33,825 - pyskl - INFO - Epoch [26][300/2506] lr: 2.331e-02, eta: 20:58:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 1.6687, loss: 1.6687 +2023-12-08 01:05:57,233 - pyskl - INFO - Epoch [26][400/2506] lr: 2.330e-02, eta: 20:58:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9731, loss_cls: 1.7549, loss: 1.7549 +2023-12-08 01:06:20,635 - pyskl - INFO - Epoch [26][500/2506] lr: 2.330e-02, eta: 20:57:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 1.6895, loss: 1.6895 +2023-12-08 01:06:44,025 - pyskl - INFO - Epoch [26][600/2506] lr: 2.329e-02, eta: 20:57:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9756, loss_cls: 1.7491, loss: 1.7491 +2023-12-08 01:07:07,405 - pyskl - INFO - Epoch [26][700/2506] lr: 2.329e-02, eta: 20:57:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9844, loss_cls: 1.6607, loss: 1.6607 +2023-12-08 01:07:30,764 - pyskl - INFO - Epoch [26][800/2506] lr: 2.328e-02, eta: 20:56:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 1.6698, loss: 1.6698 +2023-12-08 01:07:54,079 - pyskl - INFO - Epoch [26][900/2506] lr: 2.328e-02, eta: 20:56:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 1.7295, loss: 1.7295 +2023-12-08 01:08:17,430 - pyskl - INFO - Epoch [26][1000/2506] lr: 2.327e-02, eta: 20:55:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9725, loss_cls: 1.8203, loss: 1.8203 +2023-12-08 01:08:40,749 - pyskl - INFO - Epoch [26][1100/2506] lr: 2.327e-02, eta: 20:55:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 1.6788, loss: 1.6788 +2023-12-08 01:09:04,105 - pyskl - INFO - Epoch [26][1200/2506] lr: 2.326e-02, eta: 20:54:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9731, loss_cls: 1.7593, loss: 1.7593 +2023-12-08 01:09:27,540 - pyskl - INFO - Epoch [26][1300/2506] lr: 2.326e-02, eta: 20:54:14, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 1.6948, loss: 1.6948 +2023-12-08 01:09:51,037 - pyskl - INFO - Epoch [26][1400/2506] lr: 2.325e-02, eta: 20:53:47, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 1.6903, loss: 1.6903 +2023-12-08 01:10:14,459 - pyskl - INFO - Epoch [26][1500/2506] lr: 2.325e-02, eta: 20:53:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 1.7006, loss: 1.7006 +2023-12-08 01:10:37,832 - pyskl - INFO - Epoch [26][1600/2506] lr: 2.324e-02, eta: 20:52:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 1.6818, loss: 1.6818 +2023-12-08 01:11:01,203 - pyskl - INFO - Epoch [26][1700/2506] lr: 2.324e-02, eta: 20:52:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 1.6208, loss: 1.6208 +2023-12-08 01:11:24,615 - pyskl - INFO - Epoch [26][1800/2506] lr: 2.323e-02, eta: 20:51:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 1.6299, loss: 1.6299 +2023-12-08 01:11:48,056 - pyskl - INFO - Epoch [26][1900/2506] lr: 2.322e-02, eta: 20:51:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 1.7431, loss: 1.7431 +2023-12-08 01:12:11,391 - pyskl - INFO - Epoch [26][2000/2506] lr: 2.322e-02, eta: 20:51:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9769, loss_cls: 1.8263, loss: 1.8263 +2023-12-08 01:12:34,797 - pyskl - INFO - Epoch [26][2100/2506] lr: 2.321e-02, eta: 20:50:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 1.7141, loss: 1.7141 +2023-12-08 01:12:58,140 - pyskl - INFO - Epoch [26][2200/2506] lr: 2.321e-02, eta: 20:50:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 1.6650, loss: 1.6650 +2023-12-08 01:13:21,438 - pyskl - INFO - Epoch [26][2300/2506] lr: 2.320e-02, eta: 20:49:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 1.7490, loss: 1.7490 +2023-12-08 01:13:44,829 - pyskl - INFO - Epoch [26][2400/2506] lr: 2.320e-02, eta: 20:49:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 1.7258, loss: 1.7258 +2023-12-08 01:14:08,203 - pyskl - INFO - Epoch [26][2500/2506] lr: 2.319e-02, eta: 20:48:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9806, loss_cls: 1.6726, loss: 1.6726 +2023-12-08 01:14:10,143 - pyskl - INFO - Saving checkpoint at 26 epochs +2023-12-08 01:15:33,404 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 01:15:33,478 - pyskl - INFO - +top1_acc 0.7909 +top5_acc 0.9697 +2023-12-08 01:15:33,482 - pyskl - INFO - Epoch(val) [26][1031] top1_acc: 0.7909, top5_acc: 0.9697 +2023-12-08 01:16:15,163 - pyskl - INFO - Epoch [27][100/2506] lr: 2.319e-02, eta: 20:49:33, time: 0.417, data_time: 0.182, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 1.6566, loss: 1.6566 +2023-12-08 01:16:38,776 - pyskl - INFO - Epoch [27][200/2506] lr: 2.318e-02, eta: 20:49:07, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 1.6326, loss: 1.6326 +2023-12-08 01:17:02,280 - pyskl - INFO - Epoch [27][300/2506] lr: 2.318e-02, eta: 20:48:40, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9794, loss_cls: 1.6765, loss: 1.6765 +2023-12-08 01:17:25,816 - pyskl - INFO - Epoch [27][400/2506] lr: 2.317e-02, eta: 20:48:13, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 1.6545, loss: 1.6545 +2023-12-08 01:17:49,365 - pyskl - INFO - Epoch [27][500/2506] lr: 2.316e-02, eta: 20:47:46, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 1.6204, loss: 1.6204 +2023-12-08 01:18:12,926 - pyskl - INFO - Epoch [27][600/2506] lr: 2.316e-02, eta: 20:47:19, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 1.6463, loss: 1.6463 +2023-12-08 01:18:36,445 - pyskl - INFO - Epoch [27][700/2506] lr: 2.315e-02, eta: 20:46:52, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 1.6391, loss: 1.6391 +2023-12-08 01:18:59,937 - pyskl - INFO - Epoch [27][800/2506] lr: 2.315e-02, eta: 20:46:25, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9744, loss_cls: 1.7332, loss: 1.7332 +2023-12-08 01:19:23,346 - pyskl - INFO - Epoch [27][900/2506] lr: 2.314e-02, eta: 20:45:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9775, loss_cls: 1.7236, loss: 1.7236 +2023-12-08 01:19:46,828 - pyskl - INFO - Epoch [27][1000/2506] lr: 2.314e-02, eta: 20:45:30, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9762, loss_cls: 1.7241, loss: 1.7241 +2023-12-08 01:20:10,384 - pyskl - INFO - Epoch [27][1100/2506] lr: 2.313e-02, eta: 20:45:03, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9762, loss_cls: 1.7236, loss: 1.7236 +2023-12-08 01:20:33,921 - pyskl - INFO - Epoch [27][1200/2506] lr: 2.313e-02, eta: 20:44:37, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 1.7308, loss: 1.7308 +2023-12-08 01:20:57,407 - pyskl - INFO - Epoch [27][1300/2506] lr: 2.312e-02, eta: 20:44:10, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9806, loss_cls: 1.6954, loss: 1.6954 +2023-12-08 01:21:21,031 - pyskl - INFO - Epoch [27][1400/2506] lr: 2.312e-02, eta: 20:43:43, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 1.7512, loss: 1.7512 +2023-12-08 01:21:44,468 - pyskl - INFO - Epoch [27][1500/2506] lr: 2.311e-02, eta: 20:43:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9800, loss_cls: 1.6755, loss: 1.6755 +2023-12-08 01:22:07,995 - pyskl - INFO - Epoch [27][1600/2506] lr: 2.310e-02, eta: 20:42:49, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 1.6930, loss: 1.6930 +2023-12-08 01:22:31,559 - pyskl - INFO - Epoch [27][1700/2506] lr: 2.310e-02, eta: 20:42:22, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9825, loss_cls: 1.6540, loss: 1.6540 +2023-12-08 01:22:55,113 - pyskl - INFO - Epoch [27][1800/2506] lr: 2.309e-02, eta: 20:41:55, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 1.6740, loss: 1.6740 +2023-12-08 01:23:18,666 - pyskl - INFO - Epoch [27][1900/2506] lr: 2.309e-02, eta: 20:41:29, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 1.6894, loss: 1.6894 +2023-12-08 01:23:42,120 - pyskl - INFO - Epoch [27][2000/2506] lr: 2.308e-02, eta: 20:41:02, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9688, loss_cls: 1.8280, loss: 1.8280 +2023-12-08 01:24:05,668 - pyskl - INFO - Epoch [27][2100/2506] lr: 2.308e-02, eta: 20:40:35, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 1.7122, loss: 1.7122 +2023-12-08 01:24:29,187 - pyskl - INFO - Epoch [27][2200/2506] lr: 2.307e-02, eta: 20:40:08, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 1.7207, loss: 1.7207 +2023-12-08 01:24:52,758 - pyskl - INFO - Epoch [27][2300/2506] lr: 2.307e-02, eta: 20:39:41, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 1.6889, loss: 1.6889 +2023-12-08 01:25:16,253 - pyskl - INFO - Epoch [27][2400/2506] lr: 2.306e-02, eta: 20:39:14, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 1.6580, loss: 1.6580 +2023-12-08 01:25:39,768 - pyskl - INFO - Epoch [27][2500/2506] lr: 2.305e-02, eta: 20:38:48, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 1.6789, loss: 1.6789 +2023-12-08 01:25:41,626 - pyskl - INFO - Saving checkpoint at 27 epochs +2023-12-08 01:27:05,239 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 01:27:05,317 - pyskl - INFO - +top1_acc 0.7779 +top5_acc 0.9620 +2023-12-08 01:27:05,321 - pyskl - INFO - Epoch(val) [27][1031] top1_acc: 0.7779, top5_acc: 0.9620 +2023-12-08 01:27:46,909 - pyskl - INFO - Epoch [28][100/2506] lr: 2.305e-02, eta: 20:39:35, time: 0.416, data_time: 0.182, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 1.6073, loss: 1.6073 +2023-12-08 01:28:10,210 - pyskl - INFO - Epoch [28][200/2506] lr: 2.304e-02, eta: 20:39:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9800, loss_cls: 1.6178, loss: 1.6178 +2023-12-08 01:28:33,631 - pyskl - INFO - Epoch [28][300/2506] lr: 2.304e-02, eta: 20:38:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 1.6156, loss: 1.6156 +2023-12-08 01:28:57,014 - pyskl - INFO - Epoch [28][400/2506] lr: 2.303e-02, eta: 20:38:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 1.5983, loss: 1.5983 +2023-12-08 01:29:20,586 - pyskl - INFO - Epoch [28][500/2506] lr: 2.303e-02, eta: 20:37:45, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9700, loss_cls: 1.6947, loss: 1.6947 +2023-12-08 01:29:43,971 - pyskl - INFO - Epoch [28][600/2506] lr: 2.302e-02, eta: 20:37:18, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9700, loss_cls: 1.6565, loss: 1.6565 +2023-12-08 01:30:07,401 - pyskl - INFO - Epoch [28][700/2506] lr: 2.301e-02, eta: 20:36:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 1.7129, loss: 1.7129 +2023-12-08 01:30:30,780 - pyskl - INFO - Epoch [28][800/2506] lr: 2.301e-02, eta: 20:36:23, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9781, loss_cls: 1.7088, loss: 1.7088 +2023-12-08 01:30:54,148 - pyskl - INFO - Epoch [28][900/2506] lr: 2.300e-02, eta: 20:35:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 1.6803, loss: 1.6803 +2023-12-08 01:31:17,443 - pyskl - INFO - Epoch [28][1000/2506] lr: 2.300e-02, eta: 20:35:28, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9706, loss_cls: 1.7067, loss: 1.7067 +2023-12-08 01:31:40,784 - pyskl - INFO - Epoch [28][1100/2506] lr: 2.299e-02, eta: 20:35:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 1.6898, loss: 1.6898 +2023-12-08 01:32:04,152 - pyskl - INFO - Epoch [28][1200/2506] lr: 2.299e-02, eta: 20:34:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 1.6761, loss: 1.6761 +2023-12-08 01:32:27,566 - pyskl - INFO - Epoch [28][1300/2506] lr: 2.298e-02, eta: 20:34:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 1.6644, loss: 1.6644 +2023-12-08 01:32:50,999 - pyskl - INFO - Epoch [28][1400/2506] lr: 2.298e-02, eta: 20:33:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9831, loss_cls: 1.6785, loss: 1.6785 +2023-12-08 01:33:14,290 - pyskl - INFO - Epoch [28][1500/2506] lr: 2.297e-02, eta: 20:33:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 1.6605, loss: 1.6605 +2023-12-08 01:33:37,550 - pyskl - INFO - Epoch [28][1600/2506] lr: 2.296e-02, eta: 20:32:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 1.6947, loss: 1.6947 +2023-12-08 01:34:00,978 - pyskl - INFO - Epoch [28][1700/2506] lr: 2.296e-02, eta: 20:32:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9838, loss_cls: 1.6298, loss: 1.6298 +2023-12-08 01:34:24,310 - pyskl - INFO - Epoch [28][1800/2506] lr: 2.295e-02, eta: 20:31:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9762, loss_cls: 1.6971, loss: 1.6971 +2023-12-08 01:34:47,631 - pyskl - INFO - Epoch [28][1900/2506] lr: 2.295e-02, eta: 20:31:20, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 1.7085, loss: 1.7085 +2023-12-08 01:35:10,997 - pyskl - INFO - Epoch [28][2000/2506] lr: 2.294e-02, eta: 20:30:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9838, loss_cls: 1.6646, loss: 1.6646 +2023-12-08 01:35:34,303 - pyskl - INFO - Epoch [28][2100/2506] lr: 2.293e-02, eta: 20:30:25, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9800, loss_cls: 1.7269, loss: 1.7269 +2023-12-08 01:35:57,566 - pyskl - INFO - Epoch [28][2200/2506] lr: 2.293e-02, eta: 20:29:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 1.7001, loss: 1.7001 +2023-12-08 01:36:20,876 - pyskl - INFO - Epoch [28][2300/2506] lr: 2.292e-02, eta: 20:29:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 1.6610, loss: 1.6610 +2023-12-08 01:36:44,183 - pyskl - INFO - Epoch [28][2400/2506] lr: 2.292e-02, eta: 20:29:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9806, loss_cls: 1.6376, loss: 1.6376 +2023-12-08 01:37:07,592 - pyskl - INFO - Epoch [28][2500/2506] lr: 2.291e-02, eta: 20:28:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9688, loss_cls: 1.7894, loss: 1.7894 +2023-12-08 01:37:09,487 - pyskl - INFO - Saving checkpoint at 28 epochs +2023-12-08 01:38:32,752 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 01:38:32,826 - pyskl - INFO - +top1_acc 0.7705 +top5_acc 0.9645 +2023-12-08 01:38:32,830 - pyskl - INFO - Epoch(val) [28][1031] top1_acc: 0.7705, top5_acc: 0.9645 +2023-12-08 01:39:14,349 - pyskl - INFO - Epoch [29][100/2506] lr: 2.291e-02, eta: 20:29:18, time: 0.415, data_time: 0.182, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9825, loss_cls: 1.6334, loss: 1.6334 +2023-12-08 01:39:37,719 - pyskl - INFO - Epoch [29][200/2506] lr: 2.290e-02, eta: 20:28:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 1.6826, loss: 1.6826 +2023-12-08 01:40:01,203 - pyskl - INFO - Epoch [29][300/2506] lr: 2.289e-02, eta: 20:28:24, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 1.7364, loss: 1.7364 +2023-12-08 01:40:24,628 - pyskl - INFO - Epoch [29][400/2506] lr: 2.289e-02, eta: 20:27:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 1.5947, loss: 1.5947 +2023-12-08 01:40:47,950 - pyskl - INFO - Epoch [29][500/2506] lr: 2.288e-02, eta: 20:27:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9681, loss_cls: 1.7059, loss: 1.7059 +2023-12-08 01:41:11,397 - pyskl - INFO - Epoch [29][600/2506] lr: 2.288e-02, eta: 20:27:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 1.6967, loss: 1.6967 +2023-12-08 01:41:34,834 - pyskl - INFO - Epoch [29][700/2506] lr: 2.287e-02, eta: 20:26:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9788, loss_cls: 1.6943, loss: 1.6943 +2023-12-08 01:41:58,198 - pyskl - INFO - Epoch [29][800/2506] lr: 2.287e-02, eta: 20:26:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9788, loss_cls: 1.7045, loss: 1.7045 +2023-12-08 01:42:21,625 - pyskl - INFO - Epoch [29][900/2506] lr: 2.286e-02, eta: 20:25:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9794, loss_cls: 1.6288, loss: 1.6288 +2023-12-08 01:42:44,994 - pyskl - INFO - Epoch [29][1000/2506] lr: 2.285e-02, eta: 20:25:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9712, loss_cls: 1.6967, loss: 1.6967 +2023-12-08 01:43:08,330 - pyskl - INFO - Epoch [29][1100/2506] lr: 2.285e-02, eta: 20:24:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 1.6136, loss: 1.6136 +2023-12-08 01:43:31,770 - pyskl - INFO - Epoch [29][1200/2506] lr: 2.284e-02, eta: 20:24:18, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 1.6409, loss: 1.6409 +2023-12-08 01:43:55,092 - pyskl - INFO - Epoch [29][1300/2506] lr: 2.284e-02, eta: 20:23:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 1.6256, loss: 1.6256 +2023-12-08 01:44:18,489 - pyskl - INFO - Epoch [29][1400/2506] lr: 2.283e-02, eta: 20:23:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9669, loss_cls: 1.7176, loss: 1.7176 +2023-12-08 01:44:41,975 - pyskl - INFO - Epoch [29][1500/2506] lr: 2.282e-02, eta: 20:22:57, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 1.6847, loss: 1.6847 +2023-12-08 01:45:05,314 - pyskl - INFO - Epoch [29][1600/2506] lr: 2.282e-02, eta: 20:22:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 1.7022, loss: 1.7022 +2023-12-08 01:45:28,600 - pyskl - INFO - Epoch [29][1700/2506] lr: 2.281e-02, eta: 20:22:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 1.6296, loss: 1.6296 +2023-12-08 01:45:51,925 - pyskl - INFO - Epoch [29][1800/2506] lr: 2.281e-02, eta: 20:21:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 1.6947, loss: 1.6947 +2023-12-08 01:46:15,257 - pyskl - INFO - Epoch [29][1900/2506] lr: 2.280e-02, eta: 20:21:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9794, loss_cls: 1.7275, loss: 1.7275 +2023-12-08 01:46:38,531 - pyskl - INFO - Epoch [29][2000/2506] lr: 2.279e-02, eta: 20:20:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 1.6532, loss: 1.6532 +2023-12-08 01:47:01,909 - pyskl - INFO - Epoch [29][2100/2506] lr: 2.279e-02, eta: 20:20:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 1.6899, loss: 1.6899 +2023-12-08 01:47:25,300 - pyskl - INFO - Epoch [29][2200/2506] lr: 2.278e-02, eta: 20:19:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 1.7319, loss: 1.7319 +2023-12-08 01:47:48,606 - pyskl - INFO - Epoch [29][2300/2506] lr: 2.278e-02, eta: 20:19:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9856, loss_cls: 1.5699, loss: 1.5699 +2023-12-08 01:48:11,954 - pyskl - INFO - Epoch [29][2400/2506] lr: 2.277e-02, eta: 20:18:50, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9688, loss_cls: 1.7377, loss: 1.7377 +2023-12-08 01:48:35,331 - pyskl - INFO - Epoch [29][2500/2506] lr: 2.276e-02, eta: 20:18:23, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9700, loss_cls: 1.8352, loss: 1.8352 +2023-12-08 01:48:37,169 - pyskl - INFO - Saving checkpoint at 29 epochs +2023-12-08 01:50:00,305 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 01:50:00,378 - pyskl - INFO - +top1_acc 0.8149 +top5_acc 0.9704 +2023-12-08 01:50:00,383 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_20.pth was removed +2023-12-08 01:50:00,606 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_29.pth. +2023-12-08 01:50:00,606 - pyskl - INFO - Best top1_acc is 0.8149 at 29 epoch. +2023-12-08 01:50:00,610 - pyskl - INFO - Epoch(val) [29][1031] top1_acc: 0.8149, top5_acc: 0.9704 +2023-12-08 01:50:42,001 - pyskl - INFO - Epoch [30][100/2506] lr: 2.276e-02, eta: 20:19:03, time: 0.414, data_time: 0.180, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 1.6230, loss: 1.6230 +2023-12-08 01:51:05,448 - pyskl - INFO - Epoch [30][200/2506] lr: 2.275e-02, eta: 20:18:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 1.6065, loss: 1.6065 +2023-12-08 01:51:28,895 - pyskl - INFO - Epoch [30][300/2506] lr: 2.275e-02, eta: 20:18:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 1.7012, loss: 1.7012 +2023-12-08 01:51:52,324 - pyskl - INFO - Epoch [30][400/2506] lr: 2.274e-02, eta: 20:17:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 1.6943, loss: 1.6943 +2023-12-08 01:52:15,785 - pyskl - INFO - Epoch [30][500/2506] lr: 2.273e-02, eta: 20:17:16, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9700, loss_cls: 1.6616, loss: 1.6616 +2023-12-08 01:52:39,191 - pyskl - INFO - Epoch [30][600/2506] lr: 2.273e-02, eta: 20:16:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9744, loss_cls: 1.6056, loss: 1.6056 +2023-12-08 01:53:02,544 - pyskl - INFO - Epoch [30][700/2506] lr: 2.272e-02, eta: 20:16:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9731, loss_cls: 1.6279, loss: 1.6279 +2023-12-08 01:53:25,903 - pyskl - INFO - Epoch [30][800/2506] lr: 2.272e-02, eta: 20:15:54, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 1.5895, loss: 1.5895 +2023-12-08 01:53:49,309 - pyskl - INFO - Epoch [30][900/2506] lr: 2.271e-02, eta: 20:15:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9775, loss_cls: 1.7199, loss: 1.7199 +2023-12-08 01:54:12,625 - pyskl - INFO - Epoch [30][1000/2506] lr: 2.270e-02, eta: 20:14:59, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9850, loss_cls: 1.6511, loss: 1.6511 +2023-12-08 01:54:36,083 - pyskl - INFO - Epoch [30][1100/2506] lr: 2.270e-02, eta: 20:14:32, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 1.5888, loss: 1.5888 +2023-12-08 01:54:59,459 - pyskl - INFO - Epoch [30][1200/2506] lr: 2.269e-02, eta: 20:14:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9781, loss_cls: 1.6847, loss: 1.6847 +2023-12-08 01:55:22,891 - pyskl - INFO - Epoch [30][1300/2506] lr: 2.269e-02, eta: 20:13:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9750, loss_cls: 1.7660, loss: 1.7660 +2023-12-08 01:55:46,234 - pyskl - INFO - Epoch [30][1400/2506] lr: 2.268e-02, eta: 20:13:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 1.5839, loss: 1.5839 +2023-12-08 01:56:09,534 - pyskl - INFO - Epoch [30][1500/2506] lr: 2.267e-02, eta: 20:12:44, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 1.6517, loss: 1.6517 +2023-12-08 01:56:32,955 - pyskl - INFO - Epoch [30][1600/2506] lr: 2.267e-02, eta: 20:12:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9775, loss_cls: 1.6998, loss: 1.6998 +2023-12-08 01:56:56,348 - pyskl - INFO - Epoch [30][1700/2506] lr: 2.266e-02, eta: 20:11:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9700, loss_cls: 1.6702, loss: 1.6702 +2023-12-08 01:57:19,823 - pyskl - INFO - Epoch [30][1800/2506] lr: 2.266e-02, eta: 20:11:23, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 1.6577, loss: 1.6577 +2023-12-08 01:57:43,142 - pyskl - INFO - Epoch [30][1900/2506] lr: 2.265e-02, eta: 20:10:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 1.6729, loss: 1.6729 +2023-12-08 01:58:06,553 - pyskl - INFO - Epoch [30][2000/2506] lr: 2.264e-02, eta: 20:10:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9831, loss_cls: 1.6342, loss: 1.6342 +2023-12-08 01:58:29,982 - pyskl - INFO - Epoch [30][2100/2506] lr: 2.264e-02, eta: 20:10:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9656, loss_cls: 1.7702, loss: 1.7702 +2023-12-08 01:58:53,379 - pyskl - INFO - Epoch [30][2200/2506] lr: 2.263e-02, eta: 20:09:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9744, loss_cls: 1.7470, loss: 1.7470 +2023-12-08 01:59:16,876 - pyskl - INFO - Epoch [30][2300/2506] lr: 2.263e-02, eta: 20:09:08, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9738, loss_cls: 1.7871, loss: 1.7871 +2023-12-08 01:59:40,289 - pyskl - INFO - Epoch [30][2400/2506] lr: 2.262e-02, eta: 20:08:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 1.6440, loss: 1.6440 +2023-12-08 02:00:03,741 - pyskl - INFO - Epoch [30][2500/2506] lr: 2.261e-02, eta: 20:08:15, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9731, loss_cls: 1.6730, loss: 1.6730 +2023-12-08 02:00:05,624 - pyskl - INFO - Saving checkpoint at 30 epochs +2023-12-08 02:01:28,622 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 02:01:28,696 - pyskl - INFO - +top1_acc 0.8094 +top5_acc 0.9716 +2023-12-08 02:01:28,700 - pyskl - INFO - Epoch(val) [30][1031] top1_acc: 0.8094, top5_acc: 0.9716 +2023-12-08 02:02:10,521 - pyskl - INFO - Epoch [31][100/2506] lr: 2.261e-02, eta: 20:08:54, time: 0.418, data_time: 0.183, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 1.6047, loss: 1.6047 +2023-12-08 02:02:34,046 - pyskl - INFO - Epoch [31][200/2506] lr: 2.260e-02, eta: 20:08:28, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 1.6858, loss: 1.6858 +2023-12-08 02:02:57,610 - pyskl - INFO - Epoch [31][300/2506] lr: 2.259e-02, eta: 20:08:01, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 1.6054, loss: 1.6054 +2023-12-08 02:03:21,135 - pyskl - INFO - Epoch [31][400/2506] lr: 2.259e-02, eta: 20:07:35, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9812, loss_cls: 1.6178, loss: 1.6178 +2023-12-08 02:03:44,626 - pyskl - INFO - Epoch [31][500/2506] lr: 2.258e-02, eta: 20:07:08, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 1.6675, loss: 1.6675 +2023-12-08 02:04:08,085 - pyskl - INFO - Epoch [31][600/2506] lr: 2.258e-02, eta: 20:06:41, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9700, loss_cls: 1.6520, loss: 1.6520 +2023-12-08 02:04:31,590 - pyskl - INFO - Epoch [31][700/2506] lr: 2.257e-02, eta: 20:06:15, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9788, loss_cls: 1.6422, loss: 1.6422 +2023-12-08 02:04:55,145 - pyskl - INFO - Epoch [31][800/2506] lr: 2.256e-02, eta: 20:05:48, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9831, loss_cls: 1.5956, loss: 1.5956 +2023-12-08 02:05:18,594 - pyskl - INFO - Epoch [31][900/2506] lr: 2.256e-02, eta: 20:05:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 1.5880, loss: 1.5880 +2023-12-08 02:05:42,080 - pyskl - INFO - Epoch [31][1000/2506] lr: 2.255e-02, eta: 20:04:55, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 1.7151, loss: 1.7151 +2023-12-08 02:06:05,581 - pyskl - INFO - Epoch [31][1100/2506] lr: 2.254e-02, eta: 20:04:28, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 1.6146, loss: 1.6146 +2023-12-08 02:06:29,080 - pyskl - INFO - Epoch [31][1200/2506] lr: 2.254e-02, eta: 20:04:02, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 1.6795, loss: 1.6795 +2023-12-08 02:06:52,600 - pyskl - INFO - Epoch [31][1300/2506] lr: 2.253e-02, eta: 20:03:35, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 1.7165, loss: 1.7165 +2023-12-08 02:07:16,082 - pyskl - INFO - Epoch [31][1400/2506] lr: 2.253e-02, eta: 20:03:09, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9762, loss_cls: 1.7192, loss: 1.7192 +2023-12-08 02:07:39,607 - pyskl - INFO - Epoch [31][1500/2506] lr: 2.252e-02, eta: 20:02:42, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 1.6222, loss: 1.6222 +2023-12-08 02:08:03,115 - pyskl - INFO - Epoch [31][1600/2506] lr: 2.251e-02, eta: 20:02:16, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 1.6613, loss: 1.6613 +2023-12-08 02:08:26,631 - pyskl - INFO - Epoch [31][1700/2506] lr: 2.251e-02, eta: 20:01:49, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9819, loss_cls: 1.6207, loss: 1.6207 +2023-12-08 02:08:50,248 - pyskl - INFO - Epoch [31][1800/2506] lr: 2.250e-02, eta: 20:01:23, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9844, loss_cls: 1.6308, loss: 1.6308 +2023-12-08 02:09:13,778 - pyskl - INFO - Epoch [31][1900/2506] lr: 2.249e-02, eta: 20:00:57, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 1.7075, loss: 1.7075 +2023-12-08 02:09:37,325 - pyskl - INFO - Epoch [31][2000/2506] lr: 2.249e-02, eta: 20:00:31, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 1.6872, loss: 1.6872 +2023-12-08 02:10:00,831 - pyskl - INFO - Epoch [31][2100/2506] lr: 2.248e-02, eta: 20:00:04, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 1.6510, loss: 1.6510 +2023-12-08 02:10:24,329 - pyskl - INFO - Epoch [31][2200/2506] lr: 2.248e-02, eta: 19:59:38, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9669, loss_cls: 1.6451, loss: 1.6451 +2023-12-08 02:10:47,854 - pyskl - INFO - Epoch [31][2300/2506] lr: 2.247e-02, eta: 19:59:11, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 1.6980, loss: 1.6980 +2023-12-08 02:11:11,323 - pyskl - INFO - Epoch [31][2400/2506] lr: 2.246e-02, eta: 19:58:45, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9700, loss_cls: 1.7165, loss: 1.7165 +2023-12-08 02:11:34,919 - pyskl - INFO - Epoch [31][2500/2506] lr: 2.246e-02, eta: 19:58:19, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9675, loss_cls: 1.7199, loss: 1.7199 +2023-12-08 02:11:36,821 - pyskl - INFO - Saving checkpoint at 31 epochs +2023-12-08 02:13:00,224 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 02:13:00,295 - pyskl - INFO - +top1_acc 0.7901 +top5_acc 0.9712 +2023-12-08 02:13:00,298 - pyskl - INFO - Epoch(val) [31][1031] top1_acc: 0.7901, top5_acc: 0.9712 +2023-12-08 02:13:41,916 - pyskl - INFO - Epoch [32][100/2506] lr: 2.245e-02, eta: 19:58:55, time: 0.416, data_time: 0.183, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 1.5777, loss: 1.5777 +2023-12-08 02:14:05,224 - pyskl - INFO - Epoch [32][200/2506] lr: 2.244e-02, eta: 19:58:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 1.6380, loss: 1.6380 +2023-12-08 02:14:28,683 - pyskl - INFO - Epoch [32][300/2506] lr: 2.244e-02, eta: 19:58:01, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 1.6062, loss: 1.6062 +2023-12-08 02:14:51,963 - pyskl - INFO - Epoch [32][400/2506] lr: 2.243e-02, eta: 19:57:33, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 1.5661, loss: 1.5661 +2023-12-08 02:15:15,273 - pyskl - INFO - Epoch [32][500/2506] lr: 2.243e-02, eta: 19:57:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 1.5850, loss: 1.5850 +2023-12-08 02:15:38,594 - pyskl - INFO - Epoch [32][600/2506] lr: 2.242e-02, eta: 19:56:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9806, loss_cls: 1.6468, loss: 1.6468 +2023-12-08 02:16:02,031 - pyskl - INFO - Epoch [32][700/2506] lr: 2.241e-02, eta: 19:56:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9838, loss_cls: 1.6062, loss: 1.6062 +2023-12-08 02:16:25,373 - pyskl - INFO - Epoch [32][800/2506] lr: 2.241e-02, eta: 19:55:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 1.6420, loss: 1.6420 +2023-12-08 02:16:48,869 - pyskl - INFO - Epoch [32][900/2506] lr: 2.240e-02, eta: 19:55:18, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9731, loss_cls: 1.7619, loss: 1.7619 +2023-12-08 02:17:12,250 - pyskl - INFO - Epoch [32][1000/2506] lr: 2.239e-02, eta: 19:54:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9806, loss_cls: 1.6872, loss: 1.6872 +2023-12-08 02:17:35,668 - pyskl - INFO - Epoch [32][1100/2506] lr: 2.239e-02, eta: 19:54:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9731, loss_cls: 1.7661, loss: 1.7661 +2023-12-08 02:17:59,057 - pyskl - INFO - Epoch [32][1200/2506] lr: 2.238e-02, eta: 19:53:58, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 1.6963, loss: 1.6963 +2023-12-08 02:18:22,382 - pyskl - INFO - Epoch [32][1300/2506] lr: 2.237e-02, eta: 19:53:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9631, loss_cls: 1.7151, loss: 1.7151 +2023-12-08 02:18:45,786 - pyskl - INFO - Epoch [32][1400/2506] lr: 2.237e-02, eta: 19:53:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 1.6593, loss: 1.6593 +2023-12-08 02:19:09,197 - pyskl - INFO - Epoch [32][1500/2506] lr: 2.236e-02, eta: 19:52:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 1.6589, loss: 1.6589 +2023-12-08 02:19:32,555 - pyskl - INFO - Epoch [32][1600/2506] lr: 2.235e-02, eta: 19:52:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9831, loss_cls: 1.6362, loss: 1.6362 +2023-12-08 02:19:55,935 - pyskl - INFO - Epoch [32][1700/2506] lr: 2.235e-02, eta: 19:51:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 1.6622, loss: 1.6622 +2023-12-08 02:20:19,350 - pyskl - INFO - Epoch [32][1800/2506] lr: 2.234e-02, eta: 19:51:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 1.6849, loss: 1.6849 +2023-12-08 02:20:42,722 - pyskl - INFO - Epoch [32][1900/2506] lr: 2.234e-02, eta: 19:50:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9775, loss_cls: 1.7041, loss: 1.7041 +2023-12-08 02:21:06,112 - pyskl - INFO - Epoch [32][2000/2506] lr: 2.233e-02, eta: 19:50:23, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 1.6604, loss: 1.6604 +2023-12-08 02:21:29,498 - pyskl - INFO - Epoch [32][2100/2506] lr: 2.232e-02, eta: 19:49:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 1.6002, loss: 1.6002 +2023-12-08 02:21:52,842 - pyskl - INFO - Epoch [32][2200/2506] lr: 2.232e-02, eta: 19:49:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9775, loss_cls: 1.7038, loss: 1.7038 +2023-12-08 02:22:16,206 - pyskl - INFO - Epoch [32][2300/2506] lr: 2.231e-02, eta: 19:49:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 1.6687, loss: 1.6687 +2023-12-08 02:22:39,584 - pyskl - INFO - Epoch [32][2400/2506] lr: 2.230e-02, eta: 19:48:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 1.6271, loss: 1.6271 +2023-12-08 02:23:02,968 - pyskl - INFO - Epoch [32][2500/2506] lr: 2.230e-02, eta: 19:48:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9844, loss_cls: 1.5875, loss: 1.5875 +2023-12-08 02:23:04,837 - pyskl - INFO - Saving checkpoint at 32 epochs +2023-12-08 02:24:27,778 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 02:24:27,849 - pyskl - INFO - +top1_acc 0.8092 +top5_acc 0.9706 +2023-12-08 02:24:27,854 - pyskl - INFO - Epoch(val) [32][1031] top1_acc: 0.8092, top5_acc: 0.9706 +2023-12-08 02:25:09,598 - pyskl - INFO - Epoch [33][100/2506] lr: 2.229e-02, eta: 19:48:43, time: 0.417, data_time: 0.183, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9850, loss_cls: 1.6093, loss: 1.6093 +2023-12-08 02:25:33,106 - pyskl - INFO - Epoch [33][200/2506] lr: 2.228e-02, eta: 19:48:16, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9844, loss_cls: 1.5558, loss: 1.5558 +2023-12-08 02:25:56,464 - pyskl - INFO - Epoch [33][300/2506] lr: 2.228e-02, eta: 19:47:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9725, loss_cls: 1.6357, loss: 1.6357 +2023-12-08 02:26:19,847 - pyskl - INFO - Epoch [33][400/2506] lr: 2.227e-02, eta: 19:47:23, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 1.6345, loss: 1.6345 +2023-12-08 02:26:43,186 - pyskl - INFO - Epoch [33][500/2506] lr: 2.226e-02, eta: 19:46:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 1.6328, loss: 1.6328 +2023-12-08 02:27:06,483 - pyskl - INFO - Epoch [33][600/2506] lr: 2.226e-02, eta: 19:46:28, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 1.6173, loss: 1.6173 +2023-12-08 02:27:29,815 - pyskl - INFO - Epoch [33][700/2506] lr: 2.225e-02, eta: 19:46:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 1.7050, loss: 1.7050 +2023-12-08 02:27:53,177 - pyskl - INFO - Epoch [33][800/2506] lr: 2.224e-02, eta: 19:45:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 1.5937, loss: 1.5937 +2023-12-08 02:28:16,509 - pyskl - INFO - Epoch [33][900/2506] lr: 2.224e-02, eta: 19:45:08, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 1.6558, loss: 1.6558 +2023-12-08 02:28:39,781 - pyskl - INFO - Epoch [33][1000/2506] lr: 2.223e-02, eta: 19:44:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 1.6605, loss: 1.6605 +2023-12-08 02:29:03,079 - pyskl - INFO - Epoch [33][1100/2506] lr: 2.222e-02, eta: 19:44:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 1.5682, loss: 1.5682 +2023-12-08 02:29:26,477 - pyskl - INFO - Epoch [33][1200/2506] lr: 2.222e-02, eta: 19:43:46, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9706, loss_cls: 1.6739, loss: 1.6739 +2023-12-08 02:29:49,877 - pyskl - INFO - Epoch [33][1300/2506] lr: 2.221e-02, eta: 19:43:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9800, loss_cls: 1.7052, loss: 1.7052 +2023-12-08 02:30:13,306 - pyskl - INFO - Epoch [33][1400/2506] lr: 2.220e-02, eta: 19:42:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9819, loss_cls: 1.5843, loss: 1.5843 +2023-12-08 02:30:36,618 - pyskl - INFO - Epoch [33][1500/2506] lr: 2.220e-02, eta: 19:42:26, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 1.6124, loss: 1.6124 +2023-12-08 02:30:59,923 - pyskl - INFO - Epoch [33][1600/2506] lr: 2.219e-02, eta: 19:41:59, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 1.6190, loss: 1.6190 +2023-12-08 02:31:23,315 - pyskl - INFO - Epoch [33][1700/2506] lr: 2.218e-02, eta: 19:41:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 1.6679, loss: 1.6679 +2023-12-08 02:31:46,751 - pyskl - INFO - Epoch [33][1800/2506] lr: 2.218e-02, eta: 19:41:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 1.7072, loss: 1.7072 +2023-12-08 02:32:10,117 - pyskl - INFO - Epoch [33][1900/2506] lr: 2.217e-02, eta: 19:40:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 1.7972, loss: 1.7972 +2023-12-08 02:32:33,433 - pyskl - INFO - Epoch [33][2000/2506] lr: 2.217e-02, eta: 19:40:12, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 1.5952, loss: 1.5952 +2023-12-08 02:32:56,859 - pyskl - INFO - Epoch [33][2100/2506] lr: 2.216e-02, eta: 19:39:46, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 1.6645, loss: 1.6645 +2023-12-08 02:33:20,287 - pyskl - INFO - Epoch [33][2200/2506] lr: 2.215e-02, eta: 19:39:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 1.5572, loss: 1.5572 +2023-12-08 02:33:43,731 - pyskl - INFO - Epoch [33][2300/2506] lr: 2.215e-02, eta: 19:38:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 1.6624, loss: 1.6624 +2023-12-08 02:34:07,197 - pyskl - INFO - Epoch [33][2400/2506] lr: 2.214e-02, eta: 19:38:26, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9712, loss_cls: 1.6943, loss: 1.6943 +2023-12-08 02:34:30,590 - pyskl - INFO - Epoch [33][2500/2506] lr: 2.213e-02, eta: 19:38:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 1.6102, loss: 1.6102 +2023-12-08 02:34:32,462 - pyskl - INFO - Saving checkpoint at 33 epochs +2023-12-08 02:35:55,290 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 02:35:55,368 - pyskl - INFO - +top1_acc 0.8110 +top5_acc 0.9697 +2023-12-08 02:35:55,373 - pyskl - INFO - Epoch(val) [33][1031] top1_acc: 0.8110, top5_acc: 0.9697 +2023-12-08 02:36:37,196 - pyskl - INFO - Epoch [34][100/2506] lr: 2.212e-02, eta: 19:38:32, time: 0.418, data_time: 0.184, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9794, loss_cls: 1.6582, loss: 1.6582 +2023-12-08 02:37:00,571 - pyskl - INFO - Epoch [34][200/2506] lr: 2.212e-02, eta: 19:38:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 1.5609, loss: 1.5609 +2023-12-08 02:37:24,077 - pyskl - INFO - Epoch [34][300/2506] lr: 2.211e-02, eta: 19:37:39, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 1.6641, loss: 1.6641 +2023-12-08 02:37:47,601 - pyskl - INFO - Epoch [34][400/2506] lr: 2.210e-02, eta: 19:37:12, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 1.6812, loss: 1.6812 +2023-12-08 02:38:11,084 - pyskl - INFO - Epoch [34][500/2506] lr: 2.210e-02, eta: 19:36:46, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9788, loss_cls: 1.6485, loss: 1.6485 +2023-12-08 02:38:34,530 - pyskl - INFO - Epoch [34][600/2506] lr: 2.209e-02, eta: 19:36:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 1.6114, loss: 1.6114 +2023-12-08 02:38:57,900 - pyskl - INFO - Epoch [34][700/2506] lr: 2.208e-02, eta: 19:35:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 1.5953, loss: 1.5953 +2023-12-08 02:39:21,265 - pyskl - INFO - Epoch [34][800/2506] lr: 2.208e-02, eta: 19:35:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 1.6993, loss: 1.6993 +2023-12-08 02:39:44,660 - pyskl - INFO - Epoch [34][900/2506] lr: 2.207e-02, eta: 19:34:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9788, loss_cls: 1.6918, loss: 1.6918 +2023-12-08 02:40:08,119 - pyskl - INFO - Epoch [34][1000/2506] lr: 2.206e-02, eta: 19:34:33, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 1.6621, loss: 1.6621 +2023-12-08 02:40:31,641 - pyskl - INFO - Epoch [34][1100/2506] lr: 2.206e-02, eta: 19:34:07, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9731, loss_cls: 1.7386, loss: 1.7386 +2023-12-08 02:40:55,008 - pyskl - INFO - Epoch [34][1200/2506] lr: 2.205e-02, eta: 19:33:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 1.6842, loss: 1.6842 +2023-12-08 02:41:18,339 - pyskl - INFO - Epoch [34][1300/2506] lr: 2.204e-02, eta: 19:33:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9756, loss_cls: 1.7498, loss: 1.7498 +2023-12-08 02:41:41,739 - pyskl - INFO - Epoch [34][1400/2506] lr: 2.204e-02, eta: 19:32:46, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 1.6341, loss: 1.6341 +2023-12-08 02:42:05,264 - pyskl - INFO - Epoch [34][1500/2506] lr: 2.203e-02, eta: 19:32:20, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 1.5910, loss: 1.5910 +2023-12-08 02:42:28,609 - pyskl - INFO - Epoch [34][1600/2506] lr: 2.202e-02, eta: 19:31:53, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 1.5159, loss: 1.5159 +2023-12-08 02:42:52,033 - pyskl - INFO - Epoch [34][1700/2506] lr: 2.202e-02, eta: 19:31:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 1.5712, loss: 1.5712 +2023-12-08 02:43:15,549 - pyskl - INFO - Epoch [34][1800/2506] lr: 2.201e-02, eta: 19:31:01, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9819, loss_cls: 1.6213, loss: 1.6213 +2023-12-08 02:43:38,935 - pyskl - INFO - Epoch [34][1900/2506] lr: 2.200e-02, eta: 19:30:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9800, loss_cls: 1.6974, loss: 1.6974 +2023-12-08 02:44:02,307 - pyskl - INFO - Epoch [34][2000/2506] lr: 2.200e-02, eta: 19:30:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9781, loss_cls: 1.6939, loss: 1.6939 +2023-12-08 02:44:25,640 - pyskl - INFO - Epoch [34][2100/2506] lr: 2.199e-02, eta: 19:29:41, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 1.7431, loss: 1.7431 +2023-12-08 02:44:48,999 - pyskl - INFO - Epoch [34][2200/2506] lr: 2.198e-02, eta: 19:29:14, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 1.6466, loss: 1.6466 +2023-12-08 02:45:12,442 - pyskl - INFO - Epoch [34][2300/2506] lr: 2.198e-02, eta: 19:28:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 1.5973, loss: 1.5973 +2023-12-08 02:45:35,977 - pyskl - INFO - Epoch [34][2400/2506] lr: 2.197e-02, eta: 19:28:22, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9744, loss_cls: 1.6465, loss: 1.6465 +2023-12-08 02:45:59,390 - pyskl - INFO - Epoch [34][2500/2506] lr: 2.196e-02, eta: 19:27:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 1.6945, loss: 1.6945 +2023-12-08 02:46:01,317 - pyskl - INFO - Saving checkpoint at 34 epochs +2023-12-08 02:47:24,489 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 02:47:24,561 - pyskl - INFO - +top1_acc 0.8284 +top5_acc 0.9734 +2023-12-08 02:47:24,565 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_29.pth was removed +2023-12-08 02:47:24,700 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_34.pth. +2023-12-08 02:47:24,700 - pyskl - INFO - Best top1_acc is 0.8284 at 34 epoch. +2023-12-08 02:47:24,705 - pyskl - INFO - Epoch(val) [34][1031] top1_acc: 0.8284, top5_acc: 0.9734 +2023-12-08 02:48:06,168 - pyskl - INFO - Epoch [35][100/2506] lr: 2.196e-02, eta: 19:28:24, time: 0.415, data_time: 0.180, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 1.5247, loss: 1.5247 +2023-12-08 02:48:29,565 - pyskl - INFO - Epoch [35][200/2506] lr: 2.195e-02, eta: 19:27:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 1.6480, loss: 1.6480 +2023-12-08 02:48:52,972 - pyskl - INFO - Epoch [35][300/2506] lr: 2.194e-02, eta: 19:27:31, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 1.5613, loss: 1.5613 +2023-12-08 02:49:16,241 - pyskl - INFO - Epoch [35][400/2506] lr: 2.194e-02, eta: 19:27:04, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 1.5215, loss: 1.5215 +2023-12-08 02:49:39,629 - pyskl - INFO - Epoch [35][500/2506] lr: 2.193e-02, eta: 19:26:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 1.5937, loss: 1.5937 +2023-12-08 02:50:03,022 - pyskl - INFO - Epoch [35][600/2506] lr: 2.192e-02, eta: 19:26:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 1.6128, loss: 1.6128 +2023-12-08 02:50:26,410 - pyskl - INFO - Epoch [35][700/2506] lr: 2.191e-02, eta: 19:25:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 1.6135, loss: 1.6135 +2023-12-08 02:50:49,759 - pyskl - INFO - Epoch [35][800/2506] lr: 2.191e-02, eta: 19:25:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 1.6478, loss: 1.6478 +2023-12-08 02:51:13,051 - pyskl - INFO - Epoch [35][900/2506] lr: 2.190e-02, eta: 19:24:50, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 1.6828, loss: 1.6828 +2023-12-08 02:51:36,351 - pyskl - INFO - Epoch [35][1000/2506] lr: 2.189e-02, eta: 19:24:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 1.5552, loss: 1.5552 +2023-12-08 02:51:59,657 - pyskl - INFO - Epoch [35][1100/2506] lr: 2.189e-02, eta: 19:23:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 1.6172, loss: 1.6172 +2023-12-08 02:52:22,927 - pyskl - INFO - Epoch [35][1200/2506] lr: 2.188e-02, eta: 19:23:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9744, loss_cls: 1.5876, loss: 1.5876 +2023-12-08 02:52:46,225 - pyskl - INFO - Epoch [35][1300/2506] lr: 2.187e-02, eta: 19:23:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 1.6606, loss: 1.6606 +2023-12-08 02:53:09,570 - pyskl - INFO - Epoch [35][1400/2506] lr: 2.187e-02, eta: 19:22:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9831, loss_cls: 1.6053, loss: 1.6053 +2023-12-08 02:53:32,875 - pyskl - INFO - Epoch [35][1500/2506] lr: 2.186e-02, eta: 19:22:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9750, loss_cls: 1.6122, loss: 1.6122 +2023-12-08 02:53:56,296 - pyskl - INFO - Epoch [35][1600/2506] lr: 2.185e-02, eta: 19:21:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9794, loss_cls: 1.6915, loss: 1.6915 +2023-12-08 02:54:19,595 - pyskl - INFO - Epoch [35][1700/2506] lr: 2.185e-02, eta: 19:21:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9806, loss_cls: 1.7340, loss: 1.7340 +2023-12-08 02:54:42,971 - pyskl - INFO - Epoch [35][1800/2506] lr: 2.184e-02, eta: 19:20:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9663, loss_cls: 1.7446, loss: 1.7446 +2023-12-08 02:55:06,318 - pyskl - INFO - Epoch [35][1900/2506] lr: 2.183e-02, eta: 19:20:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 1.6551, loss: 1.6551 +2023-12-08 02:55:29,643 - pyskl - INFO - Epoch [35][2000/2506] lr: 2.182e-02, eta: 19:19:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 1.6445, loss: 1.6445 +2023-12-08 02:55:52,969 - pyskl - INFO - Epoch [35][2100/2506] lr: 2.182e-02, eta: 19:19:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 1.7554, loss: 1.7554 +2023-12-08 02:56:16,302 - pyskl - INFO - Epoch [35][2200/2506] lr: 2.181e-02, eta: 19:19:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9756, loss_cls: 1.6016, loss: 1.6016 +2023-12-08 02:56:39,576 - pyskl - INFO - Epoch [35][2300/2506] lr: 2.180e-02, eta: 19:18:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 1.6135, loss: 1.6135 +2023-12-08 02:57:02,984 - pyskl - INFO - Epoch [35][2400/2506] lr: 2.180e-02, eta: 19:18:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9675, loss_cls: 1.7200, loss: 1.7200 +2023-12-08 02:57:26,351 - pyskl - INFO - Epoch [35][2500/2506] lr: 2.179e-02, eta: 19:17:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 1.5480, loss: 1.5480 +2023-12-08 02:57:28,364 - pyskl - INFO - Saving checkpoint at 35 epochs +2023-12-08 02:58:51,672 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 02:58:51,742 - pyskl - INFO - +top1_acc 0.7971 +top5_acc 0.9640 +2023-12-08 02:58:51,746 - pyskl - INFO - Epoch(val) [35][1031] top1_acc: 0.7971, top5_acc: 0.9640 +2023-12-08 02:59:33,220 - pyskl - INFO - Epoch [36][100/2506] lr: 2.178e-02, eta: 19:18:10, time: 0.415, data_time: 0.182, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 1.5516, loss: 1.5516 +2023-12-08 02:59:56,608 - pyskl - INFO - Epoch [36][200/2506] lr: 2.178e-02, eta: 19:17:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9856, loss_cls: 1.5860, loss: 1.5860 +2023-12-08 03:00:20,114 - pyskl - INFO - Epoch [36][300/2506] lr: 2.177e-02, eta: 19:17:17, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9762, loss_cls: 1.5363, loss: 1.5363 +2023-12-08 03:00:43,618 - pyskl - INFO - Epoch [36][400/2506] lr: 2.176e-02, eta: 19:16:51, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 1.7068, loss: 1.7068 +2023-12-08 03:01:07,067 - pyskl - INFO - Epoch [36][500/2506] lr: 2.175e-02, eta: 19:16:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9794, loss_cls: 1.6821, loss: 1.6821 +2023-12-08 03:01:30,384 - pyskl - INFO - Epoch [36][600/2506] lr: 2.175e-02, eta: 19:15:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9719, loss_cls: 1.6477, loss: 1.6477 +2023-12-08 03:01:53,760 - pyskl - INFO - Epoch [36][700/2506] lr: 2.174e-02, eta: 19:15:31, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 1.6228, loss: 1.6228 +2023-12-08 03:02:17,087 - pyskl - INFO - Epoch [36][800/2506] lr: 2.173e-02, eta: 19:15:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9844, loss_cls: 1.5570, loss: 1.5570 +2023-12-08 03:02:40,517 - pyskl - INFO - Epoch [36][900/2506] lr: 2.173e-02, eta: 19:14:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 1.6188, loss: 1.6188 +2023-12-08 03:03:03,918 - pyskl - INFO - Epoch [36][1000/2506] lr: 2.172e-02, eta: 19:14:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 1.5794, loss: 1.5794 +2023-12-08 03:03:27,378 - pyskl - INFO - Epoch [36][1100/2506] lr: 2.171e-02, eta: 19:13:46, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 1.6626, loss: 1.6626 +2023-12-08 03:03:50,753 - pyskl - INFO - Epoch [36][1200/2506] lr: 2.171e-02, eta: 19:13:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 1.6370, loss: 1.6370 +2023-12-08 03:04:14,098 - pyskl - INFO - Epoch [36][1300/2506] lr: 2.170e-02, eta: 19:12:53, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9769, loss_cls: 1.6175, loss: 1.6175 +2023-12-08 03:04:37,576 - pyskl - INFO - Epoch [36][1400/2506] lr: 2.169e-02, eta: 19:12:26, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 1.5798, loss: 1.5798 +2023-12-08 03:05:00,951 - pyskl - INFO - Epoch [36][1500/2506] lr: 2.168e-02, eta: 19:12:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 1.5477, loss: 1.5477 +2023-12-08 03:05:24,555 - pyskl - INFO - Epoch [36][1600/2506] lr: 2.168e-02, eta: 19:11:34, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9750, loss_cls: 1.6181, loss: 1.6181 +2023-12-08 03:05:48,050 - pyskl - INFO - Epoch [36][1700/2506] lr: 2.167e-02, eta: 19:11:08, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 1.6282, loss: 1.6282 +2023-12-08 03:06:11,429 - pyskl - INFO - Epoch [36][1800/2506] lr: 2.166e-02, eta: 19:10:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 1.6850, loss: 1.6850 +2023-12-08 03:06:34,888 - pyskl - INFO - Epoch [36][1900/2506] lr: 2.166e-02, eta: 19:10:15, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 1.6052, loss: 1.6052 +2023-12-08 03:06:58,325 - pyskl - INFO - Epoch [36][2000/2506] lr: 2.165e-02, eta: 19:09:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 1.6261, loss: 1.6261 +2023-12-08 03:07:21,716 - pyskl - INFO - Epoch [36][2100/2506] lr: 2.164e-02, eta: 19:09:23, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 1.6276, loss: 1.6276 +2023-12-08 03:07:45,109 - pyskl - INFO - Epoch [36][2200/2506] lr: 2.163e-02, eta: 19:08:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9769, loss_cls: 1.7330, loss: 1.7330 +2023-12-08 03:08:08,489 - pyskl - INFO - Epoch [36][2300/2506] lr: 2.163e-02, eta: 19:08:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 1.7561, loss: 1.7561 +2023-12-08 03:08:31,904 - pyskl - INFO - Epoch [36][2400/2506] lr: 2.162e-02, eta: 19:08:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9663, loss_cls: 1.7159, loss: 1.7159 +2023-12-08 03:08:55,441 - pyskl - INFO - Epoch [36][2500/2506] lr: 2.161e-02, eta: 19:07:38, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 1.6133, loss: 1.6133 +2023-12-08 03:08:57,318 - pyskl - INFO - Saving checkpoint at 36 epochs +2023-12-08 03:10:20,516 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 03:10:20,587 - pyskl - INFO - +top1_acc 0.7821 +top5_acc 0.9650 +2023-12-08 03:10:20,591 - pyskl - INFO - Epoch(val) [36][1031] top1_acc: 0.7821, top5_acc: 0.9650 +2023-12-08 03:11:02,604 - pyskl - INFO - Epoch [37][100/2506] lr: 2.161e-02, eta: 19:08:04, time: 0.420, data_time: 0.185, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 1.5590, loss: 1.5590 +2023-12-08 03:11:25,965 - pyskl - INFO - Epoch [37][200/2506] lr: 2.160e-02, eta: 19:07:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 1.5891, loss: 1.5891 +2023-12-08 03:11:49,393 - pyskl - INFO - Epoch [37][300/2506] lr: 2.159e-02, eta: 19:07:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 1.5822, loss: 1.5822 +2023-12-08 03:12:12,756 - pyskl - INFO - Epoch [37][400/2506] lr: 2.158e-02, eta: 19:06:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 1.5432, loss: 1.5432 +2023-12-08 03:12:36,118 - pyskl - INFO - Epoch [37][500/2506] lr: 2.158e-02, eta: 19:06:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9844, loss_cls: 1.5676, loss: 1.5676 +2023-12-08 03:12:59,434 - pyskl - INFO - Epoch [37][600/2506] lr: 2.157e-02, eta: 19:05:52, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9762, loss_cls: 1.5478, loss: 1.5478 +2023-12-08 03:13:22,751 - pyskl - INFO - Epoch [37][700/2506] lr: 2.156e-02, eta: 19:05:25, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9750, loss_cls: 1.6082, loss: 1.6082 +2023-12-08 03:13:46,210 - pyskl - INFO - Epoch [37][800/2506] lr: 2.155e-02, eta: 19:04:59, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9819, loss_cls: 1.5947, loss: 1.5947 +2023-12-08 03:14:09,559 - pyskl - INFO - Epoch [37][900/2506] lr: 2.155e-02, eta: 19:04:33, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9712, loss_cls: 1.7000, loss: 1.7000 +2023-12-08 03:14:32,897 - pyskl - INFO - Epoch [37][1000/2506] lr: 2.154e-02, eta: 19:04:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 1.6308, loss: 1.6308 +2023-12-08 03:14:56,295 - pyskl - INFO - Epoch [37][1100/2506] lr: 2.153e-02, eta: 19:03:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 1.6925, loss: 1.6925 +2023-12-08 03:15:19,763 - pyskl - INFO - Epoch [37][1200/2506] lr: 2.153e-02, eta: 19:03:14, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 1.5649, loss: 1.5649 +2023-12-08 03:15:43,190 - pyskl - INFO - Epoch [37][1300/2506] lr: 2.152e-02, eta: 19:02:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 1.6526, loss: 1.6526 +2023-12-08 03:16:06,570 - pyskl - INFO - Epoch [37][1400/2506] lr: 2.151e-02, eta: 19:02:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 1.6586, loss: 1.6586 +2023-12-08 03:16:29,893 - pyskl - INFO - Epoch [37][1500/2506] lr: 2.150e-02, eta: 19:01:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 1.6740, loss: 1.6740 +2023-12-08 03:16:53,270 - pyskl - INFO - Epoch [37][1600/2506] lr: 2.150e-02, eta: 19:01:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 1.6661, loss: 1.6661 +2023-12-08 03:17:16,674 - pyskl - INFO - Epoch [37][1700/2506] lr: 2.149e-02, eta: 19:01:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 1.6763, loss: 1.6763 +2023-12-08 03:17:40,116 - pyskl - INFO - Epoch [37][1800/2506] lr: 2.148e-02, eta: 19:00:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9719, loss_cls: 1.5909, loss: 1.5909 +2023-12-08 03:18:03,557 - pyskl - INFO - Epoch [37][1900/2506] lr: 2.148e-02, eta: 19:00:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 1.6047, loss: 1.6047 +2023-12-08 03:18:26,990 - pyskl - INFO - Epoch [37][2000/2506] lr: 2.147e-02, eta: 18:59:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9844, loss_cls: 1.6194, loss: 1.6194 +2023-12-08 03:18:50,350 - pyskl - INFO - Epoch [37][2100/2506] lr: 2.146e-02, eta: 18:59:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 1.6832, loss: 1.6832 +2023-12-08 03:19:13,735 - pyskl - INFO - Epoch [37][2200/2506] lr: 2.145e-02, eta: 18:58:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 1.6285, loss: 1.6285 +2023-12-08 03:19:37,133 - pyskl - INFO - Epoch [37][2300/2506] lr: 2.145e-02, eta: 18:58:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 1.6562, loss: 1.6562 +2023-12-08 03:20:00,566 - pyskl - INFO - Epoch [37][2400/2506] lr: 2.144e-02, eta: 18:57:58, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 1.6214, loss: 1.6214 +2023-12-08 03:20:23,977 - pyskl - INFO - Epoch [37][2500/2506] lr: 2.143e-02, eta: 18:57:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 1.5923, loss: 1.5923 +2023-12-08 03:20:25,851 - pyskl - INFO - Saving checkpoint at 37 epochs +2023-12-08 03:21:48,743 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 03:21:48,812 - pyskl - INFO - +top1_acc 0.8186 +top5_acc 0.9726 +2023-12-08 03:21:48,816 - pyskl - INFO - Epoch(val) [37][1031] top1_acc: 0.8186, top5_acc: 0.9726 +2023-12-08 03:22:30,456 - pyskl - INFO - Epoch [38][100/2506] lr: 2.142e-02, eta: 18:57:55, time: 0.416, data_time: 0.183, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9775, loss_cls: 1.5112, loss: 1.5112 +2023-12-08 03:22:53,874 - pyskl - INFO - Epoch [38][200/2506] lr: 2.142e-02, eta: 18:57:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 1.5918, loss: 1.5918 +2023-12-08 03:23:17,266 - pyskl - INFO - Epoch [38][300/2506] lr: 2.141e-02, eta: 18:57:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 1.5708, loss: 1.5708 +2023-12-08 03:23:40,654 - pyskl - INFO - Epoch [38][400/2506] lr: 2.140e-02, eta: 18:56:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 1.6340, loss: 1.6340 +2023-12-08 03:24:04,034 - pyskl - INFO - Epoch [38][500/2506] lr: 2.139e-02, eta: 18:56:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 1.6601, loss: 1.6601 +2023-12-08 03:24:27,400 - pyskl - INFO - Epoch [38][600/2506] lr: 2.139e-02, eta: 18:55:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9825, loss_cls: 1.6087, loss: 1.6087 +2023-12-08 03:24:50,898 - pyskl - INFO - Epoch [38][700/2506] lr: 2.138e-02, eta: 18:55:18, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9875, loss_cls: 1.5076, loss: 1.5076 +2023-12-08 03:25:14,327 - pyskl - INFO - Epoch [38][800/2506] lr: 2.137e-02, eta: 18:54:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 1.6000, loss: 1.6000 +2023-12-08 03:25:37,728 - pyskl - INFO - Epoch [38][900/2506] lr: 2.136e-02, eta: 18:54:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 1.6609, loss: 1.6609 +2023-12-08 03:26:01,081 - pyskl - INFO - Epoch [38][1000/2506] lr: 2.136e-02, eta: 18:53:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9725, loss_cls: 1.5900, loss: 1.5900 +2023-12-08 03:26:24,434 - pyskl - INFO - Epoch [38][1100/2506] lr: 2.135e-02, eta: 18:53:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 1.6026, loss: 1.6026 +2023-12-08 03:26:47,802 - pyskl - INFO - Epoch [38][1200/2506] lr: 2.134e-02, eta: 18:53:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 1.6660, loss: 1.6660 +2023-12-08 03:27:11,145 - pyskl - INFO - Epoch [38][1300/2506] lr: 2.134e-02, eta: 18:52:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 1.6454, loss: 1.6454 +2023-12-08 03:27:34,453 - pyskl - INFO - Epoch [38][1400/2506] lr: 2.133e-02, eta: 18:52:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 1.5896, loss: 1.5896 +2023-12-08 03:27:57,852 - pyskl - INFO - Epoch [38][1500/2506] lr: 2.132e-02, eta: 18:51:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9788, loss_cls: 1.6621, loss: 1.6621 +2023-12-08 03:28:21,248 - pyskl - INFO - Epoch [38][1600/2506] lr: 2.131e-02, eta: 18:51:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 1.6208, loss: 1.6208 +2023-12-08 03:28:44,584 - pyskl - INFO - Epoch [38][1700/2506] lr: 2.131e-02, eta: 18:50:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 1.6503, loss: 1.6503 +2023-12-08 03:29:07,976 - pyskl - INFO - Epoch [38][1800/2506] lr: 2.130e-02, eta: 18:50:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 1.6086, loss: 1.6086 +2023-12-08 03:29:31,407 - pyskl - INFO - Epoch [38][1900/2506] lr: 2.129e-02, eta: 18:50:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 1.5576, loss: 1.5576 +2023-12-08 03:29:54,812 - pyskl - INFO - Epoch [38][2000/2506] lr: 2.128e-02, eta: 18:49:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9775, loss_cls: 1.7095, loss: 1.7095 +2023-12-08 03:30:18,237 - pyskl - INFO - Epoch [38][2100/2506] lr: 2.128e-02, eta: 18:49:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 1.7000, loss: 1.7000 +2023-12-08 03:30:41,575 - pyskl - INFO - Epoch [38][2200/2506] lr: 2.127e-02, eta: 18:48:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 1.6299, loss: 1.6299 +2023-12-08 03:31:04,972 - pyskl - INFO - Epoch [38][2300/2506] lr: 2.126e-02, eta: 18:48:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9744, loss_cls: 1.6421, loss: 1.6421 +2023-12-08 03:31:28,399 - pyskl - INFO - Epoch [38][2400/2506] lr: 2.125e-02, eta: 18:47:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9825, loss_cls: 1.6568, loss: 1.6568 +2023-12-08 03:31:51,872 - pyskl - INFO - Epoch [38][2500/2506] lr: 2.125e-02, eta: 18:47:25, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9819, loss_cls: 1.6301, loss: 1.6301 +2023-12-08 03:31:53,806 - pyskl - INFO - Saving checkpoint at 38 epochs +2023-12-08 03:33:17,039 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 03:33:17,110 - pyskl - INFO - +top1_acc 0.8142 +top5_acc 0.9737 +2023-12-08 03:33:17,115 - pyskl - INFO - Epoch(val) [38][1031] top1_acc: 0.8142, top5_acc: 0.9737 +2023-12-08 03:33:59,421 - pyskl - INFO - Epoch [39][100/2506] lr: 2.124e-02, eta: 18:47:49, time: 0.423, data_time: 0.188, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 1.5956, loss: 1.5956 +2023-12-08 03:34:22,913 - pyskl - INFO - Epoch [39][200/2506] lr: 2.123e-02, eta: 18:47:23, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 1.6369, loss: 1.6369 +2023-12-08 03:34:46,451 - pyskl - INFO - Epoch [39][300/2506] lr: 2.122e-02, eta: 18:46:57, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9750, loss_cls: 1.6231, loss: 1.6231 +2023-12-08 03:35:09,925 - pyskl - INFO - Epoch [39][400/2506] lr: 2.122e-02, eta: 18:46:31, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9769, loss_cls: 1.5349, loss: 1.5349 +2023-12-08 03:35:33,466 - pyskl - INFO - Epoch [39][500/2506] lr: 2.121e-02, eta: 18:46:05, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9788, loss_cls: 1.5682, loss: 1.5682 +2023-12-08 03:35:57,021 - pyskl - INFO - Epoch [39][600/2506] lr: 2.120e-02, eta: 18:45:40, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9850, loss_cls: 1.6435, loss: 1.6435 +2023-12-08 03:36:20,511 - pyskl - INFO - Epoch [39][700/2506] lr: 2.119e-02, eta: 18:45:14, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 1.5683, loss: 1.5683 +2023-12-08 03:36:44,002 - pyskl - INFO - Epoch [39][800/2506] lr: 2.119e-02, eta: 18:44:48, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 1.5952, loss: 1.5952 +2023-12-08 03:37:07,499 - pyskl - INFO - Epoch [39][900/2506] lr: 2.118e-02, eta: 18:44:22, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 1.6589, loss: 1.6589 +2023-12-08 03:37:31,037 - pyskl - INFO - Epoch [39][1000/2506] lr: 2.117e-02, eta: 18:43:56, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9812, loss_cls: 1.6390, loss: 1.6390 +2023-12-08 03:37:54,573 - pyskl - INFO - Epoch [39][1100/2506] lr: 2.116e-02, eta: 18:43:30, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 1.6189, loss: 1.6189 +2023-12-08 03:38:18,114 - pyskl - INFO - Epoch [39][1200/2506] lr: 2.116e-02, eta: 18:43:04, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9750, loss_cls: 1.5792, loss: 1.5792 +2023-12-08 03:38:41,647 - pyskl - INFO - Epoch [39][1300/2506] lr: 2.115e-02, eta: 18:42:39, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 1.5906, loss: 1.5906 +2023-12-08 03:39:05,173 - pyskl - INFO - Epoch [39][1400/2506] lr: 2.114e-02, eta: 18:42:13, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 1.6489, loss: 1.6489 +2023-12-08 03:39:28,676 - pyskl - INFO - Epoch [39][1500/2506] lr: 2.113e-02, eta: 18:41:47, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 1.6182, loss: 1.6182 +2023-12-08 03:39:52,201 - pyskl - INFO - Epoch [39][1600/2506] lr: 2.113e-02, eta: 18:41:21, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 1.5790, loss: 1.5790 +2023-12-08 03:40:15,798 - pyskl - INFO - Epoch [39][1700/2506] lr: 2.112e-02, eta: 18:40:56, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 1.5345, loss: 1.5345 +2023-12-08 03:40:39,373 - pyskl - INFO - Epoch [39][1800/2506] lr: 2.111e-02, eta: 18:40:30, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 1.6013, loss: 1.6013 +2023-12-08 03:41:02,861 - pyskl - INFO - Epoch [39][1900/2506] lr: 2.110e-02, eta: 18:40:04, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 1.6955, loss: 1.6955 +2023-12-08 03:41:26,322 - pyskl - INFO - Epoch [39][2000/2506] lr: 2.110e-02, eta: 18:39:38, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9856, loss_cls: 1.5590, loss: 1.5590 +2023-12-08 03:41:49,862 - pyskl - INFO - Epoch [39][2100/2506] lr: 2.109e-02, eta: 18:39:12, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 1.5952, loss: 1.5952 +2023-12-08 03:42:13,439 - pyskl - INFO - Epoch [39][2200/2506] lr: 2.108e-02, eta: 18:38:47, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 1.6056, loss: 1.6056 +2023-12-08 03:42:36,941 - pyskl - INFO - Epoch [39][2300/2506] lr: 2.107e-02, eta: 18:38:21, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 1.6410, loss: 1.6410 +2023-12-08 03:43:00,452 - pyskl - INFO - Epoch [39][2400/2506] lr: 2.106e-02, eta: 18:37:55, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 1.6042, loss: 1.6042 +2023-12-08 03:43:23,925 - pyskl - INFO - Epoch [39][2500/2506] lr: 2.106e-02, eta: 18:37:29, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 1.6369, loss: 1.6369 +2023-12-08 03:43:25,844 - pyskl - INFO - Saving checkpoint at 39 epochs +2023-12-08 03:44:49,064 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 03:44:49,137 - pyskl - INFO - +top1_acc 0.8028 +top5_acc 0.9673 +2023-12-08 03:44:49,141 - pyskl - INFO - Epoch(val) [39][1031] top1_acc: 0.8028, top5_acc: 0.9673 +2023-12-08 03:45:30,697 - pyskl - INFO - Epoch [40][100/2506] lr: 2.105e-02, eta: 18:37:49, time: 0.416, data_time: 0.182, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9850, loss_cls: 1.5840, loss: 1.5840 +2023-12-08 03:45:54,014 - pyskl - INFO - Epoch [40][200/2506] lr: 2.104e-02, eta: 18:37:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 1.5761, loss: 1.5761 +2023-12-08 03:46:17,366 - pyskl - INFO - Epoch [40][300/2506] lr: 2.103e-02, eta: 18:36:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 1.6109, loss: 1.6109 +2023-12-08 03:46:40,743 - pyskl - INFO - Epoch [40][400/2506] lr: 2.103e-02, eta: 18:36:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 1.6039, loss: 1.6039 +2023-12-08 03:47:04,155 - pyskl - INFO - Epoch [40][500/2506] lr: 2.102e-02, eta: 18:36:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 1.6810, loss: 1.6810 +2023-12-08 03:47:27,509 - pyskl - INFO - Epoch [40][600/2506] lr: 2.101e-02, eta: 18:35:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 1.5669, loss: 1.5669 +2023-12-08 03:47:50,829 - pyskl - INFO - Epoch [40][700/2506] lr: 2.100e-02, eta: 18:35:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 1.5812, loss: 1.5812 +2023-12-08 03:48:14,224 - pyskl - INFO - Epoch [40][800/2506] lr: 2.100e-02, eta: 18:34:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9750, loss_cls: 1.6040, loss: 1.6040 +2023-12-08 03:48:37,604 - pyskl - INFO - Epoch [40][900/2506] lr: 2.099e-02, eta: 18:34:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 1.5883, loss: 1.5883 +2023-12-08 03:49:00,943 - pyskl - INFO - Epoch [40][1000/2506] lr: 2.098e-02, eta: 18:33:53, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 1.6129, loss: 1.6129 +2023-12-08 03:49:24,307 - pyskl - INFO - Epoch [40][1100/2506] lr: 2.097e-02, eta: 18:33:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 1.6019, loss: 1.6019 +2023-12-08 03:49:47,586 - pyskl - INFO - Epoch [40][1200/2506] lr: 2.097e-02, eta: 18:33:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9844, loss_cls: 1.5941, loss: 1.5941 +2023-12-08 03:50:10,904 - pyskl - INFO - Epoch [40][1300/2506] lr: 2.096e-02, eta: 18:32:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 1.5829, loss: 1.5829 +2023-12-08 03:50:34,355 - pyskl - INFO - Epoch [40][1400/2506] lr: 2.095e-02, eta: 18:32:08, time: 0.235, data_time: 0.001, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 1.5905, loss: 1.5905 +2023-12-08 03:50:57,759 - pyskl - INFO - Epoch [40][1500/2506] lr: 2.094e-02, eta: 18:31:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 1.6367, loss: 1.6367 +2023-12-08 03:51:21,154 - pyskl - INFO - Epoch [40][1600/2506] lr: 2.093e-02, eta: 18:31:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9775, loss_cls: 1.5515, loss: 1.5515 +2023-12-08 03:51:44,436 - pyskl - INFO - Epoch [40][1700/2506] lr: 2.093e-02, eta: 18:30:49, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 1.5271, loss: 1.5271 +2023-12-08 03:52:07,710 - pyskl - INFO - Epoch [40][1800/2506] lr: 2.092e-02, eta: 18:30:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 1.6294, loss: 1.6294 +2023-12-08 03:52:30,957 - pyskl - INFO - Epoch [40][1900/2506] lr: 2.091e-02, eta: 18:29:56, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 1.6868, loss: 1.6868 +2023-12-08 03:52:54,267 - pyskl - INFO - Epoch [40][2000/2506] lr: 2.090e-02, eta: 18:29:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 1.6308, loss: 1.6308 +2023-12-08 03:53:17,521 - pyskl - INFO - Epoch [40][2100/2506] lr: 2.090e-02, eta: 18:29:04, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 1.6256, loss: 1.6256 +2023-12-08 03:53:40,885 - pyskl - INFO - Epoch [40][2200/2506] lr: 2.089e-02, eta: 18:28:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 1.5823, loss: 1.5823 +2023-12-08 03:54:04,351 - pyskl - INFO - Epoch [40][2300/2506] lr: 2.088e-02, eta: 18:28:12, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 1.6173, loss: 1.6173 +2023-12-08 03:54:27,620 - pyskl - INFO - Epoch [40][2400/2506] lr: 2.087e-02, eta: 18:27:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9700, loss_cls: 1.6846, loss: 1.6846 +2023-12-08 03:54:50,990 - pyskl - INFO - Epoch [40][2500/2506] lr: 2.086e-02, eta: 18:27:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 1.5618, loss: 1.5618 +2023-12-08 03:54:52,818 - pyskl - INFO - Saving checkpoint at 40 epochs +2023-12-08 03:56:15,816 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 03:56:15,890 - pyskl - INFO - +top1_acc 0.8202 +top5_acc 0.9713 +2023-12-08 03:56:15,894 - pyskl - INFO - Epoch(val) [40][1031] top1_acc: 0.8202, top5_acc: 0.9713 +2023-12-08 03:56:57,804 - pyskl - INFO - Epoch [41][100/2506] lr: 2.086e-02, eta: 18:27:38, time: 0.419, data_time: 0.186, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 1.6573, loss: 1.6573 +2023-12-08 03:57:21,184 - pyskl - INFO - Epoch [41][200/2506] lr: 2.085e-02, eta: 18:27:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 1.6417, loss: 1.6417 +2023-12-08 03:57:44,595 - pyskl - INFO - Epoch [41][300/2506] lr: 2.084e-02, eta: 18:26:46, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9838, loss_cls: 1.5648, loss: 1.5648 +2023-12-08 03:58:07,914 - pyskl - INFO - Epoch [41][400/2506] lr: 2.083e-02, eta: 18:26:20, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 1.6096, loss: 1.6096 +2023-12-08 03:58:31,162 - pyskl - INFO - Epoch [41][500/2506] lr: 2.083e-02, eta: 18:25:53, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9856, loss_cls: 1.5211, loss: 1.5211 +2023-12-08 03:58:54,460 - pyskl - INFO - Epoch [41][600/2506] lr: 2.082e-02, eta: 18:25:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 1.6173, loss: 1.6173 +2023-12-08 03:59:17,811 - pyskl - INFO - Epoch [41][700/2506] lr: 2.081e-02, eta: 18:25:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 1.5998, loss: 1.5998 +2023-12-08 03:59:41,226 - pyskl - INFO - Epoch [41][800/2506] lr: 2.080e-02, eta: 18:24:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 1.5982, loss: 1.5982 +2023-12-08 04:00:04,537 - pyskl - INFO - Epoch [41][900/2506] lr: 2.079e-02, eta: 18:24:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 1.5450, loss: 1.5450 +2023-12-08 04:00:27,859 - pyskl - INFO - Epoch [41][1000/2506] lr: 2.079e-02, eta: 18:23:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9838, loss_cls: 1.5634, loss: 1.5634 +2023-12-08 04:00:51,185 - pyskl - INFO - Epoch [41][1100/2506] lr: 2.078e-02, eta: 18:23:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9869, loss_cls: 1.5370, loss: 1.5370 +2023-12-08 04:01:14,447 - pyskl - INFO - Epoch [41][1200/2506] lr: 2.077e-02, eta: 18:22:50, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 1.5947, loss: 1.5947 +2023-12-08 04:01:37,714 - pyskl - INFO - Epoch [41][1300/2506] lr: 2.076e-02, eta: 18:22:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9838, loss_cls: 1.6141, loss: 1.6141 +2023-12-08 04:02:01,065 - pyskl - INFO - Epoch [41][1400/2506] lr: 2.075e-02, eta: 18:21:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9825, loss_cls: 1.6241, loss: 1.6241 +2023-12-08 04:02:24,446 - pyskl - INFO - Epoch [41][1500/2506] lr: 2.075e-02, eta: 18:21:31, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9744, loss_cls: 1.6643, loss: 1.6643 +2023-12-08 04:02:47,778 - pyskl - INFO - Epoch [41][1600/2506] lr: 2.074e-02, eta: 18:21:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 1.6185, loss: 1.6185 +2023-12-08 04:03:11,144 - pyskl - INFO - Epoch [41][1700/2506] lr: 2.073e-02, eta: 18:20:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 1.6077, loss: 1.6077 +2023-12-08 04:03:34,454 - pyskl - INFO - Epoch [41][1800/2506] lr: 2.072e-02, eta: 18:20:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 1.5115, loss: 1.5115 +2023-12-08 04:03:57,748 - pyskl - INFO - Epoch [41][1900/2506] lr: 2.072e-02, eta: 18:19:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 1.5171, loss: 1.5171 +2023-12-08 04:04:21,096 - pyskl - INFO - Epoch [41][2000/2506] lr: 2.071e-02, eta: 18:19:20, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 1.5799, loss: 1.5799 +2023-12-08 04:04:44,496 - pyskl - INFO - Epoch [41][2100/2506] lr: 2.070e-02, eta: 18:18:54, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9806, loss_cls: 1.6594, loss: 1.6594 +2023-12-08 04:05:07,887 - pyskl - INFO - Epoch [41][2200/2506] lr: 2.069e-02, eta: 18:18:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 1.5779, loss: 1.5779 +2023-12-08 04:05:31,182 - pyskl - INFO - Epoch [41][2300/2506] lr: 2.068e-02, eta: 18:18:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 1.7123, loss: 1.7123 +2023-12-08 04:05:54,476 - pyskl - INFO - Epoch [41][2400/2506] lr: 2.068e-02, eta: 18:17:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 1.6597, loss: 1.6597 +2023-12-08 04:06:17,760 - pyskl - INFO - Epoch [41][2500/2506] lr: 2.067e-02, eta: 18:17:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 1.5947, loss: 1.5947 +2023-12-08 04:06:19,672 - pyskl - INFO - Saving checkpoint at 41 epochs +2023-12-08 04:07:42,690 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 04:07:42,759 - pyskl - INFO - +top1_acc 0.8350 +top5_acc 0.9734 +2023-12-08 04:07:42,763 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_34.pth was removed +2023-12-08 04:07:42,904 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_41.pth. +2023-12-08 04:07:42,904 - pyskl - INFO - Best top1_acc is 0.8350 at 41 epoch. +2023-12-08 04:07:42,910 - pyskl - INFO - Epoch(val) [41][1031] top1_acc: 0.8350, top5_acc: 0.9734 +2023-12-08 04:08:24,849 - pyskl - INFO - Epoch [42][100/2506] lr: 2.066e-02, eta: 18:17:27, time: 0.419, data_time: 0.186, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9844, loss_cls: 1.6035, loss: 1.6035 +2023-12-08 04:08:48,195 - pyskl - INFO - Epoch [42][200/2506] lr: 2.065e-02, eta: 18:17:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 1.5350, loss: 1.5350 +2023-12-08 04:09:11,494 - pyskl - INFO - Epoch [42][300/2506] lr: 2.064e-02, eta: 18:16:35, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 1.6002, loss: 1.6002 +2023-12-08 04:09:34,844 - pyskl - INFO - Epoch [42][400/2506] lr: 2.064e-02, eta: 18:16:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 1.5404, loss: 1.5404 +2023-12-08 04:09:58,162 - pyskl - INFO - Epoch [42][500/2506] lr: 2.063e-02, eta: 18:15:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 1.5932, loss: 1.5932 +2023-12-08 04:10:21,547 - pyskl - INFO - Epoch [42][600/2506] lr: 2.062e-02, eta: 18:15:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 1.5851, loss: 1.5851 +2023-12-08 04:10:44,901 - pyskl - INFO - Epoch [42][700/2506] lr: 2.061e-02, eta: 18:14:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 1.5477, loss: 1.5477 +2023-12-08 04:11:08,470 - pyskl - INFO - Epoch [42][800/2506] lr: 2.060e-02, eta: 18:14:25, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 1.6252, loss: 1.6252 +2023-12-08 04:11:31,861 - pyskl - INFO - Epoch [42][900/2506] lr: 2.060e-02, eta: 18:13:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 1.6017, loss: 1.6017 +2023-12-08 04:11:55,248 - pyskl - INFO - Epoch [42][1000/2506] lr: 2.059e-02, eta: 18:13:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 1.5813, loss: 1.5813 +2023-12-08 04:12:18,713 - pyskl - INFO - Epoch [42][1100/2506] lr: 2.058e-02, eta: 18:13:07, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 1.6410, loss: 1.6410 +2023-12-08 04:12:42,128 - pyskl - INFO - Epoch [42][1200/2506] lr: 2.057e-02, eta: 18:12:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 1.5749, loss: 1.5749 +2023-12-08 04:13:05,553 - pyskl - INFO - Epoch [42][1300/2506] lr: 2.056e-02, eta: 18:12:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 1.6537, loss: 1.6537 +2023-12-08 04:13:28,932 - pyskl - INFO - Epoch [42][1400/2506] lr: 2.056e-02, eta: 18:11:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 1.5846, loss: 1.5846 +2023-12-08 04:13:52,291 - pyskl - INFO - Epoch [42][1500/2506] lr: 2.055e-02, eta: 18:11:23, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9812, loss_cls: 1.6356, loss: 1.6356 +2023-12-08 04:14:15,603 - pyskl - INFO - Epoch [42][1600/2506] lr: 2.054e-02, eta: 18:10:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 1.6145, loss: 1.6145 +2023-12-08 04:14:38,952 - pyskl - INFO - Epoch [42][1700/2506] lr: 2.053e-02, eta: 18:10:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 1.5857, loss: 1.5857 +2023-12-08 04:15:02,300 - pyskl - INFO - Epoch [42][1800/2506] lr: 2.052e-02, eta: 18:10:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9875, loss_cls: 1.5930, loss: 1.5930 +2023-12-08 04:15:25,599 - pyskl - INFO - Epoch [42][1900/2506] lr: 2.052e-02, eta: 18:09:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 1.6144, loss: 1.6144 +2023-12-08 04:15:48,938 - pyskl - INFO - Epoch [42][2000/2506] lr: 2.051e-02, eta: 18:09:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 1.6068, loss: 1.6068 +2023-12-08 04:16:12,420 - pyskl - INFO - Epoch [42][2100/2506] lr: 2.050e-02, eta: 18:08:47, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 1.5689, loss: 1.5689 +2023-12-08 04:16:35,750 - pyskl - INFO - Epoch [42][2200/2506] lr: 2.049e-02, eta: 18:08:21, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9719, loss_cls: 1.6215, loss: 1.6215 +2023-12-08 04:16:59,145 - pyskl - INFO - Epoch [42][2300/2506] lr: 2.048e-02, eta: 18:07:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 1.6380, loss: 1.6380 +2023-12-08 04:17:22,673 - pyskl - INFO - Epoch [42][2400/2506] lr: 2.048e-02, eta: 18:07:29, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 1.5778, loss: 1.5778 +2023-12-08 04:17:46,072 - pyskl - INFO - Epoch [42][2500/2506] lr: 2.047e-02, eta: 18:07:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 1.6152, loss: 1.6152 +2023-12-08 04:17:48,008 - pyskl - INFO - Saving checkpoint at 42 epochs +2023-12-08 04:19:11,247 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 04:19:11,321 - pyskl - INFO - +top1_acc 0.8305 +top5_acc 0.9737 +2023-12-08 04:19:11,327 - pyskl - INFO - Epoch(val) [42][1031] top1_acc: 0.8305, top5_acc: 0.9737 +2023-12-08 04:19:52,854 - pyskl - INFO - Epoch [43][100/2506] lr: 2.046e-02, eta: 18:07:19, time: 0.415, data_time: 0.182, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 1.4596, loss: 1.4596 +2023-12-08 04:20:16,180 - pyskl - INFO - Epoch [43][200/2506] lr: 2.045e-02, eta: 18:06:53, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 1.5879, loss: 1.5879 +2023-12-08 04:20:39,494 - pyskl - INFO - Epoch [43][300/2506] lr: 2.044e-02, eta: 18:06:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 1.5690, loss: 1.5690 +2023-12-08 04:21:02,847 - pyskl - INFO - Epoch [43][400/2506] lr: 2.044e-02, eta: 18:06:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 1.5658, loss: 1.5658 +2023-12-08 04:21:26,152 - pyskl - INFO - Epoch [43][500/2506] lr: 2.043e-02, eta: 18:05:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 1.5729, loss: 1.5729 +2023-12-08 04:21:49,485 - pyskl - INFO - Epoch [43][600/2506] lr: 2.042e-02, eta: 18:05:08, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 1.6513, loss: 1.6513 +2023-12-08 04:22:12,756 - pyskl - INFO - Epoch [43][700/2506] lr: 2.041e-02, eta: 18:04:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 1.4946, loss: 1.4946 +2023-12-08 04:22:36,086 - pyskl - INFO - Epoch [43][800/2506] lr: 2.040e-02, eta: 18:04:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 1.5895, loss: 1.5895 +2023-12-08 04:22:59,438 - pyskl - INFO - Epoch [43][900/2506] lr: 2.040e-02, eta: 18:03:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 1.5031, loss: 1.5031 +2023-12-08 04:23:22,802 - pyskl - INFO - Epoch [43][1000/2506] lr: 2.039e-02, eta: 18:03:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9825, loss_cls: 1.6515, loss: 1.6515 +2023-12-08 04:23:46,110 - pyskl - INFO - Epoch [43][1100/2506] lr: 2.038e-02, eta: 18:02:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9775, loss_cls: 1.5451, loss: 1.5451 +2023-12-08 04:24:09,400 - pyskl - INFO - Epoch [43][1200/2506] lr: 2.037e-02, eta: 18:02:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 1.5513, loss: 1.5513 +2023-12-08 04:24:32,763 - pyskl - INFO - Epoch [43][1300/2506] lr: 2.036e-02, eta: 18:02:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 1.5440, loss: 1.5440 +2023-12-08 04:24:56,037 - pyskl - INFO - Epoch [43][1400/2506] lr: 2.035e-02, eta: 18:01:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 1.5839, loss: 1.5839 +2023-12-08 04:25:19,359 - pyskl - INFO - Epoch [43][1500/2506] lr: 2.035e-02, eta: 18:01:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9869, loss_cls: 1.5306, loss: 1.5306 +2023-12-08 04:25:42,726 - pyskl - INFO - Epoch [43][1600/2506] lr: 2.034e-02, eta: 18:00:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 1.6204, loss: 1.6204 +2023-12-08 04:26:06,016 - pyskl - INFO - Epoch [43][1700/2506] lr: 2.033e-02, eta: 18:00:21, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 1.6250, loss: 1.6250 +2023-12-08 04:26:29,364 - pyskl - INFO - Epoch [43][1800/2506] lr: 2.032e-02, eta: 17:59:55, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9812, loss_cls: 1.6627, loss: 1.6627 +2023-12-08 04:26:52,609 - pyskl - INFO - Epoch [43][1900/2506] lr: 2.031e-02, eta: 17:59:29, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 1.5979, loss: 1.5979 +2023-12-08 04:27:15,931 - pyskl - INFO - Epoch [43][2000/2506] lr: 2.031e-02, eta: 17:59:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9788, loss_cls: 1.5532, loss: 1.5532 +2023-12-08 04:27:39,293 - pyskl - INFO - Epoch [43][2100/2506] lr: 2.030e-02, eta: 17:58:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 1.6188, loss: 1.6188 +2023-12-08 04:28:02,645 - pyskl - INFO - Epoch [43][2200/2506] lr: 2.029e-02, eta: 17:58:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 1.6102, loss: 1.6102 +2023-12-08 04:28:26,103 - pyskl - INFO - Epoch [43][2300/2506] lr: 2.028e-02, eta: 17:57:45, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9825, loss_cls: 1.5975, loss: 1.5975 +2023-12-08 04:28:49,436 - pyskl - INFO - Epoch [43][2400/2506] lr: 2.027e-02, eta: 17:57:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 1.5775, loss: 1.5775 +2023-12-08 04:29:12,840 - pyskl - INFO - Epoch [43][2500/2506] lr: 2.026e-02, eta: 17:56:54, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 1.6114, loss: 1.6114 +2023-12-08 04:29:14,689 - pyskl - INFO - Saving checkpoint at 43 epochs +2023-12-08 04:30:37,889 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 04:30:37,962 - pyskl - INFO - +top1_acc 0.8196 +top5_acc 0.9662 +2023-12-08 04:30:37,966 - pyskl - INFO - Epoch(val) [43][1031] top1_acc: 0.8196, top5_acc: 0.9662 +2023-12-08 04:31:19,618 - pyskl - INFO - Epoch [44][100/2506] lr: 2.026e-02, eta: 17:57:08, time: 0.416, data_time: 0.182, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 1.4722, loss: 1.4722 +2023-12-08 04:31:43,036 - pyskl - INFO - Epoch [44][200/2506] lr: 2.025e-02, eta: 17:56:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 1.6050, loss: 1.6050 +2023-12-08 04:32:06,408 - pyskl - INFO - Epoch [44][300/2506] lr: 2.024e-02, eta: 17:56:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9838, loss_cls: 1.6456, loss: 1.6456 +2023-12-08 04:32:29,822 - pyskl - INFO - Epoch [44][400/2506] lr: 2.023e-02, eta: 17:55:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9731, loss_cls: 1.6153, loss: 1.6153 +2023-12-08 04:32:53,318 - pyskl - INFO - Epoch [44][500/2506] lr: 2.022e-02, eta: 17:55:25, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 1.4910, loss: 1.4910 +2023-12-08 04:33:16,792 - pyskl - INFO - Epoch [44][600/2506] lr: 2.022e-02, eta: 17:54:59, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9750, loss_cls: 1.6223, loss: 1.6223 +2023-12-08 04:33:40,314 - pyskl - INFO - Epoch [44][700/2506] lr: 2.021e-02, eta: 17:54:34, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 1.6019, loss: 1.6019 +2023-12-08 04:34:03,715 - pyskl - INFO - Epoch [44][800/2506] lr: 2.020e-02, eta: 17:54:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 1.6573, loss: 1.6573 +2023-12-08 04:34:27,104 - pyskl - INFO - Epoch [44][900/2506] lr: 2.019e-02, eta: 17:53:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 1.6031, loss: 1.6031 +2023-12-08 04:34:50,601 - pyskl - INFO - Epoch [44][1000/2506] lr: 2.018e-02, eta: 17:53:16, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 1.5376, loss: 1.5376 +2023-12-08 04:35:14,026 - pyskl - INFO - Epoch [44][1100/2506] lr: 2.017e-02, eta: 17:52:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9744, loss_cls: 1.5956, loss: 1.5956 +2023-12-08 04:35:37,424 - pyskl - INFO - Epoch [44][1200/2506] lr: 2.017e-02, eta: 17:52:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 1.6672, loss: 1.6672 +2023-12-08 04:36:00,814 - pyskl - INFO - Epoch [44][1300/2506] lr: 2.016e-02, eta: 17:51:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 1.5987, loss: 1.5987 +2023-12-08 04:36:24,237 - pyskl - INFO - Epoch [44][1400/2506] lr: 2.015e-02, eta: 17:51:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 1.5608, loss: 1.5608 +2023-12-08 04:36:47,769 - pyskl - INFO - Epoch [44][1500/2506] lr: 2.014e-02, eta: 17:51:07, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 1.5597, loss: 1.5597 +2023-12-08 04:37:11,212 - pyskl - INFO - Epoch [44][1600/2506] lr: 2.013e-02, eta: 17:50:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 1.5606, loss: 1.5606 +2023-12-08 04:37:34,714 - pyskl - INFO - Epoch [44][1700/2506] lr: 2.012e-02, eta: 17:50:16, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 1.5587, loss: 1.5587 +2023-12-08 04:37:58,155 - pyskl - INFO - Epoch [44][1800/2506] lr: 2.012e-02, eta: 17:49:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 1.6278, loss: 1.6278 +2023-12-08 04:38:21,600 - pyskl - INFO - Epoch [44][1900/2506] lr: 2.011e-02, eta: 17:49:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 1.5800, loss: 1.5800 +2023-12-08 04:38:45,056 - pyskl - INFO - Epoch [44][2000/2506] lr: 2.010e-02, eta: 17:48:59, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 1.5805, loss: 1.5805 +2023-12-08 04:39:08,491 - pyskl - INFO - Epoch [44][2100/2506] lr: 2.009e-02, eta: 17:48:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 1.5708, loss: 1.5708 +2023-12-08 04:39:31,911 - pyskl - INFO - Epoch [44][2200/2506] lr: 2.008e-02, eta: 17:48:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 1.5387, loss: 1.5387 +2023-12-08 04:39:55,401 - pyskl - INFO - Epoch [44][2300/2506] lr: 2.007e-02, eta: 17:47:42, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 1.4890, loss: 1.4890 +2023-12-08 04:40:18,894 - pyskl - INFO - Epoch [44][2400/2506] lr: 2.007e-02, eta: 17:47:17, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 1.5354, loss: 1.5354 +2023-12-08 04:40:42,296 - pyskl - INFO - Epoch [44][2500/2506] lr: 2.006e-02, eta: 17:46:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 1.6614, loss: 1.6614 +2023-12-08 04:40:44,133 - pyskl - INFO - Saving checkpoint at 44 epochs +2023-12-08 04:42:06,770 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 04:42:06,838 - pyskl - INFO - +top1_acc 0.7581 +top5_acc 0.9585 +2023-12-08 04:42:06,842 - pyskl - INFO - Epoch(val) [44][1031] top1_acc: 0.7581, top5_acc: 0.9585 +2023-12-08 04:42:48,887 - pyskl - INFO - Epoch [45][100/2506] lr: 2.005e-02, eta: 17:47:05, time: 0.420, data_time: 0.185, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 1.5441, loss: 1.5441 +2023-12-08 04:43:12,348 - pyskl - INFO - Epoch [45][200/2506] lr: 2.004e-02, eta: 17:46:39, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9788, loss_cls: 1.4982, loss: 1.4982 +2023-12-08 04:43:35,805 - pyskl - INFO - Epoch [45][300/2506] lr: 2.003e-02, eta: 17:46:14, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 1.5257, loss: 1.5257 +2023-12-08 04:43:59,329 - pyskl - INFO - Epoch [45][400/2506] lr: 2.002e-02, eta: 17:45:48, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 1.6736, loss: 1.6736 +2023-12-08 04:44:22,691 - pyskl - INFO - Epoch [45][500/2506] lr: 2.002e-02, eta: 17:45:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 1.5607, loss: 1.5607 +2023-12-08 04:44:46,150 - pyskl - INFO - Epoch [45][600/2506] lr: 2.001e-02, eta: 17:44:56, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 1.5563, loss: 1.5563 +2023-12-08 04:45:09,576 - pyskl - INFO - Epoch [45][700/2506] lr: 2.000e-02, eta: 17:44:31, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 1.6322, loss: 1.6322 +2023-12-08 04:45:32,975 - pyskl - INFO - Epoch [45][800/2506] lr: 1.999e-02, eta: 17:44:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 1.5400, loss: 1.5400 +2023-12-08 04:45:56,475 - pyskl - INFO - Epoch [45][900/2506] lr: 1.998e-02, eta: 17:43:39, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9788, loss_cls: 1.5342, loss: 1.5342 +2023-12-08 04:46:19,961 - pyskl - INFO - Epoch [45][1000/2506] lr: 1.997e-02, eta: 17:43:14, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 1.5936, loss: 1.5936 +2023-12-08 04:46:43,412 - pyskl - INFO - Epoch [45][1100/2506] lr: 1.997e-02, eta: 17:42:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9831, loss_cls: 1.5895, loss: 1.5895 +2023-12-08 04:47:07,004 - pyskl - INFO - Epoch [45][1200/2506] lr: 1.996e-02, eta: 17:42:23, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 1.5970, loss: 1.5970 +2023-12-08 04:47:30,470 - pyskl - INFO - Epoch [45][1300/2506] lr: 1.995e-02, eta: 17:41:57, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 1.5356, loss: 1.5356 +2023-12-08 04:47:53,877 - pyskl - INFO - Epoch [45][1400/2506] lr: 1.994e-02, eta: 17:41:31, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 1.5715, loss: 1.5715 +2023-12-08 04:48:17,396 - pyskl - INFO - Epoch [45][1500/2506] lr: 1.993e-02, eta: 17:41:06, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 1.5361, loss: 1.5361 +2023-12-08 04:48:40,901 - pyskl - INFO - Epoch [45][1600/2506] lr: 1.992e-02, eta: 17:40:40, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 1.6209, loss: 1.6209 +2023-12-08 04:49:04,377 - pyskl - INFO - Epoch [45][1700/2506] lr: 1.992e-02, eta: 17:40:15, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9738, loss_cls: 1.6325, loss: 1.6325 +2023-12-08 04:49:27,923 - pyskl - INFO - Epoch [45][1800/2506] lr: 1.991e-02, eta: 17:39:49, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 1.5644, loss: 1.5644 +2023-12-08 04:49:51,399 - pyskl - INFO - Epoch [45][1900/2506] lr: 1.990e-02, eta: 17:39:24, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9875, loss_cls: 1.4858, loss: 1.4858 +2023-12-08 04:50:14,853 - pyskl - INFO - Epoch [45][2000/2506] lr: 1.989e-02, eta: 17:38:58, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 1.5505, loss: 1.5505 +2023-12-08 04:50:38,340 - pyskl - INFO - Epoch [45][2100/2506] lr: 1.988e-02, eta: 17:38:33, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 1.5808, loss: 1.5808 +2023-12-08 04:51:01,763 - pyskl - INFO - Epoch [45][2200/2506] lr: 1.987e-02, eta: 17:38:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9762, loss_cls: 1.6854, loss: 1.6854 +2023-12-08 04:51:25,315 - pyskl - INFO - Epoch [45][2300/2506] lr: 1.986e-02, eta: 17:37:42, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 1.5380, loss: 1.5380 +2023-12-08 04:51:48,786 - pyskl - INFO - Epoch [45][2400/2506] lr: 1.986e-02, eta: 17:37:16, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9881, loss_cls: 1.5213, loss: 1.5213 +2023-12-08 04:52:12,265 - pyskl - INFO - Epoch [45][2500/2506] lr: 1.985e-02, eta: 17:36:50, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 1.5918, loss: 1.5918 +2023-12-08 04:52:14,156 - pyskl - INFO - Saving checkpoint at 45 epochs +2023-12-08 04:53:37,306 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 04:53:37,375 - pyskl - INFO - +top1_acc 0.8312 +top5_acc 0.9763 +2023-12-08 04:53:37,379 - pyskl - INFO - Epoch(val) [45][1031] top1_acc: 0.8312, top5_acc: 0.9763 +2023-12-08 04:54:19,184 - pyskl - INFO - Epoch [46][100/2506] lr: 1.984e-02, eta: 17:37:03, time: 0.418, data_time: 0.184, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9788, loss_cls: 1.4996, loss: 1.4996 +2023-12-08 04:54:42,532 - pyskl - INFO - Epoch [46][200/2506] lr: 1.983e-02, eta: 17:36:37, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 1.5517, loss: 1.5517 +2023-12-08 04:55:05,827 - pyskl - INFO - Epoch [46][300/2506] lr: 1.982e-02, eta: 17:36:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 1.6253, loss: 1.6253 +2023-12-08 04:55:29,097 - pyskl - INFO - Epoch [46][400/2506] lr: 1.981e-02, eta: 17:35:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9781, loss_cls: 1.5748, loss: 1.5748 +2023-12-08 04:55:52,380 - pyskl - INFO - Epoch [46][500/2506] lr: 1.981e-02, eta: 17:35:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 1.5634, loss: 1.5634 +2023-12-08 04:56:15,695 - pyskl - INFO - Epoch [46][600/2506] lr: 1.980e-02, eta: 17:34:53, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 1.5045, loss: 1.5045 +2023-12-08 04:56:39,163 - pyskl - INFO - Epoch [46][700/2506] lr: 1.979e-02, eta: 17:34:27, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 1.5582, loss: 1.5582 +2023-12-08 04:57:02,576 - pyskl - INFO - Epoch [46][800/2506] lr: 1.978e-02, eta: 17:34:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9900, loss_cls: 1.4977, loss: 1.4977 +2023-12-08 04:57:25,955 - pyskl - INFO - Epoch [46][900/2506] lr: 1.977e-02, eta: 17:33:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 1.4806, loss: 1.4806 +2023-12-08 04:57:49,231 - pyskl - INFO - Epoch [46][1000/2506] lr: 1.976e-02, eta: 17:33:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 1.4965, loss: 1.4965 +2023-12-08 04:58:12,518 - pyskl - INFO - Epoch [46][1100/2506] lr: 1.975e-02, eta: 17:32:44, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 1.5263, loss: 1.5263 +2023-12-08 04:58:35,855 - pyskl - INFO - Epoch [46][1200/2506] lr: 1.975e-02, eta: 17:32:18, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 1.6110, loss: 1.6110 +2023-12-08 04:58:59,108 - pyskl - INFO - Epoch [46][1300/2506] lr: 1.974e-02, eta: 17:31:52, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 1.5942, loss: 1.5942 +2023-12-08 04:59:22,377 - pyskl - INFO - Epoch [46][1400/2506] lr: 1.973e-02, eta: 17:31:26, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 1.5270, loss: 1.5270 +2023-12-08 04:59:45,780 - pyskl - INFO - Epoch [46][1500/2506] lr: 1.972e-02, eta: 17:31:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 1.5378, loss: 1.5378 +2023-12-08 05:00:09,149 - pyskl - INFO - Epoch [46][1600/2506] lr: 1.971e-02, eta: 17:30:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 1.6505, loss: 1.6505 +2023-12-08 05:00:32,617 - pyskl - INFO - Epoch [46][1700/2506] lr: 1.970e-02, eta: 17:30:09, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 1.5679, loss: 1.5679 +2023-12-08 05:00:55,927 - pyskl - INFO - Epoch [46][1800/2506] lr: 1.969e-02, eta: 17:29:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9875, loss_cls: 1.5136, loss: 1.5136 +2023-12-08 05:01:19,257 - pyskl - INFO - Epoch [46][1900/2506] lr: 1.969e-02, eta: 17:29:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9806, loss_cls: 1.6764, loss: 1.6764 +2023-12-08 05:01:42,580 - pyskl - INFO - Epoch [46][2000/2506] lr: 1.968e-02, eta: 17:28:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9794, loss_cls: 1.6594, loss: 1.6594 +2023-12-08 05:02:05,877 - pyskl - INFO - Epoch [46][2100/2506] lr: 1.967e-02, eta: 17:28:25, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 1.6083, loss: 1.6083 +2023-12-08 05:02:29,259 - pyskl - INFO - Epoch [46][2200/2506] lr: 1.966e-02, eta: 17:27:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 1.6155, loss: 1.6155 +2023-12-08 05:02:52,540 - pyskl - INFO - Epoch [46][2300/2506] lr: 1.965e-02, eta: 17:27:33, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 1.5573, loss: 1.5573 +2023-12-08 05:03:15,909 - pyskl - INFO - Epoch [46][2400/2506] lr: 1.964e-02, eta: 17:27:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 1.5612, loss: 1.5612 +2023-12-08 05:03:39,216 - pyskl - INFO - Epoch [46][2500/2506] lr: 1.963e-02, eta: 17:26:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 1.5621, loss: 1.5621 +2023-12-08 05:03:41,258 - pyskl - INFO - Saving checkpoint at 46 epochs +2023-12-08 05:05:04,441 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 05:05:04,510 - pyskl - INFO - +top1_acc 0.8208 +top5_acc 0.9725 +2023-12-08 05:05:04,513 - pyskl - INFO - Epoch(val) [46][1031] top1_acc: 0.8208, top5_acc: 0.9725 +2023-12-08 05:05:46,106 - pyskl - INFO - Epoch [47][100/2506] lr: 1.963e-02, eta: 17:26:53, time: 0.416, data_time: 0.182, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 1.5255, loss: 1.5255 +2023-12-08 05:06:09,408 - pyskl - INFO - Epoch [47][200/2506] lr: 1.962e-02, eta: 17:26:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 1.4876, loss: 1.4876 +2023-12-08 05:06:32,692 - pyskl - INFO - Epoch [47][300/2506] lr: 1.961e-02, eta: 17:26:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 1.5527, loss: 1.5527 +2023-12-08 05:06:56,008 - pyskl - INFO - Epoch [47][400/2506] lr: 1.960e-02, eta: 17:25:35, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9738, loss_cls: 1.5181, loss: 1.5181 +2023-12-08 05:07:19,291 - pyskl - INFO - Epoch [47][500/2506] lr: 1.959e-02, eta: 17:25:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 1.5332, loss: 1.5332 +2023-12-08 05:07:42,658 - pyskl - INFO - Epoch [47][600/2506] lr: 1.958e-02, eta: 17:24:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9794, loss_cls: 1.5202, loss: 1.5202 +2023-12-08 05:08:06,104 - pyskl - INFO - Epoch [47][700/2506] lr: 1.957e-02, eta: 17:24:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 1.5083, loss: 1.5083 +2023-12-08 05:08:29,463 - pyskl - INFO - Epoch [47][800/2506] lr: 1.957e-02, eta: 17:23:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 1.4705, loss: 1.4705 +2023-12-08 05:08:52,879 - pyskl - INFO - Epoch [47][900/2506] lr: 1.956e-02, eta: 17:23:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 1.6218, loss: 1.6218 +2023-12-08 05:09:16,242 - pyskl - INFO - Epoch [47][1000/2506] lr: 1.955e-02, eta: 17:23:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 1.5300, loss: 1.5300 +2023-12-08 05:09:39,639 - pyskl - INFO - Epoch [47][1100/2506] lr: 1.954e-02, eta: 17:22:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 1.5493, loss: 1.5493 +2023-12-08 05:10:03,041 - pyskl - INFO - Epoch [47][1200/2506] lr: 1.953e-02, eta: 17:22:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 1.5947, loss: 1.5947 +2023-12-08 05:10:26,397 - pyskl - INFO - Epoch [47][1300/2506] lr: 1.952e-02, eta: 17:21:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9738, loss_cls: 1.6136, loss: 1.6136 +2023-12-08 05:10:49,721 - pyskl - INFO - Epoch [47][1400/2506] lr: 1.951e-02, eta: 17:21:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 1.5175, loss: 1.5175 +2023-12-08 05:11:12,990 - pyskl - INFO - Epoch [47][1500/2506] lr: 1.950e-02, eta: 17:20:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 1.5239, loss: 1.5239 +2023-12-08 05:11:36,398 - pyskl - INFO - Epoch [47][1600/2506] lr: 1.950e-02, eta: 17:20:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 1.5488, loss: 1.5488 +2023-12-08 05:11:59,769 - pyskl - INFO - Epoch [47][1700/2506] lr: 1.949e-02, eta: 17:20:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 1.5589, loss: 1.5589 +2023-12-08 05:12:23,120 - pyskl - INFO - Epoch [47][1800/2506] lr: 1.948e-02, eta: 17:19:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 1.6036, loss: 1.6036 +2023-12-08 05:12:46,469 - pyskl - INFO - Epoch [47][1900/2506] lr: 1.947e-02, eta: 17:19:08, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 1.5733, loss: 1.5733 +2023-12-08 05:13:09,862 - pyskl - INFO - Epoch [47][2000/2506] lr: 1.946e-02, eta: 17:18:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9831, loss_cls: 1.6174, loss: 1.6174 +2023-12-08 05:13:33,244 - pyskl - INFO - Epoch [47][2100/2506] lr: 1.945e-02, eta: 17:18:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9788, loss_cls: 1.5373, loss: 1.5373 +2023-12-08 05:13:56,534 - pyskl - INFO - Epoch [47][2200/2506] lr: 1.944e-02, eta: 17:17:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 1.5716, loss: 1.5716 +2023-12-08 05:14:19,906 - pyskl - INFO - Epoch [47][2300/2506] lr: 1.944e-02, eta: 17:17:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 1.5435, loss: 1.5435 +2023-12-08 05:14:43,321 - pyskl - INFO - Epoch [47][2400/2506] lr: 1.943e-02, eta: 17:17:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 1.5988, loss: 1.5988 +2023-12-08 05:15:06,628 - pyskl - INFO - Epoch [47][2500/2506] lr: 1.942e-02, eta: 17:16:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9806, loss_cls: 1.6361, loss: 1.6361 +2023-12-08 05:15:08,575 - pyskl - INFO - Saving checkpoint at 47 epochs +2023-12-08 05:16:31,370 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 05:16:31,439 - pyskl - INFO - +top1_acc 0.8077 +top5_acc 0.9715 +2023-12-08 05:16:31,443 - pyskl - INFO - Epoch(val) [47][1031] top1_acc: 0.8077, top5_acc: 0.9715 +2023-12-08 05:17:13,139 - pyskl - INFO - Epoch [48][100/2506] lr: 1.941e-02, eta: 17:16:44, time: 0.417, data_time: 0.184, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9888, loss_cls: 1.4555, loss: 1.4555 +2023-12-08 05:17:36,485 - pyskl - INFO - Epoch [48][200/2506] lr: 1.940e-02, eta: 17:16:18, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 1.4863, loss: 1.4863 +2023-12-08 05:18:00,096 - pyskl - INFO - Epoch [48][300/2506] lr: 1.939e-02, eta: 17:15:53, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9744, loss_cls: 1.5663, loss: 1.5663 +2023-12-08 05:18:23,496 - pyskl - INFO - Epoch [48][400/2506] lr: 1.938e-02, eta: 17:15:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 1.4952, loss: 1.4952 +2023-12-08 05:18:46,976 - pyskl - INFO - Epoch [48][500/2506] lr: 1.937e-02, eta: 17:15:02, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 1.4592, loss: 1.4592 +2023-12-08 05:19:10,323 - pyskl - INFO - Epoch [48][600/2506] lr: 1.937e-02, eta: 17:14:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9869, loss_cls: 1.5012, loss: 1.5012 +2023-12-08 05:19:33,774 - pyskl - INFO - Epoch [48][700/2506] lr: 1.936e-02, eta: 17:14:11, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 1.5943, loss: 1.5943 +2023-12-08 05:19:57,275 - pyskl - INFO - Epoch [48][800/2506] lr: 1.935e-02, eta: 17:13:45, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 1.4612, loss: 1.4612 +2023-12-08 05:20:21,148 - pyskl - INFO - Epoch [48][900/2506] lr: 1.934e-02, eta: 17:13:21, time: 0.239, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9844, loss_cls: 1.5488, loss: 1.5488 +2023-12-08 05:20:44,651 - pyskl - INFO - Epoch [48][1000/2506] lr: 1.933e-02, eta: 17:12:55, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 1.4904, loss: 1.4904 +2023-12-08 05:21:08,168 - pyskl - INFO - Epoch [48][1100/2506] lr: 1.932e-02, eta: 17:12:30, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9812, loss_cls: 1.4628, loss: 1.4628 +2023-12-08 05:21:31,555 - pyskl - INFO - Epoch [48][1200/2506] lr: 1.931e-02, eta: 17:12:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9838, loss_cls: 1.6006, loss: 1.6006 +2023-12-08 05:21:54,954 - pyskl - INFO - Epoch [48][1300/2506] lr: 1.930e-02, eta: 17:11:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 1.5931, loss: 1.5931 +2023-12-08 05:22:18,291 - pyskl - INFO - Epoch [48][1400/2506] lr: 1.930e-02, eta: 17:11:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 1.6308, loss: 1.6308 +2023-12-08 05:22:41,702 - pyskl - INFO - Epoch [48][1500/2506] lr: 1.929e-02, eta: 17:10:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 1.6154, loss: 1.6154 +2023-12-08 05:23:05,205 - pyskl - INFO - Epoch [48][1600/2506] lr: 1.928e-02, eta: 17:10:22, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 1.5978, loss: 1.5978 +2023-12-08 05:23:28,625 - pyskl - INFO - Epoch [48][1700/2506] lr: 1.927e-02, eta: 17:09:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 1.4958, loss: 1.4958 +2023-12-08 05:23:52,045 - pyskl - INFO - Epoch [48][1800/2506] lr: 1.926e-02, eta: 17:09:31, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 1.6523, loss: 1.6523 +2023-12-08 05:24:15,429 - pyskl - INFO - Epoch [48][1900/2506] lr: 1.925e-02, eta: 17:09:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 1.5068, loss: 1.5068 +2023-12-08 05:24:38,903 - pyskl - INFO - Epoch [48][2000/2506] lr: 1.924e-02, eta: 17:08:40, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 1.5388, loss: 1.5388 +2023-12-08 05:25:02,412 - pyskl - INFO - Epoch [48][2100/2506] lr: 1.923e-02, eta: 17:08:14, time: 0.235, data_time: 0.001, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9738, loss_cls: 1.5204, loss: 1.5204 +2023-12-08 05:25:25,834 - pyskl - INFO - Epoch [48][2200/2506] lr: 1.922e-02, eta: 17:07:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9812, loss_cls: 1.6554, loss: 1.6554 +2023-12-08 05:25:49,290 - pyskl - INFO - Epoch [48][2300/2506] lr: 1.922e-02, eta: 17:07:23, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9756, loss_cls: 1.5254, loss: 1.5254 +2023-12-08 05:26:12,689 - pyskl - INFO - Epoch [48][2400/2506] lr: 1.921e-02, eta: 17:06:58, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9806, loss_cls: 1.5887, loss: 1.5887 +2023-12-08 05:26:36,156 - pyskl - INFO - Epoch [48][2500/2506] lr: 1.920e-02, eta: 17:06:32, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 1.5646, loss: 1.5646 +2023-12-08 05:26:38,087 - pyskl - INFO - Saving checkpoint at 48 epochs +2023-12-08 05:28:01,139 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 05:28:01,212 - pyskl - INFO - +top1_acc 0.8068 +top5_acc 0.9699 +2023-12-08 05:28:01,218 - pyskl - INFO - Epoch(val) [48][1031] top1_acc: 0.8068, top5_acc: 0.9699 +2023-12-08 05:28:43,003 - pyskl - INFO - Epoch [49][100/2506] lr: 1.919e-02, eta: 17:06:41, time: 0.418, data_time: 0.183, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 1.5315, loss: 1.5315 +2023-12-08 05:29:06,623 - pyskl - INFO - Epoch [49][200/2506] lr: 1.918e-02, eta: 17:06:16, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 1.5291, loss: 1.5291 +2023-12-08 05:29:30,029 - pyskl - INFO - Epoch [49][300/2506] lr: 1.917e-02, eta: 17:05:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 1.5565, loss: 1.5565 +2023-12-08 05:29:53,444 - pyskl - INFO - Epoch [49][400/2506] lr: 1.916e-02, eta: 17:05:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 1.5134, loss: 1.5134 +2023-12-08 05:30:16,925 - pyskl - INFO - Epoch [49][500/2506] lr: 1.915e-02, eta: 17:04:59, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9788, loss_cls: 1.5100, loss: 1.5100 +2023-12-08 05:30:40,413 - pyskl - INFO - Epoch [49][600/2506] lr: 1.914e-02, eta: 17:04:34, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9856, loss_cls: 1.5403, loss: 1.5403 +2023-12-08 05:31:03,883 - pyskl - INFO - Epoch [49][700/2506] lr: 1.914e-02, eta: 17:04:08, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 1.5608, loss: 1.5608 +2023-12-08 05:31:27,298 - pyskl - INFO - Epoch [49][800/2506] lr: 1.913e-02, eta: 17:03:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 1.5268, loss: 1.5268 +2023-12-08 05:31:50,777 - pyskl - INFO - Epoch [49][900/2506] lr: 1.912e-02, eta: 17:03:18, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9881, loss_cls: 1.5024, loss: 1.5024 +2023-12-08 05:32:14,277 - pyskl - INFO - Epoch [49][1000/2506] lr: 1.911e-02, eta: 17:02:52, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 1.4774, loss: 1.4774 +2023-12-08 05:32:37,777 - pyskl - INFO - Epoch [49][1100/2506] lr: 1.910e-02, eta: 17:02:27, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 1.5369, loss: 1.5369 +2023-12-08 05:33:01,224 - pyskl - INFO - Epoch [49][1200/2506] lr: 1.909e-02, eta: 17:02:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9819, loss_cls: 1.4681, loss: 1.4681 +2023-12-08 05:33:24,594 - pyskl - INFO - Epoch [49][1300/2506] lr: 1.908e-02, eta: 17:01:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 1.5682, loss: 1.5682 +2023-12-08 05:33:48,049 - pyskl - INFO - Epoch [49][1400/2506] lr: 1.907e-02, eta: 17:01:10, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9806, loss_cls: 1.4913, loss: 1.4913 +2023-12-08 05:34:11,600 - pyskl - INFO - Epoch [49][1500/2506] lr: 1.907e-02, eta: 17:00:45, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 1.5709, loss: 1.5709 +2023-12-08 05:34:35,067 - pyskl - INFO - Epoch [49][1600/2506] lr: 1.906e-02, eta: 17:00:20, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 1.5916, loss: 1.5916 +2023-12-08 05:34:58,540 - pyskl - INFO - Epoch [49][1700/2506] lr: 1.905e-02, eta: 16:59:54, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9838, loss_cls: 1.6261, loss: 1.6261 +2023-12-08 05:35:22,216 - pyskl - INFO - Epoch [49][1800/2506] lr: 1.904e-02, eta: 16:59:29, time: 0.237, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9862, loss_cls: 1.5253, loss: 1.5253 +2023-12-08 05:35:45,657 - pyskl - INFO - Epoch [49][1900/2506] lr: 1.903e-02, eta: 16:59:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9744, loss_cls: 1.6474, loss: 1.6474 +2023-12-08 05:36:09,125 - pyskl - INFO - Epoch [49][2000/2506] lr: 1.902e-02, eta: 16:58:38, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 1.5996, loss: 1.5996 +2023-12-08 05:36:32,627 - pyskl - INFO - Epoch [49][2100/2506] lr: 1.901e-02, eta: 16:58:13, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 1.5315, loss: 1.5315 +2023-12-08 05:36:56,085 - pyskl - INFO - Epoch [49][2200/2506] lr: 1.900e-02, eta: 16:57:47, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 1.5463, loss: 1.5463 +2023-12-08 05:37:19,532 - pyskl - INFO - Epoch [49][2300/2506] lr: 1.899e-02, eta: 16:57:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 1.5684, loss: 1.5684 +2023-12-08 05:37:43,015 - pyskl - INFO - Epoch [49][2400/2506] lr: 1.898e-02, eta: 16:56:57, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 1.4746, loss: 1.4746 +2023-12-08 05:38:06,554 - pyskl - INFO - Epoch [49][2500/2506] lr: 1.898e-02, eta: 16:56:31, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 1.5376, loss: 1.5376 +2023-12-08 05:38:08,441 - pyskl - INFO - Saving checkpoint at 49 epochs +2023-12-08 05:39:31,570 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 05:39:31,641 - pyskl - INFO - +top1_acc 0.8106 +top5_acc 0.9685 +2023-12-08 05:39:31,644 - pyskl - INFO - Epoch(val) [49][1031] top1_acc: 0.8106, top5_acc: 0.9685 +2023-12-08 05:40:13,195 - pyskl - INFO - Epoch [50][100/2506] lr: 1.897e-02, eta: 16:56:39, time: 0.415, data_time: 0.182, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 1.4855, loss: 1.4855 +2023-12-08 05:40:36,635 - pyskl - INFO - Epoch [50][200/2506] lr: 1.896e-02, eta: 16:56:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 1.5577, loss: 1.5577 +2023-12-08 05:41:00,121 - pyskl - INFO - Epoch [50][300/2506] lr: 1.895e-02, eta: 16:55:48, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 1.5047, loss: 1.5047 +2023-12-08 05:41:23,571 - pyskl - INFO - Epoch [50][400/2506] lr: 1.894e-02, eta: 16:55:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9775, loss_cls: 1.4926, loss: 1.4926 +2023-12-08 05:41:47,021 - pyskl - INFO - Epoch [50][500/2506] lr: 1.893e-02, eta: 16:54:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9862, loss_cls: 1.5214, loss: 1.5214 +2023-12-08 05:42:10,611 - pyskl - INFO - Epoch [50][600/2506] lr: 1.892e-02, eta: 16:54:32, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9844, loss_cls: 1.6287, loss: 1.6287 +2023-12-08 05:42:34,056 - pyskl - INFO - Epoch [50][700/2506] lr: 1.891e-02, eta: 16:54:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 1.5222, loss: 1.5222 +2023-12-08 05:42:57,525 - pyskl - INFO - Epoch [50][800/2506] lr: 1.890e-02, eta: 16:53:41, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 1.4339, loss: 1.4339 +2023-12-08 05:43:20,918 - pyskl - INFO - Epoch [50][900/2506] lr: 1.889e-02, eta: 16:53:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9825, loss_cls: 1.5965, loss: 1.5965 +2023-12-08 05:43:44,483 - pyskl - INFO - Epoch [50][1000/2506] lr: 1.889e-02, eta: 16:52:50, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9838, loss_cls: 1.5796, loss: 1.5796 +2023-12-08 05:44:07,891 - pyskl - INFO - Epoch [50][1100/2506] lr: 1.888e-02, eta: 16:52:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 1.4934, loss: 1.4934 +2023-12-08 05:44:31,341 - pyskl - INFO - Epoch [50][1200/2506] lr: 1.887e-02, eta: 16:51:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 1.5606, loss: 1.5606 +2023-12-08 05:44:54,919 - pyskl - INFO - Epoch [50][1300/2506] lr: 1.886e-02, eta: 16:51:34, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 1.5026, loss: 1.5026 +2023-12-08 05:45:18,457 - pyskl - INFO - Epoch [50][1400/2506] lr: 1.885e-02, eta: 16:51:09, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 1.4932, loss: 1.4932 +2023-12-08 05:45:41,944 - pyskl - INFO - Epoch [50][1500/2506] lr: 1.884e-02, eta: 16:50:43, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 1.6169, loss: 1.6169 +2023-12-08 05:46:05,467 - pyskl - INFO - Epoch [50][1600/2506] lr: 1.883e-02, eta: 16:50:18, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9819, loss_cls: 1.6487, loss: 1.6487 +2023-12-08 05:46:28,956 - pyskl - INFO - Epoch [50][1700/2506] lr: 1.882e-02, eta: 16:49:53, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 1.6037, loss: 1.6037 +2023-12-08 05:46:52,507 - pyskl - INFO - Epoch [50][1800/2506] lr: 1.881e-02, eta: 16:49:28, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 1.4859, loss: 1.4859 +2023-12-08 05:47:16,084 - pyskl - INFO - Epoch [50][1900/2506] lr: 1.880e-02, eta: 16:49:02, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 1.5670, loss: 1.5670 +2023-12-08 05:47:39,625 - pyskl - INFO - Epoch [50][2000/2506] lr: 1.880e-02, eta: 16:48:37, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9800, loss_cls: 1.4605, loss: 1.4605 +2023-12-08 05:48:03,058 - pyskl - INFO - Epoch [50][2100/2506] lr: 1.879e-02, eta: 16:48:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9856, loss_cls: 1.5173, loss: 1.5173 +2023-12-08 05:48:26,601 - pyskl - INFO - Epoch [50][2200/2506] lr: 1.878e-02, eta: 16:47:47, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 1.6424, loss: 1.6424 +2023-12-08 05:48:49,983 - pyskl - INFO - Epoch [50][2300/2506] lr: 1.877e-02, eta: 16:47:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9731, loss_cls: 1.5935, loss: 1.5935 +2023-12-08 05:49:13,420 - pyskl - INFO - Epoch [50][2400/2506] lr: 1.876e-02, eta: 16:46:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 1.5955, loss: 1.5955 +2023-12-08 05:49:36,975 - pyskl - INFO - Epoch [50][2500/2506] lr: 1.875e-02, eta: 16:46:30, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 1.5400, loss: 1.5400 +2023-12-08 05:49:38,839 - pyskl - INFO - Saving checkpoint at 50 epochs +2023-12-08 05:51:02,211 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 05:51:02,284 - pyskl - INFO - +top1_acc 0.8223 +top5_acc 0.9742 +2023-12-08 05:51:02,289 - pyskl - INFO - Epoch(val) [50][1031] top1_acc: 0.8223, top5_acc: 0.9742 +2023-12-08 05:51:43,729 - pyskl - INFO - Epoch [51][100/2506] lr: 1.874e-02, eta: 16:46:37, time: 0.414, data_time: 0.181, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 1.5436, loss: 1.5436 +2023-12-08 05:52:07,121 - pyskl - INFO - Epoch [51][200/2506] lr: 1.873e-02, eta: 16:46:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9844, loss_cls: 1.5438, loss: 1.5438 +2023-12-08 05:52:30,553 - pyskl - INFO - Epoch [51][300/2506] lr: 1.872e-02, eta: 16:45:46, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9881, loss_cls: 1.4779, loss: 1.4779 +2023-12-08 05:52:53,949 - pyskl - INFO - Epoch [51][400/2506] lr: 1.871e-02, eta: 16:45:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 1.5382, loss: 1.5382 +2023-12-08 05:53:17,330 - pyskl - INFO - Epoch [51][500/2506] lr: 1.870e-02, eta: 16:44:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 1.5404, loss: 1.5404 +2023-12-08 05:53:40,671 - pyskl - INFO - Epoch [51][600/2506] lr: 1.870e-02, eta: 16:44:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9769, loss_cls: 1.5323, loss: 1.5323 +2023-12-08 05:54:04,037 - pyskl - INFO - Epoch [51][700/2506] lr: 1.869e-02, eta: 16:44:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 1.5805, loss: 1.5805 +2023-12-08 05:54:27,332 - pyskl - INFO - Epoch [51][800/2506] lr: 1.868e-02, eta: 16:43:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 1.5581, loss: 1.5581 +2023-12-08 05:54:50,685 - pyskl - INFO - Epoch [51][900/2506] lr: 1.867e-02, eta: 16:43:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 1.5059, loss: 1.5059 +2023-12-08 05:55:14,054 - pyskl - INFO - Epoch [51][1000/2506] lr: 1.866e-02, eta: 16:42:46, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 1.5024, loss: 1.5024 +2023-12-08 05:55:37,463 - pyskl - INFO - Epoch [51][1100/2506] lr: 1.865e-02, eta: 16:42:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 1.5022, loss: 1.5022 +2023-12-08 05:56:00,823 - pyskl - INFO - Epoch [51][1200/2506] lr: 1.864e-02, eta: 16:41:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 1.4945, loss: 1.4945 +2023-12-08 05:56:24,216 - pyskl - INFO - Epoch [51][1300/2506] lr: 1.863e-02, eta: 16:41:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 1.5667, loss: 1.5667 +2023-12-08 05:56:47,622 - pyskl - INFO - Epoch [51][1400/2506] lr: 1.862e-02, eta: 16:41:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9744, loss_cls: 1.6097, loss: 1.6097 +2023-12-08 05:57:10,989 - pyskl - INFO - Epoch [51][1500/2506] lr: 1.861e-02, eta: 16:40:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 1.5089, loss: 1.5089 +2023-12-08 05:57:34,418 - pyskl - INFO - Epoch [51][1600/2506] lr: 1.860e-02, eta: 16:40:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 1.5783, loss: 1.5783 +2023-12-08 05:57:57,832 - pyskl - INFO - Epoch [51][1700/2506] lr: 1.860e-02, eta: 16:39:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 1.5147, loss: 1.5147 +2023-12-08 05:58:21,172 - pyskl - INFO - Epoch [51][1800/2506] lr: 1.859e-02, eta: 16:39:22, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9869, loss_cls: 1.5204, loss: 1.5204 +2023-12-08 05:58:44,517 - pyskl - INFO - Epoch [51][1900/2506] lr: 1.858e-02, eta: 16:38:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 1.5105, loss: 1.5105 +2023-12-08 05:59:07,950 - pyskl - INFO - Epoch [51][2000/2506] lr: 1.857e-02, eta: 16:38:31, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 1.5271, loss: 1.5271 +2023-12-08 05:59:31,331 - pyskl - INFO - Epoch [51][2100/2506] lr: 1.856e-02, eta: 16:38:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 1.5563, loss: 1.5563 +2023-12-08 05:59:54,583 - pyskl - INFO - Epoch [51][2200/2506] lr: 1.855e-02, eta: 16:37:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 1.6116, loss: 1.6116 +2023-12-08 06:00:17,920 - pyskl - INFO - Epoch [51][2300/2506] lr: 1.854e-02, eta: 16:37:15, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 1.5524, loss: 1.5524 +2023-12-08 06:00:41,197 - pyskl - INFO - Epoch [51][2400/2506] lr: 1.853e-02, eta: 16:36:49, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 1.5610, loss: 1.5610 +2023-12-08 06:01:04,452 - pyskl - INFO - Epoch [51][2500/2506] lr: 1.852e-02, eta: 16:36:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 1.5670, loss: 1.5670 +2023-12-08 06:01:06,382 - pyskl - INFO - Saving checkpoint at 51 epochs +2023-12-08 06:02:29,179 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 06:02:29,248 - pyskl - INFO - +top1_acc 0.8080 +top5_acc 0.9708 +2023-12-08 06:02:29,252 - pyskl - INFO - Epoch(val) [51][1031] top1_acc: 0.8080, top5_acc: 0.9708 +2023-12-08 06:03:10,737 - pyskl - INFO - Epoch [52][100/2506] lr: 1.851e-02, eta: 16:36:28, time: 0.415, data_time: 0.182, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 1.5654, loss: 1.5654 +2023-12-08 06:03:34,057 - pyskl - INFO - Epoch [52][200/2506] lr: 1.850e-02, eta: 16:36:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 1.4619, loss: 1.4619 +2023-12-08 06:03:57,343 - pyskl - INFO - Epoch [52][300/2506] lr: 1.849e-02, eta: 16:35:37, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 1.5213, loss: 1.5213 +2023-12-08 06:04:20,611 - pyskl - INFO - Epoch [52][400/2506] lr: 1.849e-02, eta: 16:35:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 1.4822, loss: 1.4822 +2023-12-08 06:04:43,968 - pyskl - INFO - Epoch [52][500/2506] lr: 1.848e-02, eta: 16:34:46, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 1.5345, loss: 1.5345 +2023-12-08 06:05:07,317 - pyskl - INFO - Epoch [52][600/2506] lr: 1.847e-02, eta: 16:34:20, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 1.4674, loss: 1.4674 +2023-12-08 06:05:30,591 - pyskl - INFO - Epoch [52][700/2506] lr: 1.846e-02, eta: 16:33:55, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9762, loss_cls: 1.5568, loss: 1.5568 +2023-12-08 06:05:53,834 - pyskl - INFO - Epoch [52][800/2506] lr: 1.845e-02, eta: 16:33:29, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 1.5412, loss: 1.5412 +2023-12-08 06:06:17,080 - pyskl - INFO - Epoch [52][900/2506] lr: 1.844e-02, eta: 16:33:03, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 1.5083, loss: 1.5083 +2023-12-08 06:06:40,355 - pyskl - INFO - Epoch [52][1000/2506] lr: 1.843e-02, eta: 16:32:37, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 1.5504, loss: 1.5504 +2023-12-08 06:07:03,682 - pyskl - INFO - Epoch [52][1100/2506] lr: 1.842e-02, eta: 16:32:12, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9819, loss_cls: 1.4710, loss: 1.4710 +2023-12-08 06:07:26,978 - pyskl - INFO - Epoch [52][1200/2506] lr: 1.841e-02, eta: 16:31:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 1.4975, loss: 1.4975 +2023-12-08 06:07:50,232 - pyskl - INFO - Epoch [52][1300/2506] lr: 1.840e-02, eta: 16:31:20, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9838, loss_cls: 1.5487, loss: 1.5487 +2023-12-08 06:08:13,598 - pyskl - INFO - Epoch [52][1400/2506] lr: 1.839e-02, eta: 16:30:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 1.5942, loss: 1.5942 +2023-12-08 06:08:36,976 - pyskl - INFO - Epoch [52][1500/2506] lr: 1.838e-02, eta: 16:30:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 1.5897, loss: 1.5897 +2023-12-08 06:09:00,319 - pyskl - INFO - Epoch [52][1600/2506] lr: 1.838e-02, eta: 16:30:04, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9881, loss_cls: 1.4828, loss: 1.4828 +2023-12-08 06:09:23,746 - pyskl - INFO - Epoch [52][1700/2506] lr: 1.837e-02, eta: 16:29:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 1.5728, loss: 1.5728 +2023-12-08 06:09:47,200 - pyskl - INFO - Epoch [52][1800/2506] lr: 1.836e-02, eta: 16:29:13, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9862, loss_cls: 1.5155, loss: 1.5155 +2023-12-08 06:10:10,465 - pyskl - INFO - Epoch [52][1900/2506] lr: 1.835e-02, eta: 16:28:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 1.5312, loss: 1.5312 +2023-12-08 06:10:33,723 - pyskl - INFO - Epoch [52][2000/2506] lr: 1.834e-02, eta: 16:28:22, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 1.5134, loss: 1.5134 +2023-12-08 06:10:57,076 - pyskl - INFO - Epoch [52][2100/2506] lr: 1.833e-02, eta: 16:27:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 1.5294, loss: 1.5294 +2023-12-08 06:11:20,330 - pyskl - INFO - Epoch [52][2200/2506] lr: 1.832e-02, eta: 16:27:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9875, loss_cls: 1.5143, loss: 1.5143 +2023-12-08 06:11:43,575 - pyskl - INFO - Epoch [52][2300/2506] lr: 1.831e-02, eta: 16:27:05, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9881, loss_cls: 1.4875, loss: 1.4875 +2023-12-08 06:12:06,763 - pyskl - INFO - Epoch [52][2400/2506] lr: 1.830e-02, eta: 16:26:39, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 1.6086, loss: 1.6086 +2023-12-08 06:12:30,071 - pyskl - INFO - Epoch [52][2500/2506] lr: 1.829e-02, eta: 16:26:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 1.5400, loss: 1.5400 +2023-12-08 06:12:31,937 - pyskl - INFO - Saving checkpoint at 52 epochs +2023-12-08 06:13:54,892 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 06:13:54,961 - pyskl - INFO - +top1_acc 0.8148 +top5_acc 0.9684 +2023-12-08 06:13:54,965 - pyskl - INFO - Epoch(val) [52][1031] top1_acc: 0.8148, top5_acc: 0.9684 +2023-12-08 06:14:36,452 - pyskl - INFO - Epoch [53][100/2506] lr: 1.828e-02, eta: 16:26:18, time: 0.415, data_time: 0.182, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 1.5081, loss: 1.5081 +2023-12-08 06:14:59,735 - pyskl - INFO - Epoch [53][200/2506] lr: 1.827e-02, eta: 16:25:52, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 1.4373, loss: 1.4373 +2023-12-08 06:15:23,025 - pyskl - INFO - Epoch [53][300/2506] lr: 1.826e-02, eta: 16:25:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 1.3859, loss: 1.3859 +2023-12-08 06:15:46,314 - pyskl - INFO - Epoch [53][400/2506] lr: 1.825e-02, eta: 16:25:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 1.4527, loss: 1.4527 +2023-12-08 06:16:09,655 - pyskl - INFO - Epoch [53][500/2506] lr: 1.824e-02, eta: 16:24:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9888, loss_cls: 1.4232, loss: 1.4232 +2023-12-08 06:16:33,007 - pyskl - INFO - Epoch [53][600/2506] lr: 1.824e-02, eta: 16:24:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 1.4864, loss: 1.4864 +2023-12-08 06:16:56,290 - pyskl - INFO - Epoch [53][700/2506] lr: 1.823e-02, eta: 16:23:44, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 1.5046, loss: 1.5046 +2023-12-08 06:17:19,533 - pyskl - INFO - Epoch [53][800/2506] lr: 1.822e-02, eta: 16:23:19, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 1.5234, loss: 1.5234 +2023-12-08 06:17:42,830 - pyskl - INFO - Epoch [53][900/2506] lr: 1.821e-02, eta: 16:22:53, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9769, loss_cls: 1.5544, loss: 1.5544 +2023-12-08 06:18:06,147 - pyskl - INFO - Epoch [53][1000/2506] lr: 1.820e-02, eta: 16:22:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 1.4935, loss: 1.4935 +2023-12-08 06:18:29,524 - pyskl - INFO - Epoch [53][1100/2506] lr: 1.819e-02, eta: 16:22:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 1.5270, loss: 1.5270 +2023-12-08 06:18:52,790 - pyskl - INFO - Epoch [53][1200/2506] lr: 1.818e-02, eta: 16:21:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 1.5136, loss: 1.5136 +2023-12-08 06:19:16,161 - pyskl - INFO - Epoch [53][1300/2506] lr: 1.817e-02, eta: 16:21:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 1.4880, loss: 1.4880 +2023-12-08 06:19:39,463 - pyskl - INFO - Epoch [53][1400/2506] lr: 1.816e-02, eta: 16:20:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9906, loss_cls: 1.4949, loss: 1.4949 +2023-12-08 06:20:02,746 - pyskl - INFO - Epoch [53][1500/2506] lr: 1.815e-02, eta: 16:20:20, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9819, loss_cls: 1.5988, loss: 1.5988 +2023-12-08 06:20:26,070 - pyskl - INFO - Epoch [53][1600/2506] lr: 1.814e-02, eta: 16:19:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 1.5963, loss: 1.5963 +2023-12-08 06:20:49,394 - pyskl - INFO - Epoch [53][1700/2506] lr: 1.813e-02, eta: 16:19:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 1.6151, loss: 1.6151 +2023-12-08 06:21:12,756 - pyskl - INFO - Epoch [53][1800/2506] lr: 1.812e-02, eta: 16:19:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 1.5194, loss: 1.5194 +2023-12-08 06:21:36,048 - pyskl - INFO - Epoch [53][1900/2506] lr: 1.811e-02, eta: 16:18:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9831, loss_cls: 1.5586, loss: 1.5586 +2023-12-08 06:21:59,314 - pyskl - INFO - Epoch [53][2000/2506] lr: 1.811e-02, eta: 16:18:12, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9756, loss_cls: 1.5301, loss: 1.5301 +2023-12-08 06:22:22,577 - pyskl - INFO - Epoch [53][2100/2506] lr: 1.810e-02, eta: 16:17:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 1.5965, loss: 1.5965 +2023-12-08 06:22:45,776 - pyskl - INFO - Epoch [53][2200/2506] lr: 1.809e-02, eta: 16:17:21, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 1.4952, loss: 1.4952 +2023-12-08 06:23:09,014 - pyskl - INFO - Epoch [53][2300/2506] lr: 1.808e-02, eta: 16:16:55, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 1.5438, loss: 1.5438 +2023-12-08 06:23:32,281 - pyskl - INFO - Epoch [53][2400/2506] lr: 1.807e-02, eta: 16:16:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 1.5540, loss: 1.5540 +2023-12-08 06:23:55,517 - pyskl - INFO - Epoch [53][2500/2506] lr: 1.806e-02, eta: 16:16:04, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 1.5687, loss: 1.5687 +2023-12-08 06:23:57,406 - pyskl - INFO - Saving checkpoint at 53 epochs +2023-12-08 06:25:20,035 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 06:25:20,105 - pyskl - INFO - +top1_acc 0.8195 +top5_acc 0.9705 +2023-12-08 06:25:20,108 - pyskl - INFO - Epoch(val) [53][1031] top1_acc: 0.8195, top5_acc: 0.9705 +2023-12-08 06:26:01,573 - pyskl - INFO - Epoch [54][100/2506] lr: 1.805e-02, eta: 16:16:07, time: 0.415, data_time: 0.180, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9831, loss_cls: 1.4093, loss: 1.4093 +2023-12-08 06:26:24,976 - pyskl - INFO - Epoch [54][200/2506] lr: 1.804e-02, eta: 16:15:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 1.4840, loss: 1.4840 +2023-12-08 06:26:48,443 - pyskl - INFO - Epoch [54][300/2506] lr: 1.803e-02, eta: 16:15:17, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 1.4422, loss: 1.4422 +2023-12-08 06:27:11,917 - pyskl - INFO - Epoch [54][400/2506] lr: 1.802e-02, eta: 16:14:51, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 1.5582, loss: 1.5582 +2023-12-08 06:27:35,339 - pyskl - INFO - Epoch [54][500/2506] lr: 1.801e-02, eta: 16:14:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9819, loss_cls: 1.4585, loss: 1.4585 +2023-12-08 06:27:58,720 - pyskl - INFO - Epoch [54][600/2506] lr: 1.800e-02, eta: 16:14:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 1.5160, loss: 1.5160 +2023-12-08 06:28:22,193 - pyskl - INFO - Epoch [54][700/2506] lr: 1.799e-02, eta: 16:13:35, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 1.4682, loss: 1.4682 +2023-12-08 06:28:45,507 - pyskl - INFO - Epoch [54][800/2506] lr: 1.798e-02, eta: 16:13:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 1.3982, loss: 1.3982 +2023-12-08 06:29:08,900 - pyskl - INFO - Epoch [54][900/2506] lr: 1.797e-02, eta: 16:12:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9769, loss_cls: 1.5293, loss: 1.5293 +2023-12-08 06:29:32,275 - pyskl - INFO - Epoch [54][1000/2506] lr: 1.796e-02, eta: 16:12:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 1.4669, loss: 1.4669 +2023-12-08 06:29:55,651 - pyskl - INFO - Epoch [54][1100/2506] lr: 1.795e-02, eta: 16:11:54, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9850, loss_cls: 1.5440, loss: 1.5440 +2023-12-08 06:30:19,195 - pyskl - INFO - Epoch [54][1200/2506] lr: 1.795e-02, eta: 16:11:29, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 1.4736, loss: 1.4736 +2023-12-08 06:30:42,656 - pyskl - INFO - Epoch [54][1300/2506] lr: 1.794e-02, eta: 16:11:03, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9788, loss_cls: 1.4777, loss: 1.4777 +2023-12-08 06:31:06,174 - pyskl - INFO - Epoch [54][1400/2506] lr: 1.793e-02, eta: 16:10:38, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 1.5062, loss: 1.5062 +2023-12-08 06:31:29,577 - pyskl - INFO - Epoch [54][1500/2506] lr: 1.792e-02, eta: 16:10:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 1.5485, loss: 1.5485 +2023-12-08 06:31:53,041 - pyskl - INFO - Epoch [54][1600/2506] lr: 1.791e-02, eta: 16:09:48, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 1.5062, loss: 1.5062 +2023-12-08 06:32:16,475 - pyskl - INFO - Epoch [54][1700/2506] lr: 1.790e-02, eta: 16:09:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 1.4799, loss: 1.4799 +2023-12-08 06:32:39,889 - pyskl - INFO - Epoch [54][1800/2506] lr: 1.789e-02, eta: 16:08:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 1.4986, loss: 1.4986 +2023-12-08 06:33:03,306 - pyskl - INFO - Epoch [54][1900/2506] lr: 1.788e-02, eta: 16:08:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 1.5161, loss: 1.5161 +2023-12-08 06:33:26,647 - pyskl - INFO - Epoch [54][2000/2506] lr: 1.787e-02, eta: 16:08:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 1.5113, loss: 1.5113 +2023-12-08 06:33:50,041 - pyskl - INFO - Epoch [54][2100/2506] lr: 1.786e-02, eta: 16:07:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 1.5178, loss: 1.5178 +2023-12-08 06:34:13,482 - pyskl - INFO - Epoch [54][2200/2506] lr: 1.785e-02, eta: 16:07:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 1.5723, loss: 1.5723 +2023-12-08 06:34:36,880 - pyskl - INFO - Epoch [54][2300/2506] lr: 1.784e-02, eta: 16:06:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 1.5651, loss: 1.5651 +2023-12-08 06:35:00,321 - pyskl - INFO - Epoch [54][2400/2506] lr: 1.783e-02, eta: 16:06:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9712, loss_cls: 1.6394, loss: 1.6394 +2023-12-08 06:35:23,654 - pyskl - INFO - Epoch [54][2500/2506] lr: 1.782e-02, eta: 16:06:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9762, loss_cls: 1.5350, loss: 1.5350 +2023-12-08 06:35:25,640 - pyskl - INFO - Saving checkpoint at 54 epochs +2023-12-08 06:36:48,592 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 06:36:48,663 - pyskl - INFO - +top1_acc 0.7980 +top5_acc 0.9639 +2023-12-08 06:36:48,667 - pyskl - INFO - Epoch(val) [54][1031] top1_acc: 0.7980, top5_acc: 0.9639 +2023-12-08 06:37:30,794 - pyskl - INFO - Epoch [55][100/2506] lr: 1.781e-02, eta: 16:06:04, time: 0.421, data_time: 0.188, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9875, loss_cls: 1.4716, loss: 1.4716 +2023-12-08 06:37:54,028 - pyskl - INFO - Epoch [55][200/2506] lr: 1.780e-02, eta: 16:05:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 1.3918, loss: 1.3918 +2023-12-08 06:38:17,373 - pyskl - INFO - Epoch [55][300/2506] lr: 1.779e-02, eta: 16:05:12, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9856, loss_cls: 1.5226, loss: 1.5226 +2023-12-08 06:38:40,701 - pyskl - INFO - Epoch [55][400/2506] lr: 1.778e-02, eta: 16:04:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9788, loss_cls: 1.4556, loss: 1.4556 +2023-12-08 06:39:03,968 - pyskl - INFO - Epoch [55][500/2506] lr: 1.778e-02, eta: 16:04:21, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 1.5858, loss: 1.5858 +2023-12-08 06:39:27,349 - pyskl - INFO - Epoch [55][600/2506] lr: 1.777e-02, eta: 16:03:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 1.4637, loss: 1.4637 +2023-12-08 06:39:50,636 - pyskl - INFO - Epoch [55][700/2506] lr: 1.776e-02, eta: 16:03:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 1.5024, loss: 1.5024 +2023-12-08 06:40:13,897 - pyskl - INFO - Epoch [55][800/2506] lr: 1.775e-02, eta: 16:03:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 1.4654, loss: 1.4654 +2023-12-08 06:40:37,190 - pyskl - INFO - Epoch [55][900/2506] lr: 1.774e-02, eta: 16:02:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 1.4989, loss: 1.4989 +2023-12-08 06:41:00,531 - pyskl - INFO - Epoch [55][1000/2506] lr: 1.773e-02, eta: 16:02:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 1.4942, loss: 1.4942 +2023-12-08 06:41:23,814 - pyskl - INFO - Epoch [55][1100/2506] lr: 1.772e-02, eta: 16:01:48, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 1.5027, loss: 1.5027 +2023-12-08 06:41:47,038 - pyskl - INFO - Epoch [55][1200/2506] lr: 1.771e-02, eta: 16:01:23, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 1.4754, loss: 1.4754 +2023-12-08 06:42:10,347 - pyskl - INFO - Epoch [55][1300/2506] lr: 1.770e-02, eta: 16:00:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 1.4513, loss: 1.4513 +2023-12-08 06:42:33,734 - pyskl - INFO - Epoch [55][1400/2506] lr: 1.769e-02, eta: 16:00:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 1.4988, loss: 1.4988 +2023-12-08 06:42:57,134 - pyskl - INFO - Epoch [55][1500/2506] lr: 1.768e-02, eta: 16:00:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9894, loss_cls: 1.4770, loss: 1.4770 +2023-12-08 06:43:20,527 - pyskl - INFO - Epoch [55][1600/2506] lr: 1.767e-02, eta: 15:59:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 1.4796, loss: 1.4796 +2023-12-08 06:43:43,833 - pyskl - INFO - Epoch [55][1700/2506] lr: 1.766e-02, eta: 15:59:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9838, loss_cls: 1.5411, loss: 1.5411 +2023-12-08 06:44:07,125 - pyskl - INFO - Epoch [55][1800/2506] lr: 1.765e-02, eta: 15:58:50, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 1.5176, loss: 1.5176 +2023-12-08 06:44:30,474 - pyskl - INFO - Epoch [55][1900/2506] lr: 1.764e-02, eta: 15:58:25, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9856, loss_cls: 1.5969, loss: 1.5969 +2023-12-08 06:44:53,809 - pyskl - INFO - Epoch [55][2000/2506] lr: 1.763e-02, eta: 15:58:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9844, loss_cls: 1.5912, loss: 1.5912 +2023-12-08 06:45:17,156 - pyskl - INFO - Epoch [55][2100/2506] lr: 1.762e-02, eta: 15:57:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9769, loss_cls: 1.5618, loss: 1.5618 +2023-12-08 06:45:40,462 - pyskl - INFO - Epoch [55][2200/2506] lr: 1.761e-02, eta: 15:57:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 1.5768, loss: 1.5768 +2023-12-08 06:46:03,793 - pyskl - INFO - Epoch [55][2300/2506] lr: 1.760e-02, eta: 15:56:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 1.5410, loss: 1.5410 +2023-12-08 06:46:27,090 - pyskl - INFO - Epoch [55][2400/2506] lr: 1.759e-02, eta: 15:56:18, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9769, loss_cls: 1.5229, loss: 1.5229 +2023-12-08 06:46:50,406 - pyskl - INFO - Epoch [55][2500/2506] lr: 1.758e-02, eta: 15:55:52, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9788, loss_cls: 1.4809, loss: 1.4809 +2023-12-08 06:46:52,364 - pyskl - INFO - Saving checkpoint at 55 epochs +2023-12-08 06:48:15,650 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 06:48:15,723 - pyskl - INFO - +top1_acc 0.8453 +top5_acc 0.9766 +2023-12-08 06:48:15,728 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_41.pth was removed +2023-12-08 06:48:15,883 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_55.pth. +2023-12-08 06:48:15,884 - pyskl - INFO - Best top1_acc is 0.8453 at 55 epoch. +2023-12-08 06:48:15,889 - pyskl - INFO - Epoch(val) [55][1031] top1_acc: 0.8453, top5_acc: 0.9766 +2023-12-08 06:48:57,504 - pyskl - INFO - Epoch [56][100/2506] lr: 1.757e-02, eta: 15:55:55, time: 0.416, data_time: 0.183, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 1.4369, loss: 1.4369 +2023-12-08 06:49:20,790 - pyskl - INFO - Epoch [56][200/2506] lr: 1.757e-02, eta: 15:55:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 1.5639, loss: 1.5639 +2023-12-08 06:49:44,090 - pyskl - INFO - Epoch [56][300/2506] lr: 1.756e-02, eta: 15:55:04, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 1.4487, loss: 1.4487 +2023-12-08 06:50:07,371 - pyskl - INFO - Epoch [56][400/2506] lr: 1.755e-02, eta: 15:54:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9856, loss_cls: 1.4914, loss: 1.4914 +2023-12-08 06:50:30,737 - pyskl - INFO - Epoch [56][500/2506] lr: 1.754e-02, eta: 15:54:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 1.5187, loss: 1.5187 +2023-12-08 06:50:54,035 - pyskl - INFO - Epoch [56][600/2506] lr: 1.753e-02, eta: 15:53:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9881, loss_cls: 1.4678, loss: 1.4678 +2023-12-08 06:51:17,441 - pyskl - INFO - Epoch [56][700/2506] lr: 1.752e-02, eta: 15:53:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 1.4682, loss: 1.4682 +2023-12-08 06:51:40,829 - pyskl - INFO - Epoch [56][800/2506] lr: 1.751e-02, eta: 15:52:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9912, loss_cls: 1.4575, loss: 1.4575 +2023-12-08 06:52:04,267 - pyskl - INFO - Epoch [56][900/2506] lr: 1.750e-02, eta: 15:52:31, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9794, loss_cls: 1.4988, loss: 1.4988 +2023-12-08 06:52:27,624 - pyskl - INFO - Epoch [56][1000/2506] lr: 1.749e-02, eta: 15:52:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9775, loss_cls: 1.5297, loss: 1.5297 +2023-12-08 06:52:50,996 - pyskl - INFO - Epoch [56][1100/2506] lr: 1.748e-02, eta: 15:51:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 1.4927, loss: 1.4927 +2023-12-08 06:53:14,313 - pyskl - INFO - Epoch [56][1200/2506] lr: 1.747e-02, eta: 15:51:15, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 1.5394, loss: 1.5394 +2023-12-08 06:53:37,624 - pyskl - INFO - Epoch [56][1300/2506] lr: 1.746e-02, eta: 15:50:50, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 1.5322, loss: 1.5322 +2023-12-08 06:54:00,930 - pyskl - INFO - Epoch [56][1400/2506] lr: 1.745e-02, eta: 15:50:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 1.4840, loss: 1.4840 +2023-12-08 06:54:24,259 - pyskl - INFO - Epoch [56][1500/2506] lr: 1.744e-02, eta: 15:49:59, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 1.5136, loss: 1.5136 +2023-12-08 06:54:47,563 - pyskl - INFO - Epoch [56][1600/2506] lr: 1.743e-02, eta: 15:49:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 1.4839, loss: 1.4839 +2023-12-08 06:55:10,915 - pyskl - INFO - Epoch [56][1700/2506] lr: 1.742e-02, eta: 15:49:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 1.5400, loss: 1.5400 +2023-12-08 06:55:34,243 - pyskl - INFO - Epoch [56][1800/2506] lr: 1.741e-02, eta: 15:48:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 1.4918, loss: 1.4918 +2023-12-08 06:55:57,602 - pyskl - INFO - Epoch [56][1900/2506] lr: 1.740e-02, eta: 15:48:18, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9744, loss_cls: 1.5014, loss: 1.5014 +2023-12-08 06:56:20,952 - pyskl - INFO - Epoch [56][2000/2506] lr: 1.739e-02, eta: 15:47:52, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 1.5098, loss: 1.5098 +2023-12-08 06:56:44,370 - pyskl - INFO - Epoch [56][2100/2506] lr: 1.738e-02, eta: 15:47:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 1.5002, loss: 1.5002 +2023-12-08 06:57:07,701 - pyskl - INFO - Epoch [56][2200/2506] lr: 1.737e-02, eta: 15:47:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 1.5658, loss: 1.5658 +2023-12-08 06:57:31,082 - pyskl - INFO - Epoch [56][2300/2506] lr: 1.736e-02, eta: 15:46:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 1.5732, loss: 1.5732 +2023-12-08 06:57:54,377 - pyskl - INFO - Epoch [56][2400/2506] lr: 1.735e-02, eta: 15:46:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9794, loss_cls: 1.5153, loss: 1.5153 +2023-12-08 06:58:17,642 - pyskl - INFO - Epoch [56][2500/2506] lr: 1.734e-02, eta: 15:45:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 1.4774, loss: 1.4774 +2023-12-08 06:58:19,536 - pyskl - INFO - Saving checkpoint at 56 epochs +2023-12-08 06:59:42,672 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 06:59:42,741 - pyskl - INFO - +top1_acc 0.8478 +top5_acc 0.9756 +2023-12-08 06:59:42,745 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_55.pth was removed +2023-12-08 06:59:42,886 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_56.pth. +2023-12-08 06:59:42,886 - pyskl - INFO - Best top1_acc is 0.8478 at 56 epoch. +2023-12-08 06:59:42,891 - pyskl - INFO - Epoch(val) [56][1031] top1_acc: 0.8478, top5_acc: 0.9756 +2023-12-08 07:00:24,520 - pyskl - INFO - Epoch [57][100/2506] lr: 1.733e-02, eta: 15:45:47, time: 0.416, data_time: 0.183, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 1.3870, loss: 1.3870 +2023-12-08 07:00:47,819 - pyskl - INFO - Epoch [57][200/2506] lr: 1.732e-02, eta: 15:45:21, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 1.4965, loss: 1.4965 +2023-12-08 07:01:11,089 - pyskl - INFO - Epoch [57][300/2506] lr: 1.732e-02, eta: 15:44:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 1.4199, loss: 1.4199 +2023-12-08 07:01:34,370 - pyskl - INFO - Epoch [57][400/2506] lr: 1.731e-02, eta: 15:44:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 1.5328, loss: 1.5328 +2023-12-08 07:01:57,656 - pyskl - INFO - Epoch [57][500/2506] lr: 1.730e-02, eta: 15:44:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 1.4393, loss: 1.4393 +2023-12-08 07:02:21,026 - pyskl - INFO - Epoch [57][600/2506] lr: 1.729e-02, eta: 15:43:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9900, loss_cls: 1.4285, loss: 1.4285 +2023-12-08 07:02:44,405 - pyskl - INFO - Epoch [57][700/2506] lr: 1.728e-02, eta: 15:43:14, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 1.5336, loss: 1.5336 +2023-12-08 07:03:07,780 - pyskl - INFO - Epoch [57][800/2506] lr: 1.727e-02, eta: 15:42:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 1.4287, loss: 1.4287 +2023-12-08 07:03:31,068 - pyskl - INFO - Epoch [57][900/2506] lr: 1.726e-02, eta: 15:42:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 1.3688, loss: 1.3688 +2023-12-08 07:03:54,390 - pyskl - INFO - Epoch [57][1000/2506] lr: 1.725e-02, eta: 15:41:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 1.4858, loss: 1.4858 +2023-12-08 07:04:17,747 - pyskl - INFO - Epoch [57][1100/2506] lr: 1.724e-02, eta: 15:41:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 1.4140, loss: 1.4140 +2023-12-08 07:04:41,041 - pyskl - INFO - Epoch [57][1200/2506] lr: 1.723e-02, eta: 15:41:08, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9800, loss_cls: 1.4459, loss: 1.4459 +2023-12-08 07:05:04,334 - pyskl - INFO - Epoch [57][1300/2506] lr: 1.722e-02, eta: 15:40:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9788, loss_cls: 1.4909, loss: 1.4909 +2023-12-08 07:05:27,672 - pyskl - INFO - Epoch [57][1400/2506] lr: 1.721e-02, eta: 15:40:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9869, loss_cls: 1.4946, loss: 1.4946 +2023-12-08 07:05:50,944 - pyskl - INFO - Epoch [57][1500/2506] lr: 1.720e-02, eta: 15:39:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 1.5670, loss: 1.5670 +2023-12-08 07:06:14,282 - pyskl - INFO - Epoch [57][1600/2506] lr: 1.719e-02, eta: 15:39:26, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 1.4774, loss: 1.4774 +2023-12-08 07:06:37,540 - pyskl - INFO - Epoch [57][1700/2506] lr: 1.718e-02, eta: 15:39:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 1.4745, loss: 1.4745 +2023-12-08 07:07:00,909 - pyskl - INFO - Epoch [57][1800/2506] lr: 1.717e-02, eta: 15:38:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 1.4996, loss: 1.4996 +2023-12-08 07:07:24,245 - pyskl - INFO - Epoch [57][1900/2506] lr: 1.716e-02, eta: 15:38:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9869, loss_cls: 1.4952, loss: 1.4952 +2023-12-08 07:07:47,479 - pyskl - INFO - Epoch [57][2000/2506] lr: 1.715e-02, eta: 15:37:44, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 1.5098, loss: 1.5098 +2023-12-08 07:08:10,830 - pyskl - INFO - Epoch [57][2100/2506] lr: 1.714e-02, eta: 15:37:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 1.5309, loss: 1.5309 +2023-12-08 07:08:34,210 - pyskl - INFO - Epoch [57][2200/2506] lr: 1.713e-02, eta: 15:36:54, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 1.5640, loss: 1.5640 +2023-12-08 07:08:57,626 - pyskl - INFO - Epoch [57][2300/2506] lr: 1.712e-02, eta: 15:36:29, time: 0.234, data_time: 0.001, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 1.5199, loss: 1.5199 +2023-12-08 07:09:20,934 - pyskl - INFO - Epoch [57][2400/2506] lr: 1.711e-02, eta: 15:36:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 1.5330, loss: 1.5330 +2023-12-08 07:09:44,220 - pyskl - INFO - Epoch [57][2500/2506] lr: 1.710e-02, eta: 15:35:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9812, loss_cls: 1.4801, loss: 1.4801 +2023-12-08 07:09:46,104 - pyskl - INFO - Saving checkpoint at 57 epochs +2023-12-08 07:11:08,763 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 07:11:08,833 - pyskl - INFO - +top1_acc 0.8468 +top5_acc 0.9762 +2023-12-08 07:11:08,836 - pyskl - INFO - Epoch(val) [57][1031] top1_acc: 0.8468, top5_acc: 0.9762 +2023-12-08 07:11:50,289 - pyskl - INFO - Epoch [58][100/2506] lr: 1.709e-02, eta: 15:35:38, time: 0.414, data_time: 0.180, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 1.4117, loss: 1.4117 +2023-12-08 07:12:13,701 - pyskl - INFO - Epoch [58][200/2506] lr: 1.708e-02, eta: 15:35:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 1.5432, loss: 1.5432 +2023-12-08 07:12:36,987 - pyskl - INFO - Epoch [58][300/2506] lr: 1.707e-02, eta: 15:34:48, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 1.4465, loss: 1.4465 +2023-12-08 07:13:00,333 - pyskl - INFO - Epoch [58][400/2506] lr: 1.706e-02, eta: 15:34:22, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 1.4721, loss: 1.4721 +2023-12-08 07:13:23,615 - pyskl - INFO - Epoch [58][500/2506] lr: 1.705e-02, eta: 15:33:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 1.5683, loss: 1.5683 +2023-12-08 07:13:46,944 - pyskl - INFO - Epoch [58][600/2506] lr: 1.704e-02, eta: 15:33:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 1.4428, loss: 1.4428 +2023-12-08 07:14:10,316 - pyskl - INFO - Epoch [58][700/2506] lr: 1.703e-02, eta: 15:33:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 1.4010, loss: 1.4010 +2023-12-08 07:14:33,675 - pyskl - INFO - Epoch [58][800/2506] lr: 1.702e-02, eta: 15:32:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 1.4641, loss: 1.4641 +2023-12-08 07:14:57,056 - pyskl - INFO - Epoch [58][900/2506] lr: 1.701e-02, eta: 15:32:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 1.4499, loss: 1.4499 +2023-12-08 07:15:20,426 - pyskl - INFO - Epoch [58][1000/2506] lr: 1.700e-02, eta: 15:31:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 1.4523, loss: 1.4523 +2023-12-08 07:15:43,882 - pyskl - INFO - Epoch [58][1100/2506] lr: 1.699e-02, eta: 15:31:25, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 1.5195, loss: 1.5195 +2023-12-08 07:16:07,274 - pyskl - INFO - Epoch [58][1200/2506] lr: 1.698e-02, eta: 15:31:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 1.5017, loss: 1.5017 +2023-12-08 07:16:30,599 - pyskl - INFO - Epoch [58][1300/2506] lr: 1.698e-02, eta: 15:30:35, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9862, loss_cls: 1.4929, loss: 1.4929 +2023-12-08 07:16:53,904 - pyskl - INFO - Epoch [58][1400/2506] lr: 1.697e-02, eta: 15:30:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 1.5889, loss: 1.5889 +2023-12-08 07:17:17,233 - pyskl - INFO - Epoch [58][1500/2506] lr: 1.696e-02, eta: 15:29:44, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9769, loss_cls: 1.5529, loss: 1.5529 +2023-12-08 07:17:40,530 - pyskl - INFO - Epoch [58][1600/2506] lr: 1.695e-02, eta: 15:29:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 1.4859, loss: 1.4859 +2023-12-08 07:18:03,863 - pyskl - INFO - Epoch [58][1700/2506] lr: 1.694e-02, eta: 15:28:53, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9812, loss_cls: 1.4405, loss: 1.4405 +2023-12-08 07:18:27,173 - pyskl - INFO - Epoch [58][1800/2506] lr: 1.693e-02, eta: 15:28:28, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 1.4370, loss: 1.4370 +2023-12-08 07:18:50,490 - pyskl - INFO - Epoch [58][1900/2506] lr: 1.692e-02, eta: 15:28:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 1.4911, loss: 1.4911 +2023-12-08 07:19:13,784 - pyskl - INFO - Epoch [58][2000/2506] lr: 1.691e-02, eta: 15:27:37, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 1.4712, loss: 1.4712 +2023-12-08 07:19:37,043 - pyskl - INFO - Epoch [58][2100/2506] lr: 1.690e-02, eta: 15:27:12, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9731, loss_cls: 1.5407, loss: 1.5407 +2023-12-08 07:20:00,392 - pyskl - INFO - Epoch [58][2200/2506] lr: 1.689e-02, eta: 15:26:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 1.5007, loss: 1.5007 +2023-12-08 07:20:23,807 - pyskl - INFO - Epoch [58][2300/2506] lr: 1.688e-02, eta: 15:26:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9781, loss_cls: 1.5056, loss: 1.5056 +2023-12-08 07:20:47,159 - pyskl - INFO - Epoch [58][2400/2506] lr: 1.687e-02, eta: 15:25:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 1.4266, loss: 1.4266 +2023-12-08 07:21:10,521 - pyskl - INFO - Epoch [58][2500/2506] lr: 1.686e-02, eta: 15:25:31, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9875, loss_cls: 1.4895, loss: 1.4895 +2023-12-08 07:21:12,391 - pyskl - INFO - Saving checkpoint at 58 epochs +2023-12-08 07:22:35,190 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 07:22:35,259 - pyskl - INFO - +top1_acc 0.8287 +top5_acc 0.9733 +2023-12-08 07:22:35,264 - pyskl - INFO - Epoch(val) [58][1031] top1_acc: 0.8287, top5_acc: 0.9733 +2023-12-08 07:23:16,825 - pyskl - INFO - Epoch [59][100/2506] lr: 1.685e-02, eta: 15:25:31, time: 0.416, data_time: 0.182, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 1.4122, loss: 1.4122 +2023-12-08 07:23:40,102 - pyskl - INFO - Epoch [59][200/2506] lr: 1.684e-02, eta: 15:25:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 1.4294, loss: 1.4294 +2023-12-08 07:24:03,426 - pyskl - INFO - Epoch [59][300/2506] lr: 1.683e-02, eta: 15:24:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 1.5065, loss: 1.5065 +2023-12-08 07:24:26,658 - pyskl - INFO - Epoch [59][400/2506] lr: 1.682e-02, eta: 15:24:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9894, loss_cls: 1.4725, loss: 1.4725 +2023-12-08 07:24:49,903 - pyskl - INFO - Epoch [59][500/2506] lr: 1.681e-02, eta: 15:23:49, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 1.5016, loss: 1.5016 +2023-12-08 07:25:13,190 - pyskl - INFO - Epoch [59][600/2506] lr: 1.680e-02, eta: 15:23:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9881, loss_cls: 1.4146, loss: 1.4146 +2023-12-08 07:25:36,483 - pyskl - INFO - Epoch [59][700/2506] lr: 1.679e-02, eta: 15:22:59, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 1.4754, loss: 1.4754 +2023-12-08 07:25:59,942 - pyskl - INFO - Epoch [59][800/2506] lr: 1.678e-02, eta: 15:22:34, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 1.4341, loss: 1.4341 +2023-12-08 07:26:23,285 - pyskl - INFO - Epoch [59][900/2506] lr: 1.677e-02, eta: 15:22:08, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9881, loss_cls: 1.4833, loss: 1.4833 +2023-12-08 07:26:46,683 - pyskl - INFO - Epoch [59][1000/2506] lr: 1.676e-02, eta: 15:21:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 1.5038, loss: 1.5038 +2023-12-08 07:27:10,067 - pyskl - INFO - Epoch [59][1100/2506] lr: 1.675e-02, eta: 15:21:18, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 1.5106, loss: 1.5106 +2023-12-08 07:27:33,342 - pyskl - INFO - Epoch [59][1200/2506] lr: 1.674e-02, eta: 15:20:53, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 1.4902, loss: 1.4902 +2023-12-08 07:27:56,642 - pyskl - INFO - Epoch [59][1300/2506] lr: 1.673e-02, eta: 15:20:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 1.5173, loss: 1.5173 +2023-12-08 07:28:19,981 - pyskl - INFO - Epoch [59][1400/2506] lr: 1.672e-02, eta: 15:20:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 1.4924, loss: 1.4924 +2023-12-08 07:28:43,211 - pyskl - INFO - Epoch [59][1500/2506] lr: 1.671e-02, eta: 15:19:37, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9762, loss_cls: 1.5109, loss: 1.5109 +2023-12-08 07:29:06,484 - pyskl - INFO - Epoch [59][1600/2506] lr: 1.670e-02, eta: 15:19:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 1.5629, loss: 1.5629 +2023-12-08 07:29:29,707 - pyskl - INFO - Epoch [59][1700/2506] lr: 1.669e-02, eta: 15:18:46, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 1.4833, loss: 1.4833 +2023-12-08 07:29:53,005 - pyskl - INFO - Epoch [59][1800/2506] lr: 1.668e-02, eta: 15:18:20, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9731, loss_cls: 1.5932, loss: 1.5932 +2023-12-08 07:30:16,364 - pyskl - INFO - Epoch [59][1900/2506] lr: 1.667e-02, eta: 15:17:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 1.5062, loss: 1.5062 +2023-12-08 07:30:39,779 - pyskl - INFO - Epoch [59][2000/2506] lr: 1.666e-02, eta: 15:17:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 1.5290, loss: 1.5290 +2023-12-08 07:31:03,122 - pyskl - INFO - Epoch [59][2100/2506] lr: 1.665e-02, eta: 15:17:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 1.5248, loss: 1.5248 +2023-12-08 07:31:26,381 - pyskl - INFO - Epoch [59][2200/2506] lr: 1.664e-02, eta: 15:16:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 1.4737, loss: 1.4737 +2023-12-08 07:31:49,760 - pyskl - INFO - Epoch [59][2300/2506] lr: 1.663e-02, eta: 15:16:14, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 1.5120, loss: 1.5120 +2023-12-08 07:32:13,033 - pyskl - INFO - Epoch [59][2400/2506] lr: 1.662e-02, eta: 15:15:49, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9806, loss_cls: 1.4665, loss: 1.4665 +2023-12-08 07:32:36,276 - pyskl - INFO - Epoch [59][2500/2506] lr: 1.661e-02, eta: 15:15:24, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 1.5415, loss: 1.5415 +2023-12-08 07:32:38,175 - pyskl - INFO - Saving checkpoint at 59 epochs +2023-12-08 07:34:01,442 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 07:34:01,515 - pyskl - INFO - +top1_acc 0.8062 +top5_acc 0.9734 +2023-12-08 07:34:01,520 - pyskl - INFO - Epoch(val) [59][1031] top1_acc: 0.8062, top5_acc: 0.9734 +2023-12-08 07:34:43,131 - pyskl - INFO - Epoch [60][100/2506] lr: 1.660e-02, eta: 15:15:23, time: 0.416, data_time: 0.182, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 1.4605, loss: 1.4605 +2023-12-08 07:35:06,510 - pyskl - INFO - Epoch [60][200/2506] lr: 1.659e-02, eta: 15:14:58, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 1.4552, loss: 1.4552 +2023-12-08 07:35:29,984 - pyskl - INFO - Epoch [60][300/2506] lr: 1.658e-02, eta: 15:14:33, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9906, loss_cls: 1.4330, loss: 1.4330 +2023-12-08 07:35:53,344 - pyskl - INFO - Epoch [60][400/2506] lr: 1.657e-02, eta: 15:14:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 1.3987, loss: 1.3987 +2023-12-08 07:36:16,718 - pyskl - INFO - Epoch [60][500/2506] lr: 1.656e-02, eta: 15:13:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 1.4407, loss: 1.4407 +2023-12-08 07:36:40,191 - pyskl - INFO - Epoch [60][600/2506] lr: 1.655e-02, eta: 15:13:17, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9906, loss_cls: 1.4003, loss: 1.4003 +2023-12-08 07:37:03,529 - pyskl - INFO - Epoch [60][700/2506] lr: 1.654e-02, eta: 15:12:52, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9812, loss_cls: 1.4344, loss: 1.4344 +2023-12-08 07:37:26,929 - pyskl - INFO - Epoch [60][800/2506] lr: 1.653e-02, eta: 15:12:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9906, loss_cls: 1.3878, loss: 1.3878 +2023-12-08 07:37:50,311 - pyskl - INFO - Epoch [60][900/2506] lr: 1.652e-02, eta: 15:12:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 1.4771, loss: 1.4771 +2023-12-08 07:38:13,703 - pyskl - INFO - Epoch [60][1000/2506] lr: 1.651e-02, eta: 15:11:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 1.5445, loss: 1.5445 +2023-12-08 07:38:37,124 - pyskl - INFO - Epoch [60][1100/2506] lr: 1.650e-02, eta: 15:11:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 1.4068, loss: 1.4068 +2023-12-08 07:39:00,452 - pyskl - INFO - Epoch [60][1200/2506] lr: 1.649e-02, eta: 15:10:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9825, loss_cls: 1.4145, loss: 1.4145 +2023-12-08 07:39:23,940 - pyskl - INFO - Epoch [60][1300/2506] lr: 1.648e-02, eta: 15:10:21, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9775, loss_cls: 1.4829, loss: 1.4829 +2023-12-08 07:39:47,263 - pyskl - INFO - Epoch [60][1400/2506] lr: 1.647e-02, eta: 15:09:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 1.4669, loss: 1.4669 +2023-12-08 07:40:10,674 - pyskl - INFO - Epoch [60][1500/2506] lr: 1.646e-02, eta: 15:09:31, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 1.4898, loss: 1.4898 +2023-12-08 07:40:34,089 - pyskl - INFO - Epoch [60][1600/2506] lr: 1.645e-02, eta: 15:09:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9812, loss_cls: 1.4610, loss: 1.4610 +2023-12-08 07:40:57,521 - pyskl - INFO - Epoch [60][1700/2506] lr: 1.644e-02, eta: 15:08:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9850, loss_cls: 1.5264, loss: 1.5264 +2023-12-08 07:41:20,984 - pyskl - INFO - Epoch [60][1800/2506] lr: 1.643e-02, eta: 15:08:15, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 1.4845, loss: 1.4845 +2023-12-08 07:41:44,372 - pyskl - INFO - Epoch [60][1900/2506] lr: 1.642e-02, eta: 15:07:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9856, loss_cls: 1.5138, loss: 1.5138 +2023-12-08 07:42:07,735 - pyskl - INFO - Epoch [60][2000/2506] lr: 1.641e-02, eta: 15:07:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 1.4413, loss: 1.4413 +2023-12-08 07:42:31,121 - pyskl - INFO - Epoch [60][2100/2506] lr: 1.640e-02, eta: 15:07:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 1.4685, loss: 1.4685 +2023-12-08 07:42:54,599 - pyskl - INFO - Epoch [60][2200/2506] lr: 1.639e-02, eta: 15:06:35, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9875, loss_cls: 1.4845, loss: 1.4845 +2023-12-08 07:43:17,970 - pyskl - INFO - Epoch [60][2300/2506] lr: 1.638e-02, eta: 15:06:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9875, loss_cls: 1.4907, loss: 1.4907 +2023-12-08 07:43:41,429 - pyskl - INFO - Epoch [60][2400/2506] lr: 1.637e-02, eta: 15:05:45, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 1.5864, loss: 1.5864 +2023-12-08 07:44:04,933 - pyskl - INFO - Epoch [60][2500/2506] lr: 1.636e-02, eta: 15:05:20, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 1.5103, loss: 1.5103 +2023-12-08 07:44:06,824 - pyskl - INFO - Saving checkpoint at 60 epochs +2023-12-08 07:45:29,674 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 07:45:29,745 - pyskl - INFO - +top1_acc 0.8204 +top5_acc 0.9705 +2023-12-08 07:45:29,750 - pyskl - INFO - Epoch(val) [60][1031] top1_acc: 0.8204, top5_acc: 0.9705 +2023-12-08 07:46:11,124 - pyskl - INFO - Epoch [61][100/2506] lr: 1.635e-02, eta: 15:05:18, time: 0.414, data_time: 0.180, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 1.4123, loss: 1.4123 +2023-12-08 07:46:34,414 - pyskl - INFO - Epoch [61][200/2506] lr: 1.634e-02, eta: 15:04:53, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 1.3895, loss: 1.3895 +2023-12-08 07:46:57,815 - pyskl - INFO - Epoch [61][300/2506] lr: 1.633e-02, eta: 15:04:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 1.4200, loss: 1.4200 +2023-12-08 07:47:21,153 - pyskl - INFO - Epoch [61][400/2506] lr: 1.632e-02, eta: 15:04:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 1.3945, loss: 1.3945 +2023-12-08 07:47:44,507 - pyskl - INFO - Epoch [61][500/2506] lr: 1.631e-02, eta: 15:03:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 1.4661, loss: 1.4661 +2023-12-08 07:48:07,884 - pyskl - INFO - Epoch [61][600/2506] lr: 1.630e-02, eta: 15:03:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 1.4291, loss: 1.4291 +2023-12-08 07:48:31,249 - pyskl - INFO - Epoch [61][700/2506] lr: 1.629e-02, eta: 15:02:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 1.4075, loss: 1.4075 +2023-12-08 07:48:54,624 - pyskl - INFO - Epoch [61][800/2506] lr: 1.628e-02, eta: 15:02:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 1.5103, loss: 1.5103 +2023-12-08 07:49:17,979 - pyskl - INFO - Epoch [61][900/2506] lr: 1.627e-02, eta: 15:01:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 1.4688, loss: 1.4688 +2023-12-08 07:49:41,355 - pyskl - INFO - Epoch [61][1000/2506] lr: 1.626e-02, eta: 15:01:31, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9769, loss_cls: 1.5213, loss: 1.5213 +2023-12-08 07:50:04,856 - pyskl - INFO - Epoch [61][1100/2506] lr: 1.625e-02, eta: 15:01:06, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 1.4911, loss: 1.4911 +2023-12-08 07:50:28,220 - pyskl - INFO - Epoch [61][1200/2506] lr: 1.624e-02, eta: 15:00:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 1.4839, loss: 1.4839 +2023-12-08 07:50:51,588 - pyskl - INFO - Epoch [61][1300/2506] lr: 1.623e-02, eta: 15:00:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9906, loss_cls: 1.4028, loss: 1.4028 +2023-12-08 07:51:14,943 - pyskl - INFO - Epoch [61][1400/2506] lr: 1.622e-02, eta: 14:59:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 1.4514, loss: 1.4514 +2023-12-08 07:51:38,256 - pyskl - INFO - Epoch [61][1500/2506] lr: 1.621e-02, eta: 14:59:26, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 1.4554, loss: 1.4554 +2023-12-08 07:52:01,516 - pyskl - INFO - Epoch [61][1600/2506] lr: 1.620e-02, eta: 14:59:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 1.5004, loss: 1.5004 +2023-12-08 07:52:24,861 - pyskl - INFO - Epoch [61][1700/2506] lr: 1.619e-02, eta: 14:58:35, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 1.4542, loss: 1.4542 +2023-12-08 07:52:48,140 - pyskl - INFO - Epoch [61][1800/2506] lr: 1.618e-02, eta: 14:58:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 1.4692, loss: 1.4692 +2023-12-08 07:53:11,521 - pyskl - INFO - Epoch [61][1900/2506] lr: 1.617e-02, eta: 14:57:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 1.4875, loss: 1.4875 +2023-12-08 07:53:34,759 - pyskl - INFO - Epoch [61][2000/2506] lr: 1.616e-02, eta: 14:57:19, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 1.4125, loss: 1.4125 +2023-12-08 07:53:58,081 - pyskl - INFO - Epoch [61][2100/2506] lr: 1.615e-02, eta: 14:56:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9800, loss_cls: 1.4864, loss: 1.4864 +2023-12-08 07:54:21,371 - pyskl - INFO - Epoch [61][2200/2506] lr: 1.614e-02, eta: 14:56:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 1.5114, loss: 1.5114 +2023-12-08 07:54:44,707 - pyskl - INFO - Epoch [61][2300/2506] lr: 1.613e-02, eta: 14:56:04, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 1.4978, loss: 1.4978 +2023-12-08 07:55:07,980 - pyskl - INFO - Epoch [61][2400/2506] lr: 1.612e-02, eta: 14:55:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 1.4116, loss: 1.4116 +2023-12-08 07:55:31,231 - pyskl - INFO - Epoch [61][2500/2506] lr: 1.611e-02, eta: 14:55:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9738, loss_cls: 1.5762, loss: 1.5762 +2023-12-08 07:55:33,111 - pyskl - INFO - Saving checkpoint at 61 epochs +2023-12-08 07:56:56,009 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 07:56:56,090 - pyskl - INFO - +top1_acc 0.8265 +top5_acc 0.9751 +2023-12-08 07:56:56,094 - pyskl - INFO - Epoch(val) [61][1031] top1_acc: 0.8265, top5_acc: 0.9751 +2023-12-08 07:57:37,250 - pyskl - INFO - Epoch [62][100/2506] lr: 1.610e-02, eta: 14:55:10, time: 0.412, data_time: 0.178, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 1.4491, loss: 1.4491 +2023-12-08 07:58:00,502 - pyskl - INFO - Epoch [62][200/2506] lr: 1.609e-02, eta: 14:54:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 1.4058, loss: 1.4058 +2023-12-08 07:58:23,891 - pyskl - INFO - Epoch [62][300/2506] lr: 1.608e-02, eta: 14:54:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 1.4041, loss: 1.4041 +2023-12-08 07:58:47,354 - pyskl - INFO - Epoch [62][400/2506] lr: 1.607e-02, eta: 14:53:55, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 1.4010, loss: 1.4010 +2023-12-08 07:59:10,791 - pyskl - INFO - Epoch [62][500/2506] lr: 1.606e-02, eta: 14:53:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 1.4435, loss: 1.4435 +2023-12-08 07:59:34,142 - pyskl - INFO - Epoch [62][600/2506] lr: 1.605e-02, eta: 14:53:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9894, loss_cls: 1.4554, loss: 1.4554 +2023-12-08 07:59:57,447 - pyskl - INFO - Epoch [62][700/2506] lr: 1.604e-02, eta: 14:52:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 1.4884, loss: 1.4884 +2023-12-08 08:00:20,801 - pyskl - INFO - Epoch [62][800/2506] lr: 1.603e-02, eta: 14:52:14, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9819, loss_cls: 1.4048, loss: 1.4048 +2023-12-08 08:00:44,165 - pyskl - INFO - Epoch [62][900/2506] lr: 1.602e-02, eta: 14:51:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 1.4890, loss: 1.4890 +2023-12-08 08:01:07,486 - pyskl - INFO - Epoch [62][1000/2506] lr: 1.601e-02, eta: 14:51:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 1.5328, loss: 1.5328 +2023-12-08 08:01:30,921 - pyskl - INFO - Epoch [62][1100/2506] lr: 1.600e-02, eta: 14:50:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 1.5013, loss: 1.5013 +2023-12-08 08:01:54,203 - pyskl - INFO - Epoch [62][1200/2506] lr: 1.599e-02, eta: 14:50:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 1.4071, loss: 1.4071 +2023-12-08 08:02:17,619 - pyskl - INFO - Epoch [62][1300/2506] lr: 1.598e-02, eta: 14:50:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 1.4393, loss: 1.4393 +2023-12-08 08:02:41,049 - pyskl - INFO - Epoch [62][1400/2506] lr: 1.597e-02, eta: 14:49:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 1.4163, loss: 1.4163 +2023-12-08 08:03:04,397 - pyskl - INFO - Epoch [62][1500/2506] lr: 1.596e-02, eta: 14:49:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 1.4341, loss: 1.4341 +2023-12-08 08:03:27,738 - pyskl - INFO - Epoch [62][1600/2506] lr: 1.595e-02, eta: 14:48:53, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 1.4211, loss: 1.4211 +2023-12-08 08:03:50,994 - pyskl - INFO - Epoch [62][1700/2506] lr: 1.594e-02, eta: 14:48:28, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 1.4960, loss: 1.4960 +2023-12-08 08:04:14,355 - pyskl - INFO - Epoch [62][1800/2506] lr: 1.593e-02, eta: 14:48:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 1.4691, loss: 1.4691 +2023-12-08 08:04:37,680 - pyskl - INFO - Epoch [62][1900/2506] lr: 1.592e-02, eta: 14:47:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 1.4617, loss: 1.4617 +2023-12-08 08:05:00,903 - pyskl - INFO - Epoch [62][2000/2506] lr: 1.591e-02, eta: 14:47:13, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 1.4423, loss: 1.4423 +2023-12-08 08:05:24,201 - pyskl - INFO - Epoch [62][2100/2506] lr: 1.590e-02, eta: 14:46:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 1.4468, loss: 1.4468 +2023-12-08 08:05:47,577 - pyskl - INFO - Epoch [62][2200/2506] lr: 1.589e-02, eta: 14:46:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 1.4758, loss: 1.4758 +2023-12-08 08:06:10,955 - pyskl - INFO - Epoch [62][2300/2506] lr: 1.588e-02, eta: 14:45:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 1.5224, loss: 1.5224 +2023-12-08 08:06:34,301 - pyskl - INFO - Epoch [62][2400/2506] lr: 1.587e-02, eta: 14:45:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 1.4716, loss: 1.4716 +2023-12-08 08:06:57,620 - pyskl - INFO - Epoch [62][2500/2506] lr: 1.586e-02, eta: 14:45:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9856, loss_cls: 1.5558, loss: 1.5558 +2023-12-08 08:06:59,516 - pyskl - INFO - Saving checkpoint at 62 epochs +2023-12-08 08:08:22,292 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 08:08:22,364 - pyskl - INFO - +top1_acc 0.8272 +top5_acc 0.9714 +2023-12-08 08:08:22,368 - pyskl - INFO - Epoch(val) [62][1031] top1_acc: 0.8272, top5_acc: 0.9714 +2023-12-08 08:09:03,467 - pyskl - INFO - Epoch [63][100/2506] lr: 1.585e-02, eta: 14:45:03, time: 0.411, data_time: 0.178, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 1.4173, loss: 1.4173 +2023-12-08 08:09:26,698 - pyskl - INFO - Epoch [63][200/2506] lr: 1.584e-02, eta: 14:44:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 1.4637, loss: 1.4637 +2023-12-08 08:09:49,985 - pyskl - INFO - Epoch [63][300/2506] lr: 1.583e-02, eta: 14:44:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 1.4213, loss: 1.4213 +2023-12-08 08:10:13,300 - pyskl - INFO - Epoch [63][400/2506] lr: 1.582e-02, eta: 14:43:48, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 1.4108, loss: 1.4108 +2023-12-08 08:10:36,568 - pyskl - INFO - Epoch [63][500/2506] lr: 1.581e-02, eta: 14:43:22, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 1.3993, loss: 1.3993 +2023-12-08 08:10:59,929 - pyskl - INFO - Epoch [63][600/2506] lr: 1.580e-02, eta: 14:42:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 1.3594, loss: 1.3594 +2023-12-08 08:11:23,256 - pyskl - INFO - Epoch [63][700/2506] lr: 1.579e-02, eta: 14:42:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 1.4522, loss: 1.4522 +2023-12-08 08:11:46,572 - pyskl - INFO - Epoch [63][800/2506] lr: 1.578e-02, eta: 14:42:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 1.4349, loss: 1.4349 +2023-12-08 08:12:09,807 - pyskl - INFO - Epoch [63][900/2506] lr: 1.577e-02, eta: 14:41:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 1.3815, loss: 1.3815 +2023-12-08 08:12:33,117 - pyskl - INFO - Epoch [63][1000/2506] lr: 1.576e-02, eta: 14:41:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9806, loss_cls: 1.4586, loss: 1.4586 +2023-12-08 08:12:56,383 - pyskl - INFO - Epoch [63][1100/2506] lr: 1.575e-02, eta: 14:40:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9900, loss_cls: 1.4510, loss: 1.4510 +2023-12-08 08:13:19,679 - pyskl - INFO - Epoch [63][1200/2506] lr: 1.574e-02, eta: 14:40:26, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 1.5087, loss: 1.5087 +2023-12-08 08:13:43,031 - pyskl - INFO - Epoch [63][1300/2506] lr: 1.573e-02, eta: 14:40:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9812, loss_cls: 1.4444, loss: 1.4444 +2023-12-08 08:14:06,416 - pyskl - INFO - Epoch [63][1400/2506] lr: 1.572e-02, eta: 14:39:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 1.5016, loss: 1.5016 +2023-12-08 08:14:29,683 - pyskl - INFO - Epoch [63][1500/2506] lr: 1.571e-02, eta: 14:39:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 1.4633, loss: 1.4633 +2023-12-08 08:14:53,029 - pyskl - INFO - Epoch [63][1600/2506] lr: 1.570e-02, eta: 14:38:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 1.3948, loss: 1.3948 +2023-12-08 08:15:16,302 - pyskl - INFO - Epoch [63][1700/2506] lr: 1.569e-02, eta: 14:38:20, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 1.4901, loss: 1.4901 +2023-12-08 08:15:39,677 - pyskl - INFO - Epoch [63][1800/2506] lr: 1.568e-02, eta: 14:37:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 1.5830, loss: 1.5830 +2023-12-08 08:16:02,936 - pyskl - INFO - Epoch [63][1900/2506] lr: 1.567e-02, eta: 14:37:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 1.5588, loss: 1.5588 +2023-12-08 08:16:26,227 - pyskl - INFO - Epoch [63][2000/2506] lr: 1.566e-02, eta: 14:37:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 1.4517, loss: 1.4517 +2023-12-08 08:16:49,552 - pyskl - INFO - Epoch [63][2100/2506] lr: 1.565e-02, eta: 14:36:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 1.5401, loss: 1.5401 +2023-12-08 08:17:12,799 - pyskl - INFO - Epoch [63][2200/2506] lr: 1.564e-02, eta: 14:36:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 1.4663, loss: 1.4663 +2023-12-08 08:17:36,069 - pyskl - INFO - Epoch [63][2300/2506] lr: 1.563e-02, eta: 14:35:49, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 1.4563, loss: 1.4563 +2023-12-08 08:17:59,286 - pyskl - INFO - Epoch [63][2400/2506] lr: 1.562e-02, eta: 14:35:24, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 1.3981, loss: 1.3981 +2023-12-08 08:18:22,606 - pyskl - INFO - Epoch [63][2500/2506] lr: 1.561e-02, eta: 14:34:59, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 1.4681, loss: 1.4681 +2023-12-08 08:18:24,491 - pyskl - INFO - Saving checkpoint at 63 epochs +2023-12-08 08:19:47,573 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 08:19:47,645 - pyskl - INFO - +top1_acc 0.8388 +top5_acc 0.9771 +2023-12-08 08:19:47,649 - pyskl - INFO - Epoch(val) [63][1031] top1_acc: 0.8388, top5_acc: 0.9771 +2023-12-08 08:20:29,394 - pyskl - INFO - Epoch [64][100/2506] lr: 1.560e-02, eta: 14:34:56, time: 0.417, data_time: 0.183, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 1.4137, loss: 1.4137 +2023-12-08 08:20:52,813 - pyskl - INFO - Epoch [64][200/2506] lr: 1.559e-02, eta: 14:34:31, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9838, loss_cls: 1.3955, loss: 1.3955 +2023-12-08 08:21:16,252 - pyskl - INFO - Epoch [64][300/2506] lr: 1.558e-02, eta: 14:34:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9894, loss_cls: 1.4647, loss: 1.4647 +2023-12-08 08:21:39,661 - pyskl - INFO - Epoch [64][400/2506] lr: 1.557e-02, eta: 14:33:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 1.3671, loss: 1.3671 +2023-12-08 08:22:03,083 - pyskl - INFO - Epoch [64][500/2506] lr: 1.556e-02, eta: 14:33:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9762, loss_cls: 1.4914, loss: 1.4914 +2023-12-08 08:22:26,531 - pyskl - INFO - Epoch [64][600/2506] lr: 1.555e-02, eta: 14:32:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9900, loss_cls: 1.4320, loss: 1.4320 +2023-12-08 08:22:49,938 - pyskl - INFO - Epoch [64][700/2506] lr: 1.554e-02, eta: 14:32:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9806, loss_cls: 1.4658, loss: 1.4658 +2023-12-08 08:23:13,369 - pyskl - INFO - Epoch [64][800/2506] lr: 1.553e-02, eta: 14:32:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 1.4414, loss: 1.4414 +2023-12-08 08:23:36,814 - pyskl - INFO - Epoch [64][900/2506] lr: 1.552e-02, eta: 14:31:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 1.3544, loss: 1.3544 +2023-12-08 08:24:00,194 - pyskl - INFO - Epoch [64][1000/2506] lr: 1.551e-02, eta: 14:31:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 1.4626, loss: 1.4626 +2023-12-08 08:24:23,535 - pyskl - INFO - Epoch [64][1100/2506] lr: 1.550e-02, eta: 14:30:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 1.3564, loss: 1.3564 +2023-12-08 08:24:46,946 - pyskl - INFO - Epoch [64][1200/2506] lr: 1.549e-02, eta: 14:30:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 1.4533, loss: 1.4533 +2023-12-08 08:25:10,361 - pyskl - INFO - Epoch [64][1300/2506] lr: 1.548e-02, eta: 14:29:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 1.4171, loss: 1.4171 +2023-12-08 08:25:33,717 - pyskl - INFO - Epoch [64][1400/2506] lr: 1.547e-02, eta: 14:29:31, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9819, loss_cls: 1.4526, loss: 1.4526 +2023-12-08 08:25:57,139 - pyskl - INFO - Epoch [64][1500/2506] lr: 1.546e-02, eta: 14:29:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 1.4392, loss: 1.4392 +2023-12-08 08:26:20,531 - pyskl - INFO - Epoch [64][1600/2506] lr: 1.545e-02, eta: 14:28:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 1.4098, loss: 1.4098 +2023-12-08 08:26:43,865 - pyskl - INFO - Epoch [64][1700/2506] lr: 1.544e-02, eta: 14:28:15, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9894, loss_cls: 1.4334, loss: 1.4334 +2023-12-08 08:27:07,288 - pyskl - INFO - Epoch [64][1800/2506] lr: 1.543e-02, eta: 14:27:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 1.4559, loss: 1.4559 +2023-12-08 08:27:30,675 - pyskl - INFO - Epoch [64][1900/2506] lr: 1.542e-02, eta: 14:27:25, time: 0.234, data_time: 0.001, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 1.5288, loss: 1.5288 +2023-12-08 08:27:54,042 - pyskl - INFO - Epoch [64][2000/2506] lr: 1.541e-02, eta: 14:27:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9888, loss_cls: 1.4625, loss: 1.4625 +2023-12-08 08:28:17,428 - pyskl - INFO - Epoch [64][2100/2506] lr: 1.540e-02, eta: 14:26:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 1.4609, loss: 1.4609 +2023-12-08 08:28:40,834 - pyskl - INFO - Epoch [64][2200/2506] lr: 1.539e-02, eta: 14:26:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 1.4614, loss: 1.4614 +2023-12-08 08:29:04,305 - pyskl - INFO - Epoch [64][2300/2506] lr: 1.538e-02, eta: 14:25:45, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 1.4708, loss: 1.4708 +2023-12-08 08:29:27,717 - pyskl - INFO - Epoch [64][2400/2506] lr: 1.537e-02, eta: 14:25:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 1.4670, loss: 1.4670 +2023-12-08 08:29:51,112 - pyskl - INFO - Epoch [64][2500/2506] lr: 1.536e-02, eta: 14:24:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 1.5249, loss: 1.5249 +2023-12-08 08:29:52,959 - pyskl - INFO - Saving checkpoint at 64 epochs +2023-12-08 08:31:16,004 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 08:31:16,077 - pyskl - INFO - +top1_acc 0.8458 +top5_acc 0.9776 +2023-12-08 08:31:16,083 - pyskl - INFO - Epoch(val) [64][1031] top1_acc: 0.8458, top5_acc: 0.9776 +2023-12-08 08:31:57,611 - pyskl - INFO - Epoch [65][100/2506] lr: 1.534e-02, eta: 14:24:51, time: 0.415, data_time: 0.182, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 1.3894, loss: 1.3894 +2023-12-08 08:32:20,921 - pyskl - INFO - Epoch [65][200/2506] lr: 1.533e-02, eta: 14:24:26, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9944, loss_cls: 1.3511, loss: 1.3511 +2023-12-08 08:32:44,285 - pyskl - INFO - Epoch [65][300/2506] lr: 1.532e-02, eta: 14:24:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 1.4218, loss: 1.4218 +2023-12-08 08:33:07,564 - pyskl - INFO - Epoch [65][400/2506] lr: 1.531e-02, eta: 14:23:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 1.3808, loss: 1.3808 +2023-12-08 08:33:30,898 - pyskl - INFO - Epoch [65][500/2506] lr: 1.530e-02, eta: 14:23:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 1.4725, loss: 1.4725 +2023-12-08 08:33:54,246 - pyskl - INFO - Epoch [65][600/2506] lr: 1.529e-02, eta: 14:22:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 1.4299, loss: 1.4299 +2023-12-08 08:34:17,571 - pyskl - INFO - Epoch [65][700/2506] lr: 1.528e-02, eta: 14:22:21, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9825, loss_cls: 1.4704, loss: 1.4704 +2023-12-08 08:34:41,019 - pyskl - INFO - Epoch [65][800/2506] lr: 1.527e-02, eta: 14:21:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 1.4262, loss: 1.4262 +2023-12-08 08:35:04,309 - pyskl - INFO - Epoch [65][900/2506] lr: 1.526e-02, eta: 14:21:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 1.4299, loss: 1.4299 +2023-12-08 08:35:27,650 - pyskl - INFO - Epoch [65][1000/2506] lr: 1.525e-02, eta: 14:21:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 1.4232, loss: 1.4232 +2023-12-08 08:35:50,852 - pyskl - INFO - Epoch [65][1100/2506] lr: 1.524e-02, eta: 14:20:40, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 1.4421, loss: 1.4421 +2023-12-08 08:36:14,201 - pyskl - INFO - Epoch [65][1200/2506] lr: 1.523e-02, eta: 14:20:15, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 1.4243, loss: 1.4243 +2023-12-08 08:36:37,563 - pyskl - INFO - Epoch [65][1300/2506] lr: 1.522e-02, eta: 14:19:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 1.4618, loss: 1.4618 +2023-12-08 08:37:00,960 - pyskl - INFO - Epoch [65][1400/2506] lr: 1.521e-02, eta: 14:19:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 1.4037, loss: 1.4037 +2023-12-08 08:37:24,280 - pyskl - INFO - Epoch [65][1500/2506] lr: 1.520e-02, eta: 14:19:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 1.4273, loss: 1.4273 +2023-12-08 08:37:47,639 - pyskl - INFO - Epoch [65][1600/2506] lr: 1.519e-02, eta: 14:18:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9819, loss_cls: 1.3889, loss: 1.3889 +2023-12-08 08:38:10,898 - pyskl - INFO - Epoch [65][1700/2506] lr: 1.518e-02, eta: 14:18:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9900, loss_cls: 1.4215, loss: 1.4215 +2023-12-08 08:38:34,183 - pyskl - INFO - Epoch [65][1800/2506] lr: 1.517e-02, eta: 14:17:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 1.3910, loss: 1.3910 +2023-12-08 08:38:57,381 - pyskl - INFO - Epoch [65][1900/2506] lr: 1.516e-02, eta: 14:17:20, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 1.4623, loss: 1.4623 +2023-12-08 08:39:20,657 - pyskl - INFO - Epoch [65][2000/2506] lr: 1.515e-02, eta: 14:16:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 1.4306, loss: 1.4306 +2023-12-08 08:39:43,941 - pyskl - INFO - Epoch [65][2100/2506] lr: 1.514e-02, eta: 14:16:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 1.4904, loss: 1.4904 +2023-12-08 08:40:07,247 - pyskl - INFO - Epoch [65][2200/2506] lr: 1.513e-02, eta: 14:16:04, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 1.4599, loss: 1.4599 +2023-12-08 08:40:30,614 - pyskl - INFO - Epoch [65][2300/2506] lr: 1.512e-02, eta: 14:15:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 1.4730, loss: 1.4730 +2023-12-08 08:40:53,959 - pyskl - INFO - Epoch [65][2400/2506] lr: 1.511e-02, eta: 14:15:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9869, loss_cls: 1.5118, loss: 1.5118 +2023-12-08 08:41:17,269 - pyskl - INFO - Epoch [65][2500/2506] lr: 1.510e-02, eta: 14:14:49, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 1.4421, loss: 1.4421 +2023-12-08 08:41:19,096 - pyskl - INFO - Saving checkpoint at 65 epochs +2023-12-08 08:42:41,718 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 08:42:41,787 - pyskl - INFO - +top1_acc 0.8195 +top5_acc 0.9736 +2023-12-08 08:42:41,791 - pyskl - INFO - Epoch(val) [65][1031] top1_acc: 0.8195, top5_acc: 0.9736 +2023-12-08 08:43:23,170 - pyskl - INFO - Epoch [66][100/2506] lr: 1.509e-02, eta: 14:14:44, time: 0.414, data_time: 0.180, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 1.3492, loss: 1.3492 +2023-12-08 08:43:46,613 - pyskl - INFO - Epoch [66][200/2506] lr: 1.508e-02, eta: 14:14:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 1.4058, loss: 1.4058 +2023-12-08 08:44:10,024 - pyskl - INFO - Epoch [66][300/2506] lr: 1.507e-02, eta: 14:13:54, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 1.4047, loss: 1.4047 +2023-12-08 08:44:33,414 - pyskl - INFO - Epoch [66][400/2506] lr: 1.506e-02, eta: 14:13:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 1.3906, loss: 1.3906 +2023-12-08 08:44:56,772 - pyskl - INFO - Epoch [66][500/2506] lr: 1.505e-02, eta: 14:13:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 1.3906, loss: 1.3906 +2023-12-08 08:45:20,198 - pyskl - INFO - Epoch [66][600/2506] lr: 1.504e-02, eta: 14:12:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 1.4389, loss: 1.4389 +2023-12-08 08:45:43,611 - pyskl - INFO - Epoch [66][700/2506] lr: 1.503e-02, eta: 14:12:14, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9894, loss_cls: 1.4429, loss: 1.4429 +2023-12-08 08:46:07,036 - pyskl - INFO - Epoch [66][800/2506] lr: 1.502e-02, eta: 14:11:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9856, loss_cls: 1.4662, loss: 1.4662 +2023-12-08 08:46:30,464 - pyskl - INFO - Epoch [66][900/2506] lr: 1.501e-02, eta: 14:11:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 1.4886, loss: 1.4886 +2023-12-08 08:46:53,858 - pyskl - INFO - Epoch [66][1000/2506] lr: 1.500e-02, eta: 14:11:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 1.4439, loss: 1.4439 +2023-12-08 08:47:17,239 - pyskl - INFO - Epoch [66][1100/2506] lr: 1.499e-02, eta: 14:10:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 1.3520, loss: 1.3520 +2023-12-08 08:47:40,752 - pyskl - INFO - Epoch [66][1200/2506] lr: 1.498e-02, eta: 14:10:10, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 1.4282, loss: 1.4282 +2023-12-08 08:48:04,137 - pyskl - INFO - Epoch [66][1300/2506] lr: 1.497e-02, eta: 14:09:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 1.4250, loss: 1.4250 +2023-12-08 08:48:27,515 - pyskl - INFO - Epoch [66][1400/2506] lr: 1.496e-02, eta: 14:09:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9812, loss_cls: 1.4388, loss: 1.4388 +2023-12-08 08:48:50,865 - pyskl - INFO - Epoch [66][1500/2506] lr: 1.495e-02, eta: 14:08:55, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 1.3711, loss: 1.3711 +2023-12-08 08:49:14,266 - pyskl - INFO - Epoch [66][1600/2506] lr: 1.494e-02, eta: 14:08:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 1.4011, loss: 1.4011 +2023-12-08 08:49:37,635 - pyskl - INFO - Epoch [66][1700/2506] lr: 1.493e-02, eta: 14:08:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 1.4705, loss: 1.4705 +2023-12-08 08:50:01,047 - pyskl - INFO - Epoch [66][1800/2506] lr: 1.491e-02, eta: 14:07:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 1.4675, loss: 1.4675 +2023-12-08 08:50:24,504 - pyskl - INFO - Epoch [66][1900/2506] lr: 1.490e-02, eta: 14:07:15, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9788, loss_cls: 1.4983, loss: 1.4983 +2023-12-08 08:50:47,905 - pyskl - INFO - Epoch [66][2000/2506] lr: 1.489e-02, eta: 14:06:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 1.4317, loss: 1.4317 +2023-12-08 08:51:11,366 - pyskl - INFO - Epoch [66][2100/2506] lr: 1.488e-02, eta: 14:06:25, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 1.4355, loss: 1.4355 +2023-12-08 08:51:34,828 - pyskl - INFO - Epoch [66][2200/2506] lr: 1.487e-02, eta: 14:06:00, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 1.3364, loss: 1.3364 +2023-12-08 08:51:58,190 - pyskl - INFO - Epoch [66][2300/2506] lr: 1.486e-02, eta: 14:05:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 1.4690, loss: 1.4690 +2023-12-08 08:52:21,610 - pyskl - INFO - Epoch [66][2400/2506] lr: 1.485e-02, eta: 14:05:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 1.4221, loss: 1.4221 +2023-12-08 08:52:45,051 - pyskl - INFO - Epoch [66][2500/2506] lr: 1.484e-02, eta: 14:04:46, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 1.4755, loss: 1.4755 +2023-12-08 08:52:46,966 - pyskl - INFO - Saving checkpoint at 66 epochs +2023-12-08 08:54:09,765 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 08:54:09,836 - pyskl - INFO - +top1_acc 0.8276 +top5_acc 0.9759 +2023-12-08 08:54:09,842 - pyskl - INFO - Epoch(val) [66][1031] top1_acc: 0.8276, top5_acc: 0.9759 +2023-12-08 08:54:51,397 - pyskl - INFO - Epoch [67][100/2506] lr: 1.483e-02, eta: 14:04:40, time: 0.415, data_time: 0.182, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9838, loss_cls: 1.4120, loss: 1.4120 +2023-12-08 08:55:14,808 - pyskl - INFO - Epoch [67][200/2506] lr: 1.482e-02, eta: 14:04:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 1.4146, loss: 1.4146 +2023-12-08 08:55:38,233 - pyskl - INFO - Epoch [67][300/2506] lr: 1.481e-02, eta: 14:03:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 1.3620, loss: 1.3620 +2023-12-08 08:56:01,657 - pyskl - INFO - Epoch [67][400/2506] lr: 1.480e-02, eta: 14:03:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 1.4252, loss: 1.4252 +2023-12-08 08:56:25,047 - pyskl - INFO - Epoch [67][500/2506] lr: 1.479e-02, eta: 14:03:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9931, loss_cls: 1.3854, loss: 1.3854 +2023-12-08 08:56:48,445 - pyskl - INFO - Epoch [67][600/2506] lr: 1.478e-02, eta: 14:02:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 1.4419, loss: 1.4419 +2023-12-08 08:57:11,900 - pyskl - INFO - Epoch [67][700/2506] lr: 1.477e-02, eta: 14:02:11, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 1.4333, loss: 1.4333 +2023-12-08 08:57:35,393 - pyskl - INFO - Epoch [67][800/2506] lr: 1.476e-02, eta: 14:01:46, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 1.4604, loss: 1.4604 +2023-12-08 08:57:58,852 - pyskl - INFO - Epoch [67][900/2506] lr: 1.475e-02, eta: 14:01:21, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 1.3722, loss: 1.3722 +2023-12-08 08:58:22,236 - pyskl - INFO - Epoch [67][1000/2506] lr: 1.474e-02, eta: 14:00:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 1.3920, loss: 1.3920 +2023-12-08 08:58:45,657 - pyskl - INFO - Epoch [67][1100/2506] lr: 1.473e-02, eta: 14:00:31, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9825, loss_cls: 1.4062, loss: 1.4062 +2023-12-08 08:59:09,067 - pyskl - INFO - Epoch [67][1200/2506] lr: 1.472e-02, eta: 14:00:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 1.3642, loss: 1.3642 +2023-12-08 08:59:32,433 - pyskl - INFO - Epoch [67][1300/2506] lr: 1.471e-02, eta: 13:59:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 1.4305, loss: 1.4305 +2023-12-08 08:59:55,794 - pyskl - INFO - Epoch [67][1400/2506] lr: 1.470e-02, eta: 13:59:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9812, loss_cls: 1.4540, loss: 1.4540 +2023-12-08 09:00:19,265 - pyskl - INFO - Epoch [67][1500/2506] lr: 1.469e-02, eta: 13:58:51, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 1.5145, loss: 1.5145 +2023-12-08 09:00:42,711 - pyskl - INFO - Epoch [67][1600/2506] lr: 1.468e-02, eta: 13:58:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9812, loss_cls: 1.4693, loss: 1.4693 +2023-12-08 09:01:06,135 - pyskl - INFO - Epoch [67][1700/2506] lr: 1.467e-02, eta: 13:58:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 1.3850, loss: 1.3850 +2023-12-08 09:01:29,635 - pyskl - INFO - Epoch [67][1800/2506] lr: 1.466e-02, eta: 13:57:37, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 1.4278, loss: 1.4278 +2023-12-08 09:01:53,010 - pyskl - INFO - Epoch [67][1900/2506] lr: 1.465e-02, eta: 13:57:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 1.4447, loss: 1.4447 +2023-12-08 09:02:16,392 - pyskl - INFO - Epoch [67][2000/2506] lr: 1.464e-02, eta: 13:56:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 1.4235, loss: 1.4235 +2023-12-08 09:02:39,749 - pyskl - INFO - Epoch [67][2100/2506] lr: 1.463e-02, eta: 13:56:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 1.4055, loss: 1.4055 +2023-12-08 09:03:03,128 - pyskl - INFO - Epoch [67][2200/2506] lr: 1.462e-02, eta: 13:55:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9925, loss_cls: 1.3724, loss: 1.3724 +2023-12-08 09:03:26,574 - pyskl - INFO - Epoch [67][2300/2506] lr: 1.461e-02, eta: 13:55:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9925, loss_cls: 1.3958, loss: 1.3958 +2023-12-08 09:03:50,000 - pyskl - INFO - Epoch [67][2400/2506] lr: 1.460e-02, eta: 13:55:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 1.4152, loss: 1.4152 +2023-12-08 09:04:13,398 - pyskl - INFO - Epoch [67][2500/2506] lr: 1.459e-02, eta: 13:54:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 1.4405, loss: 1.4405 +2023-12-08 09:04:15,334 - pyskl - INFO - Saving checkpoint at 67 epochs +2023-12-08 09:05:38,059 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 09:05:38,128 - pyskl - INFO - +top1_acc 0.8163 +top5_acc 0.9732 +2023-12-08 09:05:38,133 - pyskl - INFO - Epoch(val) [67][1031] top1_acc: 0.8163, top5_acc: 0.9732 +2023-12-08 09:06:19,536 - pyskl - INFO - Epoch [68][100/2506] lr: 1.457e-02, eta: 13:54:36, time: 0.414, data_time: 0.181, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 1.3500, loss: 1.3500 +2023-12-08 09:06:42,901 - pyskl - INFO - Epoch [68][200/2506] lr: 1.456e-02, eta: 13:54:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 1.4088, loss: 1.4088 +2023-12-08 09:07:06,242 - pyskl - INFO - Epoch [68][300/2506] lr: 1.455e-02, eta: 13:53:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 1.3743, loss: 1.3743 +2023-12-08 09:07:29,555 - pyskl - INFO - Epoch [68][400/2506] lr: 1.454e-02, eta: 13:53:21, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9781, loss_cls: 1.4968, loss: 1.4968 +2023-12-08 09:07:52,920 - pyskl - INFO - Epoch [68][500/2506] lr: 1.453e-02, eta: 13:52:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9831, loss_cls: 1.3853, loss: 1.3853 +2023-12-08 09:08:16,244 - pyskl - INFO - Epoch [68][600/2506] lr: 1.452e-02, eta: 13:52:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 1.4279, loss: 1.4279 +2023-12-08 09:08:39,538 - pyskl - INFO - Epoch [68][700/2506] lr: 1.451e-02, eta: 13:52:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 1.3824, loss: 1.3824 +2023-12-08 09:09:02,924 - pyskl - INFO - Epoch [68][800/2506] lr: 1.450e-02, eta: 13:51:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 1.3663, loss: 1.3663 +2023-12-08 09:09:26,266 - pyskl - INFO - Epoch [68][900/2506] lr: 1.449e-02, eta: 13:51:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 1.4367, loss: 1.4367 +2023-12-08 09:09:49,569 - pyskl - INFO - Epoch [68][1000/2506] lr: 1.448e-02, eta: 13:50:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 1.3833, loss: 1.3833 +2023-12-08 09:10:12,905 - pyskl - INFO - Epoch [68][1100/2506] lr: 1.447e-02, eta: 13:50:26, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 1.4197, loss: 1.4197 +2023-12-08 09:10:36,223 - pyskl - INFO - Epoch [68][1200/2506] lr: 1.446e-02, eta: 13:50:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 1.4041, loss: 1.4041 +2023-12-08 09:10:59,473 - pyskl - INFO - Epoch [68][1300/2506] lr: 1.445e-02, eta: 13:49:36, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 1.4959, loss: 1.4959 +2023-12-08 09:11:22,827 - pyskl - INFO - Epoch [68][1400/2506] lr: 1.444e-02, eta: 13:49:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 1.4478, loss: 1.4478 +2023-12-08 09:11:46,096 - pyskl - INFO - Epoch [68][1500/2506] lr: 1.443e-02, eta: 13:48:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 1.3735, loss: 1.3735 +2023-12-08 09:12:09,454 - pyskl - INFO - Epoch [68][1600/2506] lr: 1.442e-02, eta: 13:48:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 1.4000, loss: 1.4000 +2023-12-08 09:12:32,776 - pyskl - INFO - Epoch [68][1700/2506] lr: 1.441e-02, eta: 13:47:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 1.4153, loss: 1.4153 +2023-12-08 09:12:56,038 - pyskl - INFO - Epoch [68][1800/2506] lr: 1.440e-02, eta: 13:47:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 1.4450, loss: 1.4450 +2023-12-08 09:13:19,410 - pyskl - INFO - Epoch [68][1900/2506] lr: 1.439e-02, eta: 13:47:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 1.4427, loss: 1.4427 +2023-12-08 09:13:42,700 - pyskl - INFO - Epoch [68][2000/2506] lr: 1.438e-02, eta: 13:46:41, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 1.4073, loss: 1.4073 +2023-12-08 09:14:05,974 - pyskl - INFO - Epoch [68][2100/2506] lr: 1.437e-02, eta: 13:46:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 1.4433, loss: 1.4433 +2023-12-08 09:14:29,338 - pyskl - INFO - Epoch [68][2200/2506] lr: 1.436e-02, eta: 13:45:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 1.4020, loss: 1.4020 +2023-12-08 09:14:52,650 - pyskl - INFO - Epoch [68][2300/2506] lr: 1.435e-02, eta: 13:45:26, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 1.3783, loss: 1.3783 +2023-12-08 09:15:15,989 - pyskl - INFO - Epoch [68][2400/2506] lr: 1.434e-02, eta: 13:45:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9862, loss_cls: 1.3583, loss: 1.3583 +2023-12-08 09:15:39,238 - pyskl - INFO - Epoch [68][2500/2506] lr: 1.433e-02, eta: 13:44:36, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 1.4530, loss: 1.4530 +2023-12-08 09:15:41,100 - pyskl - INFO - Saving checkpoint at 68 epochs +2023-12-08 09:17:04,196 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 09:17:04,269 - pyskl - INFO - +top1_acc 0.8374 +top5_acc 0.9743 +2023-12-08 09:17:04,274 - pyskl - INFO - Epoch(val) [68][1031] top1_acc: 0.8374, top5_acc: 0.9743 +2023-12-08 09:17:45,880 - pyskl - INFO - Epoch [69][100/2506] lr: 1.432e-02, eta: 13:44:30, time: 0.416, data_time: 0.182, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9831, loss_cls: 1.3737, loss: 1.3737 +2023-12-08 09:18:09,248 - pyskl - INFO - Epoch [69][200/2506] lr: 1.431e-02, eta: 13:44:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9850, loss_cls: 1.3620, loss: 1.3620 +2023-12-08 09:18:32,673 - pyskl - INFO - Epoch [69][300/2506] lr: 1.430e-02, eta: 13:43:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 1.4454, loss: 1.4454 +2023-12-08 09:18:56,092 - pyskl - INFO - Epoch [69][400/2506] lr: 1.428e-02, eta: 13:43:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 1.4351, loss: 1.4351 +2023-12-08 09:19:19,481 - pyskl - INFO - Epoch [69][500/2506] lr: 1.427e-02, eta: 13:42:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9819, loss_cls: 1.4251, loss: 1.4251 +2023-12-08 09:19:42,799 - pyskl - INFO - Epoch [69][600/2506] lr: 1.426e-02, eta: 13:42:25, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 1.4261, loss: 1.4261 +2023-12-08 09:20:06,117 - pyskl - INFO - Epoch [69][700/2506] lr: 1.425e-02, eta: 13:42:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 1.3513, loss: 1.3513 +2023-12-08 09:20:29,605 - pyskl - INFO - Epoch [69][800/2506] lr: 1.424e-02, eta: 13:41:36, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 1.3712, loss: 1.3712 +2023-12-08 09:20:52,991 - pyskl - INFO - Epoch [69][900/2506] lr: 1.423e-02, eta: 13:41:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 1.3070, loss: 1.3070 +2023-12-08 09:21:16,316 - pyskl - INFO - Epoch [69][1000/2506] lr: 1.422e-02, eta: 13:40:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 1.3330, loss: 1.3330 +2023-12-08 09:21:39,665 - pyskl - INFO - Epoch [69][1100/2506] lr: 1.421e-02, eta: 13:40:21, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 1.3722, loss: 1.3722 +2023-12-08 09:22:03,069 - pyskl - INFO - Epoch [69][1200/2506] lr: 1.420e-02, eta: 13:39:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 1.4170, loss: 1.4170 +2023-12-08 09:22:26,509 - pyskl - INFO - Epoch [69][1300/2506] lr: 1.419e-02, eta: 13:39:31, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9856, loss_cls: 1.3421, loss: 1.3421 +2023-12-08 09:22:50,083 - pyskl - INFO - Epoch [69][1400/2506] lr: 1.418e-02, eta: 13:39:06, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 1.3758, loss: 1.3758 +2023-12-08 09:23:13,496 - pyskl - INFO - Epoch [69][1500/2506] lr: 1.417e-02, eta: 13:38:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 1.3727, loss: 1.3727 +2023-12-08 09:23:36,825 - pyskl - INFO - Epoch [69][1600/2506] lr: 1.416e-02, eta: 13:38:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 1.4237, loss: 1.4237 +2023-12-08 09:24:00,191 - pyskl - INFO - Epoch [69][1700/2506] lr: 1.415e-02, eta: 13:37:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 1.3213, loss: 1.3213 +2023-12-08 09:24:23,558 - pyskl - INFO - Epoch [69][1800/2506] lr: 1.414e-02, eta: 13:37:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 1.4458, loss: 1.4458 +2023-12-08 09:24:47,010 - pyskl - INFO - Epoch [69][1900/2506] lr: 1.413e-02, eta: 13:37:02, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 1.4698, loss: 1.4698 +2023-12-08 09:25:10,407 - pyskl - INFO - Epoch [69][2000/2506] lr: 1.412e-02, eta: 13:36:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 1.4486, loss: 1.4486 +2023-12-08 09:25:33,757 - pyskl - INFO - Epoch [69][2100/2506] lr: 1.411e-02, eta: 13:36:12, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 1.4292, loss: 1.4292 +2023-12-08 09:25:57,153 - pyskl - INFO - Epoch [69][2200/2506] lr: 1.410e-02, eta: 13:35:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9831, loss_cls: 1.4327, loss: 1.4327 +2023-12-08 09:26:20,529 - pyskl - INFO - Epoch [69][2300/2506] lr: 1.409e-02, eta: 13:35:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 1.3936, loss: 1.3936 +2023-12-08 09:26:43,882 - pyskl - INFO - Epoch [69][2400/2506] lr: 1.408e-02, eta: 13:34:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 1.3831, loss: 1.3831 +2023-12-08 09:27:07,335 - pyskl - INFO - Epoch [69][2500/2506] lr: 1.407e-02, eta: 13:34:32, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 1.4461, loss: 1.4461 +2023-12-08 09:27:09,251 - pyskl - INFO - Saving checkpoint at 69 epochs +2023-12-08 09:28:32,183 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 09:28:32,255 - pyskl - INFO - +top1_acc 0.8302 +top5_acc 0.9737 +2023-12-08 09:28:32,260 - pyskl - INFO - Epoch(val) [69][1031] top1_acc: 0.8302, top5_acc: 0.9737 +2023-12-08 09:29:14,262 - pyskl - INFO - Epoch [70][100/2506] lr: 1.406e-02, eta: 13:34:26, time: 0.420, data_time: 0.185, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 1.3214, loss: 1.3214 +2023-12-08 09:29:37,707 - pyskl - INFO - Epoch [70][200/2506] lr: 1.405e-02, eta: 13:34:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9869, loss_cls: 1.3017, loss: 1.3017 +2023-12-08 09:30:01,199 - pyskl - INFO - Epoch [70][300/2506] lr: 1.404e-02, eta: 13:33:37, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 1.3258, loss: 1.3258 +2023-12-08 09:30:24,644 - pyskl - INFO - Epoch [70][400/2506] lr: 1.403e-02, eta: 13:33:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9869, loss_cls: 1.3153, loss: 1.3153 +2023-12-08 09:30:48,090 - pyskl - INFO - Epoch [70][500/2506] lr: 1.401e-02, eta: 13:32:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9806, loss_cls: 1.4060, loss: 1.4060 +2023-12-08 09:31:11,515 - pyskl - INFO - Epoch [70][600/2506] lr: 1.400e-02, eta: 13:32:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 1.3833, loss: 1.3833 +2023-12-08 09:31:34,917 - pyskl - INFO - Epoch [70][700/2506] lr: 1.399e-02, eta: 13:31:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 1.3468, loss: 1.3468 +2023-12-08 09:31:58,349 - pyskl - INFO - Epoch [70][800/2506] lr: 1.398e-02, eta: 13:31:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 1.4377, loss: 1.4377 +2023-12-08 09:32:21,768 - pyskl - INFO - Epoch [70][900/2506] lr: 1.397e-02, eta: 13:31:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 1.4124, loss: 1.4124 +2023-12-08 09:32:45,198 - pyskl - INFO - Epoch [70][1000/2506] lr: 1.396e-02, eta: 13:30:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9831, loss_cls: 1.3901, loss: 1.3901 +2023-12-08 09:33:08,577 - pyskl - INFO - Epoch [70][1100/2506] lr: 1.395e-02, eta: 13:30:18, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 1.2943, loss: 1.2943 +2023-12-08 09:33:31,987 - pyskl - INFO - Epoch [70][1200/2506] lr: 1.394e-02, eta: 13:29:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9881, loss_cls: 1.4440, loss: 1.4440 +2023-12-08 09:33:55,370 - pyskl - INFO - Epoch [70][1300/2506] lr: 1.393e-02, eta: 13:29:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9906, loss_cls: 1.4171, loss: 1.4171 +2023-12-08 09:34:18,728 - pyskl - INFO - Epoch [70][1400/2506] lr: 1.392e-02, eta: 13:29:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 1.3758, loss: 1.3758 +2023-12-08 09:34:42,078 - pyskl - INFO - Epoch [70][1500/2506] lr: 1.391e-02, eta: 13:28:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 1.4000, loss: 1.4000 +2023-12-08 09:35:05,500 - pyskl - INFO - Epoch [70][1600/2506] lr: 1.390e-02, eta: 13:28:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 1.4085, loss: 1.4085 +2023-12-08 09:35:28,896 - pyskl - INFO - Epoch [70][1700/2506] lr: 1.389e-02, eta: 13:27:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 1.4048, loss: 1.4048 +2023-12-08 09:35:52,375 - pyskl - INFO - Epoch [70][1800/2506] lr: 1.388e-02, eta: 13:27:24, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9900, loss_cls: 1.4219, loss: 1.4219 +2023-12-08 09:36:15,789 - pyskl - INFO - Epoch [70][1900/2506] lr: 1.387e-02, eta: 13:26:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9850, loss_cls: 1.3055, loss: 1.3055 +2023-12-08 09:36:39,163 - pyskl - INFO - Epoch [70][2000/2506] lr: 1.386e-02, eta: 13:26:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 1.3796, loss: 1.3796 +2023-12-08 09:37:02,480 - pyskl - INFO - Epoch [70][2100/2506] lr: 1.385e-02, eta: 13:26:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 1.3448, loss: 1.3448 +2023-12-08 09:37:25,838 - pyskl - INFO - Epoch [70][2200/2506] lr: 1.384e-02, eta: 13:25:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 1.3988, loss: 1.3988 +2023-12-08 09:37:49,291 - pyskl - INFO - Epoch [70][2300/2506] lr: 1.383e-02, eta: 13:25:19, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 1.4075, loss: 1.4075 +2023-12-08 09:38:12,705 - pyskl - INFO - Epoch [70][2400/2506] lr: 1.382e-02, eta: 13:24:54, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 1.4379, loss: 1.4379 +2023-12-08 09:38:36,050 - pyskl - INFO - Epoch [70][2500/2506] lr: 1.381e-02, eta: 13:24:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 1.4154, loss: 1.4154 +2023-12-08 09:38:37,883 - pyskl - INFO - Saving checkpoint at 70 epochs +2023-12-08 09:40:00,873 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 09:40:00,943 - pyskl - INFO - +top1_acc 0.8458 +top5_acc 0.9778 +2023-12-08 09:40:00,949 - pyskl - INFO - Epoch(val) [70][1031] top1_acc: 0.8458, top5_acc: 0.9778 +2023-12-08 09:40:43,135 - pyskl - INFO - Epoch [71][100/2506] lr: 1.380e-02, eta: 13:24:23, time: 0.422, data_time: 0.187, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 1.2905, loss: 1.2905 +2023-12-08 09:41:06,690 - pyskl - INFO - Epoch [71][200/2506] lr: 1.379e-02, eta: 13:23:58, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 1.3255, loss: 1.3255 +2023-12-08 09:41:30,145 - pyskl - INFO - Epoch [71][300/2506] lr: 1.378e-02, eta: 13:23:34, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 1.4097, loss: 1.4097 +2023-12-08 09:41:53,690 - pyskl - INFO - Epoch [71][400/2506] lr: 1.377e-02, eta: 13:23:09, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 1.3706, loss: 1.3706 +2023-12-08 09:42:17,147 - pyskl - INFO - Epoch [71][500/2506] lr: 1.375e-02, eta: 13:22:44, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 1.3515, loss: 1.3515 +2023-12-08 09:42:40,566 - pyskl - INFO - Epoch [71][600/2506] lr: 1.374e-02, eta: 13:22:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9862, loss_cls: 1.3593, loss: 1.3593 +2023-12-08 09:43:04,042 - pyskl - INFO - Epoch [71][700/2506] lr: 1.373e-02, eta: 13:21:54, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9931, loss_cls: 1.4020, loss: 1.4020 +2023-12-08 09:43:27,501 - pyskl - INFO - Epoch [71][800/2506] lr: 1.372e-02, eta: 13:21:30, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 1.3928, loss: 1.3928 +2023-12-08 09:43:50,989 - pyskl - INFO - Epoch [71][900/2506] lr: 1.371e-02, eta: 13:21:05, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 1.4214, loss: 1.4214 +2023-12-08 09:44:14,445 - pyskl - INFO - Epoch [71][1000/2506] lr: 1.370e-02, eta: 13:20:40, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 1.4109, loss: 1.4109 +2023-12-08 09:44:37,856 - pyskl - INFO - Epoch [71][1100/2506] lr: 1.369e-02, eta: 13:20:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 1.4810, loss: 1.4810 +2023-12-08 09:45:01,330 - pyskl - INFO - Epoch [71][1200/2506] lr: 1.368e-02, eta: 13:19:50, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 1.3768, loss: 1.3768 +2023-12-08 09:45:24,741 - pyskl - INFO - Epoch [71][1300/2506] lr: 1.367e-02, eta: 13:19:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 1.4804, loss: 1.4804 +2023-12-08 09:45:48,191 - pyskl - INFO - Epoch [71][1400/2506] lr: 1.366e-02, eta: 13:19:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 1.4678, loss: 1.4678 +2023-12-08 09:46:11,652 - pyskl - INFO - Epoch [71][1500/2506] lr: 1.365e-02, eta: 13:18:36, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 1.3928, loss: 1.3928 +2023-12-08 09:46:35,204 - pyskl - INFO - Epoch [71][1600/2506] lr: 1.364e-02, eta: 13:18:11, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 1.4272, loss: 1.4272 +2023-12-08 09:46:58,695 - pyskl - INFO - Epoch [71][1700/2506] lr: 1.363e-02, eta: 13:17:47, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9912, loss_cls: 1.4044, loss: 1.4044 +2023-12-08 09:47:22,218 - pyskl - INFO - Epoch [71][1800/2506] lr: 1.362e-02, eta: 13:17:22, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9812, loss_cls: 1.4411, loss: 1.4411 +2023-12-08 09:47:45,666 - pyskl - INFO - Epoch [71][1900/2506] lr: 1.361e-02, eta: 13:16:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 1.4064, loss: 1.4064 +2023-12-08 09:48:09,110 - pyskl - INFO - Epoch [71][2000/2506] lr: 1.360e-02, eta: 13:16:32, time: 0.234, data_time: 0.001, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 1.4052, loss: 1.4052 +2023-12-08 09:48:32,625 - pyskl - INFO - Epoch [71][2100/2506] lr: 1.359e-02, eta: 13:16:08, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 1.4487, loss: 1.4487 +2023-12-08 09:48:56,021 - pyskl - INFO - Epoch [71][2200/2506] lr: 1.358e-02, eta: 13:15:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 1.3529, loss: 1.3529 +2023-12-08 09:49:19,468 - pyskl - INFO - Epoch [71][2300/2506] lr: 1.357e-02, eta: 13:15:18, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 1.4216, loss: 1.4216 +2023-12-08 09:49:42,949 - pyskl - INFO - Epoch [71][2400/2506] lr: 1.356e-02, eta: 13:14:53, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 1.3842, loss: 1.3842 +2023-12-08 09:50:06,336 - pyskl - INFO - Epoch [71][2500/2506] lr: 1.355e-02, eta: 13:14:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 1.3675, loss: 1.3675 +2023-12-08 09:50:08,312 - pyskl - INFO - Saving checkpoint at 71 epochs +2023-12-08 09:51:31,152 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 09:51:31,222 - pyskl - INFO - +top1_acc 0.8435 +top5_acc 0.9770 +2023-12-08 09:51:31,226 - pyskl - INFO - Epoch(val) [71][1031] top1_acc: 0.8435, top5_acc: 0.9770 +2023-12-08 09:52:13,151 - pyskl - INFO - Epoch [72][100/2506] lr: 1.354e-02, eta: 13:14:21, time: 0.419, data_time: 0.186, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 1.3056, loss: 1.3056 +2023-12-08 09:52:36,440 - pyskl - INFO - Epoch [72][200/2506] lr: 1.353e-02, eta: 13:13:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 1.3285, loss: 1.3285 +2023-12-08 09:52:59,728 - pyskl - INFO - Epoch [72][300/2506] lr: 1.351e-02, eta: 13:13:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 1.3159, loss: 1.3159 +2023-12-08 09:53:23,066 - pyskl - INFO - Epoch [72][400/2506] lr: 1.350e-02, eta: 13:13:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 1.3513, loss: 1.3513 +2023-12-08 09:53:46,344 - pyskl - INFO - Epoch [72][500/2506] lr: 1.349e-02, eta: 13:12:41, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 1.3031, loss: 1.3031 +2023-12-08 09:54:09,740 - pyskl - INFO - Epoch [72][600/2506] lr: 1.348e-02, eta: 13:12:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 1.3680, loss: 1.3680 +2023-12-08 09:54:32,994 - pyskl - INFO - Epoch [72][700/2506] lr: 1.347e-02, eta: 13:11:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9869, loss_cls: 1.3483, loss: 1.3483 +2023-12-08 09:54:56,395 - pyskl - INFO - Epoch [72][800/2506] lr: 1.346e-02, eta: 13:11:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 1.4302, loss: 1.4302 +2023-12-08 09:55:19,747 - pyskl - INFO - Epoch [72][900/2506] lr: 1.345e-02, eta: 13:11:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9912, loss_cls: 1.3537, loss: 1.3537 +2023-12-08 09:55:43,062 - pyskl - INFO - Epoch [72][1000/2506] lr: 1.344e-02, eta: 13:10:37, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 1.3467, loss: 1.3467 +2023-12-08 09:56:06,392 - pyskl - INFO - Epoch [72][1100/2506] lr: 1.343e-02, eta: 13:10:12, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9844, loss_cls: 1.3509, loss: 1.3509 +2023-12-08 09:56:29,950 - pyskl - INFO - Epoch [72][1200/2506] lr: 1.342e-02, eta: 13:09:47, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 1.4222, loss: 1.4222 +2023-12-08 09:56:53,448 - pyskl - INFO - Epoch [72][1300/2506] lr: 1.341e-02, eta: 13:09:22, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 1.4355, loss: 1.4355 +2023-12-08 09:57:16,822 - pyskl - INFO - Epoch [72][1400/2506] lr: 1.340e-02, eta: 13:08:58, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 1.3340, loss: 1.3340 +2023-12-08 09:57:40,175 - pyskl - INFO - Epoch [72][1500/2506] lr: 1.339e-02, eta: 13:08:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 1.4641, loss: 1.4641 +2023-12-08 09:58:03,530 - pyskl - INFO - Epoch [72][1600/2506] lr: 1.338e-02, eta: 13:08:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9825, loss_cls: 1.3906, loss: 1.3906 +2023-12-08 09:58:26,888 - pyskl - INFO - Epoch [72][1700/2506] lr: 1.337e-02, eta: 13:07:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9931, loss_cls: 1.3503, loss: 1.3503 +2023-12-08 09:58:50,251 - pyskl - INFO - Epoch [72][1800/2506] lr: 1.336e-02, eta: 13:07:18, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 1.4494, loss: 1.4494 +2023-12-08 09:59:13,521 - pyskl - INFO - Epoch [72][1900/2506] lr: 1.335e-02, eta: 13:06:53, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9850, loss_cls: 1.3957, loss: 1.3957 +2023-12-08 09:59:36,880 - pyskl - INFO - Epoch [72][2000/2506] lr: 1.334e-02, eta: 13:06:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 1.4203, loss: 1.4203 +2023-12-08 10:00:00,242 - pyskl - INFO - Epoch [72][2100/2506] lr: 1.333e-02, eta: 13:06:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9831, loss_cls: 1.3681, loss: 1.3681 +2023-12-08 10:00:23,692 - pyskl - INFO - Epoch [72][2200/2506] lr: 1.332e-02, eta: 13:05:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 1.3540, loss: 1.3540 +2023-12-08 10:00:47,005 - pyskl - INFO - Epoch [72][2300/2506] lr: 1.331e-02, eta: 13:05:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 1.4913, loss: 1.4913 +2023-12-08 10:01:10,400 - pyskl - INFO - Epoch [72][2400/2506] lr: 1.330e-02, eta: 13:04:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 1.4030, loss: 1.4030 +2023-12-08 10:01:33,772 - pyskl - INFO - Epoch [72][2500/2506] lr: 1.329e-02, eta: 13:04:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 1.3841, loss: 1.3841 +2023-12-08 10:01:35,582 - pyskl - INFO - Saving checkpoint at 72 epochs +2023-12-08 10:02:58,742 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 10:02:58,815 - pyskl - INFO - +top1_acc 0.8475 +top5_acc 0.9756 +2023-12-08 10:02:58,819 - pyskl - INFO - Epoch(val) [72][1031] top1_acc: 0.8475, top5_acc: 0.9756 +2023-12-08 10:03:40,147 - pyskl - INFO - Epoch [73][100/2506] lr: 1.327e-02, eta: 13:04:16, time: 0.413, data_time: 0.180, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 1.3715, loss: 1.3715 +2023-12-08 10:04:03,465 - pyskl - INFO - Epoch [73][200/2506] lr: 1.326e-02, eta: 13:03:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 1.3113, loss: 1.3113 +2023-12-08 10:04:26,801 - pyskl - INFO - Epoch [73][300/2506] lr: 1.325e-02, eta: 13:03:26, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 1.2902, loss: 1.2902 +2023-12-08 10:04:50,075 - pyskl - INFO - Epoch [73][400/2506] lr: 1.324e-02, eta: 13:03:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 1.3261, loss: 1.3261 +2023-12-08 10:05:13,411 - pyskl - INFO - Epoch [73][500/2506] lr: 1.323e-02, eta: 13:02:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9856, loss_cls: 1.3120, loss: 1.3120 +2023-12-08 10:05:36,771 - pyskl - INFO - Epoch [73][600/2506] lr: 1.322e-02, eta: 13:02:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 1.3219, loss: 1.3219 +2023-12-08 10:06:00,248 - pyskl - INFO - Epoch [73][700/2506] lr: 1.321e-02, eta: 13:01:46, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9944, loss_cls: 1.3085, loss: 1.3085 +2023-12-08 10:06:23,574 - pyskl - INFO - Epoch [73][800/2506] lr: 1.320e-02, eta: 13:01:22, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9812, loss_cls: 1.4153, loss: 1.4153 +2023-12-08 10:06:46,932 - pyskl - INFO - Epoch [73][900/2506] lr: 1.319e-02, eta: 13:00:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 1.4095, loss: 1.4095 +2023-12-08 10:07:10,338 - pyskl - INFO - Epoch [73][1000/2506] lr: 1.318e-02, eta: 13:00:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 1.3761, loss: 1.3761 +2023-12-08 10:07:33,662 - pyskl - INFO - Epoch [73][1100/2506] lr: 1.317e-02, eta: 13:00:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 1.3705, loss: 1.3705 +2023-12-08 10:07:57,081 - pyskl - INFO - Epoch [73][1200/2506] lr: 1.316e-02, eta: 12:59:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9819, loss_cls: 1.3661, loss: 1.3661 +2023-12-08 10:08:20,474 - pyskl - INFO - Epoch [73][1300/2506] lr: 1.315e-02, eta: 12:59:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 1.3672, loss: 1.3672 +2023-12-08 10:08:43,862 - pyskl - INFO - Epoch [73][1400/2506] lr: 1.314e-02, eta: 12:58:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 1.3700, loss: 1.3700 +2023-12-08 10:09:07,244 - pyskl - INFO - Epoch [73][1500/2506] lr: 1.313e-02, eta: 12:58:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 1.3759, loss: 1.3759 +2023-12-08 10:09:30,564 - pyskl - INFO - Epoch [73][1600/2506] lr: 1.312e-02, eta: 12:58:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9850, loss_cls: 1.3700, loss: 1.3700 +2023-12-08 10:09:54,008 - pyskl - INFO - Epoch [73][1700/2506] lr: 1.311e-02, eta: 12:57:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 1.4379, loss: 1.4379 +2023-12-08 10:10:17,363 - pyskl - INFO - Epoch [73][1800/2506] lr: 1.310e-02, eta: 12:57:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 1.3533, loss: 1.3533 +2023-12-08 10:10:40,719 - pyskl - INFO - Epoch [73][1900/2506] lr: 1.309e-02, eta: 12:56:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 1.3574, loss: 1.3574 +2023-12-08 10:11:04,087 - pyskl - INFO - Epoch [73][2000/2506] lr: 1.308e-02, eta: 12:56:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 1.3525, loss: 1.3525 +2023-12-08 10:11:27,387 - pyskl - INFO - Epoch [73][2100/2506] lr: 1.307e-02, eta: 12:55:59, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9906, loss_cls: 1.3628, loss: 1.3628 +2023-12-08 10:11:50,670 - pyskl - INFO - Epoch [73][2200/2506] lr: 1.306e-02, eta: 12:55:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9938, loss_cls: 1.3696, loss: 1.3696 +2023-12-08 10:12:14,037 - pyskl - INFO - Epoch [73][2300/2506] lr: 1.305e-02, eta: 12:55:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9844, loss_cls: 1.3816, loss: 1.3816 +2023-12-08 10:12:37,551 - pyskl - INFO - Epoch [73][2400/2506] lr: 1.303e-02, eta: 12:54:44, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 1.3599, loss: 1.3599 +2023-12-08 10:13:01,037 - pyskl - INFO - Epoch [73][2500/2506] lr: 1.302e-02, eta: 12:54:19, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 1.3661, loss: 1.3661 +2023-12-08 10:13:02,876 - pyskl - INFO - Saving checkpoint at 73 epochs +2023-12-08 10:14:26,061 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 10:14:26,135 - pyskl - INFO - +top1_acc 0.8454 +top5_acc 0.9770 +2023-12-08 10:14:26,139 - pyskl - INFO - Epoch(val) [73][1031] top1_acc: 0.8454, top5_acc: 0.9770 +2023-12-08 10:15:07,435 - pyskl - INFO - Epoch [74][100/2506] lr: 1.301e-02, eta: 12:54:11, time: 0.413, data_time: 0.179, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 1.3421, loss: 1.3421 +2023-12-08 10:15:30,775 - pyskl - INFO - Epoch [74][200/2506] lr: 1.300e-02, eta: 12:53:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9931, loss_cls: 1.2924, loss: 1.2924 +2023-12-08 10:15:54,196 - pyskl - INFO - Epoch [74][300/2506] lr: 1.299e-02, eta: 12:53:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9844, loss_cls: 1.3566, loss: 1.3566 +2023-12-08 10:16:17,490 - pyskl - INFO - Epoch [74][400/2506] lr: 1.298e-02, eta: 12:52:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9856, loss_cls: 1.2898, loss: 1.2898 +2023-12-08 10:16:40,802 - pyskl - INFO - Epoch [74][500/2506] lr: 1.297e-02, eta: 12:52:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 1.3688, loss: 1.3688 +2023-12-08 10:17:04,194 - pyskl - INFO - Epoch [74][600/2506] lr: 1.296e-02, eta: 12:52:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 1.3421, loss: 1.3421 +2023-12-08 10:17:27,547 - pyskl - INFO - Epoch [74][700/2506] lr: 1.295e-02, eta: 12:51:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9919, loss_cls: 1.3390, loss: 1.3390 +2023-12-08 10:17:50,859 - pyskl - INFO - Epoch [74][800/2506] lr: 1.294e-02, eta: 12:51:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 1.3610, loss: 1.3610 +2023-12-08 10:18:14,168 - pyskl - INFO - Epoch [74][900/2506] lr: 1.293e-02, eta: 12:50:52, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9825, loss_cls: 1.3634, loss: 1.3634 +2023-12-08 10:18:37,480 - pyskl - INFO - Epoch [74][1000/2506] lr: 1.292e-02, eta: 12:50:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 1.3639, loss: 1.3639 +2023-12-08 10:19:00,819 - pyskl - INFO - Epoch [74][1100/2506] lr: 1.291e-02, eta: 12:50:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 1.3864, loss: 1.3864 +2023-12-08 10:19:24,184 - pyskl - INFO - Epoch [74][1200/2506] lr: 1.290e-02, eta: 12:49:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9888, loss_cls: 1.2928, loss: 1.2928 +2023-12-08 10:19:47,551 - pyskl - INFO - Epoch [74][1300/2506] lr: 1.289e-02, eta: 12:49:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 1.3038, loss: 1.3038 +2023-12-08 10:20:10,925 - pyskl - INFO - Epoch [74][1400/2506] lr: 1.288e-02, eta: 12:48:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 1.3452, loss: 1.3452 +2023-12-08 10:20:34,413 - pyskl - INFO - Epoch [74][1500/2506] lr: 1.287e-02, eta: 12:48:23, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 1.3332, loss: 1.3332 +2023-12-08 10:20:57,771 - pyskl - INFO - Epoch [74][1600/2506] lr: 1.286e-02, eta: 12:47:58, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 1.3424, loss: 1.3424 +2023-12-08 10:21:21,068 - pyskl - INFO - Epoch [74][1700/2506] lr: 1.285e-02, eta: 12:47:33, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 1.3286, loss: 1.3286 +2023-12-08 10:21:44,379 - pyskl - INFO - Epoch [74][1800/2506] lr: 1.284e-02, eta: 12:47:08, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 1.3708, loss: 1.3708 +2023-12-08 10:22:07,711 - pyskl - INFO - Epoch [74][1900/2506] lr: 1.283e-02, eta: 12:46:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 1.3834, loss: 1.3834 +2023-12-08 10:22:31,032 - pyskl - INFO - Epoch [74][2000/2506] lr: 1.281e-02, eta: 12:46:18, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 1.3909, loss: 1.3909 +2023-12-08 10:22:54,408 - pyskl - INFO - Epoch [74][2100/2506] lr: 1.280e-02, eta: 12:45:54, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9788, loss_cls: 1.4539, loss: 1.4539 +2023-12-08 10:23:17,814 - pyskl - INFO - Epoch [74][2200/2506] lr: 1.279e-02, eta: 12:45:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9838, loss_cls: 1.3862, loss: 1.3862 +2023-12-08 10:23:41,228 - pyskl - INFO - Epoch [74][2300/2506] lr: 1.278e-02, eta: 12:45:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 1.3448, loss: 1.3448 +2023-12-08 10:24:04,628 - pyskl - INFO - Epoch [74][2400/2506] lr: 1.277e-02, eta: 12:44:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 1.4496, loss: 1.4496 +2023-12-08 10:24:27,951 - pyskl - INFO - Epoch [74][2500/2506] lr: 1.276e-02, eta: 12:44:15, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 1.3768, loss: 1.3768 +2023-12-08 10:24:29,807 - pyskl - INFO - Saving checkpoint at 74 epochs +2023-12-08 10:25:53,095 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 10:25:53,164 - pyskl - INFO - +top1_acc 0.8462 +top5_acc 0.9780 +2023-12-08 10:25:53,168 - pyskl - INFO - Epoch(val) [74][1031] top1_acc: 0.8462, top5_acc: 0.9780 +2023-12-08 10:26:34,858 - pyskl - INFO - Epoch [75][100/2506] lr: 1.275e-02, eta: 12:44:06, time: 0.417, data_time: 0.183, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9875, loss_cls: 1.3019, loss: 1.3019 +2023-12-08 10:26:58,249 - pyskl - INFO - Epoch [75][200/2506] lr: 1.274e-02, eta: 12:43:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 1.2874, loss: 1.2874 +2023-12-08 10:27:21,564 - pyskl - INFO - Epoch [75][300/2506] lr: 1.273e-02, eta: 12:43:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9912, loss_cls: 1.3783, loss: 1.3783 +2023-12-08 10:27:44,832 - pyskl - INFO - Epoch [75][400/2506] lr: 1.272e-02, eta: 12:42:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 1.3703, loss: 1.3703 +2023-12-08 10:28:08,149 - pyskl - INFO - Epoch [75][500/2506] lr: 1.271e-02, eta: 12:42:26, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 1.3182, loss: 1.3182 +2023-12-08 10:28:31,459 - pyskl - INFO - Epoch [75][600/2506] lr: 1.270e-02, eta: 12:42:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 1.4416, loss: 1.4416 +2023-12-08 10:28:54,795 - pyskl - INFO - Epoch [75][700/2506] lr: 1.269e-02, eta: 12:41:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 1.3097, loss: 1.3097 +2023-12-08 10:29:18,179 - pyskl - INFO - Epoch [75][800/2506] lr: 1.268e-02, eta: 12:41:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 1.3123, loss: 1.3123 +2023-12-08 10:29:41,516 - pyskl - INFO - Epoch [75][900/2506] lr: 1.267e-02, eta: 12:40:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 1.3654, loss: 1.3654 +2023-12-08 10:30:04,875 - pyskl - INFO - Epoch [75][1000/2506] lr: 1.266e-02, eta: 12:40:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 1.3576, loss: 1.3576 +2023-12-08 10:30:28,164 - pyskl - INFO - Epoch [75][1100/2506] lr: 1.265e-02, eta: 12:39:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 1.3420, loss: 1.3420 +2023-12-08 10:30:51,494 - pyskl - INFO - Epoch [75][1200/2506] lr: 1.264e-02, eta: 12:39:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 1.2882, loss: 1.2882 +2023-12-08 10:31:14,738 - pyskl - INFO - Epoch [75][1300/2506] lr: 1.263e-02, eta: 12:39:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9900, loss_cls: 1.3786, loss: 1.3786 +2023-12-08 10:31:38,046 - pyskl - INFO - Epoch [75][1400/2506] lr: 1.262e-02, eta: 12:38:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 1.3725, loss: 1.3725 +2023-12-08 10:32:01,365 - pyskl - INFO - Epoch [75][1500/2506] lr: 1.261e-02, eta: 12:38:18, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9919, loss_cls: 1.3615, loss: 1.3615 +2023-12-08 10:32:24,807 - pyskl - INFO - Epoch [75][1600/2506] lr: 1.259e-02, eta: 12:37:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 1.3783, loss: 1.3783 +2023-12-08 10:32:48,263 - pyskl - INFO - Epoch [75][1700/2506] lr: 1.258e-02, eta: 12:37:28, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 1.3997, loss: 1.3997 +2023-12-08 10:33:11,523 - pyskl - INFO - Epoch [75][1800/2506] lr: 1.257e-02, eta: 12:37:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 1.3494, loss: 1.3494 +2023-12-08 10:33:34,884 - pyskl - INFO - Epoch [75][1900/2506] lr: 1.256e-02, eta: 12:36:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9862, loss_cls: 1.3249, loss: 1.3249 +2023-12-08 10:33:58,269 - pyskl - INFO - Epoch [75][2000/2506] lr: 1.255e-02, eta: 12:36:14, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 1.3680, loss: 1.3680 +2023-12-08 10:34:21,592 - pyskl - INFO - Epoch [75][2100/2506] lr: 1.254e-02, eta: 12:35:49, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9931, loss_cls: 1.3598, loss: 1.3598 +2023-12-08 10:34:44,930 - pyskl - INFO - Epoch [75][2200/2506] lr: 1.253e-02, eta: 12:35:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 1.4412, loss: 1.4412 +2023-12-08 10:35:08,316 - pyskl - INFO - Epoch [75][2300/2506] lr: 1.252e-02, eta: 12:34:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 1.4515, loss: 1.4515 +2023-12-08 10:35:31,673 - pyskl - INFO - Epoch [75][2400/2506] lr: 1.251e-02, eta: 12:34:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 1.3916, loss: 1.3916 +2023-12-08 10:35:54,905 - pyskl - INFO - Epoch [75][2500/2506] lr: 1.250e-02, eta: 12:34:10, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 1.3313, loss: 1.3313 +2023-12-08 10:35:56,858 - pyskl - INFO - Saving checkpoint at 75 epochs +2023-12-08 10:37:20,098 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 10:37:20,169 - pyskl - INFO - +top1_acc 0.8579 +top5_acc 0.9773 +2023-12-08 10:37:20,175 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_56.pth was removed +2023-12-08 10:37:20,316 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_75.pth. +2023-12-08 10:37:20,316 - pyskl - INFO - Best top1_acc is 0.8579 at 75 epoch. +2023-12-08 10:37:20,320 - pyskl - INFO - Epoch(val) [75][1031] top1_acc: 0.8579, top5_acc: 0.9773 +2023-12-08 10:38:02,103 - pyskl - INFO - Epoch [76][100/2506] lr: 1.249e-02, eta: 12:34:00, time: 0.418, data_time: 0.184, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9888, loss_cls: 1.2584, loss: 1.2584 +2023-12-08 10:38:25,492 - pyskl - INFO - Epoch [76][200/2506] lr: 1.248e-02, eta: 12:33:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 1.2444, loss: 1.2444 +2023-12-08 10:38:48,981 - pyskl - INFO - Epoch [76][300/2506] lr: 1.247e-02, eta: 12:33:11, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 1.3132, loss: 1.3132 +2023-12-08 10:39:12,372 - pyskl - INFO - Epoch [76][400/2506] lr: 1.246e-02, eta: 12:32:46, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 1.2984, loss: 1.2984 +2023-12-08 10:39:35,764 - pyskl - INFO - Epoch [76][500/2506] lr: 1.245e-02, eta: 12:32:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9869, loss_cls: 1.2947, loss: 1.2947 +2023-12-08 10:39:59,233 - pyskl - INFO - Epoch [76][600/2506] lr: 1.244e-02, eta: 12:31:57, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 1.3174, loss: 1.3174 +2023-12-08 10:40:22,671 - pyskl - INFO - Epoch [76][700/2506] lr: 1.243e-02, eta: 12:31:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 1.3186, loss: 1.3186 +2023-12-08 10:40:45,987 - pyskl - INFO - Epoch [76][800/2506] lr: 1.242e-02, eta: 12:31:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 1.3506, loss: 1.3506 +2023-12-08 10:41:09,367 - pyskl - INFO - Epoch [76][900/2506] lr: 1.241e-02, eta: 12:30:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 1.3893, loss: 1.3893 +2023-12-08 10:41:32,794 - pyskl - INFO - Epoch [76][1000/2506] lr: 1.240e-02, eta: 12:30:18, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 1.4219, loss: 1.4219 +2023-12-08 10:41:56,225 - pyskl - INFO - Epoch [76][1100/2506] lr: 1.239e-02, eta: 12:29:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9931, loss_cls: 1.3340, loss: 1.3340 +2023-12-08 10:42:19,524 - pyskl - INFO - Epoch [76][1200/2506] lr: 1.237e-02, eta: 12:29:28, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9825, loss_cls: 1.3925, loss: 1.3925 +2023-12-08 10:42:42,844 - pyskl - INFO - Epoch [76][1300/2506] lr: 1.236e-02, eta: 12:29:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 1.3608, loss: 1.3608 +2023-12-08 10:43:06,213 - pyskl - INFO - Epoch [76][1400/2506] lr: 1.235e-02, eta: 12:28:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9900, loss_cls: 1.3727, loss: 1.3727 +2023-12-08 10:43:29,562 - pyskl - INFO - Epoch [76][1500/2506] lr: 1.234e-02, eta: 12:28:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 1.3175, loss: 1.3175 +2023-12-08 10:43:52,944 - pyskl - INFO - Epoch [76][1600/2506] lr: 1.233e-02, eta: 12:27:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 1.3659, loss: 1.3659 +2023-12-08 10:44:16,336 - pyskl - INFO - Epoch [76][1700/2506] lr: 1.232e-02, eta: 12:27:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 1.3521, loss: 1.3521 +2023-12-08 10:44:39,795 - pyskl - INFO - Epoch [76][1800/2506] lr: 1.231e-02, eta: 12:26:59, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 1.3810, loss: 1.3810 +2023-12-08 10:45:03,170 - pyskl - INFO - Epoch [76][1900/2506] lr: 1.230e-02, eta: 12:26:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 1.3292, loss: 1.3292 +2023-12-08 10:45:26,536 - pyskl - INFO - Epoch [76][2000/2506] lr: 1.229e-02, eta: 12:26:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 1.4143, loss: 1.4143 +2023-12-08 10:45:49,978 - pyskl - INFO - Epoch [76][2100/2506] lr: 1.228e-02, eta: 12:25:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9844, loss_cls: 1.3556, loss: 1.3556 +2023-12-08 10:46:13,533 - pyskl - INFO - Epoch [76][2200/2506] lr: 1.227e-02, eta: 12:25:21, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 1.3444, loss: 1.3444 +2023-12-08 10:46:37,023 - pyskl - INFO - Epoch [76][2300/2506] lr: 1.226e-02, eta: 12:24:56, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 1.3188, loss: 1.3188 +2023-12-08 10:47:00,466 - pyskl - INFO - Epoch [76][2400/2506] lr: 1.225e-02, eta: 12:24:31, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 1.3850, loss: 1.3850 +2023-12-08 10:47:23,858 - pyskl - INFO - Epoch [76][2500/2506] lr: 1.224e-02, eta: 12:24:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 1.3799, loss: 1.3799 +2023-12-08 10:47:25,796 - pyskl - INFO - Saving checkpoint at 76 epochs +2023-12-08 10:48:48,891 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 10:48:48,961 - pyskl - INFO - +top1_acc 0.8561 +top5_acc 0.9787 +2023-12-08 10:48:48,964 - pyskl - INFO - Epoch(val) [76][1031] top1_acc: 0.8561, top5_acc: 0.9787 +2023-12-08 10:49:30,413 - pyskl - INFO - Epoch [77][100/2506] lr: 1.223e-02, eta: 12:23:56, time: 0.414, data_time: 0.181, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 1.2887, loss: 1.2887 +2023-12-08 10:49:53,767 - pyskl - INFO - Epoch [77][200/2506] lr: 1.222e-02, eta: 12:23:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 1.3114, loss: 1.3114 +2023-12-08 10:50:17,072 - pyskl - INFO - Epoch [77][300/2506] lr: 1.221e-02, eta: 12:23:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 1.3311, loss: 1.3311 +2023-12-08 10:50:40,299 - pyskl - INFO - Epoch [77][400/2506] lr: 1.220e-02, eta: 12:22:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9869, loss_cls: 1.2810, loss: 1.2810 +2023-12-08 10:51:03,680 - pyskl - INFO - Epoch [77][500/2506] lr: 1.219e-02, eta: 12:22:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 1.2742, loss: 1.2742 +2023-12-08 10:51:26,985 - pyskl - INFO - Epoch [77][600/2506] lr: 1.218e-02, eta: 12:21:52, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 1.4226, loss: 1.4226 +2023-12-08 10:51:50,381 - pyskl - INFO - Epoch [77][700/2506] lr: 1.217e-02, eta: 12:21:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 1.2966, loss: 1.2966 +2023-12-08 10:52:13,727 - pyskl - INFO - Epoch [77][800/2506] lr: 1.215e-02, eta: 12:21:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 1.3328, loss: 1.3328 +2023-12-08 10:52:37,095 - pyskl - INFO - Epoch [77][900/2506] lr: 1.214e-02, eta: 12:20:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 1.3433, loss: 1.3433 +2023-12-08 10:53:00,472 - pyskl - INFO - Epoch [77][1000/2506] lr: 1.213e-02, eta: 12:20:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 1.3877, loss: 1.3877 +2023-12-08 10:53:23,898 - pyskl - INFO - Epoch [77][1100/2506] lr: 1.212e-02, eta: 12:19:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 1.3233, loss: 1.3233 +2023-12-08 10:53:47,208 - pyskl - INFO - Epoch [77][1200/2506] lr: 1.211e-02, eta: 12:19:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 1.2988, loss: 1.2988 +2023-12-08 10:54:10,533 - pyskl - INFO - Epoch [77][1300/2506] lr: 1.210e-02, eta: 12:18:59, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 1.3368, loss: 1.3368 +2023-12-08 10:54:33,964 - pyskl - INFO - Epoch [77][1400/2506] lr: 1.209e-02, eta: 12:18:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 1.3339, loss: 1.3339 +2023-12-08 10:54:57,402 - pyskl - INFO - Epoch [77][1500/2506] lr: 1.208e-02, eta: 12:18:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 1.3127, loss: 1.3127 +2023-12-08 10:55:20,829 - pyskl - INFO - Epoch [77][1600/2506] lr: 1.207e-02, eta: 12:17:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 1.3074, loss: 1.3074 +2023-12-08 10:55:44,220 - pyskl - INFO - Epoch [77][1700/2506] lr: 1.206e-02, eta: 12:17:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 1.3969, loss: 1.3969 +2023-12-08 10:56:07,559 - pyskl - INFO - Epoch [77][1800/2506] lr: 1.205e-02, eta: 12:16:55, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 1.3669, loss: 1.3669 +2023-12-08 10:56:30,874 - pyskl - INFO - Epoch [77][1900/2506] lr: 1.204e-02, eta: 12:16:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9862, loss_cls: 1.3459, loss: 1.3459 +2023-12-08 10:56:54,188 - pyskl - INFO - Epoch [77][2000/2506] lr: 1.203e-02, eta: 12:16:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 1.3655, loss: 1.3655 +2023-12-08 10:57:17,540 - pyskl - INFO - Epoch [77][2100/2506] lr: 1.202e-02, eta: 12:15:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9862, loss_cls: 1.3435, loss: 1.3435 +2023-12-08 10:57:40,943 - pyskl - INFO - Epoch [77][2200/2506] lr: 1.201e-02, eta: 12:15:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 1.3800, loss: 1.3800 +2023-12-08 10:58:04,320 - pyskl - INFO - Epoch [77][2300/2506] lr: 1.200e-02, eta: 12:14:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 1.3455, loss: 1.3455 +2023-12-08 10:58:27,709 - pyskl - INFO - Epoch [77][2400/2506] lr: 1.199e-02, eta: 12:14:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 1.3059, loss: 1.3059 +2023-12-08 10:58:51,080 - pyskl - INFO - Epoch [77][2500/2506] lr: 1.198e-02, eta: 12:14:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 1.3255, loss: 1.3255 +2023-12-08 10:58:52,958 - pyskl - INFO - Saving checkpoint at 77 epochs +2023-12-08 11:00:16,121 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 11:00:16,192 - pyskl - INFO - +top1_acc 0.8541 +top5_acc 0.9793 +2023-12-08 11:00:16,197 - pyskl - INFO - Epoch(val) [77][1031] top1_acc: 0.8541, top5_acc: 0.9793 +2023-12-08 11:00:58,020 - pyskl - INFO - Epoch [78][100/2506] lr: 1.197e-02, eta: 12:13:52, time: 0.418, data_time: 0.184, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 1.2546, loss: 1.2546 +2023-12-08 11:01:21,422 - pyskl - INFO - Epoch [78][200/2506] lr: 1.196e-02, eta: 12:13:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 1.3483, loss: 1.3483 +2023-12-08 11:01:44,894 - pyskl - INFO - Epoch [78][300/2506] lr: 1.195e-02, eta: 12:13:02, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 1.2959, loss: 1.2959 +2023-12-08 11:02:08,319 - pyskl - INFO - Epoch [78][400/2506] lr: 1.193e-02, eta: 12:12:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 1.2642, loss: 1.2642 +2023-12-08 11:02:31,694 - pyskl - INFO - Epoch [78][500/2506] lr: 1.192e-02, eta: 12:12:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 1.3032, loss: 1.3032 +2023-12-08 11:02:55,044 - pyskl - INFO - Epoch [78][600/2506] lr: 1.191e-02, eta: 12:11:48, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 1.3509, loss: 1.3509 +2023-12-08 11:03:18,374 - pyskl - INFO - Epoch [78][700/2506] lr: 1.190e-02, eta: 12:11:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9856, loss_cls: 1.3524, loss: 1.3524 +2023-12-08 11:03:41,726 - pyskl - INFO - Epoch [78][800/2506] lr: 1.189e-02, eta: 12:10:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9950, loss_cls: 1.2847, loss: 1.2847 +2023-12-08 11:04:05,103 - pyskl - INFO - Epoch [78][900/2506] lr: 1.188e-02, eta: 12:10:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 1.2752, loss: 1.2752 +2023-12-08 11:04:28,514 - pyskl - INFO - Epoch [78][1000/2506] lr: 1.187e-02, eta: 12:10:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 1.3530, loss: 1.3530 +2023-12-08 11:04:51,843 - pyskl - INFO - Epoch [78][1100/2506] lr: 1.186e-02, eta: 12:09:44, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 1.2993, loss: 1.2993 +2023-12-08 11:05:15,187 - pyskl - INFO - Epoch [78][1200/2506] lr: 1.185e-02, eta: 12:09:20, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9919, loss_cls: 1.3419, loss: 1.3419 +2023-12-08 11:05:38,580 - pyskl - INFO - Epoch [78][1300/2506] lr: 1.184e-02, eta: 12:08:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 1.2724, loss: 1.2724 +2023-12-08 11:06:01,880 - pyskl - INFO - Epoch [78][1400/2506] lr: 1.183e-02, eta: 12:08:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 1.3529, loss: 1.3529 +2023-12-08 11:06:25,210 - pyskl - INFO - Epoch [78][1500/2506] lr: 1.182e-02, eta: 12:08:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 1.3634, loss: 1.3634 +2023-12-08 11:06:48,582 - pyskl - INFO - Epoch [78][1600/2506] lr: 1.181e-02, eta: 12:07:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9856, loss_cls: 1.3573, loss: 1.3573 +2023-12-08 11:07:12,015 - pyskl - INFO - Epoch [78][1700/2506] lr: 1.180e-02, eta: 12:07:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 1.2239, loss: 1.2239 +2023-12-08 11:07:35,424 - pyskl - INFO - Epoch [78][1800/2506] lr: 1.179e-02, eta: 12:06:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 1.3373, loss: 1.3373 +2023-12-08 11:07:58,898 - pyskl - INFO - Epoch [78][1900/2506] lr: 1.178e-02, eta: 12:06:27, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 1.3550, loss: 1.3550 +2023-12-08 11:08:22,324 - pyskl - INFO - Epoch [78][2000/2506] lr: 1.177e-02, eta: 12:06:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 1.3260, loss: 1.3260 +2023-12-08 11:08:45,744 - pyskl - INFO - Epoch [78][2100/2506] lr: 1.176e-02, eta: 12:05:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 1.4008, loss: 1.4008 +2023-12-08 11:09:09,104 - pyskl - INFO - Epoch [78][2200/2506] lr: 1.175e-02, eta: 12:05:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 1.3755, loss: 1.3755 +2023-12-08 11:09:32,474 - pyskl - INFO - Epoch [78][2300/2506] lr: 1.174e-02, eta: 12:04:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 1.3566, loss: 1.3566 +2023-12-08 11:09:55,808 - pyskl - INFO - Epoch [78][2400/2506] lr: 1.173e-02, eta: 12:04:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9850, loss_cls: 1.3145, loss: 1.3145 +2023-12-08 11:10:19,136 - pyskl - INFO - Epoch [78][2500/2506] lr: 1.172e-02, eta: 12:03:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 1.3464, loss: 1.3464 +2023-12-08 11:10:21,036 - pyskl - INFO - Saving checkpoint at 78 epochs +2023-12-08 11:11:44,292 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 11:11:44,364 - pyskl - INFO - +top1_acc 0.8539 +top5_acc 0.9788 +2023-12-08 11:11:44,368 - pyskl - INFO - Epoch(val) [78][1031] top1_acc: 0.8539, top5_acc: 0.9788 +2023-12-08 11:12:26,297 - pyskl - INFO - Epoch [79][100/2506] lr: 1.170e-02, eta: 12:03:48, time: 0.419, data_time: 0.185, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 1.2390, loss: 1.2390 +2023-12-08 11:12:49,688 - pyskl - INFO - Epoch [79][200/2506] lr: 1.169e-02, eta: 12:03:23, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 1.2913, loss: 1.2913 +2023-12-08 11:13:13,045 - pyskl - INFO - Epoch [79][300/2506] lr: 1.168e-02, eta: 12:02:58, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 1.2264, loss: 1.2264 +2023-12-08 11:13:36,398 - pyskl - INFO - Epoch [79][400/2506] lr: 1.167e-02, eta: 12:02:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9931, loss_cls: 1.2971, loss: 1.2971 +2023-12-08 11:13:59,882 - pyskl - INFO - Epoch [79][500/2506] lr: 1.166e-02, eta: 12:02:09, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9838, loss_cls: 1.3595, loss: 1.3595 +2023-12-08 11:14:23,329 - pyskl - INFO - Epoch [79][600/2506] lr: 1.165e-02, eta: 12:01:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 1.2516, loss: 1.2516 +2023-12-08 11:14:46,701 - pyskl - INFO - Epoch [79][700/2506] lr: 1.164e-02, eta: 12:01:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 1.3595, loss: 1.3595 +2023-12-08 11:15:10,028 - pyskl - INFO - Epoch [79][800/2506] lr: 1.163e-02, eta: 12:00:55, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 1.3074, loss: 1.3074 +2023-12-08 11:15:33,344 - pyskl - INFO - Epoch [79][900/2506] lr: 1.162e-02, eta: 12:00:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9950, loss_cls: 1.2834, loss: 1.2834 +2023-12-08 11:15:56,668 - pyskl - INFO - Epoch [79][1000/2506] lr: 1.161e-02, eta: 12:00:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 1.4091, loss: 1.4091 +2023-12-08 11:16:20,063 - pyskl - INFO - Epoch [79][1100/2506] lr: 1.160e-02, eta: 11:59:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 1.3567, loss: 1.3567 +2023-12-08 11:16:43,405 - pyskl - INFO - Epoch [79][1200/2506] lr: 1.159e-02, eta: 11:59:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 1.2793, loss: 1.2793 +2023-12-08 11:17:06,843 - pyskl - INFO - Epoch [79][1300/2506] lr: 1.158e-02, eta: 11:58:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 1.3380, loss: 1.3380 +2023-12-08 11:17:30,271 - pyskl - INFO - Epoch [79][1400/2506] lr: 1.157e-02, eta: 11:58:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 1.2409, loss: 1.2409 +2023-12-08 11:17:53,693 - pyskl - INFO - Epoch [79][1500/2506] lr: 1.156e-02, eta: 11:58:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 1.3291, loss: 1.3291 +2023-12-08 11:18:17,113 - pyskl - INFO - Epoch [79][1600/2506] lr: 1.155e-02, eta: 11:57:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 1.3386, loss: 1.3386 +2023-12-08 11:18:40,657 - pyskl - INFO - Epoch [79][1700/2506] lr: 1.154e-02, eta: 11:57:13, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 1.3139, loss: 1.3139 +2023-12-08 11:19:04,091 - pyskl - INFO - Epoch [79][1800/2506] lr: 1.153e-02, eta: 11:56:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 1.3240, loss: 1.3240 +2023-12-08 11:19:27,487 - pyskl - INFO - Epoch [79][1900/2506] lr: 1.152e-02, eta: 11:56:23, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 1.3558, loss: 1.3558 +2023-12-08 11:19:50,745 - pyskl - INFO - Epoch [79][2000/2506] lr: 1.151e-02, eta: 11:55:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9831, loss_cls: 1.3336, loss: 1.3336 +2023-12-08 11:20:14,134 - pyskl - INFO - Epoch [79][2100/2506] lr: 1.150e-02, eta: 11:55:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 1.2876, loss: 1.2876 +2023-12-08 11:20:37,511 - pyskl - INFO - Epoch [79][2200/2506] lr: 1.149e-02, eta: 11:55:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 1.3417, loss: 1.3417 +2023-12-08 11:21:00,892 - pyskl - INFO - Epoch [79][2300/2506] lr: 1.148e-02, eta: 11:54:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 1.3894, loss: 1.3894 +2023-12-08 11:21:24,325 - pyskl - INFO - Epoch [79][2400/2506] lr: 1.147e-02, eta: 11:54:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9844, loss_cls: 1.3285, loss: 1.3285 +2023-12-08 11:21:47,665 - pyskl - INFO - Epoch [79][2500/2506] lr: 1.145e-02, eta: 11:53:55, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 1.3228, loss: 1.3228 +2023-12-08 11:21:49,553 - pyskl - INFO - Saving checkpoint at 79 epochs +2023-12-08 11:23:12,826 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 11:23:12,895 - pyskl - INFO - +top1_acc 0.8588 +top5_acc 0.9805 +2023-12-08 11:23:12,899 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_75.pth was removed +2023-12-08 11:23:13,031 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_79.pth. +2023-12-08 11:23:13,031 - pyskl - INFO - Best top1_acc is 0.8588 at 79 epoch. +2023-12-08 11:23:13,035 - pyskl - INFO - Epoch(val) [79][1031] top1_acc: 0.8588, top5_acc: 0.9805 +2023-12-08 11:23:54,703 - pyskl - INFO - Epoch [80][100/2506] lr: 1.144e-02, eta: 11:53:44, time: 0.417, data_time: 0.182, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 1.1878, loss: 1.1878 +2023-12-08 11:24:18,139 - pyskl - INFO - Epoch [80][200/2506] lr: 1.143e-02, eta: 11:53:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 1.2122, loss: 1.2122 +2023-12-08 11:24:41,606 - pyskl - INFO - Epoch [80][300/2506] lr: 1.142e-02, eta: 11:52:55, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 1.2623, loss: 1.2623 +2023-12-08 11:25:04,982 - pyskl - INFO - Epoch [80][400/2506] lr: 1.141e-02, eta: 11:52:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9856, loss_cls: 1.3128, loss: 1.3128 +2023-12-08 11:25:28,356 - pyskl - INFO - Epoch [80][500/2506] lr: 1.140e-02, eta: 11:52:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 1.2773, loss: 1.2773 +2023-12-08 11:25:51,709 - pyskl - INFO - Epoch [80][600/2506] lr: 1.139e-02, eta: 11:51:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9856, loss_cls: 1.2988, loss: 1.2988 +2023-12-08 11:26:15,155 - pyskl - INFO - Epoch [80][700/2506] lr: 1.138e-02, eta: 11:51:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 1.3091, loss: 1.3091 +2023-12-08 11:26:38,574 - pyskl - INFO - Epoch [80][800/2506] lr: 1.137e-02, eta: 11:50:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 1.3159, loss: 1.3159 +2023-12-08 11:27:01,957 - pyskl - INFO - Epoch [80][900/2506] lr: 1.136e-02, eta: 11:50:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 1.2896, loss: 1.2896 +2023-12-08 11:27:25,351 - pyskl - INFO - Epoch [80][1000/2506] lr: 1.135e-02, eta: 11:50:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9869, loss_cls: 1.3394, loss: 1.3394 +2023-12-08 11:27:48,794 - pyskl - INFO - Epoch [80][1100/2506] lr: 1.134e-02, eta: 11:49:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 1.2568, loss: 1.2568 +2023-12-08 11:28:12,193 - pyskl - INFO - Epoch [80][1200/2506] lr: 1.133e-02, eta: 11:49:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 1.3070, loss: 1.3070 +2023-12-08 11:28:35,517 - pyskl - INFO - Epoch [80][1300/2506] lr: 1.132e-02, eta: 11:48:48, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9938, loss_cls: 1.3369, loss: 1.3369 +2023-12-08 11:28:58,893 - pyskl - INFO - Epoch [80][1400/2506] lr: 1.131e-02, eta: 11:48:23, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9862, loss_cls: 1.2817, loss: 1.2817 +2023-12-08 11:29:22,261 - pyskl - INFO - Epoch [80][1500/2506] lr: 1.130e-02, eta: 11:47:58, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 1.3411, loss: 1.3411 +2023-12-08 11:29:45,613 - pyskl - INFO - Epoch [80][1600/2506] lr: 1.129e-02, eta: 11:47:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 1.2567, loss: 1.2567 +2023-12-08 11:30:08,925 - pyskl - INFO - Epoch [80][1700/2506] lr: 1.128e-02, eta: 11:47:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 1.3030, loss: 1.3030 +2023-12-08 11:30:32,432 - pyskl - INFO - Epoch [80][1800/2506] lr: 1.127e-02, eta: 11:46:44, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 1.3437, loss: 1.3437 +2023-12-08 11:30:55,900 - pyskl - INFO - Epoch [80][1900/2506] lr: 1.126e-02, eta: 11:46:20, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 1.3661, loss: 1.3661 +2023-12-08 11:31:19,320 - pyskl - INFO - Epoch [80][2000/2506] lr: 1.125e-02, eta: 11:45:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 1.3102, loss: 1.3102 +2023-12-08 11:31:42,724 - pyskl - INFO - Epoch [80][2100/2506] lr: 1.124e-02, eta: 11:45:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9900, loss_cls: 1.3867, loss: 1.3867 +2023-12-08 11:32:06,120 - pyskl - INFO - Epoch [80][2200/2506] lr: 1.123e-02, eta: 11:45:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 1.3005, loss: 1.3005 +2023-12-08 11:32:29,480 - pyskl - INFO - Epoch [80][2300/2506] lr: 1.121e-02, eta: 11:44:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9919, loss_cls: 1.3342, loss: 1.3342 +2023-12-08 11:32:52,866 - pyskl - INFO - Epoch [80][2400/2506] lr: 1.120e-02, eta: 11:44:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 1.4205, loss: 1.4205 +2023-12-08 11:33:16,210 - pyskl - INFO - Epoch [80][2500/2506] lr: 1.119e-02, eta: 11:43:52, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 1.3969, loss: 1.3969 +2023-12-08 11:33:18,092 - pyskl - INFO - Saving checkpoint at 80 epochs +2023-12-08 11:34:41,412 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 11:34:41,483 - pyskl - INFO - +top1_acc 0.8432 +top5_acc 0.9767 +2023-12-08 11:34:41,487 - pyskl - INFO - Epoch(val) [80][1031] top1_acc: 0.8432, top5_acc: 0.9767 +2023-12-08 11:35:22,978 - pyskl - INFO - Epoch [81][100/2506] lr: 1.118e-02, eta: 11:43:40, time: 0.415, data_time: 0.182, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9931, loss_cls: 1.2865, loss: 1.2865 +2023-12-08 11:35:46,395 - pyskl - INFO - Epoch [81][200/2506] lr: 1.117e-02, eta: 11:43:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 1.2311, loss: 1.2311 +2023-12-08 11:36:09,746 - pyskl - INFO - Epoch [81][300/2506] lr: 1.116e-02, eta: 11:42:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9919, loss_cls: 1.1649, loss: 1.1649 +2023-12-08 11:36:33,121 - pyskl - INFO - Epoch [81][400/2506] lr: 1.115e-02, eta: 11:42:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 1.2414, loss: 1.2414 +2023-12-08 11:36:56,395 - pyskl - INFO - Epoch [81][500/2506] lr: 1.114e-02, eta: 11:42:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 1.2877, loss: 1.2877 +2023-12-08 11:37:19,749 - pyskl - INFO - Epoch [81][600/2506] lr: 1.113e-02, eta: 11:41:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 1.2681, loss: 1.2681 +2023-12-08 11:37:43,197 - pyskl - INFO - Epoch [81][700/2506] lr: 1.112e-02, eta: 11:41:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9944, loss_cls: 1.2718, loss: 1.2718 +2023-12-08 11:38:06,551 - pyskl - INFO - Epoch [81][800/2506] lr: 1.111e-02, eta: 11:40:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 1.2701, loss: 1.2701 +2023-12-08 11:38:29,880 - pyskl - INFO - Epoch [81][900/2506] lr: 1.110e-02, eta: 11:40:22, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 1.3373, loss: 1.3373 +2023-12-08 11:38:53,181 - pyskl - INFO - Epoch [81][1000/2506] lr: 1.109e-02, eta: 11:39:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9875, loss_cls: 1.3096, loss: 1.3096 +2023-12-08 11:39:16,550 - pyskl - INFO - Epoch [81][1100/2506] lr: 1.108e-02, eta: 11:39:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 1.2468, loss: 1.2468 +2023-12-08 11:39:39,944 - pyskl - INFO - Epoch [81][1200/2506] lr: 1.107e-02, eta: 11:39:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 1.2554, loss: 1.2554 +2023-12-08 11:40:03,426 - pyskl - INFO - Epoch [81][1300/2506] lr: 1.106e-02, eta: 11:38:44, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 1.2437, loss: 1.2437 +2023-12-08 11:40:26,846 - pyskl - INFO - Epoch [81][1400/2506] lr: 1.105e-02, eta: 11:38:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 1.2791, loss: 1.2791 +2023-12-08 11:40:50,231 - pyskl - INFO - Epoch [81][1500/2506] lr: 1.104e-02, eta: 11:37:54, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9869, loss_cls: 1.2963, loss: 1.2963 +2023-12-08 11:41:13,636 - pyskl - INFO - Epoch [81][1600/2506] lr: 1.103e-02, eta: 11:37:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 1.2894, loss: 1.2894 +2023-12-08 11:41:37,101 - pyskl - INFO - Epoch [81][1700/2506] lr: 1.102e-02, eta: 11:37:05, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 1.3287, loss: 1.3287 +2023-12-08 11:42:00,484 - pyskl - INFO - Epoch [81][1800/2506] lr: 1.101e-02, eta: 11:36:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 1.3014, loss: 1.3014 +2023-12-08 11:42:23,846 - pyskl - INFO - Epoch [81][1900/2506] lr: 1.100e-02, eta: 11:36:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 1.3783, loss: 1.3783 +2023-12-08 11:42:47,209 - pyskl - INFO - Epoch [81][2000/2506] lr: 1.099e-02, eta: 11:35:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 1.2947, loss: 1.2947 +2023-12-08 11:43:10,550 - pyskl - INFO - Epoch [81][2100/2506] lr: 1.098e-02, eta: 11:35:26, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 1.3602, loss: 1.3602 +2023-12-08 11:43:33,856 - pyskl - INFO - Epoch [81][2200/2506] lr: 1.097e-02, eta: 11:35:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 1.3300, loss: 1.3300 +2023-12-08 11:43:57,206 - pyskl - INFO - Epoch [81][2300/2506] lr: 1.095e-02, eta: 11:34:37, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 1.3199, loss: 1.3199 +2023-12-08 11:44:20,600 - pyskl - INFO - Epoch [81][2400/2506] lr: 1.094e-02, eta: 11:34:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9888, loss_cls: 1.2602, loss: 1.2602 +2023-12-08 11:44:43,899 - pyskl - INFO - Epoch [81][2500/2506] lr: 1.093e-02, eta: 11:33:48, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 1.2392, loss: 1.2392 +2023-12-08 11:44:45,873 - pyskl - INFO - Saving checkpoint at 81 epochs +2023-12-08 11:46:08,878 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 11:46:08,950 - pyskl - INFO - +top1_acc 0.8617 +top5_acc 0.9775 +2023-12-08 11:46:08,954 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_79.pth was removed +2023-12-08 11:46:09,101 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_81.pth. +2023-12-08 11:46:09,102 - pyskl - INFO - Best top1_acc is 0.8617 at 81 epoch. +2023-12-08 11:46:09,109 - pyskl - INFO - Epoch(val) [81][1031] top1_acc: 0.8617, top5_acc: 0.9775 +2023-12-08 11:46:50,704 - pyskl - INFO - Epoch [82][100/2506] lr: 1.092e-02, eta: 11:33:36, time: 0.416, data_time: 0.180, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 1.2330, loss: 1.2330 +2023-12-08 11:47:14,156 - pyskl - INFO - Epoch [82][200/2506] lr: 1.091e-02, eta: 11:33:11, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 1.2274, loss: 1.2274 +2023-12-08 11:47:37,727 - pyskl - INFO - Epoch [82][300/2506] lr: 1.090e-02, eta: 11:32:47, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 1.1901, loss: 1.1901 +2023-12-08 11:48:01,145 - pyskl - INFO - Epoch [82][400/2506] lr: 1.089e-02, eta: 11:32:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9888, loss_cls: 1.2468, loss: 1.2468 +2023-12-08 11:48:24,637 - pyskl - INFO - Epoch [82][500/2506] lr: 1.088e-02, eta: 11:31:57, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9894, loss_cls: 1.2444, loss: 1.2444 +2023-12-08 11:48:48,053 - pyskl - INFO - Epoch [82][600/2506] lr: 1.087e-02, eta: 11:31:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 1.2790, loss: 1.2790 +2023-12-08 11:49:11,441 - pyskl - INFO - Epoch [82][700/2506] lr: 1.086e-02, eta: 11:31:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 1.2962, loss: 1.2962 +2023-12-08 11:49:34,792 - pyskl - INFO - Epoch [82][800/2506] lr: 1.085e-02, eta: 11:30:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9869, loss_cls: 1.2884, loss: 1.2884 +2023-12-08 11:49:58,299 - pyskl - INFO - Epoch [82][900/2506] lr: 1.084e-02, eta: 11:30:19, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 1.3282, loss: 1.3282 +2023-12-08 11:50:21,681 - pyskl - INFO - Epoch [82][1000/2506] lr: 1.083e-02, eta: 11:29:54, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 1.3389, loss: 1.3389 +2023-12-08 11:50:45,053 - pyskl - INFO - Epoch [82][1100/2506] lr: 1.082e-02, eta: 11:29:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 1.2526, loss: 1.2526 +2023-12-08 11:51:08,523 - pyskl - INFO - Epoch [82][1200/2506] lr: 1.081e-02, eta: 11:29:05, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 1.2348, loss: 1.2348 +2023-12-08 11:51:32,011 - pyskl - INFO - Epoch [82][1300/2506] lr: 1.080e-02, eta: 11:28:40, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 1.2860, loss: 1.2860 +2023-12-08 11:51:55,365 - pyskl - INFO - Epoch [82][1400/2506] lr: 1.079e-02, eta: 11:28:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 1.2494, loss: 1.2494 +2023-12-08 11:52:18,752 - pyskl - INFO - Epoch [82][1500/2506] lr: 1.078e-02, eta: 11:27:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 1.2993, loss: 1.2993 +2023-12-08 11:52:42,241 - pyskl - INFO - Epoch [82][1600/2506] lr: 1.077e-02, eta: 11:27:26, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 1.3821, loss: 1.3821 +2023-12-08 11:53:05,656 - pyskl - INFO - Epoch [82][1700/2506] lr: 1.076e-02, eta: 11:27:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 1.2838, loss: 1.2838 +2023-12-08 11:53:29,083 - pyskl - INFO - Epoch [82][1800/2506] lr: 1.075e-02, eta: 11:26:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 1.2778, loss: 1.2778 +2023-12-08 11:53:52,522 - pyskl - INFO - Epoch [82][1900/2506] lr: 1.074e-02, eta: 11:26:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 1.2999, loss: 1.2999 +2023-12-08 11:54:15,976 - pyskl - INFO - Epoch [82][2000/2506] lr: 1.073e-02, eta: 11:25:48, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 1.3367, loss: 1.3367 +2023-12-08 11:54:39,424 - pyskl - INFO - Epoch [82][2100/2506] lr: 1.072e-02, eta: 11:25:23, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9875, loss_cls: 1.3146, loss: 1.3146 +2023-12-08 11:55:02,878 - pyskl - INFO - Epoch [82][2200/2506] lr: 1.071e-02, eta: 11:24:59, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 1.2712, loss: 1.2712 +2023-12-08 11:55:26,290 - pyskl - INFO - Epoch [82][2300/2506] lr: 1.070e-02, eta: 11:24:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9931, loss_cls: 1.3114, loss: 1.3114 +2023-12-08 11:55:49,654 - pyskl - INFO - Epoch [82][2400/2506] lr: 1.069e-02, eta: 11:24:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 1.3032, loss: 1.3032 +2023-12-08 11:56:13,082 - pyskl - INFO - Epoch [82][2500/2506] lr: 1.067e-02, eta: 11:23:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 1.2968, loss: 1.2968 +2023-12-08 11:56:14,956 - pyskl - INFO - Saving checkpoint at 82 epochs +2023-12-08 11:57:38,023 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 11:57:38,094 - pyskl - INFO - +top1_acc 0.8539 +top5_acc 0.9776 +2023-12-08 11:57:38,099 - pyskl - INFO - Epoch(val) [82][1031] top1_acc: 0.8539, top5_acc: 0.9776 +2023-12-08 11:58:19,758 - pyskl - INFO - Epoch [83][100/2506] lr: 1.066e-02, eta: 11:23:33, time: 0.417, data_time: 0.181, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 1.2734, loss: 1.2734 +2023-12-08 11:58:43,274 - pyskl - INFO - Epoch [83][200/2506] lr: 1.065e-02, eta: 11:23:08, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 1.2756, loss: 1.2756 +2023-12-08 11:59:06,808 - pyskl - INFO - Epoch [83][300/2506] lr: 1.064e-02, eta: 11:22:44, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 1.2171, loss: 1.2171 +2023-12-08 11:59:30,276 - pyskl - INFO - Epoch [83][400/2506] lr: 1.063e-02, eta: 11:22:19, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 1.1935, loss: 1.1935 +2023-12-08 11:59:53,828 - pyskl - INFO - Epoch [83][500/2506] lr: 1.062e-02, eta: 11:21:54, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 1.2537, loss: 1.2537 +2023-12-08 12:00:17,412 - pyskl - INFO - Epoch [83][600/2506] lr: 1.061e-02, eta: 11:21:30, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 1.3352, loss: 1.3352 +2023-12-08 12:00:40,921 - pyskl - INFO - Epoch [83][700/2506] lr: 1.060e-02, eta: 11:21:05, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9875, loss_cls: 1.2508, loss: 1.2508 +2023-12-08 12:01:04,432 - pyskl - INFO - Epoch [83][800/2506] lr: 1.059e-02, eta: 11:20:41, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 1.2854, loss: 1.2854 +2023-12-08 12:01:27,998 - pyskl - INFO - Epoch [83][900/2506] lr: 1.058e-02, eta: 11:20:16, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9944, loss_cls: 1.2347, loss: 1.2347 +2023-12-08 12:01:51,657 - pyskl - INFO - Epoch [83][1000/2506] lr: 1.057e-02, eta: 11:19:52, time: 0.237, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 1.2221, loss: 1.2221 +2023-12-08 12:02:15,194 - pyskl - INFO - Epoch [83][1100/2506] lr: 1.056e-02, eta: 11:19:27, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 1.2199, loss: 1.2199 +2023-12-08 12:02:38,654 - pyskl - INFO - Epoch [83][1200/2506] lr: 1.055e-02, eta: 11:19:03, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 1.2954, loss: 1.2954 +2023-12-08 12:03:02,195 - pyskl - INFO - Epoch [83][1300/2506] lr: 1.054e-02, eta: 11:18:38, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 1.2555, loss: 1.2555 +2023-12-08 12:03:25,678 - pyskl - INFO - Epoch [83][1400/2506] lr: 1.053e-02, eta: 11:18:14, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9875, loss_cls: 1.2790, loss: 1.2790 +2023-12-08 12:03:49,202 - pyskl - INFO - Epoch [83][1500/2506] lr: 1.052e-02, eta: 11:17:49, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 1.2751, loss: 1.2751 +2023-12-08 12:04:12,724 - pyskl - INFO - Epoch [83][1600/2506] lr: 1.051e-02, eta: 11:17:25, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 1.2890, loss: 1.2890 +2023-12-08 12:04:36,235 - pyskl - INFO - Epoch [83][1700/2506] lr: 1.050e-02, eta: 11:17:00, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 1.3169, loss: 1.3169 +2023-12-08 12:04:59,710 - pyskl - INFO - Epoch [83][1800/2506] lr: 1.049e-02, eta: 11:16:36, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9862, loss_cls: 1.3133, loss: 1.3133 +2023-12-08 12:05:23,324 - pyskl - INFO - Epoch [83][1900/2506] lr: 1.048e-02, eta: 11:16:11, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 1.2957, loss: 1.2957 +2023-12-08 12:05:46,885 - pyskl - INFO - Epoch [83][2000/2506] lr: 1.047e-02, eta: 11:15:47, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 1.3314, loss: 1.3314 +2023-12-08 12:06:10,426 - pyskl - INFO - Epoch [83][2100/2506] lr: 1.046e-02, eta: 11:15:22, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 1.3299, loss: 1.3299 +2023-12-08 12:06:33,940 - pyskl - INFO - Epoch [83][2200/2506] lr: 1.045e-02, eta: 11:14:58, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 1.2669, loss: 1.2669 +2023-12-08 12:06:57,464 - pyskl - INFO - Epoch [83][2300/2506] lr: 1.044e-02, eta: 11:14:33, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 1.2174, loss: 1.2174 +2023-12-08 12:07:20,988 - pyskl - INFO - Epoch [83][2400/2506] lr: 1.043e-02, eta: 11:14:09, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 1.2894, loss: 1.2894 +2023-12-08 12:07:44,442 - pyskl - INFO - Epoch [83][2500/2506] lr: 1.042e-02, eta: 11:13:44, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9925, loss_cls: 1.2947, loss: 1.2947 +2023-12-08 12:07:46,288 - pyskl - INFO - Saving checkpoint at 83 epochs +2023-12-08 12:09:09,489 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 12:09:09,561 - pyskl - INFO - +top1_acc 0.8375 +top5_acc 0.9760 +2023-12-08 12:09:09,565 - pyskl - INFO - Epoch(val) [83][1031] top1_acc: 0.8375, top5_acc: 0.9760 +2023-12-08 12:09:51,187 - pyskl - INFO - Epoch [84][100/2506] lr: 1.041e-02, eta: 11:13:31, time: 0.416, data_time: 0.182, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 1.2599, loss: 1.2599 +2023-12-08 12:10:14,610 - pyskl - INFO - Epoch [84][200/2506] lr: 1.039e-02, eta: 11:13:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 1.2399, loss: 1.2399 +2023-12-08 12:10:38,021 - pyskl - INFO - Epoch [84][300/2506] lr: 1.038e-02, eta: 11:12:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 1.3098, loss: 1.3098 +2023-12-08 12:11:01,397 - pyskl - INFO - Epoch [84][400/2506] lr: 1.037e-02, eta: 11:12:18, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 1.3054, loss: 1.3054 +2023-12-08 12:11:24,695 - pyskl - INFO - Epoch [84][500/2506] lr: 1.036e-02, eta: 11:11:53, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 1.1880, loss: 1.1880 +2023-12-08 12:11:48,047 - pyskl - INFO - Epoch [84][600/2506] lr: 1.035e-02, eta: 11:11:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 1.2654, loss: 1.2654 +2023-12-08 12:12:11,445 - pyskl - INFO - Epoch [84][700/2506] lr: 1.034e-02, eta: 11:11:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 1.3282, loss: 1.3282 +2023-12-08 12:12:34,789 - pyskl - INFO - Epoch [84][800/2506] lr: 1.033e-02, eta: 11:10:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 1.2431, loss: 1.2431 +2023-12-08 12:12:58,189 - pyskl - INFO - Epoch [84][900/2506] lr: 1.032e-02, eta: 11:10:14, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 1.2471, loss: 1.2471 +2023-12-08 12:13:21,620 - pyskl - INFO - Epoch [84][1000/2506] lr: 1.031e-02, eta: 11:09:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 1.3035, loss: 1.3035 +2023-12-08 12:13:45,046 - pyskl - INFO - Epoch [84][1100/2506] lr: 1.030e-02, eta: 11:09:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 1.3501, loss: 1.3501 +2023-12-08 12:14:08,454 - pyskl - INFO - Epoch [84][1200/2506] lr: 1.029e-02, eta: 11:09:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 1.2839, loss: 1.2839 +2023-12-08 12:14:31,841 - pyskl - INFO - Epoch [84][1300/2506] lr: 1.028e-02, eta: 11:08:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 1.2694, loss: 1.2694 +2023-12-08 12:14:55,208 - pyskl - INFO - Epoch [84][1400/2506] lr: 1.027e-02, eta: 11:08:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 1.2260, loss: 1.2260 +2023-12-08 12:15:18,580 - pyskl - INFO - Epoch [84][1500/2506] lr: 1.026e-02, eta: 11:07:46, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 1.2845, loss: 1.2845 +2023-12-08 12:15:41,945 - pyskl - INFO - Epoch [84][1600/2506] lr: 1.025e-02, eta: 11:07:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 1.3155, loss: 1.3155 +2023-12-08 12:16:05,330 - pyskl - INFO - Epoch [84][1700/2506] lr: 1.024e-02, eta: 11:06:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 1.2447, loss: 1.2447 +2023-12-08 12:16:28,723 - pyskl - INFO - Epoch [84][1800/2506] lr: 1.023e-02, eta: 11:06:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 1.3099, loss: 1.3099 +2023-12-08 12:16:52,213 - pyskl - INFO - Epoch [84][1900/2506] lr: 1.022e-02, eta: 11:06:08, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 1.2142, loss: 1.2142 +2023-12-08 12:17:15,601 - pyskl - INFO - Epoch [84][2000/2506] lr: 1.021e-02, eta: 11:05:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 1.3261, loss: 1.3261 +2023-12-08 12:17:39,016 - pyskl - INFO - Epoch [84][2100/2506] lr: 1.020e-02, eta: 11:05:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 1.3308, loss: 1.3308 +2023-12-08 12:18:02,352 - pyskl - INFO - Epoch [84][2200/2506] lr: 1.019e-02, eta: 11:04:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 1.3040, loss: 1.3040 +2023-12-08 12:18:25,639 - pyskl - INFO - Epoch [84][2300/2506] lr: 1.018e-02, eta: 11:04:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9881, loss_cls: 1.2596, loss: 1.2596 +2023-12-08 12:18:48,967 - pyskl - INFO - Epoch [84][2400/2506] lr: 1.017e-02, eta: 11:04:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 1.2715, loss: 1.2715 +2023-12-08 12:19:12,309 - pyskl - INFO - Epoch [84][2500/2506] lr: 1.016e-02, eta: 11:03:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 1.3463, loss: 1.3463 +2023-12-08 12:19:14,243 - pyskl - INFO - Saving checkpoint at 84 epochs +2023-12-08 12:20:37,649 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 12:20:37,720 - pyskl - INFO - +top1_acc 0.8610 +top5_acc 0.9799 +2023-12-08 12:20:37,724 - pyskl - INFO - Epoch(val) [84][1031] top1_acc: 0.8610, top5_acc: 0.9799 +2023-12-08 12:21:19,607 - pyskl - INFO - Epoch [85][100/2506] lr: 1.015e-02, eta: 11:03:27, time: 0.419, data_time: 0.185, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9944, loss_cls: 1.2938, loss: 1.2938 +2023-12-08 12:21:42,942 - pyskl - INFO - Epoch [85][200/2506] lr: 1.014e-02, eta: 11:03:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9894, loss_cls: 1.2297, loss: 1.2297 +2023-12-08 12:22:06,374 - pyskl - INFO - Epoch [85][300/2506] lr: 1.013e-02, eta: 11:02:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 1.2384, loss: 1.2384 +2023-12-08 12:22:29,662 - pyskl - INFO - Epoch [85][400/2506] lr: 1.012e-02, eta: 11:02:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9969, loss_cls: 1.1982, loss: 1.1982 +2023-12-08 12:22:52,938 - pyskl - INFO - Epoch [85][500/2506] lr: 1.011e-02, eta: 11:01:49, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 1.1917, loss: 1.1917 +2023-12-08 12:23:16,248 - pyskl - INFO - Epoch [85][600/2506] lr: 1.010e-02, eta: 11:01:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 1.2159, loss: 1.2159 +2023-12-08 12:23:39,615 - pyskl - INFO - Epoch [85][700/2506] lr: 1.009e-02, eta: 11:00:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 1.2809, loss: 1.2809 +2023-12-08 12:24:02,992 - pyskl - INFO - Epoch [85][800/2506] lr: 1.008e-02, eta: 11:00:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9894, loss_cls: 1.2654, loss: 1.2654 +2023-12-08 12:24:26,315 - pyskl - INFO - Epoch [85][900/2506] lr: 1.007e-02, eta: 11:00:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 1.2540, loss: 1.2540 +2023-12-08 12:24:49,578 - pyskl - INFO - Epoch [85][1000/2506] lr: 1.006e-02, eta: 10:59:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9881, loss_cls: 1.2854, loss: 1.2854 +2023-12-08 12:25:12,880 - pyskl - INFO - Epoch [85][1100/2506] lr: 1.005e-02, eta: 10:59:21, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 1.2309, loss: 1.2309 +2023-12-08 12:25:36,277 - pyskl - INFO - Epoch [85][1200/2506] lr: 1.003e-02, eta: 10:58:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 1.2157, loss: 1.2157 +2023-12-08 12:25:59,652 - pyskl - INFO - Epoch [85][1300/2506] lr: 1.002e-02, eta: 10:58:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 1.2597, loss: 1.2597 +2023-12-08 12:26:23,036 - pyskl - INFO - Epoch [85][1400/2506] lr: 1.001e-02, eta: 10:58:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 1.3113, loss: 1.3113 +2023-12-08 12:26:46,433 - pyskl - INFO - Epoch [85][1500/2506] lr: 1.000e-02, eta: 10:57:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 1.2301, loss: 1.2301 +2023-12-08 12:27:09,788 - pyskl - INFO - Epoch [85][1600/2506] lr: 9.994e-03, eta: 10:57:18, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9875, loss_cls: 1.2736, loss: 1.2736 +2023-12-08 12:27:33,242 - pyskl - INFO - Epoch [85][1700/2506] lr: 9.984e-03, eta: 10:56:53, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 1.2361, loss: 1.2361 +2023-12-08 12:27:56,590 - pyskl - INFO - Epoch [85][1800/2506] lr: 9.973e-03, eta: 10:56:28, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 1.2347, loss: 1.2347 +2023-12-08 12:28:19,952 - pyskl - INFO - Epoch [85][1900/2506] lr: 9.963e-03, eta: 10:56:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 1.2648, loss: 1.2648 +2023-12-08 12:28:43,370 - pyskl - INFO - Epoch [85][2000/2506] lr: 9.953e-03, eta: 10:55:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9862, loss_cls: 1.3155, loss: 1.3155 +2023-12-08 12:29:06,722 - pyskl - INFO - Epoch [85][2100/2506] lr: 9.943e-03, eta: 10:55:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 1.3660, loss: 1.3660 +2023-12-08 12:29:30,130 - pyskl - INFO - Epoch [85][2200/2506] lr: 9.932e-03, eta: 10:54:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 1.2338, loss: 1.2338 +2023-12-08 12:29:53,491 - pyskl - INFO - Epoch [85][2300/2506] lr: 9.922e-03, eta: 10:54:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 1.3269, loss: 1.3269 +2023-12-08 12:30:16,781 - pyskl - INFO - Epoch [85][2400/2506] lr: 9.912e-03, eta: 10:54:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 1.2718, loss: 1.2718 +2023-12-08 12:30:40,088 - pyskl - INFO - Epoch [85][2500/2506] lr: 9.902e-03, eta: 10:53:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9875, loss_cls: 1.2938, loss: 1.2938 +2023-12-08 12:30:41,955 - pyskl - INFO - Saving checkpoint at 85 epochs +2023-12-08 12:32:04,791 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 12:32:04,862 - pyskl - INFO - +top1_acc 0.8526 +top5_acc 0.9779 +2023-12-08 12:32:04,866 - pyskl - INFO - Epoch(val) [85][1031] top1_acc: 0.8526, top5_acc: 0.9779 +2023-12-08 12:32:46,267 - pyskl - INFO - Epoch [86][100/2506] lr: 9.891e-03, eta: 10:53:23, time: 0.414, data_time: 0.180, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 1.2622, loss: 1.2622 +2023-12-08 12:33:09,579 - pyskl - INFO - Epoch [86][200/2506] lr: 9.881e-03, eta: 10:52:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 1.1695, loss: 1.1695 +2023-12-08 12:33:32,983 - pyskl - INFO - Epoch [86][300/2506] lr: 9.871e-03, eta: 10:52:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 1.2597, loss: 1.2597 +2023-12-08 12:33:56,449 - pyskl - INFO - Epoch [86][400/2506] lr: 9.860e-03, eta: 10:52:09, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 1.2275, loss: 1.2275 +2023-12-08 12:34:19,876 - pyskl - INFO - Epoch [86][500/2506] lr: 9.850e-03, eta: 10:51:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 1.1655, loss: 1.1655 +2023-12-08 12:34:43,200 - pyskl - INFO - Epoch [86][600/2506] lr: 9.840e-03, eta: 10:51:20, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 1.2818, loss: 1.2818 +2023-12-08 12:35:06,555 - pyskl - INFO - Epoch [86][700/2506] lr: 9.830e-03, eta: 10:50:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9875, loss_cls: 1.2705, loss: 1.2705 +2023-12-08 12:35:29,949 - pyskl - INFO - Epoch [86][800/2506] lr: 9.820e-03, eta: 10:50:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 1.3360, loss: 1.3360 +2023-12-08 12:35:53,266 - pyskl - INFO - Epoch [86][900/2506] lr: 9.809e-03, eta: 10:50:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 1.2216, loss: 1.2216 +2023-12-08 12:36:16,740 - pyskl - INFO - Epoch [86][1000/2506] lr: 9.799e-03, eta: 10:49:41, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 1.2075, loss: 1.2075 +2023-12-08 12:36:40,210 - pyskl - INFO - Epoch [86][1100/2506] lr: 9.789e-03, eta: 10:49:17, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 1.3273, loss: 1.3273 +2023-12-08 12:37:03,674 - pyskl - INFO - Epoch [86][1200/2506] lr: 9.779e-03, eta: 10:48:52, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 1.2729, loss: 1.2729 +2023-12-08 12:37:27,199 - pyskl - INFO - Epoch [86][1300/2506] lr: 9.769e-03, eta: 10:48:28, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 1.2232, loss: 1.2232 +2023-12-08 12:37:50,550 - pyskl - INFO - Epoch [86][1400/2506] lr: 9.758e-03, eta: 10:48:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 1.2510, loss: 1.2510 +2023-12-08 12:38:13,867 - pyskl - INFO - Epoch [86][1500/2506] lr: 9.748e-03, eta: 10:47:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 1.3487, loss: 1.3487 +2023-12-08 12:38:37,187 - pyskl - INFO - Epoch [86][1600/2506] lr: 9.738e-03, eta: 10:47:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 1.2927, loss: 1.2927 +2023-12-08 12:39:00,692 - pyskl - INFO - Epoch [86][1700/2506] lr: 9.728e-03, eta: 10:46:49, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 1.2336, loss: 1.2336 +2023-12-08 12:39:24,150 - pyskl - INFO - Epoch [86][1800/2506] lr: 9.718e-03, eta: 10:46:25, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 1.2565, loss: 1.2565 +2023-12-08 12:39:47,500 - pyskl - INFO - Epoch [86][1900/2506] lr: 9.707e-03, eta: 10:46:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 1.2463, loss: 1.2463 +2023-12-08 12:40:10,872 - pyskl - INFO - Epoch [86][2000/2506] lr: 9.697e-03, eta: 10:45:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 1.2878, loss: 1.2878 +2023-12-08 12:40:34,204 - pyskl - INFO - Epoch [86][2100/2506] lr: 9.687e-03, eta: 10:45:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 1.2559, loss: 1.2559 +2023-12-08 12:40:57,638 - pyskl - INFO - Epoch [86][2200/2506] lr: 9.677e-03, eta: 10:44:46, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 1.2813, loss: 1.2813 +2023-12-08 12:41:21,023 - pyskl - INFO - Epoch [86][2300/2506] lr: 9.667e-03, eta: 10:44:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 1.2640, loss: 1.2640 +2023-12-08 12:41:44,350 - pyskl - INFO - Epoch [86][2400/2506] lr: 9.656e-03, eta: 10:43:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9944, loss_cls: 1.2417, loss: 1.2417 +2023-12-08 12:42:07,682 - pyskl - INFO - Epoch [86][2500/2506] lr: 9.646e-03, eta: 10:43:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9938, loss_cls: 1.2790, loss: 1.2790 +2023-12-08 12:42:09,537 - pyskl - INFO - Saving checkpoint at 86 epochs +2023-12-08 12:43:32,793 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 12:43:32,867 - pyskl - INFO - +top1_acc 0.8764 +top5_acc 0.9811 +2023-12-08 12:43:32,871 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_81.pth was removed +2023-12-08 12:43:33,018 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_86.pth. +2023-12-08 12:43:33,018 - pyskl - INFO - Best top1_acc is 0.8764 at 86 epoch. +2023-12-08 12:43:33,023 - pyskl - INFO - Epoch(val) [86][1031] top1_acc: 0.8764, top5_acc: 0.9811 +2023-12-08 12:44:14,452 - pyskl - INFO - Epoch [87][100/2506] lr: 9.636e-03, eta: 10:43:19, time: 0.414, data_time: 0.180, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 1.1578, loss: 1.1578 +2023-12-08 12:44:37,808 - pyskl - INFO - Epoch [87][200/2506] lr: 9.625e-03, eta: 10:42:54, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 1.2073, loss: 1.2073 +2023-12-08 12:45:01,154 - pyskl - INFO - Epoch [87][300/2506] lr: 9.615e-03, eta: 10:42:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 1.1469, loss: 1.1469 +2023-12-08 12:45:24,558 - pyskl - INFO - Epoch [87][400/2506] lr: 9.605e-03, eta: 10:42:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 1.2205, loss: 1.2205 +2023-12-08 12:45:47,908 - pyskl - INFO - Epoch [87][500/2506] lr: 9.595e-03, eta: 10:41:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 1.2389, loss: 1.2389 +2023-12-08 12:46:11,177 - pyskl - INFO - Epoch [87][600/2506] lr: 9.585e-03, eta: 10:41:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 1.2460, loss: 1.2460 +2023-12-08 12:46:34,507 - pyskl - INFO - Epoch [87][700/2506] lr: 9.575e-03, eta: 10:40:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 1.1644, loss: 1.1644 +2023-12-08 12:46:57,882 - pyskl - INFO - Epoch [87][800/2506] lr: 9.564e-03, eta: 10:40:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 1.2080, loss: 1.2080 +2023-12-08 12:47:21,168 - pyskl - INFO - Epoch [87][900/2506] lr: 9.554e-03, eta: 10:40:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 1.2499, loss: 1.2499 +2023-12-08 12:47:44,499 - pyskl - INFO - Epoch [87][1000/2506] lr: 9.544e-03, eta: 10:39:37, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 1.2551, loss: 1.2551 +2023-12-08 12:48:07,838 - pyskl - INFO - Epoch [87][1100/2506] lr: 9.534e-03, eta: 10:39:12, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 1.1838, loss: 1.1838 +2023-12-08 12:48:31,267 - pyskl - INFO - Epoch [87][1200/2506] lr: 9.524e-03, eta: 10:38:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 1.2292, loss: 1.2292 +2023-12-08 12:48:54,747 - pyskl - INFO - Epoch [87][1300/2506] lr: 9.514e-03, eta: 10:38:23, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 1.2105, loss: 1.2105 +2023-12-08 12:49:18,155 - pyskl - INFO - Epoch [87][1400/2506] lr: 9.504e-03, eta: 10:37:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 1.2075, loss: 1.2075 +2023-12-08 12:49:41,480 - pyskl - INFO - Epoch [87][1500/2506] lr: 9.493e-03, eta: 10:37:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 1.2528, loss: 1.2528 +2023-12-08 12:50:04,880 - pyskl - INFO - Epoch [87][1600/2506] lr: 9.483e-03, eta: 10:37:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 1.2740, loss: 1.2740 +2023-12-08 12:50:28,392 - pyskl - INFO - Epoch [87][1700/2506] lr: 9.473e-03, eta: 10:36:45, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 1.2514, loss: 1.2514 +2023-12-08 12:50:51,690 - pyskl - INFO - Epoch [87][1800/2506] lr: 9.463e-03, eta: 10:36:20, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 1.2479, loss: 1.2479 +2023-12-08 12:51:15,019 - pyskl - INFO - Epoch [87][1900/2506] lr: 9.453e-03, eta: 10:35:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 1.2609, loss: 1.2609 +2023-12-08 12:51:38,391 - pyskl - INFO - Epoch [87][2000/2506] lr: 9.443e-03, eta: 10:35:31, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 1.1921, loss: 1.1921 +2023-12-08 12:52:01,882 - pyskl - INFO - Epoch [87][2100/2506] lr: 9.433e-03, eta: 10:35:07, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9956, loss_cls: 1.2688, loss: 1.2688 +2023-12-08 12:52:25,229 - pyskl - INFO - Epoch [87][2200/2506] lr: 9.422e-03, eta: 10:34:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9938, loss_cls: 1.2544, loss: 1.2544 +2023-12-08 12:52:48,554 - pyskl - INFO - Epoch [87][2300/2506] lr: 9.412e-03, eta: 10:34:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 1.2011, loss: 1.2011 +2023-12-08 12:53:11,984 - pyskl - INFO - Epoch [87][2400/2506] lr: 9.402e-03, eta: 10:33:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 1.3332, loss: 1.3332 +2023-12-08 12:53:35,323 - pyskl - INFO - Epoch [87][2500/2506] lr: 9.392e-03, eta: 10:33:28, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9894, loss_cls: 1.2306, loss: 1.2306 +2023-12-08 12:53:37,177 - pyskl - INFO - Saving checkpoint at 87 epochs +2023-12-08 12:55:00,262 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 12:55:00,335 - pyskl - INFO - +top1_acc 0.8642 +top5_acc 0.9806 +2023-12-08 12:55:00,339 - pyskl - INFO - Epoch(val) [87][1031] top1_acc: 0.8642, top5_acc: 0.9806 +2023-12-08 12:55:41,769 - pyskl - INFO - Epoch [88][100/2506] lr: 9.381e-03, eta: 10:33:14, time: 0.414, data_time: 0.181, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 1.1938, loss: 1.1938 +2023-12-08 12:56:05,178 - pyskl - INFO - Epoch [88][200/2506] lr: 9.371e-03, eta: 10:32:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 1.1701, loss: 1.1701 +2023-12-08 12:56:28,542 - pyskl - INFO - Epoch [88][300/2506] lr: 9.361e-03, eta: 10:32:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 1.2139, loss: 1.2139 +2023-12-08 12:56:51,915 - pyskl - INFO - Epoch [88][400/2506] lr: 9.351e-03, eta: 10:32:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 1.2327, loss: 1.2327 +2023-12-08 12:57:15,234 - pyskl - INFO - Epoch [88][500/2506] lr: 9.341e-03, eta: 10:31:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 1.1556, loss: 1.1556 +2023-12-08 12:57:38,531 - pyskl - INFO - Epoch [88][600/2506] lr: 9.331e-03, eta: 10:31:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 1.1834, loss: 1.1834 +2023-12-08 12:58:01,921 - pyskl - INFO - Epoch [88][700/2506] lr: 9.321e-03, eta: 10:30:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 1.1846, loss: 1.1846 +2023-12-08 12:58:25,221 - pyskl - INFO - Epoch [88][800/2506] lr: 9.311e-03, eta: 10:30:22, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 1.2645, loss: 1.2645 +2023-12-08 12:58:48,668 - pyskl - INFO - Epoch [88][900/2506] lr: 9.300e-03, eta: 10:29:58, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 1.2029, loss: 1.2029 +2023-12-08 12:59:11,972 - pyskl - INFO - Epoch [88][1000/2506] lr: 9.290e-03, eta: 10:29:33, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 1.2031, loss: 1.2031 +2023-12-08 12:59:35,285 - pyskl - INFO - Epoch [88][1100/2506] lr: 9.280e-03, eta: 10:29:08, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 1.1948, loss: 1.1948 +2023-12-08 12:59:58,576 - pyskl - INFO - Epoch [88][1200/2506] lr: 9.270e-03, eta: 10:28:44, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9881, loss_cls: 1.2336, loss: 1.2336 +2023-12-08 13:00:21,926 - pyskl - INFO - Epoch [88][1300/2506] lr: 9.260e-03, eta: 10:28:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 1.2765, loss: 1.2765 +2023-12-08 13:00:45,245 - pyskl - INFO - Epoch [88][1400/2506] lr: 9.250e-03, eta: 10:27:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 1.1818, loss: 1.1818 +2023-12-08 13:01:08,691 - pyskl - INFO - Epoch [88][1500/2506] lr: 9.240e-03, eta: 10:27:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9894, loss_cls: 1.2363, loss: 1.2363 +2023-12-08 13:01:32,127 - pyskl - INFO - Epoch [88][1600/2506] lr: 9.230e-03, eta: 10:27:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9950, loss_cls: 1.2097, loss: 1.2097 +2023-12-08 13:01:55,477 - pyskl - INFO - Epoch [88][1700/2506] lr: 9.220e-03, eta: 10:26:41, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 1.2980, loss: 1.2980 +2023-12-08 13:02:18,912 - pyskl - INFO - Epoch [88][1800/2506] lr: 9.210e-03, eta: 10:26:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 1.2988, loss: 1.2988 +2023-12-08 13:02:42,293 - pyskl - INFO - Epoch [88][1900/2506] lr: 9.200e-03, eta: 10:25:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 1.1969, loss: 1.1969 +2023-12-08 13:03:05,594 - pyskl - INFO - Epoch [88][2000/2506] lr: 9.190e-03, eta: 10:25:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 1.2334, loss: 1.2334 +2023-12-08 13:03:28,910 - pyskl - INFO - Epoch [88][2100/2506] lr: 9.179e-03, eta: 10:25:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 1.2575, loss: 1.2575 +2023-12-08 13:03:52,364 - pyskl - INFO - Epoch [88][2200/2506] lr: 9.169e-03, eta: 10:24:38, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 1.2437, loss: 1.2437 +2023-12-08 13:04:15,694 - pyskl - INFO - Epoch [88][2300/2506] lr: 9.159e-03, eta: 10:24:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 1.2693, loss: 1.2693 +2023-12-08 13:04:39,046 - pyskl - INFO - Epoch [88][2400/2506] lr: 9.149e-03, eta: 10:23:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 1.2405, loss: 1.2405 +2023-12-08 13:05:02,496 - pyskl - INFO - Epoch [88][2500/2506] lr: 9.139e-03, eta: 10:23:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 1.2821, loss: 1.2821 +2023-12-08 13:05:04,386 - pyskl - INFO - Saving checkpoint at 88 epochs +2023-12-08 13:06:27,887 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 13:06:27,956 - pyskl - INFO - +top1_acc 0.8585 +top5_acc 0.9779 +2023-12-08 13:06:27,959 - pyskl - INFO - Epoch(val) [88][1031] top1_acc: 0.8585, top5_acc: 0.9779 +2023-12-08 13:07:09,135 - pyskl - INFO - Epoch [89][100/2506] lr: 9.129e-03, eta: 10:23:10, time: 0.412, data_time: 0.178, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 1.1898, loss: 1.1898 +2023-12-08 13:07:32,460 - pyskl - INFO - Epoch [89][200/2506] lr: 9.118e-03, eta: 10:22:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 1.2385, loss: 1.2385 +2023-12-08 13:07:55,787 - pyskl - INFO - Epoch [89][300/2506] lr: 9.108e-03, eta: 10:22:21, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.1283, loss: 1.1283 +2023-12-08 13:08:19,179 - pyskl - INFO - Epoch [89][400/2506] lr: 9.098e-03, eta: 10:21:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 1.1623, loss: 1.1623 +2023-12-08 13:08:42,553 - pyskl - INFO - Epoch [89][500/2506] lr: 9.088e-03, eta: 10:21:31, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 1.1964, loss: 1.1964 +2023-12-08 13:09:05,879 - pyskl - INFO - Epoch [89][600/2506] lr: 9.078e-03, eta: 10:21:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 1.2699, loss: 1.2699 +2023-12-08 13:09:29,187 - pyskl - INFO - Epoch [89][700/2506] lr: 9.068e-03, eta: 10:20:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 1.1686, loss: 1.1686 +2023-12-08 13:09:52,534 - pyskl - INFO - Epoch [89][800/2506] lr: 9.058e-03, eta: 10:20:18, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9875, loss_cls: 1.2249, loss: 1.2249 +2023-12-08 13:10:15,882 - pyskl - INFO - Epoch [89][900/2506] lr: 9.048e-03, eta: 10:19:53, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 1.1966, loss: 1.1966 +2023-12-08 13:10:39,299 - pyskl - INFO - Epoch [89][1000/2506] lr: 9.038e-03, eta: 10:19:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9919, loss_cls: 1.1714, loss: 1.1714 +2023-12-08 13:11:02,751 - pyskl - INFO - Epoch [89][1100/2506] lr: 9.028e-03, eta: 10:19:04, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 1.2375, loss: 1.2375 +2023-12-08 13:11:26,149 - pyskl - INFO - Epoch [89][1200/2506] lr: 9.018e-03, eta: 10:18:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 1.2333, loss: 1.2333 +2023-12-08 13:11:49,489 - pyskl - INFO - Epoch [89][1300/2506] lr: 9.008e-03, eta: 10:18:15, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9862, loss_cls: 1.2789, loss: 1.2789 +2023-12-08 13:12:12,889 - pyskl - INFO - Epoch [89][1400/2506] lr: 8.998e-03, eta: 10:17:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 1.1970, loss: 1.1970 +2023-12-08 13:12:36,251 - pyskl - INFO - Epoch [89][1500/2506] lr: 8.988e-03, eta: 10:17:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 1.2495, loss: 1.2495 +2023-12-08 13:12:59,713 - pyskl - INFO - Epoch [89][1600/2506] lr: 8.978e-03, eta: 10:17:01, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 1.2575, loss: 1.2575 +2023-12-08 13:13:23,132 - pyskl - INFO - Epoch [89][1700/2506] lr: 8.968e-03, eta: 10:16:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 1.2121, loss: 1.2121 +2023-12-08 13:13:46,505 - pyskl - INFO - Epoch [89][1800/2506] lr: 8.958e-03, eta: 10:16:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 1.2200, loss: 1.2200 +2023-12-08 13:14:09,922 - pyskl - INFO - Epoch [89][1900/2506] lr: 8.948e-03, eta: 10:15:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 1.1739, loss: 1.1739 +2023-12-08 13:14:33,288 - pyskl - INFO - Epoch [89][2000/2506] lr: 8.938e-03, eta: 10:15:23, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 1.2777, loss: 1.2777 +2023-12-08 13:14:56,873 - pyskl - INFO - Epoch [89][2100/2506] lr: 8.928e-03, eta: 10:14:59, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 1.3180, loss: 1.3180 +2023-12-08 13:15:20,288 - pyskl - INFO - Epoch [89][2200/2506] lr: 8.918e-03, eta: 10:14:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 1.2395, loss: 1.2395 +2023-12-08 13:15:43,690 - pyskl - INFO - Epoch [89][2300/2506] lr: 8.908e-03, eta: 10:14:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 1.3007, loss: 1.3007 +2023-12-08 13:16:07,144 - pyskl - INFO - Epoch [89][2400/2506] lr: 8.898e-03, eta: 10:13:45, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 1.2406, loss: 1.2406 +2023-12-08 13:16:30,611 - pyskl - INFO - Epoch [89][2500/2506] lr: 8.888e-03, eta: 10:13:21, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 1.2778, loss: 1.2778 +2023-12-08 13:16:32,472 - pyskl - INFO - Saving checkpoint at 89 epochs +2023-12-08 13:17:55,866 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 13:17:55,940 - pyskl - INFO - +top1_acc 0.8584 +top5_acc 0.9783 +2023-12-08 13:17:55,945 - pyskl - INFO - Epoch(val) [89][1031] top1_acc: 0.8584, top5_acc: 0.9783 +2023-12-08 13:18:37,435 - pyskl - INFO - Epoch [90][100/2506] lr: 8.877e-03, eta: 10:13:06, time: 0.415, data_time: 0.179, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 1.1926, loss: 1.1926 +2023-12-08 13:19:01,047 - pyskl - INFO - Epoch [90][200/2506] lr: 8.867e-03, eta: 10:12:42, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 1.1754, loss: 1.1754 +2023-12-08 13:19:24,535 - pyskl - INFO - Epoch [90][300/2506] lr: 8.857e-03, eta: 10:12:17, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9981, loss_cls: 1.2203, loss: 1.2203 +2023-12-08 13:19:48,037 - pyskl - INFO - Epoch [90][400/2506] lr: 8.847e-03, eta: 10:11:53, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 1.2059, loss: 1.2059 +2023-12-08 13:20:11,562 - pyskl - INFO - Epoch [90][500/2506] lr: 8.837e-03, eta: 10:11:28, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 1.2013, loss: 1.2013 +2023-12-08 13:20:35,101 - pyskl - INFO - Epoch [90][600/2506] lr: 8.827e-03, eta: 10:11:04, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 1.2296, loss: 1.2296 +2023-12-08 13:20:58,538 - pyskl - INFO - Epoch [90][700/2506] lr: 8.817e-03, eta: 10:10:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9900, loss_cls: 1.1665, loss: 1.1665 +2023-12-08 13:21:22,026 - pyskl - INFO - Epoch [90][800/2506] lr: 8.807e-03, eta: 10:10:15, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 1.2019, loss: 1.2019 +2023-12-08 13:21:45,457 - pyskl - INFO - Epoch [90][900/2506] lr: 8.797e-03, eta: 10:09:50, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 1.2406, loss: 1.2406 +2023-12-08 13:22:08,975 - pyskl - INFO - Epoch [90][1000/2506] lr: 8.787e-03, eta: 10:09:26, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 1.1803, loss: 1.1803 +2023-12-08 13:22:32,418 - pyskl - INFO - Epoch [90][1100/2506] lr: 8.777e-03, eta: 10:09:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 1.2632, loss: 1.2632 +2023-12-08 13:22:55,949 - pyskl - INFO - Epoch [90][1200/2506] lr: 8.767e-03, eta: 10:08:37, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 1.2428, loss: 1.2428 +2023-12-08 13:23:19,404 - pyskl - INFO - Epoch [90][1300/2506] lr: 8.757e-03, eta: 10:08:12, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 1.2508, loss: 1.2508 +2023-12-08 13:23:42,903 - pyskl - INFO - Epoch [90][1400/2506] lr: 8.747e-03, eta: 10:07:48, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 1.2681, loss: 1.2681 +2023-12-08 13:24:06,483 - pyskl - INFO - Epoch [90][1500/2506] lr: 8.737e-03, eta: 10:07:23, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 1.2014, loss: 1.2014 +2023-12-08 13:24:30,009 - pyskl - INFO - Epoch [90][1600/2506] lr: 8.728e-03, eta: 10:06:59, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 1.2766, loss: 1.2766 +2023-12-08 13:24:53,533 - pyskl - INFO - Epoch [90][1700/2506] lr: 8.718e-03, eta: 10:06:34, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 1.2532, loss: 1.2532 +2023-12-08 13:25:16,918 - pyskl - INFO - Epoch [90][1800/2506] lr: 8.708e-03, eta: 10:06:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 1.1854, loss: 1.1854 +2023-12-08 13:25:40,356 - pyskl - INFO - Epoch [90][1900/2506] lr: 8.698e-03, eta: 10:05:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9950, loss_cls: 1.2105, loss: 1.2105 +2023-12-08 13:26:03,856 - pyskl - INFO - Epoch [90][2000/2506] lr: 8.688e-03, eta: 10:05:21, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9969, loss_cls: 1.1881, loss: 1.1881 +2023-12-08 13:26:27,351 - pyskl - INFO - Epoch [90][2100/2506] lr: 8.678e-03, eta: 10:04:56, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 1.2362, loss: 1.2362 +2023-12-08 13:26:50,808 - pyskl - INFO - Epoch [90][2200/2506] lr: 8.668e-03, eta: 10:04:32, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 1.2371, loss: 1.2371 +2023-12-08 13:27:14,285 - pyskl - INFO - Epoch [90][2300/2506] lr: 8.658e-03, eta: 10:04:08, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9975, loss_cls: 1.2389, loss: 1.2389 +2023-12-08 13:27:37,803 - pyskl - INFO - Epoch [90][2400/2506] lr: 8.648e-03, eta: 10:03:43, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9900, loss_cls: 1.1841, loss: 1.1841 +2023-12-08 13:28:01,266 - pyskl - INFO - Epoch [90][2500/2506] lr: 8.638e-03, eta: 10:03:19, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 1.2223, loss: 1.2223 +2023-12-08 13:28:03,171 - pyskl - INFO - Saving checkpoint at 90 epochs +2023-12-08 13:29:26,603 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 13:29:26,671 - pyskl - INFO - +top1_acc 0.8618 +top5_acc 0.9792 +2023-12-08 13:29:26,675 - pyskl - INFO - Epoch(val) [90][1031] top1_acc: 0.8618, top5_acc: 0.9792 +2023-12-08 13:30:08,169 - pyskl - INFO - Epoch [91][100/2506] lr: 8.627e-03, eta: 10:03:04, time: 0.415, data_time: 0.180, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 1.1581, loss: 1.1581 +2023-12-08 13:30:31,542 - pyskl - INFO - Epoch [91][200/2506] lr: 8.618e-03, eta: 10:02:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 1.1554, loss: 1.1554 +2023-12-08 13:30:55,045 - pyskl - INFO - Epoch [91][300/2506] lr: 8.608e-03, eta: 10:02:15, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 1.1344, loss: 1.1344 +2023-12-08 13:31:18,564 - pyskl - INFO - Epoch [91][400/2506] lr: 8.598e-03, eta: 10:01:50, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 1.2006, loss: 1.2006 +2023-12-08 13:31:41,877 - pyskl - INFO - Epoch [91][500/2506] lr: 8.588e-03, eta: 10:01:26, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 1.2067, loss: 1.2067 +2023-12-08 13:32:05,231 - pyskl - INFO - Epoch [91][600/2506] lr: 8.578e-03, eta: 10:01:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 1.2676, loss: 1.2676 +2023-12-08 13:32:28,540 - pyskl - INFO - Epoch [91][700/2506] lr: 8.568e-03, eta: 10:00:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 1.1601, loss: 1.1601 +2023-12-08 13:32:51,946 - pyskl - INFO - Epoch [91][800/2506] lr: 8.558e-03, eta: 10:00:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 1.1647, loss: 1.1647 +2023-12-08 13:33:15,325 - pyskl - INFO - Epoch [91][900/2506] lr: 8.548e-03, eta: 9:59:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 1.1854, loss: 1.1854 +2023-12-08 13:33:38,588 - pyskl - INFO - Epoch [91][1000/2506] lr: 8.538e-03, eta: 9:59:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 1.1891, loss: 1.1891 +2023-12-08 13:34:01,893 - pyskl - INFO - Epoch [91][1100/2506] lr: 8.528e-03, eta: 9:58:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9962, loss_cls: 1.1960, loss: 1.1960 +2023-12-08 13:34:25,329 - pyskl - INFO - Epoch [91][1200/2506] lr: 8.518e-03, eta: 9:58:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 1.2234, loss: 1.2234 +2023-12-08 13:34:48,772 - pyskl - INFO - Epoch [91][1300/2506] lr: 8.508e-03, eta: 9:58:09, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 1.1711, loss: 1.1711 +2023-12-08 13:35:12,079 - pyskl - INFO - Epoch [91][1400/2506] lr: 8.499e-03, eta: 9:57:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 1.2292, loss: 1.2292 +2023-12-08 13:35:35,477 - pyskl - INFO - Epoch [91][1500/2506] lr: 8.489e-03, eta: 9:57:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 1.1971, loss: 1.1971 +2023-12-08 13:35:58,911 - pyskl - INFO - Epoch [91][1600/2506] lr: 8.479e-03, eta: 9:56:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 1.1521, loss: 1.1521 +2023-12-08 13:36:22,240 - pyskl - INFO - Epoch [91][1700/2506] lr: 8.469e-03, eta: 9:56:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 1.1886, loss: 1.1886 +2023-12-08 13:36:45,622 - pyskl - INFO - Epoch [91][1800/2506] lr: 8.459e-03, eta: 9:56:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 1.1691, loss: 1.1691 +2023-12-08 13:37:09,018 - pyskl - INFO - Epoch [91][1900/2506] lr: 8.449e-03, eta: 9:55:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 1.1813, loss: 1.1813 +2023-12-08 13:37:32,433 - pyskl - INFO - Epoch [91][2000/2506] lr: 8.439e-03, eta: 9:55:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 1.1973, loss: 1.1973 +2023-12-08 13:37:55,790 - pyskl - INFO - Epoch [91][2100/2506] lr: 8.429e-03, eta: 9:54:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9900, loss_cls: 1.1660, loss: 1.1660 +2023-12-08 13:38:19,177 - pyskl - INFO - Epoch [91][2200/2506] lr: 8.419e-03, eta: 9:54:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 1.1404, loss: 1.1404 +2023-12-08 13:38:42,591 - pyskl - INFO - Epoch [91][2300/2506] lr: 8.410e-03, eta: 9:54:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9906, loss_cls: 1.1636, loss: 1.1636 +2023-12-08 13:39:06,020 - pyskl - INFO - Epoch [91][2400/2506] lr: 8.400e-03, eta: 9:53:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 1.2710, loss: 1.2710 +2023-12-08 13:39:29,439 - pyskl - INFO - Epoch [91][2500/2506] lr: 8.390e-03, eta: 9:53:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9938, loss_cls: 1.2750, loss: 1.2750 +2023-12-08 13:39:31,311 - pyskl - INFO - Saving checkpoint at 91 epochs +2023-12-08 13:40:54,343 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 13:40:54,421 - pyskl - INFO - +top1_acc 0.8663 +top5_acc 0.9791 +2023-12-08 13:40:54,426 - pyskl - INFO - Epoch(val) [91][1031] top1_acc: 0.8663, top5_acc: 0.9791 +2023-12-08 13:41:36,465 - pyskl - INFO - Epoch [92][100/2506] lr: 8.379e-03, eta: 9:53:00, time: 0.420, data_time: 0.183, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 1.1974, loss: 1.1974 +2023-12-08 13:42:11,461 - pyskl - INFO - Epoch [92][200/2506] lr: 8.370e-03, eta: 9:52:43, time: 0.350, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 1.1454, loss: 1.1454 +2023-12-08 13:42:58,725 - pyskl - INFO - Epoch [92][300/2506] lr: 8.360e-03, eta: 9:52:34, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9912, loss_cls: 1.1863, loss: 1.1863 +2023-12-08 13:43:45,851 - pyskl - INFO - Epoch [92][400/2506] lr: 8.350e-03, eta: 9:52:25, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9894, loss_cls: 1.1921, loss: 1.1921 +2023-12-08 13:44:33,154 - pyskl - INFO - Epoch [92][500/2506] lr: 8.340e-03, eta: 9:52:16, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 1.1908, loss: 1.1908 +2023-12-08 13:45:20,276 - pyskl - INFO - Epoch [92][600/2506] lr: 8.330e-03, eta: 9:52:06, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 1.1613, loss: 1.1613 +2023-12-08 13:46:07,541 - pyskl - INFO - Epoch [92][700/2506] lr: 8.320e-03, eta: 9:51:57, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 1.2030, loss: 1.2030 +2023-12-08 13:46:54,860 - pyskl - INFO - Epoch [92][800/2506] lr: 8.310e-03, eta: 9:51:48, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9962, loss_cls: 1.1855, loss: 1.1855 +2023-12-08 13:47:42,083 - pyskl - INFO - Epoch [92][900/2506] lr: 8.301e-03, eta: 9:51:38, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 1.1307, loss: 1.1307 +2023-12-08 13:48:29,342 - pyskl - INFO - Epoch [92][1000/2506] lr: 8.291e-03, eta: 9:51:29, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 1.1612, loss: 1.1612 +2023-12-08 13:49:16,631 - pyskl - INFO - Epoch [92][1100/2506] lr: 8.281e-03, eta: 9:51:20, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 1.2158, loss: 1.2158 +2023-12-08 13:50:03,876 - pyskl - INFO - Epoch [92][1200/2506] lr: 8.271e-03, eta: 9:51:10, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 1.2142, loss: 1.2142 +2023-12-08 13:50:51,174 - pyskl - INFO - Epoch [92][1300/2506] lr: 8.261e-03, eta: 9:51:01, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 1.2115, loss: 1.2115 +2023-12-08 13:51:38,392 - pyskl - INFO - Epoch [92][1400/2506] lr: 8.251e-03, eta: 9:50:51, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 1.2169, loss: 1.2169 +2023-12-08 13:52:25,461 - pyskl - INFO - Epoch [92][1500/2506] lr: 8.242e-03, eta: 9:50:42, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9875, loss_cls: 1.2466, loss: 1.2466 +2023-12-08 13:53:12,749 - pyskl - INFO - Epoch [92][1600/2506] lr: 8.232e-03, eta: 9:50:32, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 1.1827, loss: 1.1827 +2023-12-08 13:53:59,940 - pyskl - INFO - Epoch [92][1700/2506] lr: 8.222e-03, eta: 9:50:23, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 1.2173, loss: 1.2173 +2023-12-08 13:54:47,303 - pyskl - INFO - Epoch [92][1800/2506] lr: 8.212e-03, eta: 9:50:13, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 1.2208, loss: 1.2208 +2023-12-08 13:55:34,568 - pyskl - INFO - Epoch [92][1900/2506] lr: 8.202e-03, eta: 9:50:03, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 1.2422, loss: 1.2422 +2023-12-08 13:56:21,679 - pyskl - INFO - Epoch [92][2000/2506] lr: 8.193e-03, eta: 9:49:54, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 1.1685, loss: 1.1685 +2023-12-08 13:57:08,922 - pyskl - INFO - Epoch [92][2100/2506] lr: 8.183e-03, eta: 9:49:44, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 1.1890, loss: 1.1890 +2023-12-08 13:57:56,039 - pyskl - INFO - Epoch [92][2200/2506] lr: 8.173e-03, eta: 9:49:34, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 1.1711, loss: 1.1711 +2023-12-08 13:58:43,313 - pyskl - INFO - Epoch [92][2300/2506] lr: 8.163e-03, eta: 9:49:24, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 1.1452, loss: 1.1452 +2023-12-08 13:59:30,511 - pyskl - INFO - Epoch [92][2400/2506] lr: 8.153e-03, eta: 9:49:15, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 1.1650, loss: 1.1650 +2023-12-08 14:00:17,792 - pyskl - INFO - Epoch [92][2500/2506] lr: 8.144e-03, eta: 9:49:05, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 1.2005, loss: 1.2005 +2023-12-08 14:00:21,039 - pyskl - INFO - Saving checkpoint at 92 epochs +2023-12-08 14:02:39,693 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 14:02:39,763 - pyskl - INFO - +top1_acc 0.8592 +top5_acc 0.9777 +2023-12-08 14:02:39,767 - pyskl - INFO - Epoch(val) [92][1031] top1_acc: 0.8592, top5_acc: 0.9777 +2023-12-08 14:03:41,915 - pyskl - INFO - Epoch [93][100/2506] lr: 8.133e-03, eta: 9:49:02, time: 0.621, data_time: 0.180, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 1.2184, loss: 1.2184 +2023-12-08 14:04:16,118 - pyskl - INFO - Epoch [93][200/2506] lr: 8.123e-03, eta: 9:48:44, time: 0.342, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 1.1935, loss: 1.1935 +2023-12-08 14:05:04,063 - pyskl - INFO - Epoch [93][300/2506] lr: 8.114e-03, eta: 9:48:34, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 1.1233, loss: 1.1233 +2023-12-08 14:05:51,842 - pyskl - INFO - Epoch [93][400/2506] lr: 8.104e-03, eta: 9:48:25, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 1.1018, loss: 1.1018 +2023-12-08 14:06:39,705 - pyskl - INFO - Epoch [93][500/2506] lr: 8.094e-03, eta: 9:48:15, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9919, loss_cls: 1.1655, loss: 1.1655 +2023-12-08 14:07:27,602 - pyskl - INFO - Epoch [93][600/2506] lr: 8.084e-03, eta: 9:48:05, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9975, loss_cls: 1.1511, loss: 1.1511 +2023-12-08 14:08:15,470 - pyskl - INFO - Epoch [93][700/2506] lr: 8.074e-03, eta: 9:47:56, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 1.1853, loss: 1.1853 +2023-12-08 14:09:03,328 - pyskl - INFO - Epoch [93][800/2506] lr: 8.065e-03, eta: 9:47:46, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 1.1844, loss: 1.1844 +2023-12-08 14:09:51,163 - pyskl - INFO - Epoch [93][900/2506] lr: 8.055e-03, eta: 9:47:36, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 1.1445, loss: 1.1445 +2023-12-08 14:10:38,996 - pyskl - INFO - Epoch [93][1000/2506] lr: 8.045e-03, eta: 9:47:26, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 1.1381, loss: 1.1381 +2023-12-08 14:11:26,835 - pyskl - INFO - Epoch [93][1100/2506] lr: 8.035e-03, eta: 9:47:17, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 1.1776, loss: 1.1776 +2023-12-08 14:12:14,667 - pyskl - INFO - Epoch [93][1200/2506] lr: 8.026e-03, eta: 9:47:07, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 1.1196, loss: 1.1196 +2023-12-08 14:13:02,528 - pyskl - INFO - Epoch [93][1300/2506] lr: 8.016e-03, eta: 9:46:57, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 1.2180, loss: 1.2180 +2023-12-08 14:13:50,301 - pyskl - INFO - Epoch [93][1400/2506] lr: 8.006e-03, eta: 9:46:47, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 1.2119, loss: 1.2119 +2023-12-08 14:14:38,096 - pyskl - INFO - Epoch [93][1500/2506] lr: 7.996e-03, eta: 9:46:37, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 1.1751, loss: 1.1751 +2023-12-08 14:15:25,943 - pyskl - INFO - Epoch [93][1600/2506] lr: 7.987e-03, eta: 9:46:27, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9988, loss_cls: 1.1361, loss: 1.1361 +2023-12-08 14:16:13,798 - pyskl - INFO - Epoch [93][1700/2506] lr: 7.977e-03, eta: 9:46:17, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 1.1754, loss: 1.1754 +2023-12-08 14:17:01,611 - pyskl - INFO - Epoch [93][1800/2506] lr: 7.967e-03, eta: 9:46:07, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 1.1730, loss: 1.1730 +2023-12-08 14:17:49,384 - pyskl - INFO - Epoch [93][1900/2506] lr: 7.957e-03, eta: 9:45:57, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 1.1810, loss: 1.1810 +2023-12-08 14:18:37,218 - pyskl - INFO - Epoch [93][2000/2506] lr: 7.948e-03, eta: 9:45:46, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 1.2354, loss: 1.2354 +2023-12-08 14:19:25,013 - pyskl - INFO - Epoch [93][2100/2506] lr: 7.938e-03, eta: 9:45:36, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9900, loss_cls: 1.1697, loss: 1.1697 +2023-12-08 14:20:12,779 - pyskl - INFO - Epoch [93][2200/2506] lr: 7.928e-03, eta: 9:45:26, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 1.2046, loss: 1.2046 +2023-12-08 14:21:00,651 - pyskl - INFO - Epoch [93][2300/2506] lr: 7.919e-03, eta: 9:45:16, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 1.2363, loss: 1.2363 +2023-12-08 14:21:48,503 - pyskl - INFO - Epoch [93][2400/2506] lr: 7.909e-03, eta: 9:45:06, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9906, loss_cls: 1.1891, loss: 1.1891 +2023-12-08 14:22:36,332 - pyskl - INFO - Epoch [93][2500/2506] lr: 7.899e-03, eta: 9:44:55, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9912, loss_cls: 1.1779, loss: 1.1779 +2023-12-08 14:22:39,615 - pyskl - INFO - Saving checkpoint at 93 epochs +2023-12-08 14:24:57,186 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 14:24:57,256 - pyskl - INFO - +top1_acc 0.8701 +top5_acc 0.9809 +2023-12-08 14:24:57,260 - pyskl - INFO - Epoch(val) [93][1031] top1_acc: 0.8701, top5_acc: 0.9809 +2023-12-08 14:26:00,670 - pyskl - INFO - Epoch [94][100/2506] lr: 7.889e-03, eta: 9:44:52, time: 0.634, data_time: 0.186, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 1.1677, loss: 1.1677 +2023-12-08 14:26:33,456 - pyskl - INFO - Epoch [94][200/2506] lr: 7.879e-03, eta: 9:44:33, time: 0.328, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 1.1262, loss: 1.1262 +2023-12-08 14:27:20,568 - pyskl - INFO - Epoch [94][300/2506] lr: 7.869e-03, eta: 9:44:22, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 1.1528, loss: 1.1528 +2023-12-08 14:28:07,662 - pyskl - INFO - Epoch [94][400/2506] lr: 7.860e-03, eta: 9:44:11, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 1.1555, loss: 1.1555 +2023-12-08 14:28:54,675 - pyskl - INFO - Epoch [94][500/2506] lr: 7.850e-03, eta: 9:44:00, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 1.1799, loss: 1.1799 +2023-12-08 14:29:41,841 - pyskl - INFO - Epoch [94][600/2506] lr: 7.840e-03, eta: 9:43:49, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 1.1419, loss: 1.1419 +2023-12-08 14:30:28,988 - pyskl - INFO - Epoch [94][700/2506] lr: 7.831e-03, eta: 9:43:38, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 1.1541, loss: 1.1541 +2023-12-08 14:31:16,195 - pyskl - INFO - Epoch [94][800/2506] lr: 7.821e-03, eta: 9:43:27, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 1.2494, loss: 1.2494 +2023-12-08 14:32:03,334 - pyskl - INFO - Epoch [94][900/2506] lr: 7.811e-03, eta: 9:43:16, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 1.1836, loss: 1.1836 +2023-12-08 14:32:50,521 - pyskl - INFO - Epoch [94][1000/2506] lr: 7.802e-03, eta: 9:43:05, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 1.1737, loss: 1.1737 +2023-12-08 14:33:37,613 - pyskl - INFO - Epoch [94][1100/2506] lr: 7.792e-03, eta: 9:42:54, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 1.1673, loss: 1.1673 +2023-12-08 14:34:24,859 - pyskl - INFO - Epoch [94][1200/2506] lr: 7.782e-03, eta: 9:42:43, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 1.2374, loss: 1.2374 +2023-12-08 14:35:12,002 - pyskl - INFO - Epoch [94][1300/2506] lr: 7.773e-03, eta: 9:42:32, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 1.1383, loss: 1.1383 +2023-12-08 14:35:59,076 - pyskl - INFO - Epoch [94][1400/2506] lr: 7.763e-03, eta: 9:42:21, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 1.1401, loss: 1.1401 +2023-12-08 14:36:46,196 - pyskl - INFO - Epoch [94][1500/2506] lr: 7.753e-03, eta: 9:42:09, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 1.1669, loss: 1.1669 +2023-12-08 14:37:33,348 - pyskl - INFO - Epoch [94][1600/2506] lr: 7.744e-03, eta: 9:41:58, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 1.2174, loss: 1.2174 +2023-12-08 14:38:20,602 - pyskl - INFO - Epoch [94][1700/2506] lr: 7.734e-03, eta: 9:41:47, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 1.1684, loss: 1.1684 +2023-12-08 14:39:07,759 - pyskl - INFO - Epoch [94][1800/2506] lr: 7.724e-03, eta: 9:41:36, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 1.1946, loss: 1.1946 +2023-12-08 14:39:54,964 - pyskl - INFO - Epoch [94][1900/2506] lr: 7.715e-03, eta: 9:41:25, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9919, loss_cls: 1.1815, loss: 1.1815 +2023-12-08 14:40:42,164 - pyskl - INFO - Epoch [94][2000/2506] lr: 7.705e-03, eta: 9:41:13, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 1.1413, loss: 1.1413 +2023-12-08 14:41:29,152 - pyskl - INFO - Epoch [94][2100/2506] lr: 7.695e-03, eta: 9:41:02, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 1.1372, loss: 1.1372 +2023-12-08 14:42:16,205 - pyskl - INFO - Epoch [94][2200/2506] lr: 7.686e-03, eta: 9:40:50, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 1.2209, loss: 1.2209 +2023-12-08 14:43:03,373 - pyskl - INFO - Epoch [94][2300/2506] lr: 7.676e-03, eta: 9:40:39, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 1.1902, loss: 1.1902 +2023-12-08 14:43:50,476 - pyskl - INFO - Epoch [94][2400/2506] lr: 7.666e-03, eta: 9:40:27, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 1.2303, loss: 1.2303 +2023-12-08 14:44:37,695 - pyskl - INFO - Epoch [94][2500/2506] lr: 7.657e-03, eta: 9:40:16, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 1.1466, loss: 1.1466 +2023-12-08 14:44:40,961 - pyskl - INFO - Saving checkpoint at 94 epochs +2023-12-08 14:46:59,032 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 14:46:59,105 - pyskl - INFO - +top1_acc 0.8761 +top5_acc 0.9805 +2023-12-08 14:46:59,110 - pyskl - INFO - Epoch(val) [94][1031] top1_acc: 0.8761, top5_acc: 0.9805 +2023-12-08 14:48:03,137 - pyskl - INFO - Epoch [95][100/2506] lr: 7.647e-03, eta: 9:40:12, time: 0.640, data_time: 0.184, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 1.1373, loss: 1.1373 +2023-12-08 14:48:35,051 - pyskl - INFO - Epoch [95][200/2506] lr: 7.637e-03, eta: 9:39:52, time: 0.319, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.1115, loss: 1.1115 +2023-12-08 14:49:22,700 - pyskl - INFO - Epoch [95][300/2506] lr: 7.627e-03, eta: 9:39:40, time: 0.476, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 1.0789, loss: 1.0789 +2023-12-08 14:50:10,540 - pyskl - INFO - Epoch [95][400/2506] lr: 7.618e-03, eta: 9:39:29, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 1.0762, loss: 1.0762 +2023-12-08 14:50:58,322 - pyskl - INFO - Epoch [95][500/2506] lr: 7.608e-03, eta: 9:39:18, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 1.1033, loss: 1.1033 +2023-12-08 14:51:46,131 - pyskl - INFO - Epoch [95][600/2506] lr: 7.598e-03, eta: 9:39:07, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 1.1681, loss: 1.1681 +2023-12-08 14:52:33,968 - pyskl - INFO - Epoch [95][700/2506] lr: 7.589e-03, eta: 9:38:55, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 1.1649, loss: 1.1649 +2023-12-08 14:53:21,825 - pyskl - INFO - Epoch [95][800/2506] lr: 7.579e-03, eta: 9:38:44, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.0951, loss: 1.0951 +2023-12-08 14:54:09,642 - pyskl - INFO - Epoch [95][900/2506] lr: 7.570e-03, eta: 9:38:33, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9944, loss_cls: 1.1048, loss: 1.1048 +2023-12-08 14:54:57,427 - pyskl - INFO - Epoch [95][1000/2506] lr: 7.560e-03, eta: 9:38:21, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 1.1334, loss: 1.1334 +2023-12-08 14:55:45,257 - pyskl - INFO - Epoch [95][1100/2506] lr: 7.550e-03, eta: 9:38:10, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 1.1759, loss: 1.1759 +2023-12-08 14:56:33,105 - pyskl - INFO - Epoch [95][1200/2506] lr: 7.541e-03, eta: 9:37:58, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 1.1800, loss: 1.1800 +2023-12-08 14:57:20,901 - pyskl - INFO - Epoch [95][1300/2506] lr: 7.531e-03, eta: 9:37:47, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9938, loss_cls: 1.1219, loss: 1.1219 +2023-12-08 14:58:08,740 - pyskl - INFO - Epoch [95][1400/2506] lr: 7.522e-03, eta: 9:37:35, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 1.2002, loss: 1.2002 +2023-12-08 14:58:56,535 - pyskl - INFO - Epoch [95][1500/2506] lr: 7.512e-03, eta: 9:37:24, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 1.2261, loss: 1.2261 +2023-12-08 14:59:44,338 - pyskl - INFO - Epoch [95][1600/2506] lr: 7.502e-03, eta: 9:37:12, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 1.1868, loss: 1.1868 +2023-12-08 15:00:32,189 - pyskl - INFO - Epoch [95][1700/2506] lr: 7.493e-03, eta: 9:37:01, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 1.1819, loss: 1.1819 +2023-12-08 15:01:19,986 - pyskl - INFO - Epoch [95][1800/2506] lr: 7.483e-03, eta: 9:36:49, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 1.1798, loss: 1.1798 +2023-12-08 15:02:07,795 - pyskl - INFO - Epoch [95][1900/2506] lr: 7.474e-03, eta: 9:36:37, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9981, loss_cls: 1.1883, loss: 1.1883 +2023-12-08 15:02:55,543 - pyskl - INFO - Epoch [95][2000/2506] lr: 7.464e-03, eta: 9:36:26, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 1.1903, loss: 1.1903 +2023-12-08 15:03:43,336 - pyskl - INFO - Epoch [95][2100/2506] lr: 7.455e-03, eta: 9:36:14, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 1.1735, loss: 1.1735 +2023-12-08 15:04:31,163 - pyskl - INFO - Epoch [95][2200/2506] lr: 7.445e-03, eta: 9:36:02, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 1.1655, loss: 1.1655 +2023-12-08 15:05:18,994 - pyskl - INFO - Epoch [95][2300/2506] lr: 7.436e-03, eta: 9:35:50, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9956, loss_cls: 1.2145, loss: 1.2145 +2023-12-08 15:06:06,803 - pyskl - INFO - Epoch [95][2400/2506] lr: 7.426e-03, eta: 9:35:38, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 1.1883, loss: 1.1883 +2023-12-08 15:06:54,653 - pyskl - INFO - Epoch [95][2500/2506] lr: 7.416e-03, eta: 9:35:27, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 1.2099, loss: 1.2099 +2023-12-08 15:06:57,980 - pyskl - INFO - Saving checkpoint at 95 epochs +2023-12-08 15:09:15,801 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 15:09:15,875 - pyskl - INFO - +top1_acc 0.8859 +top5_acc 0.9822 +2023-12-08 15:09:15,881 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_86.pth was removed +2023-12-08 15:09:16,022 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_95.pth. +2023-12-08 15:09:16,023 - pyskl - INFO - Best top1_acc is 0.8859 at 95 epoch. +2023-12-08 15:09:16,027 - pyskl - INFO - Epoch(val) [95][1031] top1_acc: 0.8859, top5_acc: 0.9822 +2023-12-08 15:10:20,898 - pyskl - INFO - Epoch [96][100/2506] lr: 7.406e-03, eta: 9:35:22, time: 0.649, data_time: 0.180, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 1.0667, loss: 1.0667 +2023-12-08 15:10:51,979 - pyskl - INFO - Epoch [96][200/2506] lr: 7.397e-03, eta: 9:35:01, time: 0.311, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 1.1169, loss: 1.1169 +2023-12-08 15:11:39,066 - pyskl - INFO - Epoch [96][300/2506] lr: 7.387e-03, eta: 9:34:48, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 1.1558, loss: 1.1558 +2023-12-08 15:12:26,250 - pyskl - INFO - Epoch [96][400/2506] lr: 7.378e-03, eta: 9:34:36, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 1.1174, loss: 1.1174 +2023-12-08 15:13:13,297 - pyskl - INFO - Epoch [96][500/2506] lr: 7.368e-03, eta: 9:34:23, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.1216, loss: 1.1216 +2023-12-08 15:14:00,456 - pyskl - INFO - Epoch [96][600/2506] lr: 7.359e-03, eta: 9:34:11, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 1.1227, loss: 1.1227 +2023-12-08 15:14:47,746 - pyskl - INFO - Epoch [96][700/2506] lr: 7.349e-03, eta: 9:33:59, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 1.1193, loss: 1.1193 +2023-12-08 15:15:34,874 - pyskl - INFO - Epoch [96][800/2506] lr: 7.340e-03, eta: 9:33:46, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 1.1511, loss: 1.1511 +2023-12-08 15:16:21,958 - pyskl - INFO - Epoch [96][900/2506] lr: 7.330e-03, eta: 9:33:34, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 1.1145, loss: 1.1145 +2023-12-08 15:17:09,077 - pyskl - INFO - Epoch [96][1000/2506] lr: 7.321e-03, eta: 9:33:21, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 1.1321, loss: 1.1321 +2023-12-08 15:17:56,178 - pyskl - INFO - Epoch [96][1100/2506] lr: 7.311e-03, eta: 9:33:09, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 1.1621, loss: 1.1621 +2023-12-08 15:18:43,348 - pyskl - INFO - Epoch [96][1200/2506] lr: 7.302e-03, eta: 9:32:56, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 1.1599, loss: 1.1599 +2023-12-08 15:19:30,421 - pyskl - INFO - Epoch [96][1300/2506] lr: 7.292e-03, eta: 9:32:43, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 1.1338, loss: 1.1338 +2023-12-08 15:20:17,521 - pyskl - INFO - Epoch [96][1400/2506] lr: 7.283e-03, eta: 9:32:31, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 1.1641, loss: 1.1641 +2023-12-08 15:21:04,535 - pyskl - INFO - Epoch [96][1500/2506] lr: 7.273e-03, eta: 9:32:18, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 1.1637, loss: 1.1637 +2023-12-08 15:21:51,590 - pyskl - INFO - Epoch [96][1600/2506] lr: 7.264e-03, eta: 9:32:05, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9912, loss_cls: 1.1092, loss: 1.1092 +2023-12-08 15:22:38,594 - pyskl - INFO - Epoch [96][1700/2506] lr: 7.254e-03, eta: 9:31:52, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 1.1366, loss: 1.1366 +2023-12-08 15:23:25,692 - pyskl - INFO - Epoch [96][1800/2506] lr: 7.245e-03, eta: 9:31:39, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 1.1315, loss: 1.1315 +2023-12-08 15:24:12,761 - pyskl - INFO - Epoch [96][1900/2506] lr: 7.235e-03, eta: 9:31:27, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 1.1962, loss: 1.1962 +2023-12-08 15:24:59,893 - pyskl - INFO - Epoch [96][2000/2506] lr: 7.226e-03, eta: 9:31:14, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 1.1625, loss: 1.1625 +2023-12-08 15:25:46,975 - pyskl - INFO - Epoch [96][2100/2506] lr: 7.216e-03, eta: 9:31:01, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 1.1455, loss: 1.1455 +2023-12-08 15:26:34,233 - pyskl - INFO - Epoch [96][2200/2506] lr: 7.207e-03, eta: 9:30:48, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 1.1219, loss: 1.1219 +2023-12-08 15:27:21,283 - pyskl - INFO - Epoch [96][2300/2506] lr: 7.197e-03, eta: 9:30:35, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 1.1878, loss: 1.1878 +2023-12-08 15:28:08,340 - pyskl - INFO - Epoch [96][2400/2506] lr: 7.188e-03, eta: 9:30:22, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 1.0994, loss: 1.0994 +2023-12-08 15:28:55,445 - pyskl - INFO - Epoch [96][2500/2506] lr: 7.178e-03, eta: 9:30:09, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 1.2013, loss: 1.2013 +2023-12-08 15:28:58,645 - pyskl - INFO - Saving checkpoint at 96 epochs +2023-12-08 15:31:16,114 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 15:31:16,184 - pyskl - INFO - +top1_acc 0.8736 +top5_acc 0.9811 +2023-12-08 15:31:16,188 - pyskl - INFO - Epoch(val) [96][1031] top1_acc: 0.8736, top5_acc: 0.9811 +2023-12-08 15:32:22,453 - pyskl - INFO - Epoch [97][100/2506] lr: 7.168e-03, eta: 9:30:05, time: 0.663, data_time: 0.187, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 1.1161, loss: 1.1161 +2023-12-08 15:32:53,279 - pyskl - INFO - Epoch [97][200/2506] lr: 7.159e-03, eta: 9:29:42, time: 0.308, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 1.1166, loss: 1.1166 +2023-12-08 15:33:40,588 - pyskl - INFO - Epoch [97][300/2506] lr: 7.150e-03, eta: 9:29:29, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 1.0684, loss: 1.0684 +2023-12-08 15:34:27,777 - pyskl - INFO - Epoch [97][400/2506] lr: 7.140e-03, eta: 9:29:16, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 1.1164, loss: 1.1164 +2023-12-08 15:35:14,891 - pyskl - INFO - Epoch [97][500/2506] lr: 7.131e-03, eta: 9:29:03, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 1.0980, loss: 1.0980 +2023-12-08 15:36:02,008 - pyskl - INFO - Epoch [97][600/2506] lr: 7.121e-03, eta: 9:28:50, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 1.1729, loss: 1.1729 +2023-12-08 15:36:49,061 - pyskl - INFO - Epoch [97][700/2506] lr: 7.112e-03, eta: 9:28:37, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 1.1602, loss: 1.1602 +2023-12-08 15:37:36,124 - pyskl - INFO - Epoch [97][800/2506] lr: 7.102e-03, eta: 9:28:24, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 1.1697, loss: 1.1697 +2023-12-08 15:38:23,336 - pyskl - INFO - Epoch [97][900/2506] lr: 7.093e-03, eta: 9:28:10, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 1.1445, loss: 1.1445 +2023-12-08 15:39:10,596 - pyskl - INFO - Epoch [97][1000/2506] lr: 7.084e-03, eta: 9:27:57, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 1.1716, loss: 1.1716 +2023-12-08 15:39:57,729 - pyskl - INFO - Epoch [97][1100/2506] lr: 7.074e-03, eta: 9:27:44, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 1.1264, loss: 1.1264 +2023-12-08 15:40:44,890 - pyskl - INFO - Epoch [97][1200/2506] lr: 7.065e-03, eta: 9:27:31, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9925, loss_cls: 1.1413, loss: 1.1413 +2023-12-08 15:41:32,027 - pyskl - INFO - Epoch [97][1300/2506] lr: 7.055e-03, eta: 9:27:17, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 1.0991, loss: 1.0991 +2023-12-08 15:42:19,139 - pyskl - INFO - Epoch [97][1400/2506] lr: 7.046e-03, eta: 9:27:04, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 1.1351, loss: 1.1351 +2023-12-08 15:43:06,284 - pyskl - INFO - Epoch [97][1500/2506] lr: 7.036e-03, eta: 9:26:51, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 1.1625, loss: 1.1625 +2023-12-08 15:43:53,377 - pyskl - INFO - Epoch [97][1600/2506] lr: 7.027e-03, eta: 9:26:37, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9931, loss_cls: 1.0921, loss: 1.0921 +2023-12-08 15:44:40,486 - pyskl - INFO - Epoch [97][1700/2506] lr: 7.018e-03, eta: 9:26:24, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 1.1557, loss: 1.1557 +2023-12-08 15:45:27,507 - pyskl - INFO - Epoch [97][1800/2506] lr: 7.008e-03, eta: 9:26:10, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 1.2063, loss: 1.2063 +2023-12-08 15:46:14,563 - pyskl - INFO - Epoch [97][1900/2506] lr: 6.999e-03, eta: 9:25:57, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9969, loss_cls: 1.1647, loss: 1.1647 +2023-12-08 15:47:01,767 - pyskl - INFO - Epoch [97][2000/2506] lr: 6.990e-03, eta: 9:25:43, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 1.1277, loss: 1.1277 +2023-12-08 15:47:48,892 - pyskl - INFO - Epoch [97][2100/2506] lr: 6.980e-03, eta: 9:25:30, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 1.1079, loss: 1.1079 +2023-12-08 15:48:36,116 - pyskl - INFO - Epoch [97][2200/2506] lr: 6.971e-03, eta: 9:25:16, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 1.1526, loss: 1.1526 +2023-12-08 15:49:23,283 - pyskl - INFO - Epoch [97][2300/2506] lr: 6.961e-03, eta: 9:25:02, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 1.1525, loss: 1.1525 +2023-12-08 15:50:10,353 - pyskl - INFO - Epoch [97][2400/2506] lr: 6.952e-03, eta: 9:24:49, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 1.1243, loss: 1.1243 +2023-12-08 15:50:57,440 - pyskl - INFO - Epoch [97][2500/2506] lr: 6.943e-03, eta: 9:24:35, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 1.1652, loss: 1.1652 +2023-12-08 15:51:00,698 - pyskl - INFO - Saving checkpoint at 97 epochs +2023-12-08 15:53:17,773 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 15:53:17,843 - pyskl - INFO - +top1_acc 0.8731 +top5_acc 0.9803 +2023-12-08 15:53:17,849 - pyskl - INFO - Epoch(val) [97][1031] top1_acc: 0.8731, top5_acc: 0.9803 +2023-12-08 15:54:24,630 - pyskl - INFO - Epoch [98][100/2506] lr: 6.933e-03, eta: 9:24:30, time: 0.668, data_time: 0.182, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 1.1342, loss: 1.1342 +2023-12-08 15:54:53,115 - pyskl - INFO - Epoch [98][200/2506] lr: 6.923e-03, eta: 9:24:06, time: 0.285, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 1.1039, loss: 1.1039 +2023-12-08 15:55:40,269 - pyskl - INFO - Epoch [98][300/2506] lr: 6.914e-03, eta: 9:23:52, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 1.0225, loss: 1.0225 +2023-12-08 15:56:27,373 - pyskl - INFO - Epoch [98][400/2506] lr: 6.905e-03, eta: 9:23:38, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 1.0983, loss: 1.0983 +2023-12-08 15:57:14,634 - pyskl - INFO - Epoch [98][500/2506] lr: 6.895e-03, eta: 9:23:24, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.0780, loss: 1.0780 +2023-12-08 15:58:01,769 - pyskl - INFO - Epoch [98][600/2506] lr: 6.886e-03, eta: 9:23:11, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9925, loss_cls: 1.1057, loss: 1.1057 +2023-12-08 15:58:48,980 - pyskl - INFO - Epoch [98][700/2506] lr: 6.877e-03, eta: 9:22:57, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9988, loss_cls: 1.1197, loss: 1.1197 +2023-12-08 15:59:35,962 - pyskl - INFO - Epoch [98][800/2506] lr: 6.867e-03, eta: 9:22:43, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 1.0939, loss: 1.0939 +2023-12-08 16:00:23,094 - pyskl - INFO - Epoch [98][900/2506] lr: 6.858e-03, eta: 9:22:29, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 1.1016, loss: 1.1016 +2023-12-08 16:01:10,341 - pyskl - INFO - Epoch [98][1000/2506] lr: 6.849e-03, eta: 9:22:15, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 1.1683, loss: 1.1683 +2023-12-08 16:01:57,356 - pyskl - INFO - Epoch [98][1100/2506] lr: 6.839e-03, eta: 9:22:01, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 1.1484, loss: 1.1484 +2023-12-08 16:02:44,406 - pyskl - INFO - Epoch [98][1200/2506] lr: 6.830e-03, eta: 9:21:47, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 1.1856, loss: 1.1856 +2023-12-08 16:03:31,624 - pyskl - INFO - Epoch [98][1300/2506] lr: 6.821e-03, eta: 9:21:33, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 1.1263, loss: 1.1263 +2023-12-08 16:04:18,659 - pyskl - INFO - Epoch [98][1400/2506] lr: 6.812e-03, eta: 9:21:19, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9981, loss_cls: 1.1196, loss: 1.1196 +2023-12-08 16:05:05,818 - pyskl - INFO - Epoch [98][1500/2506] lr: 6.802e-03, eta: 9:21:05, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 1.1499, loss: 1.1499 +2023-12-08 16:05:53,007 - pyskl - INFO - Epoch [98][1600/2506] lr: 6.793e-03, eta: 9:20:51, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 1.1436, loss: 1.1436 +2023-12-08 16:06:40,207 - pyskl - INFO - Epoch [98][1700/2506] lr: 6.784e-03, eta: 9:20:37, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 1.1790, loss: 1.1790 +2023-12-08 16:07:27,462 - pyskl - INFO - Epoch [98][1800/2506] lr: 6.774e-03, eta: 9:20:23, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 1.1605, loss: 1.1605 +2023-12-08 16:08:14,599 - pyskl - INFO - Epoch [98][1900/2506] lr: 6.765e-03, eta: 9:20:08, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 1.1405, loss: 1.1405 +2023-12-08 16:09:01,754 - pyskl - INFO - Epoch [98][2000/2506] lr: 6.756e-03, eta: 9:19:54, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 1.1202, loss: 1.1202 +2023-12-08 16:09:49,012 - pyskl - INFO - Epoch [98][2100/2506] lr: 6.747e-03, eta: 9:19:40, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9931, loss_cls: 1.1260, loss: 1.1260 +2023-12-08 16:10:36,078 - pyskl - INFO - Epoch [98][2200/2506] lr: 6.737e-03, eta: 9:19:26, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9994, loss_cls: 1.1458, loss: 1.1458 +2023-12-08 16:11:23,273 - pyskl - INFO - Epoch [98][2300/2506] lr: 6.728e-03, eta: 9:19:11, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 1.1494, loss: 1.1494 +2023-12-08 16:12:10,209 - pyskl - INFO - Epoch [98][2400/2506] lr: 6.719e-03, eta: 9:18:57, time: 0.469, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 1.1233, loss: 1.1233 +2023-12-08 16:12:57,376 - pyskl - INFO - Epoch [98][2500/2506] lr: 6.709e-03, eta: 9:18:43, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9969, loss_cls: 1.1991, loss: 1.1991 +2023-12-08 16:13:00,668 - pyskl - INFO - Saving checkpoint at 98 epochs +2023-12-08 16:15:17,646 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 16:15:17,717 - pyskl - INFO - +top1_acc 0.8737 +top5_acc 0.9805 +2023-12-08 16:15:17,720 - pyskl - INFO - Epoch(val) [98][1031] top1_acc: 0.8737, top5_acc: 0.9805 +2023-12-08 16:16:27,061 - pyskl - INFO - Epoch [99][100/2506] lr: 6.700e-03, eta: 9:18:38, time: 0.693, data_time: 0.185, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.1174, loss: 1.1174 +2023-12-08 16:16:54,617 - pyskl - INFO - Epoch [99][200/2506] lr: 6.690e-03, eta: 9:18:13, time: 0.276, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 1.1244, loss: 1.1244 +2023-12-08 16:17:41,679 - pyskl - INFO - Epoch [99][300/2506] lr: 6.681e-03, eta: 9:17:58, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.0395, loss: 1.0395 +2023-12-08 16:18:28,774 - pyskl - INFO - Epoch [99][400/2506] lr: 6.672e-03, eta: 9:17:44, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 1.0984, loss: 1.0984 +2023-12-08 16:19:15,927 - pyskl - INFO - Epoch [99][500/2506] lr: 6.663e-03, eta: 9:17:29, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 1.0800, loss: 1.0800 +2023-12-08 16:20:03,118 - pyskl - INFO - Epoch [99][600/2506] lr: 6.653e-03, eta: 9:17:15, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.0556, loss: 1.0556 +2023-12-08 16:20:50,209 - pyskl - INFO - Epoch [99][700/2506] lr: 6.644e-03, eta: 9:17:00, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 1.0735, loss: 1.0735 +2023-12-08 16:21:37,373 - pyskl - INFO - Epoch [99][800/2506] lr: 6.635e-03, eta: 9:16:46, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 1.0956, loss: 1.0956 +2023-12-08 16:22:24,536 - pyskl - INFO - Epoch [99][900/2506] lr: 6.626e-03, eta: 9:16:31, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.0525, loss: 1.0525 +2023-12-08 16:23:11,583 - pyskl - INFO - Epoch [99][1000/2506] lr: 6.617e-03, eta: 9:16:17, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.0934, loss: 1.0934 +2023-12-08 16:23:58,780 - pyskl - INFO - Epoch [99][1100/2506] lr: 6.607e-03, eta: 9:16:02, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 1.1813, loss: 1.1813 +2023-12-08 16:24:45,907 - pyskl - INFO - Epoch [99][1200/2506] lr: 6.598e-03, eta: 9:15:47, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 1.1161, loss: 1.1161 +2023-12-08 16:25:33,009 - pyskl - INFO - Epoch [99][1300/2506] lr: 6.589e-03, eta: 9:15:33, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 1.1516, loss: 1.1516 +2023-12-08 16:26:20,197 - pyskl - INFO - Epoch [99][1400/2506] lr: 6.580e-03, eta: 9:15:18, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 1.1428, loss: 1.1428 +2023-12-08 16:27:07,320 - pyskl - INFO - Epoch [99][1500/2506] lr: 6.570e-03, eta: 9:15:03, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 1.1236, loss: 1.1236 +2023-12-08 16:27:54,517 - pyskl - INFO - Epoch [99][1600/2506] lr: 6.561e-03, eta: 9:14:48, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 1.1868, loss: 1.1868 +2023-12-08 16:28:41,690 - pyskl - INFO - Epoch [99][1700/2506] lr: 6.552e-03, eta: 9:14:34, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 1.2054, loss: 1.2054 +2023-12-08 16:29:28,794 - pyskl - INFO - Epoch [99][1800/2506] lr: 6.543e-03, eta: 9:14:19, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 1.1465, loss: 1.1465 +2023-12-08 16:30:16,055 - pyskl - INFO - Epoch [99][1900/2506] lr: 6.534e-03, eta: 9:14:04, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.1397, loss: 1.1397 +2023-12-08 16:31:03,096 - pyskl - INFO - Epoch [99][2000/2506] lr: 6.525e-03, eta: 9:13:49, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 1.1411, loss: 1.1411 +2023-12-08 16:31:50,184 - pyskl - INFO - Epoch [99][2100/2506] lr: 6.515e-03, eta: 9:13:34, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.1032, loss: 1.1032 +2023-12-08 16:32:37,349 - pyskl - INFO - Epoch [99][2200/2506] lr: 6.506e-03, eta: 9:13:19, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 1.1501, loss: 1.1501 +2023-12-08 16:33:24,553 - pyskl - INFO - Epoch [99][2300/2506] lr: 6.497e-03, eta: 9:13:04, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9925, loss_cls: 1.1674, loss: 1.1674 +2023-12-08 16:34:11,614 - pyskl - INFO - Epoch [99][2400/2506] lr: 6.488e-03, eta: 9:12:49, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 1.1373, loss: 1.1373 +2023-12-08 16:34:58,757 - pyskl - INFO - Epoch [99][2500/2506] lr: 6.479e-03, eta: 9:12:34, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 1.1387, loss: 1.1387 +2023-12-08 16:35:02,048 - pyskl - INFO - Saving checkpoint at 99 epochs +2023-12-08 16:37:18,693 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 16:37:18,765 - pyskl - INFO - +top1_acc 0.8731 +top5_acc 0.9811 +2023-12-08 16:37:18,769 - pyskl - INFO - Epoch(val) [99][1031] top1_acc: 0.8731, top5_acc: 0.9811 +2023-12-08 16:38:28,149 - pyskl - INFO - Epoch [100][100/2506] lr: 6.469e-03, eta: 9:12:28, time: 0.694, data_time: 0.184, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 1.0564, loss: 1.0564 +2023-12-08 16:38:55,083 - pyskl - INFO - Epoch [100][200/2506] lr: 6.460e-03, eta: 9:12:03, time: 0.269, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.0329, loss: 1.0329 +2023-12-08 16:39:42,878 - pyskl - INFO - Epoch [100][300/2506] lr: 6.451e-03, eta: 9:11:48, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.1104, loss: 1.1104 +2023-12-08 16:40:30,735 - pyskl - INFO - Epoch [100][400/2506] lr: 6.442e-03, eta: 9:11:33, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9950, loss_cls: 1.0649, loss: 1.0649 +2023-12-08 16:41:18,567 - pyskl - INFO - Epoch [100][500/2506] lr: 6.432e-03, eta: 9:11:19, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 1.1392, loss: 1.1392 +2023-12-08 16:42:06,401 - pyskl - INFO - Epoch [100][600/2506] lr: 6.423e-03, eta: 9:11:04, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 1.1057, loss: 1.1057 +2023-12-08 16:42:54,194 - pyskl - INFO - Epoch [100][700/2506] lr: 6.414e-03, eta: 9:10:49, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.0840, loss: 1.0840 +2023-12-08 16:43:42,085 - pyskl - INFO - Epoch [100][800/2506] lr: 6.405e-03, eta: 9:10:34, time: 0.479, data_time: 0.001, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 1.1084, loss: 1.1084 +2023-12-08 16:44:29,937 - pyskl - INFO - Epoch [100][900/2506] lr: 6.396e-03, eta: 9:10:19, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 1.1025, loss: 1.1025 +2023-12-08 16:45:17,805 - pyskl - INFO - Epoch [100][1000/2506] lr: 6.387e-03, eta: 9:10:04, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 1.1088, loss: 1.1088 +2023-12-08 16:46:05,637 - pyskl - INFO - Epoch [100][1100/2506] lr: 6.378e-03, eta: 9:09:49, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 1.0972, loss: 1.0972 +2023-12-08 16:46:53,481 - pyskl - INFO - Epoch [100][1200/2506] lr: 6.369e-03, eta: 9:09:34, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 1.1392, loss: 1.1392 +2023-12-08 16:47:41,328 - pyskl - INFO - Epoch [100][1300/2506] lr: 6.360e-03, eta: 9:09:19, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.0206, loss: 1.0206 +2023-12-08 16:48:29,109 - pyskl - INFO - Epoch [100][1400/2506] lr: 6.350e-03, eta: 9:09:04, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9994, loss_cls: 1.0736, loss: 1.0736 +2023-12-08 16:49:16,955 - pyskl - INFO - Epoch [100][1500/2506] lr: 6.341e-03, eta: 9:08:49, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9950, loss_cls: 1.1026, loss: 1.1026 +2023-12-08 16:50:04,772 - pyskl - INFO - Epoch [100][1600/2506] lr: 6.332e-03, eta: 9:08:34, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 1.1020, loss: 1.1020 +2023-12-08 16:50:52,646 - pyskl - INFO - Epoch [100][1700/2506] lr: 6.323e-03, eta: 9:08:19, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.0953, loss: 1.0953 +2023-12-08 16:51:40,497 - pyskl - INFO - Epoch [100][1800/2506] lr: 6.314e-03, eta: 9:08:04, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 1.1472, loss: 1.1472 +2023-12-08 16:52:28,315 - pyskl - INFO - Epoch [100][1900/2506] lr: 6.305e-03, eta: 9:07:49, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9925, loss_cls: 1.1192, loss: 1.1192 +2023-12-08 16:53:16,192 - pyskl - INFO - Epoch [100][2000/2506] lr: 6.296e-03, eta: 9:07:34, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.1218, loss: 1.1218 +2023-12-08 16:54:04,031 - pyskl - INFO - Epoch [100][2100/2506] lr: 6.287e-03, eta: 9:07:19, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 1.1680, loss: 1.1680 +2023-12-08 16:54:51,813 - pyskl - INFO - Epoch [100][2200/2506] lr: 6.278e-03, eta: 9:07:03, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 1.1521, loss: 1.1521 +2023-12-08 16:55:39,623 - pyskl - INFO - Epoch [100][2300/2506] lr: 6.269e-03, eta: 9:06:48, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 1.1086, loss: 1.1086 +2023-12-08 16:56:27,499 - pyskl - INFO - Epoch [100][2400/2506] lr: 6.260e-03, eta: 9:06:33, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9938, loss_cls: 1.1480, loss: 1.1480 +2023-12-08 16:57:15,356 - pyskl - INFO - Epoch [100][2500/2506] lr: 6.251e-03, eta: 9:06:17, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 1.1517, loss: 1.1517 +2023-12-08 16:57:18,726 - pyskl - INFO - Saving checkpoint at 100 epochs +2023-12-08 16:59:35,403 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 16:59:35,473 - pyskl - INFO - +top1_acc 0.8616 +top5_acc 0.9791 +2023-12-08 16:59:35,477 - pyskl - INFO - Epoch(val) [100][1031] top1_acc: 0.8616, top5_acc: 0.9791 +2023-12-08 17:00:44,481 - pyskl - INFO - Epoch [101][100/2506] lr: 6.241e-03, eta: 9:06:10, time: 0.690, data_time: 0.180, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 1.0278, loss: 1.0278 +2023-12-08 17:01:11,812 - pyskl - INFO - Epoch [101][200/2506] lr: 6.232e-03, eta: 9:05:45, time: 0.273, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.0468, loss: 1.0468 +2023-12-08 17:01:59,591 - pyskl - INFO - Epoch [101][300/2506] lr: 6.223e-03, eta: 9:05:29, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.0379, loss: 1.0379 +2023-12-08 17:02:47,428 - pyskl - INFO - Epoch [101][400/2506] lr: 6.214e-03, eta: 9:05:14, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 1.0621, loss: 1.0621 +2023-12-08 17:03:35,207 - pyskl - INFO - Epoch [101][500/2506] lr: 6.205e-03, eta: 9:04:58, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.0523, loss: 1.0523 +2023-12-08 17:04:23,003 - pyskl - INFO - Epoch [101][600/2506] lr: 6.196e-03, eta: 9:04:43, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 1.1035, loss: 1.1035 +2023-12-08 17:05:10,856 - pyskl - INFO - Epoch [101][700/2506] lr: 6.187e-03, eta: 9:04:28, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 1.0924, loss: 1.0924 +2023-12-08 17:05:58,720 - pyskl - INFO - Epoch [101][800/2506] lr: 6.178e-03, eta: 9:04:12, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.0827, loss: 1.0827 +2023-12-08 17:06:46,582 - pyskl - INFO - Epoch [101][900/2506] lr: 6.169e-03, eta: 9:03:57, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 1.0817, loss: 1.0817 +2023-12-08 17:07:34,444 - pyskl - INFO - Epoch [101][1000/2506] lr: 6.160e-03, eta: 9:03:41, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9931, loss_cls: 1.0462, loss: 1.0462 +2023-12-08 17:08:22,233 - pyskl - INFO - Epoch [101][1100/2506] lr: 6.151e-03, eta: 9:03:25, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9950, loss_cls: 1.0760, loss: 1.0760 +2023-12-08 17:09:10,045 - pyskl - INFO - Epoch [101][1200/2506] lr: 6.142e-03, eta: 9:03:10, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 1.0996, loss: 1.0996 +2023-12-08 17:09:57,866 - pyskl - INFO - Epoch [101][1300/2506] lr: 6.133e-03, eta: 9:02:54, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.0783, loss: 1.0783 +2023-12-08 17:10:45,667 - pyskl - INFO - Epoch [101][1400/2506] lr: 6.124e-03, eta: 9:02:38, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9950, loss_cls: 1.0783, loss: 1.0783 +2023-12-08 17:11:33,504 - pyskl - INFO - Epoch [101][1500/2506] lr: 6.115e-03, eta: 9:02:23, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 1.0770, loss: 1.0770 +2023-12-08 17:12:21,306 - pyskl - INFO - Epoch [101][1600/2506] lr: 6.106e-03, eta: 9:02:07, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.0570, loss: 1.0570 +2023-12-08 17:13:09,133 - pyskl - INFO - Epoch [101][1700/2506] lr: 6.097e-03, eta: 9:01:51, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 1.1131, loss: 1.1131 +2023-12-08 17:13:56,943 - pyskl - INFO - Epoch [101][1800/2506] lr: 6.088e-03, eta: 9:01:35, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 1.1235, loss: 1.1235 +2023-12-08 17:14:44,749 - pyskl - INFO - Epoch [101][1900/2506] lr: 6.079e-03, eta: 9:01:20, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 1.1479, loss: 1.1479 +2023-12-08 17:15:32,595 - pyskl - INFO - Epoch [101][2000/2506] lr: 6.070e-03, eta: 9:01:04, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 1.1148, loss: 1.1148 +2023-12-08 17:16:20,388 - pyskl - INFO - Epoch [101][2100/2506] lr: 6.061e-03, eta: 9:00:48, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 1.1890, loss: 1.1890 +2023-12-08 17:17:08,228 - pyskl - INFO - Epoch [101][2200/2506] lr: 6.052e-03, eta: 9:00:32, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 1.0853, loss: 1.0853 +2023-12-08 17:17:56,019 - pyskl - INFO - Epoch [101][2300/2506] lr: 6.043e-03, eta: 9:00:16, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 1.1010, loss: 1.1010 +2023-12-08 17:18:43,851 - pyskl - INFO - Epoch [101][2400/2506] lr: 6.034e-03, eta: 9:00:00, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 1.1018, loss: 1.1018 +2023-12-08 17:19:31,654 - pyskl - INFO - Epoch [101][2500/2506] lr: 6.025e-03, eta: 8:59:44, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.1002, loss: 1.1002 +2023-12-08 17:19:35,021 - pyskl - INFO - Saving checkpoint at 101 epochs +2023-12-08 17:21:52,108 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 17:21:52,181 - pyskl - INFO - +top1_acc 0.8754 +top5_acc 0.9821 +2023-12-08 17:21:52,185 - pyskl - INFO - Epoch(val) [101][1031] top1_acc: 0.8754, top5_acc: 0.9821 +2023-12-08 17:23:01,207 - pyskl - INFO - Epoch [102][100/2506] lr: 6.016e-03, eta: 8:59:36, time: 0.690, data_time: 0.182, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.0260, loss: 1.0260 +2023-12-08 17:23:28,973 - pyskl - INFO - Epoch [102][200/2506] lr: 6.007e-03, eta: 8:59:10, time: 0.278, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.0429, loss: 1.0429 +2023-12-08 17:24:16,147 - pyskl - INFO - Epoch [102][300/2506] lr: 5.998e-03, eta: 8:58:54, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.0665, loss: 1.0665 +2023-12-08 17:25:03,981 - pyskl - INFO - Epoch [102][400/2506] lr: 5.989e-03, eta: 8:58:38, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.0463, loss: 1.0463 +2023-12-08 17:25:51,777 - pyskl - INFO - Epoch [102][500/2506] lr: 5.980e-03, eta: 8:58:22, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 1.0780, loss: 1.0780 +2023-12-08 17:26:39,543 - pyskl - INFO - Epoch [102][600/2506] lr: 5.971e-03, eta: 8:58:06, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 1.0629, loss: 1.0629 +2023-12-08 17:27:27,333 - pyskl - INFO - Epoch [102][700/2506] lr: 5.962e-03, eta: 8:57:50, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.0847, loss: 1.0847 +2023-12-08 17:28:15,134 - pyskl - INFO - Epoch [102][800/2506] lr: 5.953e-03, eta: 8:57:34, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 1.1218, loss: 1.1218 +2023-12-08 17:29:02,911 - pyskl - INFO - Epoch [102][900/2506] lr: 5.945e-03, eta: 8:57:17, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.0709, loss: 1.0709 +2023-12-08 17:29:50,720 - pyskl - INFO - Epoch [102][1000/2506] lr: 5.936e-03, eta: 8:57:01, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.0814, loss: 1.0814 +2023-12-08 17:30:38,504 - pyskl - INFO - Epoch [102][1100/2506] lr: 5.927e-03, eta: 8:56:45, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.0693, loss: 1.0693 +2023-12-08 17:31:26,314 - pyskl - INFO - Epoch [102][1200/2506] lr: 5.918e-03, eta: 8:56:29, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 1.0365, loss: 1.0365 +2023-12-08 17:32:14,116 - pyskl - INFO - Epoch [102][1300/2506] lr: 5.909e-03, eta: 8:56:12, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 1.0925, loss: 1.0925 +2023-12-08 17:33:01,872 - pyskl - INFO - Epoch [102][1400/2506] lr: 5.900e-03, eta: 8:55:56, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 1.0686, loss: 1.0686 +2023-12-08 17:33:49,674 - pyskl - INFO - Epoch [102][1500/2506] lr: 5.891e-03, eta: 8:55:40, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.0834, loss: 1.0834 +2023-12-08 17:34:37,449 - pyskl - INFO - Epoch [102][1600/2506] lr: 5.882e-03, eta: 8:55:23, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 1.0976, loss: 1.0976 +2023-12-08 17:35:25,201 - pyskl - INFO - Epoch [102][1700/2506] lr: 5.873e-03, eta: 8:55:07, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.0376, loss: 1.0376 +2023-12-08 17:36:12,978 - pyskl - INFO - Epoch [102][1800/2506] lr: 5.865e-03, eta: 8:54:51, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 1.0517, loss: 1.0517 +2023-12-08 17:37:00,762 - pyskl - INFO - Epoch [102][1900/2506] lr: 5.856e-03, eta: 8:54:34, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.0762, loss: 1.0762 +2023-12-08 17:37:48,502 - pyskl - INFO - Epoch [102][2000/2506] lr: 5.847e-03, eta: 8:54:18, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 1.0967, loss: 1.0967 +2023-12-08 17:38:36,296 - pyskl - INFO - Epoch [102][2100/2506] lr: 5.838e-03, eta: 8:54:01, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.0627, loss: 1.0627 +2023-12-08 17:39:24,090 - pyskl - INFO - Epoch [102][2200/2506] lr: 5.829e-03, eta: 8:53:45, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 1.1680, loss: 1.1680 +2023-12-08 17:40:11,887 - pyskl - INFO - Epoch [102][2300/2506] lr: 5.820e-03, eta: 8:53:28, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 1.1604, loss: 1.1604 +2023-12-08 17:40:59,667 - pyskl - INFO - Epoch [102][2400/2506] lr: 5.812e-03, eta: 8:53:11, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 1.1289, loss: 1.1289 +2023-12-08 17:41:47,471 - pyskl - INFO - Epoch [102][2500/2506] lr: 5.803e-03, eta: 8:52:55, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.0824, loss: 1.0824 +2023-12-08 17:41:50,720 - pyskl - INFO - Saving checkpoint at 102 epochs +2023-12-08 17:44:05,702 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 17:44:05,773 - pyskl - INFO - +top1_acc 0.8824 +top5_acc 0.9816 +2023-12-08 17:44:05,777 - pyskl - INFO - Epoch(val) [102][1031] top1_acc: 0.8824, top5_acc: 0.9816 +2023-12-08 17:45:14,921 - pyskl - INFO - Epoch [103][100/2506] lr: 5.793e-03, eta: 8:52:46, time: 0.691, data_time: 0.183, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 1.0790, loss: 1.0790 +2023-12-08 17:45:45,688 - pyskl - INFO - Epoch [103][200/2506] lr: 5.785e-03, eta: 8:52:21, time: 0.308, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 1.0488, loss: 1.0488 +2023-12-08 17:46:30,316 - pyskl - INFO - Epoch [103][300/2506] lr: 5.776e-03, eta: 8:52:03, time: 0.446, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.0886, loss: 1.0886 +2023-12-08 17:47:18,093 - pyskl - INFO - Epoch [103][400/2506] lr: 5.767e-03, eta: 8:51:46, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 1.0537, loss: 1.0537 +2023-12-08 17:48:05,858 - pyskl - INFO - Epoch [103][500/2506] lr: 5.758e-03, eta: 8:51:30, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.0368, loss: 1.0368 +2023-12-08 17:48:53,599 - pyskl - INFO - Epoch [103][600/2506] lr: 5.749e-03, eta: 8:51:13, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 1.0618, loss: 1.0618 +2023-12-08 17:49:41,456 - pyskl - INFO - Epoch [103][700/2506] lr: 5.741e-03, eta: 8:50:56, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.0685, loss: 1.0685 +2023-12-08 17:50:29,240 - pyskl - INFO - Epoch [103][800/2506] lr: 5.732e-03, eta: 8:50:39, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.0189, loss: 1.0189 +2023-12-08 17:51:17,027 - pyskl - INFO - Epoch [103][900/2506] lr: 5.723e-03, eta: 8:50:23, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.0766, loss: 1.0766 +2023-12-08 17:52:04,836 - pyskl - INFO - Epoch [103][1000/2506] lr: 5.714e-03, eta: 8:50:06, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.0412, loss: 1.0412 +2023-12-08 17:52:52,595 - pyskl - INFO - Epoch [103][1100/2506] lr: 5.706e-03, eta: 8:49:49, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.0196, loss: 1.0196 +2023-12-08 17:53:40,362 - pyskl - INFO - Epoch [103][1200/2506] lr: 5.697e-03, eta: 8:49:32, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.0609, loss: 1.0609 +2023-12-08 17:54:28,164 - pyskl - INFO - Epoch [103][1300/2506] lr: 5.688e-03, eta: 8:49:15, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 1.1282, loss: 1.1282 +2023-12-08 17:55:15,925 - pyskl - INFO - Epoch [103][1400/2506] lr: 5.679e-03, eta: 8:48:58, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.0275, loss: 1.0275 +2023-12-08 17:56:03,673 - pyskl - INFO - Epoch [103][1500/2506] lr: 5.670e-03, eta: 8:48:41, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 1.0819, loss: 1.0819 +2023-12-08 17:56:51,436 - pyskl - INFO - Epoch [103][1600/2506] lr: 5.662e-03, eta: 8:48:24, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.1296, loss: 1.1296 +2023-12-08 17:57:39,158 - pyskl - INFO - Epoch [103][1700/2506] lr: 5.653e-03, eta: 8:48:07, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 1.0618, loss: 1.0618 +2023-12-08 17:58:26,884 - pyskl - INFO - Epoch [103][1800/2506] lr: 5.644e-03, eta: 8:47:50, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 1.0903, loss: 1.0903 +2023-12-08 17:59:14,645 - pyskl - INFO - Epoch [103][1900/2506] lr: 5.636e-03, eta: 8:47:33, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 1.1297, loss: 1.1297 +2023-12-08 18:00:02,383 - pyskl - INFO - Epoch [103][2000/2506] lr: 5.627e-03, eta: 8:47:16, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 1.1233, loss: 1.1233 +2023-12-08 18:00:50,141 - pyskl - INFO - Epoch [103][2100/2506] lr: 5.618e-03, eta: 8:46:59, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 1.0691, loss: 1.0691 +2023-12-08 18:01:37,925 - pyskl - INFO - Epoch [103][2200/2506] lr: 5.609e-03, eta: 8:46:42, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9950, loss_cls: 1.0541, loss: 1.0541 +2023-12-08 18:02:25,688 - pyskl - INFO - Epoch [103][2300/2506] lr: 5.601e-03, eta: 8:46:25, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 1.1466, loss: 1.1466 +2023-12-08 18:03:13,503 - pyskl - INFO - Epoch [103][2400/2506] lr: 5.592e-03, eta: 8:46:08, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.1061, loss: 1.1061 +2023-12-08 18:04:01,260 - pyskl - INFO - Epoch [103][2500/2506] lr: 5.583e-03, eta: 8:45:50, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 1.0776, loss: 1.0776 +2023-12-08 18:04:04,486 - pyskl - INFO - Saving checkpoint at 103 epochs +2023-12-08 18:06:19,732 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 18:06:19,803 - pyskl - INFO - +top1_acc 0.8760 +top5_acc 0.9811 +2023-12-08 18:06:19,809 - pyskl - INFO - Epoch(val) [103][1031] top1_acc: 0.8760, top5_acc: 0.9811 +2023-12-08 18:07:29,449 - pyskl - INFO - Epoch [104][100/2506] lr: 5.574e-03, eta: 8:45:41, time: 0.696, data_time: 0.187, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.0415, loss: 1.0415 +2023-12-08 18:08:02,128 - pyskl - INFO - Epoch [104][200/2506] lr: 5.565e-03, eta: 8:45:17, time: 0.327, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9962, loss_cls: 1.0037, loss: 1.0037 +2023-12-08 18:08:44,962 - pyskl - INFO - Epoch [104][300/2506] lr: 5.557e-03, eta: 8:44:57, time: 0.428, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.0015, loss: 1.0015 +2023-12-08 18:09:31,938 - pyskl - INFO - Epoch [104][400/2506] lr: 5.548e-03, eta: 8:44:39, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.0377, loss: 1.0377 +2023-12-08 18:10:19,005 - pyskl - INFO - Epoch [104][500/2506] lr: 5.539e-03, eta: 8:44:22, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.0297, loss: 1.0297 +2023-12-08 18:11:06,009 - pyskl - INFO - Epoch [104][600/2506] lr: 5.531e-03, eta: 8:44:04, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.0619, loss: 1.0619 +2023-12-08 18:11:53,128 - pyskl - INFO - Epoch [104][700/2506] lr: 5.522e-03, eta: 8:43:46, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.0297, loss: 1.0297 +2023-12-08 18:12:40,292 - pyskl - INFO - Epoch [104][800/2506] lr: 5.513e-03, eta: 8:43:29, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.0918, loss: 1.0918 +2023-12-08 18:13:27,386 - pyskl - INFO - Epoch [104][900/2506] lr: 5.505e-03, eta: 8:43:11, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 1.0519, loss: 1.0519 +2023-12-08 18:14:14,527 - pyskl - INFO - Epoch [104][1000/2506] lr: 5.496e-03, eta: 8:42:53, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.0301, loss: 1.0301 +2023-12-08 18:15:01,584 - pyskl - INFO - Epoch [104][1100/2506] lr: 5.487e-03, eta: 8:42:36, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 1.0768, loss: 1.0768 +2023-12-08 18:15:48,788 - pyskl - INFO - Epoch [104][1200/2506] lr: 5.479e-03, eta: 8:42:18, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.0525, loss: 1.0525 +2023-12-08 18:16:35,974 - pyskl - INFO - Epoch [104][1300/2506] lr: 5.470e-03, eta: 8:42:00, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 1.0865, loss: 1.0865 +2023-12-08 18:17:23,208 - pyskl - INFO - Epoch [104][1400/2506] lr: 5.461e-03, eta: 8:41:42, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9938, loss_cls: 1.1079, loss: 1.1079 +2023-12-08 18:18:10,384 - pyskl - INFO - Epoch [104][1500/2506] lr: 5.453e-03, eta: 8:41:25, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 1.1111, loss: 1.1111 +2023-12-08 18:18:57,518 - pyskl - INFO - Epoch [104][1600/2506] lr: 5.444e-03, eta: 8:41:07, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.1070, loss: 1.1070 +2023-12-08 18:19:44,484 - pyskl - INFO - Epoch [104][1700/2506] lr: 5.435e-03, eta: 8:40:49, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 1.0559, loss: 1.0559 +2023-12-08 18:20:31,550 - pyskl - INFO - Epoch [104][1800/2506] lr: 5.427e-03, eta: 8:40:31, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 1.0916, loss: 1.0916 +2023-12-08 18:21:18,698 - pyskl - INFO - Epoch [104][1900/2506] lr: 5.418e-03, eta: 8:40:13, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.0752, loss: 1.0752 +2023-12-08 18:22:05,698 - pyskl - INFO - Epoch [104][2000/2506] lr: 5.410e-03, eta: 8:39:55, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 1.1450, loss: 1.1450 +2023-12-08 18:22:52,664 - pyskl - INFO - Epoch [104][2100/2506] lr: 5.401e-03, eta: 8:39:37, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9988, loss_cls: 1.1014, loss: 1.1014 +2023-12-08 18:23:39,575 - pyskl - INFO - Epoch [104][2200/2506] lr: 5.392e-03, eta: 8:39:19, time: 0.469, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9956, loss_cls: 1.0463, loss: 1.0463 +2023-12-08 18:24:26,666 - pyskl - INFO - Epoch [104][2300/2506] lr: 5.384e-03, eta: 8:39:01, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 1.0913, loss: 1.0913 +2023-12-08 18:25:13,864 - pyskl - INFO - Epoch [104][2400/2506] lr: 5.375e-03, eta: 8:38:43, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 1.1000, loss: 1.1000 +2023-12-08 18:26:00,853 - pyskl - INFO - Epoch [104][2500/2506] lr: 5.367e-03, eta: 8:38:25, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 1.1088, loss: 1.1088 +2023-12-08 18:26:04,100 - pyskl - INFO - Saving checkpoint at 104 epochs +2023-12-08 18:28:19,003 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 18:28:19,072 - pyskl - INFO - +top1_acc 0.8791 +top5_acc 0.9810 +2023-12-08 18:28:19,075 - pyskl - INFO - Epoch(val) [104][1031] top1_acc: 0.8791, top5_acc: 0.9810 +2023-12-08 18:29:28,420 - pyskl - INFO - Epoch [105][100/2506] lr: 5.358e-03, eta: 8:38:14, time: 0.693, data_time: 0.184, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.0146, loss: 1.0146 +2023-12-08 18:30:02,759 - pyskl - INFO - Epoch [105][200/2506] lr: 5.349e-03, eta: 8:37:50, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.9834, loss: 0.9834 +2023-12-08 18:30:44,392 - pyskl - INFO - Epoch [105][300/2506] lr: 5.340e-03, eta: 8:37:30, time: 0.416, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 0.9950, loss: 0.9950 +2023-12-08 18:31:32,138 - pyskl - INFO - Epoch [105][400/2506] lr: 5.332e-03, eta: 8:37:12, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.0106, loss: 1.0106 +2023-12-08 18:32:19,933 - pyskl - INFO - Epoch [105][500/2506] lr: 5.323e-03, eta: 8:36:54, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.0332, loss: 1.0332 +2023-12-08 18:33:07,699 - pyskl - INFO - Epoch [105][600/2506] lr: 5.315e-03, eta: 8:36:36, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 0.9987, loss: 0.9987 +2023-12-08 18:33:55,505 - pyskl - INFO - Epoch [105][700/2506] lr: 5.306e-03, eta: 8:36:18, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.0409, loss: 1.0409 +2023-12-08 18:34:43,238 - pyskl - INFO - Epoch [105][800/2506] lr: 5.298e-03, eta: 8:36:00, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 1.0321, loss: 1.0321 +2023-12-08 18:35:30,956 - pyskl - INFO - Epoch [105][900/2506] lr: 5.289e-03, eta: 8:35:42, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.0399, loss: 1.0399 +2023-12-08 18:36:18,691 - pyskl - INFO - Epoch [105][1000/2506] lr: 5.281e-03, eta: 8:35:24, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.0725, loss: 1.0725 +2023-12-08 18:37:06,463 - pyskl - INFO - Epoch [105][1100/2506] lr: 5.272e-03, eta: 8:35:06, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.0583, loss: 1.0583 +2023-12-08 18:37:54,259 - pyskl - INFO - Epoch [105][1200/2506] lr: 5.264e-03, eta: 8:34:48, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 1.0643, loss: 1.0643 +2023-12-08 18:38:41,996 - pyskl - INFO - Epoch [105][1300/2506] lr: 5.255e-03, eta: 8:34:30, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 1.0536, loss: 1.0536 +2023-12-08 18:39:29,682 - pyskl - INFO - Epoch [105][1400/2506] lr: 5.247e-03, eta: 8:34:12, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.0382, loss: 1.0382 +2023-12-08 18:40:17,429 - pyskl - INFO - Epoch [105][1500/2506] lr: 5.238e-03, eta: 8:33:54, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.0557, loss: 1.0557 +2023-12-08 18:41:05,141 - pyskl - INFO - Epoch [105][1600/2506] lr: 5.230e-03, eta: 8:33:35, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.0648, loss: 1.0648 +2023-12-08 18:41:52,917 - pyskl - INFO - Epoch [105][1700/2506] lr: 5.221e-03, eta: 8:33:17, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.0603, loss: 1.0603 +2023-12-08 18:42:40,721 - pyskl - INFO - Epoch [105][1800/2506] lr: 5.213e-03, eta: 8:32:59, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.0749, loss: 1.0749 +2023-12-08 18:43:28,492 - pyskl - INFO - Epoch [105][1900/2506] lr: 5.204e-03, eta: 8:32:41, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.0326, loss: 1.0326 +2023-12-08 18:44:16,283 - pyskl - INFO - Epoch [105][2000/2506] lr: 5.196e-03, eta: 8:32:23, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 1.0617, loss: 1.0617 +2023-12-08 18:45:04,067 - pyskl - INFO - Epoch [105][2100/2506] lr: 5.187e-03, eta: 8:32:04, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.0422, loss: 1.0422 +2023-12-08 18:45:51,862 - pyskl - INFO - Epoch [105][2200/2506] lr: 5.179e-03, eta: 8:31:46, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 1.0821, loss: 1.0821 +2023-12-08 18:46:39,624 - pyskl - INFO - Epoch [105][2300/2506] lr: 5.170e-03, eta: 8:31:28, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.0757, loss: 1.0757 +2023-12-08 18:47:27,406 - pyskl - INFO - Epoch [105][2400/2506] lr: 5.162e-03, eta: 8:31:10, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 1.0725, loss: 1.0725 +2023-12-08 18:48:15,199 - pyskl - INFO - Epoch [105][2500/2506] lr: 5.153e-03, eta: 8:30:51, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.0905, loss: 1.0905 +2023-12-08 18:48:18,536 - pyskl - INFO - Saving checkpoint at 105 epochs +2023-12-08 18:50:32,230 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 18:50:32,299 - pyskl - INFO - +top1_acc 0.8839 +top5_acc 0.9814 +2023-12-08 18:50:32,302 - pyskl - INFO - Epoch(val) [105][1031] top1_acc: 0.8839, top5_acc: 0.9814 +2023-12-08 18:51:41,757 - pyskl - INFO - Epoch [106][100/2506] lr: 5.144e-03, eta: 8:30:40, time: 0.695, data_time: 0.186, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9969, loss_cls: 1.0192, loss: 1.0192 +2023-12-08 18:52:18,897 - pyskl - INFO - Epoch [106][200/2506] lr: 5.136e-03, eta: 8:30:17, time: 0.371, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.0181, loss: 1.0181 +2023-12-08 18:52:57,688 - pyskl - INFO - Epoch [106][300/2506] lr: 5.127e-03, eta: 8:29:55, time: 0.388, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 1.0136, loss: 1.0136 +2023-12-08 18:53:44,625 - pyskl - INFO - Epoch [106][400/2506] lr: 5.119e-03, eta: 8:29:36, time: 0.469, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.9757, loss: 0.9757 +2023-12-08 18:54:31,629 - pyskl - INFO - Epoch [106][500/2506] lr: 5.111e-03, eta: 8:29:17, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.9794, loss: 0.9794 +2023-12-08 18:55:18,555 - pyskl - INFO - Epoch [106][600/2506] lr: 5.102e-03, eta: 8:28:58, time: 0.469, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.0224, loss: 1.0224 +2023-12-08 18:56:05,687 - pyskl - INFO - Epoch [106][700/2506] lr: 5.094e-03, eta: 8:28:39, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.0070, loss: 1.0070 +2023-12-08 18:56:52,688 - pyskl - INFO - Epoch [106][800/2506] lr: 5.085e-03, eta: 8:28:21, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.0295, loss: 1.0295 +2023-12-08 18:57:39,817 - pyskl - INFO - Epoch [106][900/2506] lr: 5.077e-03, eta: 8:28:02, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.0394, loss: 1.0394 +2023-12-08 18:58:26,862 - pyskl - INFO - Epoch [106][1000/2506] lr: 5.069e-03, eta: 8:27:43, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.0220, loss: 1.0220 +2023-12-08 18:59:14,003 - pyskl - INFO - Epoch [106][1100/2506] lr: 5.060e-03, eta: 8:27:24, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 1.0185, loss: 1.0185 +2023-12-08 19:00:00,962 - pyskl - INFO - Epoch [106][1200/2506] lr: 5.052e-03, eta: 8:27:05, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.0556, loss: 1.0556 +2023-12-08 19:00:48,052 - pyskl - INFO - Epoch [106][1300/2506] lr: 5.043e-03, eta: 8:26:46, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.0265, loss: 1.0265 +2023-12-08 19:01:35,244 - pyskl - INFO - Epoch [106][1400/2506] lr: 5.035e-03, eta: 8:26:27, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9994, loss_cls: 1.0515, loss: 1.0515 +2023-12-08 19:02:22,263 - pyskl - INFO - Epoch [106][1500/2506] lr: 5.027e-03, eta: 8:26:08, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.0403, loss: 1.0403 +2023-12-08 19:03:09,261 - pyskl - INFO - Epoch [106][1600/2506] lr: 5.018e-03, eta: 8:25:49, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 1.0687, loss: 1.0687 +2023-12-08 19:03:56,392 - pyskl - INFO - Epoch [106][1700/2506] lr: 5.010e-03, eta: 8:25:30, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.0448, loss: 1.0448 +2023-12-08 19:04:43,397 - pyskl - INFO - Epoch [106][1800/2506] lr: 5.001e-03, eta: 8:25:11, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 1.0768, loss: 1.0768 +2023-12-08 19:05:30,580 - pyskl - INFO - Epoch [106][1900/2506] lr: 4.993e-03, eta: 8:24:52, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 1.0776, loss: 1.0776 +2023-12-08 19:06:17,779 - pyskl - INFO - Epoch [106][2000/2506] lr: 4.985e-03, eta: 8:24:33, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.0555, loss: 1.0555 +2023-12-08 19:07:04,898 - pyskl - INFO - Epoch [106][2100/2506] lr: 4.976e-03, eta: 8:24:14, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.0337, loss: 1.0337 +2023-12-08 19:07:51,878 - pyskl - INFO - Epoch [106][2200/2506] lr: 4.968e-03, eta: 8:23:55, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 1.0479, loss: 1.0479 +2023-12-08 19:08:38,911 - pyskl - INFO - Epoch [106][2300/2506] lr: 4.960e-03, eta: 8:23:36, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.0480, loss: 1.0480 +2023-12-08 19:09:25,842 - pyskl - INFO - Epoch [106][2400/2506] lr: 4.951e-03, eta: 8:23:17, time: 0.469, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 1.1047, loss: 1.1047 +2023-12-08 19:10:13,095 - pyskl - INFO - Epoch [106][2500/2506] lr: 4.943e-03, eta: 8:22:58, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 0.9970, loss: 0.9970 +2023-12-08 19:10:16,358 - pyskl - INFO - Saving checkpoint at 106 epochs +2023-12-08 19:12:30,538 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 19:12:30,607 - pyskl - INFO - +top1_acc 0.8899 +top5_acc 0.9825 +2023-12-08 19:12:30,610 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_95.pth was removed +2023-12-08 19:12:30,743 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. +2023-12-08 19:12:30,744 - pyskl - INFO - Best top1_acc is 0.8899 at 106 epoch. +2023-12-08 19:12:30,747 - pyskl - INFO - Epoch(val) [106][1031] top1_acc: 0.8899, top5_acc: 0.9825 +2023-12-08 19:13:39,629 - pyskl - INFO - Epoch [107][100/2506] lr: 4.934e-03, eta: 8:22:45, time: 0.689, data_time: 0.179, memory: 6499, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 1.0067, loss: 1.0067 +2023-12-08 19:14:18,992 - pyskl - INFO - Epoch [107][200/2506] lr: 4.926e-03, eta: 8:22:23, time: 0.394, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.9662, loss: 0.9662 +2023-12-08 19:14:56,128 - pyskl - INFO - Epoch [107][300/2506] lr: 4.918e-03, eta: 8:21:59, time: 0.371, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.0159, loss: 1.0159 +2023-12-08 19:15:43,092 - pyskl - INFO - Epoch [107][400/2506] lr: 4.909e-03, eta: 8:21:40, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.9780, loss: 0.9780 +2023-12-08 19:16:30,213 - pyskl - INFO - Epoch [107][500/2506] lr: 4.901e-03, eta: 8:21:21, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.0175, loss: 1.0175 +2023-12-08 19:17:17,291 - pyskl - INFO - Epoch [107][600/2506] lr: 4.893e-03, eta: 8:21:01, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.0327, loss: 1.0327 +2023-12-08 19:18:04,289 - pyskl - INFO - Epoch [107][700/2506] lr: 4.884e-03, eta: 8:20:42, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.0157, loss: 1.0157 +2023-12-08 19:18:51,387 - pyskl - INFO - Epoch [107][800/2506] lr: 4.876e-03, eta: 8:20:23, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.9896, loss: 0.9896 +2023-12-08 19:19:38,521 - pyskl - INFO - Epoch [107][900/2506] lr: 4.868e-03, eta: 8:20:03, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.0221, loss: 1.0221 +2023-12-08 19:20:25,681 - pyskl - INFO - Epoch [107][1000/2506] lr: 4.860e-03, eta: 8:19:44, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 1.0915, loss: 1.0915 +2023-12-08 19:21:12,733 - pyskl - INFO - Epoch [107][1100/2506] lr: 4.851e-03, eta: 8:19:25, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.0351, loss: 1.0351 +2023-12-08 19:21:59,741 - pyskl - INFO - Epoch [107][1200/2506] lr: 4.843e-03, eta: 8:19:05, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.0191, loss: 1.0191 +2023-12-08 19:22:46,716 - pyskl - INFO - Epoch [107][1300/2506] lr: 4.835e-03, eta: 8:18:46, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.0208, loss: 1.0208 +2023-12-08 19:23:33,836 - pyskl - INFO - Epoch [107][1400/2506] lr: 4.827e-03, eta: 8:18:26, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.0236, loss: 1.0236 +2023-12-08 19:24:20,814 - pyskl - INFO - Epoch [107][1500/2506] lr: 4.818e-03, eta: 8:18:07, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.0680, loss: 1.0680 +2023-12-08 19:25:07,901 - pyskl - INFO - Epoch [107][1600/2506] lr: 4.810e-03, eta: 8:17:47, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.0055, loss: 1.0055 +2023-12-08 19:25:54,885 - pyskl - INFO - Epoch [107][1700/2506] lr: 4.802e-03, eta: 8:17:28, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 1.0782, loss: 1.0782 +2023-12-08 19:26:41,881 - pyskl - INFO - Epoch [107][1800/2506] lr: 4.794e-03, eta: 8:17:08, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.0033, loss: 1.0033 +2023-12-08 19:27:28,898 - pyskl - INFO - Epoch [107][1900/2506] lr: 4.785e-03, eta: 8:16:48, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 0.9977, loss: 0.9977 +2023-12-08 19:28:15,957 - pyskl - INFO - Epoch [107][2000/2506] lr: 4.777e-03, eta: 8:16:29, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 0.9839, loss: 0.9839 +2023-12-08 19:29:03,099 - pyskl - INFO - Epoch [107][2100/2506] lr: 4.769e-03, eta: 8:16:09, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.0170, loss: 1.0170 +2023-12-08 19:29:50,201 - pyskl - INFO - Epoch [107][2200/2506] lr: 4.761e-03, eta: 8:15:50, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.0444, loss: 1.0444 +2023-12-08 19:30:37,363 - pyskl - INFO - Epoch [107][2300/2506] lr: 4.753e-03, eta: 8:15:30, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.0289, loss: 1.0289 +2023-12-08 19:31:24,339 - pyskl - INFO - Epoch [107][2400/2506] lr: 4.744e-03, eta: 8:15:10, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.0349, loss: 1.0349 +2023-12-08 19:32:11,476 - pyskl - INFO - Epoch [107][2500/2506] lr: 4.736e-03, eta: 8:14:51, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9944, loss_cls: 1.0584, loss: 1.0584 +2023-12-08 19:32:14,721 - pyskl - INFO - Saving checkpoint at 107 epochs +2023-12-08 19:34:29,019 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 19:34:29,090 - pyskl - INFO - +top1_acc 0.8801 +top5_acc 0.9813 +2023-12-08 19:34:29,096 - pyskl - INFO - Epoch(val) [107][1031] top1_acc: 0.8801, top5_acc: 0.9813 +2023-12-08 19:35:38,099 - pyskl - INFO - Epoch [108][100/2506] lr: 4.728e-03, eta: 8:14:37, time: 0.690, data_time: 0.181, memory: 6499, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 1.0100, loss: 1.0100 +2023-12-08 19:36:19,131 - pyskl - INFO - Epoch [108][200/2506] lr: 4.719e-03, eta: 8:14:15, time: 0.410, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 1.0000, loss_cls: 1.0188, loss: 1.0188 +2023-12-08 19:36:54,679 - pyskl - INFO - Epoch [108][300/2506] lr: 4.711e-03, eta: 8:13:51, time: 0.355, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9994, loss_cls: 1.0601, loss: 1.0601 +2023-12-08 19:37:41,582 - pyskl - INFO - Epoch [108][400/2506] lr: 4.703e-03, eta: 8:13:31, time: 0.469, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.0194, loss: 1.0194 +2023-12-08 19:38:28,746 - pyskl - INFO - Epoch [108][500/2506] lr: 4.695e-03, eta: 8:13:11, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.0237, loss: 1.0237 +2023-12-08 19:39:15,747 - pyskl - INFO - Epoch [108][600/2506] lr: 4.687e-03, eta: 8:12:51, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 0.9950, loss: 0.9950 +2023-12-08 19:40:02,860 - pyskl - INFO - Epoch [108][700/2506] lr: 4.679e-03, eta: 8:12:32, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 0.9744, loss: 0.9744 +2023-12-08 19:40:49,785 - pyskl - INFO - Epoch [108][800/2506] lr: 4.670e-03, eta: 8:12:12, time: 0.469, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.0090, loss: 1.0090 +2023-12-08 19:41:36,884 - pyskl - INFO - Epoch [108][900/2506] lr: 4.662e-03, eta: 8:11:52, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 0.9889, loss: 0.9889 +2023-12-08 19:42:24,041 - pyskl - INFO - Epoch [108][1000/2506] lr: 4.654e-03, eta: 8:11:32, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.0013, loss: 1.0013 +2023-12-08 19:43:11,027 - pyskl - INFO - Epoch [108][1100/2506] lr: 4.646e-03, eta: 8:11:12, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 1.0372, loss: 1.0372 +2023-12-08 19:43:58,024 - pyskl - INFO - Epoch [108][1200/2506] lr: 4.638e-03, eta: 8:10:52, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.0164, loss: 1.0164 +2023-12-08 19:44:45,001 - pyskl - INFO - Epoch [108][1300/2506] lr: 4.630e-03, eta: 8:10:32, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.9989, loss: 0.9989 +2023-12-08 19:45:31,970 - pyskl - INFO - Epoch [108][1400/2506] lr: 4.622e-03, eta: 8:10:12, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.0117, loss: 1.0117 +2023-12-08 19:46:18,945 - pyskl - INFO - Epoch [108][1500/2506] lr: 4.614e-03, eta: 8:09:52, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.0161, loss: 1.0161 +2023-12-08 19:47:06,122 - pyskl - INFO - Epoch [108][1600/2506] lr: 4.605e-03, eta: 8:09:32, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 1.0000, loss_cls: 1.0429, loss: 1.0429 +2023-12-08 19:47:53,196 - pyskl - INFO - Epoch [108][1700/2506] lr: 4.597e-03, eta: 8:09:12, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.0394, loss: 1.0394 +2023-12-08 19:48:40,252 - pyskl - INFO - Epoch [108][1800/2506] lr: 4.589e-03, eta: 8:08:52, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.0133, loss: 1.0133 +2023-12-08 19:49:27,373 - pyskl - INFO - Epoch [108][1900/2506] lr: 4.581e-03, eta: 8:08:32, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.0187, loss: 1.0187 +2023-12-08 19:50:14,434 - pyskl - INFO - Epoch [108][2000/2506] lr: 4.573e-03, eta: 8:08:12, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.0090, loss: 1.0090 +2023-12-08 19:51:01,538 - pyskl - INFO - Epoch [108][2100/2506] lr: 4.565e-03, eta: 8:07:52, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 1.0329, loss: 1.0329 +2023-12-08 19:51:48,735 - pyskl - INFO - Epoch [108][2200/2506] lr: 4.557e-03, eta: 8:07:31, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9969, loss_cls: 1.0092, loss: 1.0092 +2023-12-08 19:52:35,808 - pyskl - INFO - Epoch [108][2300/2506] lr: 4.549e-03, eta: 8:07:11, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.9935, loss: 0.9935 +2023-12-08 19:53:22,840 - pyskl - INFO - Epoch [108][2400/2506] lr: 4.541e-03, eta: 8:06:51, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.0406, loss: 1.0406 +2023-12-08 19:54:09,947 - pyskl - INFO - Epoch [108][2500/2506] lr: 4.533e-03, eta: 8:06:31, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.0557, loss: 1.0557 +2023-12-08 19:54:13,253 - pyskl - INFO - Saving checkpoint at 108 epochs +2023-12-08 19:56:27,189 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 19:56:27,259 - pyskl - INFO - +top1_acc 0.8686 +top5_acc 0.9812 +2023-12-08 19:56:27,262 - pyskl - INFO - Epoch(val) [108][1031] top1_acc: 0.8686, top5_acc: 0.9812 +2023-12-08 19:57:36,107 - pyskl - INFO - Epoch [109][100/2506] lr: 4.524e-03, eta: 8:06:17, time: 0.688, data_time: 0.179, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.9688, loss: 0.9688 +2023-12-08 19:58:19,032 - pyskl - INFO - Epoch [109][200/2506] lr: 4.516e-03, eta: 8:05:55, time: 0.429, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.0115, loss: 1.0115 +2023-12-08 19:58:52,934 - pyskl - INFO - Epoch [109][300/2506] lr: 4.508e-03, eta: 8:05:30, time: 0.339, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 0.9919, loss: 0.9919 +2023-12-08 19:59:40,015 - pyskl - INFO - Epoch [109][400/2506] lr: 4.500e-03, eta: 8:05:09, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9969, loss_cls: 1.0168, loss: 1.0168 +2023-12-08 20:00:27,084 - pyskl - INFO - Epoch [109][500/2506] lr: 4.492e-03, eta: 8:04:49, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.9828, loss: 0.9828 +2023-12-08 20:01:14,185 - pyskl - INFO - Epoch [109][600/2506] lr: 4.484e-03, eta: 8:04:29, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.9815, loss: 0.9815 +2023-12-08 20:02:01,372 - pyskl - INFO - Epoch [109][700/2506] lr: 4.476e-03, eta: 8:04:08, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.0047, loss: 1.0047 +2023-12-08 20:02:48,437 - pyskl - INFO - Epoch [109][800/2506] lr: 4.468e-03, eta: 8:03:48, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.9809, loss: 0.9809 +2023-12-08 20:03:35,533 - pyskl - INFO - Epoch [109][900/2506] lr: 4.460e-03, eta: 8:03:28, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.0323, loss: 1.0323 +2023-12-08 20:04:22,516 - pyskl - INFO - Epoch [109][1000/2506] lr: 4.452e-03, eta: 8:03:07, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.9937, loss: 0.9937 +2023-12-08 20:05:09,547 - pyskl - INFO - Epoch [109][1100/2506] lr: 4.444e-03, eta: 8:02:47, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 1.0737, loss: 1.0737 +2023-12-08 20:05:56,684 - pyskl - INFO - Epoch [109][1200/2506] lr: 4.436e-03, eta: 8:02:26, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 0.9846, loss: 0.9846 +2023-12-08 20:06:44,300 - pyskl - INFO - Epoch [109][1300/2506] lr: 4.428e-03, eta: 8:02:06, time: 0.476, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.9689, loss: 0.9689 +2023-12-08 20:07:32,095 - pyskl - INFO - Epoch [109][1400/2506] lr: 4.420e-03, eta: 8:01:46, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.9814, loss: 0.9814 +2023-12-08 20:08:19,828 - pyskl - INFO - Epoch [109][1500/2506] lr: 4.412e-03, eta: 8:01:26, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.9827, loss: 0.9827 +2023-12-08 20:09:07,581 - pyskl - INFO - Epoch [109][1600/2506] lr: 4.404e-03, eta: 8:01:05, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.0240, loss: 1.0240 +2023-12-08 20:09:55,350 - pyskl - INFO - Epoch [109][1700/2506] lr: 4.396e-03, eta: 8:00:45, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 1.0240, loss: 1.0240 +2023-12-08 20:10:43,128 - pyskl - INFO - Epoch [109][1800/2506] lr: 4.388e-03, eta: 8:00:25, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.0111, loss: 1.0111 +2023-12-08 20:11:30,846 - pyskl - INFO - Epoch [109][1900/2506] lr: 4.380e-03, eta: 8:00:04, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.0218, loss: 1.0218 +2023-12-08 20:12:18,575 - pyskl - INFO - Epoch [109][2000/2506] lr: 4.372e-03, eta: 7:59:44, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.9999, loss: 0.9999 +2023-12-08 20:13:06,270 - pyskl - INFO - Epoch [109][2100/2506] lr: 4.364e-03, eta: 7:59:24, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 1.0103, loss: 1.0103 +2023-12-08 20:13:53,942 - pyskl - INFO - Epoch [109][2200/2506] lr: 4.357e-03, eta: 7:59:03, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.0210, loss: 1.0210 +2023-12-08 20:14:41,664 - pyskl - INFO - Epoch [109][2300/2506] lr: 4.349e-03, eta: 7:58:43, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.0489, loss: 1.0489 +2023-12-08 20:15:29,335 - pyskl - INFO - Epoch [109][2400/2506] lr: 4.341e-03, eta: 7:58:22, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.0078, loss: 1.0078 +2023-12-08 20:16:17,012 - pyskl - INFO - Epoch [109][2500/2506] lr: 4.333e-03, eta: 7:58:02, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.0521, loss: 1.0521 +2023-12-08 20:16:20,272 - pyskl - INFO - Saving checkpoint at 109 epochs +2023-12-08 20:18:33,618 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 20:18:33,689 - pyskl - INFO - +top1_acc 0.8768 +top5_acc 0.9793 +2023-12-08 20:18:33,695 - pyskl - INFO - Epoch(val) [109][1031] top1_acc: 0.8768, top5_acc: 0.9793 +2023-12-08 20:19:42,947 - pyskl - INFO - Epoch [110][100/2506] lr: 4.324e-03, eta: 7:57:47, time: 0.692, data_time: 0.184, memory: 6499, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 0.9830, loss: 0.9830 +2023-12-08 20:20:27,301 - pyskl - INFO - Epoch [110][200/2506] lr: 4.317e-03, eta: 7:57:26, time: 0.444, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.9634, loss: 0.9634 +2023-12-08 20:20:59,679 - pyskl - INFO - Epoch [110][300/2506] lr: 4.309e-03, eta: 7:56:59, time: 0.324, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 0.9843, loss: 0.9843 +2023-12-08 20:21:46,627 - pyskl - INFO - Epoch [110][400/2506] lr: 4.301e-03, eta: 7:56:38, time: 0.469, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.0051, loss: 1.0051 +2023-12-08 20:22:33,507 - pyskl - INFO - Epoch [110][500/2506] lr: 4.293e-03, eta: 7:56:18, time: 0.469, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.9824, loss: 0.9824 +2023-12-08 20:23:20,567 - pyskl - INFO - Epoch [110][600/2506] lr: 4.285e-03, eta: 7:55:57, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.0010, loss: 1.0010 +2023-12-08 20:24:07,640 - pyskl - INFO - Epoch [110][700/2506] lr: 4.277e-03, eta: 7:55:36, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.0005, loss: 1.0005 +2023-12-08 20:24:54,687 - pyskl - INFO - Epoch [110][800/2506] lr: 4.269e-03, eta: 7:55:15, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.9791, loss: 0.9791 +2023-12-08 20:25:41,558 - pyskl - INFO - Epoch [110][900/2506] lr: 4.261e-03, eta: 7:54:54, time: 0.469, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.9606, loss: 0.9606 +2023-12-08 20:26:28,590 - pyskl - INFO - Epoch [110][1000/2506] lr: 4.254e-03, eta: 7:54:33, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.9769, loss: 0.9769 +2023-12-08 20:27:15,531 - pyskl - INFO - Epoch [110][1100/2506] lr: 4.246e-03, eta: 7:54:12, time: 0.469, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.9987, loss: 0.9987 +2023-12-08 20:28:02,450 - pyskl - INFO - Epoch [110][1200/2506] lr: 4.238e-03, eta: 7:53:51, time: 0.469, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.0362, loss: 1.0362 +2023-12-08 20:28:49,538 - pyskl - INFO - Epoch [110][1300/2506] lr: 4.230e-03, eta: 7:53:30, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.9739, loss: 0.9739 +2023-12-08 20:29:36,640 - pyskl - INFO - Epoch [110][1400/2506] lr: 4.222e-03, eta: 7:53:09, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.9985, loss: 0.9985 +2023-12-08 20:30:23,595 - pyskl - INFO - Epoch [110][1500/2506] lr: 4.214e-03, eta: 7:52:48, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.9960, loss: 0.9960 +2023-12-08 20:31:10,453 - pyskl - INFO - Epoch [110][1600/2506] lr: 4.207e-03, eta: 7:52:27, time: 0.469, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.9988, loss: 0.9988 +2023-12-08 20:31:57,450 - pyskl - INFO - Epoch [110][1700/2506] lr: 4.199e-03, eta: 7:52:06, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 0.9791, loss: 0.9791 +2023-12-08 20:32:44,413 - pyskl - INFO - Epoch [110][1800/2506] lr: 4.191e-03, eta: 7:51:45, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.0118, loss: 1.0118 +2023-12-08 20:33:31,362 - pyskl - INFO - Epoch [110][1900/2506] lr: 4.183e-03, eta: 7:51:24, time: 0.469, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9944, loss_cls: 1.0135, loss: 1.0135 +2023-12-08 20:34:18,426 - pyskl - INFO - Epoch [110][2000/2506] lr: 4.175e-03, eta: 7:51:03, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.0278, loss: 1.0278 +2023-12-08 20:35:05,507 - pyskl - INFO - Epoch [110][2100/2506] lr: 4.168e-03, eta: 7:50:42, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.0025, loss: 1.0025 +2023-12-08 20:35:52,563 - pyskl - INFO - Epoch [110][2200/2506] lr: 4.160e-03, eta: 7:50:21, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.9696, loss: 0.9696 +2023-12-08 20:36:39,529 - pyskl - INFO - Epoch [110][2300/2506] lr: 4.152e-03, eta: 7:50:00, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.0049, loss: 1.0049 +2023-12-08 20:37:26,484 - pyskl - INFO - Epoch [110][2400/2506] lr: 4.144e-03, eta: 7:49:38, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.0489, loss: 1.0489 +2023-12-08 20:38:13,495 - pyskl - INFO - Epoch [110][2500/2506] lr: 4.136e-03, eta: 7:49:17, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.0487, loss: 1.0487 +2023-12-08 20:38:16,676 - pyskl - INFO - Saving checkpoint at 110 epochs +2023-12-08 20:40:30,141 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 20:40:30,212 - pyskl - INFO - +top1_acc 0.8832 +top5_acc 0.9836 +2023-12-08 20:40:30,216 - pyskl - INFO - Epoch(val) [110][1031] top1_acc: 0.8832, top5_acc: 0.9836 +2023-12-08 20:41:39,164 - pyskl - INFO - Epoch [111][100/2506] lr: 4.128e-03, eta: 7:49:02, time: 0.689, data_time: 0.180, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.9971, loss: 0.9971 +2023-12-08 20:42:25,409 - pyskl - INFO - Epoch [111][200/2506] lr: 4.120e-03, eta: 7:48:40, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 0.9747, loss: 0.9747 +2023-12-08 20:42:56,852 - pyskl - INFO - Epoch [111][300/2506] lr: 4.113e-03, eta: 7:48:13, time: 0.314, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.9671, loss: 0.9671 +2023-12-08 20:43:44,569 - pyskl - INFO - Epoch [111][400/2506] lr: 4.105e-03, eta: 7:47:52, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.9380, loss: 0.9380 +2023-12-08 20:44:32,352 - pyskl - INFO - Epoch [111][500/2506] lr: 4.097e-03, eta: 7:47:31, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-08 20:45:20,126 - pyskl - INFO - Epoch [111][600/2506] lr: 4.089e-03, eta: 7:47:10, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.9540, loss: 0.9540 +2023-12-08 20:46:07,862 - pyskl - INFO - Epoch [111][700/2506] lr: 4.082e-03, eta: 7:46:49, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.9961, loss: 0.9961 +2023-12-08 20:46:55,591 - pyskl - INFO - Epoch [111][800/2506] lr: 4.074e-03, eta: 7:46:28, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.9568, loss: 0.9568 +2023-12-08 20:47:43,370 - pyskl - INFO - Epoch [111][900/2506] lr: 4.066e-03, eta: 7:46:07, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.9800, loss: 0.9800 +2023-12-08 20:48:31,129 - pyskl - INFO - Epoch [111][1000/2506] lr: 4.059e-03, eta: 7:45:46, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.9194, loss: 0.9194 +2023-12-08 20:49:18,860 - pyskl - INFO - Epoch [111][1100/2506] lr: 4.051e-03, eta: 7:45:25, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.0206, loss: 1.0206 +2023-12-08 20:50:06,685 - pyskl - INFO - Epoch [111][1200/2506] lr: 4.043e-03, eta: 7:45:03, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.9898, loss: 0.9898 +2023-12-08 20:50:54,414 - pyskl - INFO - Epoch [111][1300/2506] lr: 4.036e-03, eta: 7:44:42, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.9819, loss: 0.9819 +2023-12-08 20:51:42,188 - pyskl - INFO - Epoch [111][1400/2506] lr: 4.028e-03, eta: 7:44:21, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.9952, loss: 0.9952 +2023-12-08 20:52:29,946 - pyskl - INFO - Epoch [111][1500/2506] lr: 4.020e-03, eta: 7:44:00, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.9949, loss: 0.9949 +2023-12-08 20:53:17,716 - pyskl - INFO - Epoch [111][1600/2506] lr: 4.012e-03, eta: 7:43:39, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.0407, loss: 1.0407 +2023-12-08 20:54:05,496 - pyskl - INFO - Epoch [111][1700/2506] lr: 4.005e-03, eta: 7:43:17, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.0255, loss: 1.0255 +2023-12-08 20:54:53,258 - pyskl - INFO - Epoch [111][1800/2506] lr: 3.997e-03, eta: 7:42:56, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.0077, loss: 1.0077 +2023-12-08 20:55:40,996 - pyskl - INFO - Epoch [111][1900/2506] lr: 3.989e-03, eta: 7:42:35, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.9912, loss: 0.9912 +2023-12-08 20:56:28,771 - pyskl - INFO - Epoch [111][2000/2506] lr: 3.982e-03, eta: 7:42:13, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 0.9754, loss: 0.9754 +2023-12-08 20:57:16,506 - pyskl - INFO - Epoch [111][2100/2506] lr: 3.974e-03, eta: 7:41:52, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 0.9931, loss: 0.9931 +2023-12-08 20:58:04,279 - pyskl - INFO - Epoch [111][2200/2506] lr: 3.967e-03, eta: 7:41:31, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.9776, loss: 0.9776 +2023-12-08 20:58:52,045 - pyskl - INFO - Epoch [111][2300/2506] lr: 3.959e-03, eta: 7:41:09, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.0046, loss: 1.0046 +2023-12-08 20:59:39,870 - pyskl - INFO - Epoch [111][2400/2506] lr: 3.951e-03, eta: 7:40:48, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.0017, loss: 1.0017 +2023-12-08 21:00:27,654 - pyskl - INFO - Epoch [111][2500/2506] lr: 3.944e-03, eta: 7:40:27, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.9755, loss: 0.9755 +2023-12-08 21:00:30,989 - pyskl - INFO - Saving checkpoint at 111 epochs +2023-12-08 21:02:44,609 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 21:02:44,680 - pyskl - INFO - +top1_acc 0.8943 +top5_acc 0.9833 +2023-12-08 21:02:44,684 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_106.pth was removed +2023-12-08 21:02:44,815 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_111.pth. +2023-12-08 21:02:44,815 - pyskl - INFO - Best top1_acc is 0.8943 at 111 epoch. +2023-12-08 21:02:44,819 - pyskl - INFO - Epoch(val) [111][1031] top1_acc: 0.8943, top5_acc: 0.9833 +2023-12-08 21:03:54,383 - pyskl - INFO - Epoch [112][100/2506] lr: 3.936e-03, eta: 7:40:11, time: 0.696, data_time: 0.186, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.9344, loss: 0.9344 +2023-12-08 21:04:41,338 - pyskl - INFO - Epoch [112][200/2506] lr: 3.928e-03, eta: 7:39:49, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 0.9516, loss: 0.9516 +2023-12-08 21:05:12,973 - pyskl - INFO - Epoch [112][300/2506] lr: 3.920e-03, eta: 7:39:22, time: 0.316, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.9730, loss: 0.9730 +2023-12-08 21:06:00,765 - pyskl - INFO - Epoch [112][400/2506] lr: 3.913e-03, eta: 7:39:00, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 0.9772, loss: 0.9772 +2023-12-08 21:06:48,582 - pyskl - INFO - Epoch [112][500/2506] lr: 3.905e-03, eta: 7:38:39, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.9469, loss: 0.9469 +2023-12-08 21:07:36,317 - pyskl - INFO - Epoch [112][600/2506] lr: 3.898e-03, eta: 7:38:17, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.9359, loss: 0.9359 +2023-12-08 21:08:24,063 - pyskl - INFO - Epoch [112][700/2506] lr: 3.890e-03, eta: 7:37:56, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.9512, loss: 0.9512 +2023-12-08 21:09:11,814 - pyskl - INFO - Epoch [112][800/2506] lr: 3.883e-03, eta: 7:37:34, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.9342, loss: 0.9342 +2023-12-08 21:09:59,591 - pyskl - INFO - Epoch [112][900/2506] lr: 3.875e-03, eta: 7:37:13, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.9704, loss: 0.9704 +2023-12-08 21:10:47,338 - pyskl - INFO - Epoch [112][1000/2506] lr: 3.867e-03, eta: 7:36:51, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.9801, loss: 0.9801 +2023-12-08 21:11:35,124 - pyskl - INFO - Epoch [112][1100/2506] lr: 3.860e-03, eta: 7:36:29, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.9801, loss: 0.9801 +2023-12-08 21:12:22,893 - pyskl - INFO - Epoch [112][1200/2506] lr: 3.852e-03, eta: 7:36:08, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.9748, loss: 0.9748 +2023-12-08 21:13:10,683 - pyskl - INFO - Epoch [112][1300/2506] lr: 3.845e-03, eta: 7:35:46, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.9521, loss: 0.9521 +2023-12-08 21:13:58,434 - pyskl - INFO - Epoch [112][1400/2506] lr: 3.837e-03, eta: 7:35:24, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.9457, loss: 0.9457 +2023-12-08 21:14:46,185 - pyskl - INFO - Epoch [112][1500/2506] lr: 3.830e-03, eta: 7:35:03, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.9530, loss: 0.9530 +2023-12-08 21:15:33,909 - pyskl - INFO - Epoch [112][1600/2506] lr: 3.822e-03, eta: 7:34:41, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.9945, loss: 0.9945 +2023-12-08 21:16:21,681 - pyskl - INFO - Epoch [112][1700/2506] lr: 3.815e-03, eta: 7:34:19, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.9605, loss: 0.9605 +2023-12-08 21:17:09,409 - pyskl - INFO - Epoch [112][1800/2506] lr: 3.807e-03, eta: 7:33:57, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.9388, loss: 0.9388 +2023-12-08 21:17:57,150 - pyskl - INFO - Epoch [112][1900/2506] lr: 3.800e-03, eta: 7:33:36, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.9740, loss: 0.9740 +2023-12-08 21:18:44,874 - pyskl - INFO - Epoch [112][2000/2506] lr: 3.792e-03, eta: 7:33:14, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 1.0285, loss: 1.0285 +2023-12-08 21:19:32,622 - pyskl - INFO - Epoch [112][2100/2506] lr: 3.785e-03, eta: 7:32:52, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 0.9726, loss: 0.9726 +2023-12-08 21:20:20,426 - pyskl - INFO - Epoch [112][2200/2506] lr: 3.777e-03, eta: 7:32:30, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.0155, loss: 1.0155 +2023-12-08 21:21:08,201 - pyskl - INFO - Epoch [112][2300/2506] lr: 3.770e-03, eta: 7:32:08, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 0.9865, loss: 0.9865 +2023-12-08 21:21:55,984 - pyskl - INFO - Epoch [112][2400/2506] lr: 3.762e-03, eta: 7:31:47, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 1.0229, loss: 1.0229 +2023-12-08 21:22:43,758 - pyskl - INFO - Epoch [112][2500/2506] lr: 3.755e-03, eta: 7:31:25, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.9800, loss: 0.9800 +2023-12-08 21:22:47,043 - pyskl - INFO - Saving checkpoint at 112 epochs +2023-12-08 21:25:00,475 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 21:25:00,546 - pyskl - INFO - +top1_acc 0.8934 +top5_acc 0.9848 +2023-12-08 21:25:00,552 - pyskl - INFO - Epoch(val) [112][1031] top1_acc: 0.8934, top5_acc: 0.9848 +2023-12-08 21:26:09,796 - pyskl - INFO - Epoch [113][100/2506] lr: 3.747e-03, eta: 7:31:08, time: 0.692, data_time: 0.184, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.9523, loss: 0.9523 +2023-12-08 21:26:57,279 - pyskl - INFO - Epoch [113][200/2506] lr: 3.739e-03, eta: 7:30:46, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.9290, loss: 0.9290 +2023-12-08 21:27:28,174 - pyskl - INFO - Epoch [113][300/2506] lr: 3.732e-03, eta: 7:30:18, time: 0.309, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.9563, loss: 0.9563 +2023-12-08 21:28:16,009 - pyskl - INFO - Epoch [113][400/2506] lr: 3.724e-03, eta: 7:29:56, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.9662, loss: 0.9662 +2023-12-08 21:29:03,807 - pyskl - INFO - Epoch [113][500/2506] lr: 3.717e-03, eta: 7:29:34, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.9419, loss: 0.9419 +2023-12-08 21:29:51,597 - pyskl - INFO - Epoch [113][600/2506] lr: 3.710e-03, eta: 7:29:12, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.9485, loss: 0.9485 +2023-12-08 21:30:39,456 - pyskl - INFO - Epoch [113][700/2506] lr: 3.702e-03, eta: 7:28:50, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.9422, loss: 0.9422 +2023-12-08 21:31:27,291 - pyskl - INFO - Epoch [113][800/2506] lr: 3.695e-03, eta: 7:28:28, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 0.9842, loss: 0.9842 +2023-12-08 21:32:15,159 - pyskl - INFO - Epoch [113][900/2506] lr: 3.687e-03, eta: 7:28:06, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.9646, loss: 0.9646 +2023-12-08 21:33:02,929 - pyskl - INFO - Epoch [113][1000/2506] lr: 3.680e-03, eta: 7:27:44, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.9462, loss: 0.9462 +2023-12-08 21:33:50,759 - pyskl - INFO - Epoch [113][1100/2506] lr: 3.673e-03, eta: 7:27:22, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.9388, loss: 0.9388 +2023-12-08 21:34:38,657 - pyskl - INFO - Epoch [113][1200/2506] lr: 3.665e-03, eta: 7:27:00, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.9521, loss: 0.9521 +2023-12-08 21:35:26,487 - pyskl - INFO - Epoch [113][1300/2506] lr: 3.658e-03, eta: 7:26:38, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.9542, loss: 0.9542 +2023-12-08 21:36:14,299 - pyskl - INFO - Epoch [113][1400/2506] lr: 3.650e-03, eta: 7:26:16, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.9379, loss: 0.9379 +2023-12-08 21:37:02,183 - pyskl - INFO - Epoch [113][1500/2506] lr: 3.643e-03, eta: 7:25:54, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 0.9221, loss: 0.9221 +2023-12-08 21:37:50,048 - pyskl - INFO - Epoch [113][1600/2506] lr: 3.636e-03, eta: 7:25:32, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.9924, loss: 0.9924 +2023-12-08 21:38:37,922 - pyskl - INFO - Epoch [113][1700/2506] lr: 3.628e-03, eta: 7:25:10, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.9372, loss: 0.9372 +2023-12-08 21:39:25,730 - pyskl - INFO - Epoch [113][1800/2506] lr: 3.621e-03, eta: 7:24:47, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.0081, loss: 1.0081 +2023-12-08 21:40:13,573 - pyskl - INFO - Epoch [113][1900/2506] lr: 3.614e-03, eta: 7:24:25, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 0.9993, loss: 0.9993 +2023-12-08 21:41:01,391 - pyskl - INFO - Epoch [113][2000/2506] lr: 3.606e-03, eta: 7:24:03, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.0032, loss: 1.0032 +2023-12-08 21:41:49,176 - pyskl - INFO - Epoch [113][2100/2506] lr: 3.599e-03, eta: 7:23:41, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.9506, loss: 0.9506 +2023-12-08 21:42:36,945 - pyskl - INFO - Epoch [113][2200/2506] lr: 3.592e-03, eta: 7:23:18, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.9685, loss: 0.9685 +2023-12-08 21:43:24,732 - pyskl - INFO - Epoch [113][2300/2506] lr: 3.584e-03, eta: 7:22:56, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.9468, loss: 0.9468 +2023-12-08 21:44:12,553 - pyskl - INFO - Epoch [113][2400/2506] lr: 3.577e-03, eta: 7:22:34, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.9508, loss: 0.9508 +2023-12-08 21:45:00,394 - pyskl - INFO - Epoch [113][2500/2506] lr: 3.570e-03, eta: 7:22:12, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 0.9859, loss: 0.9859 +2023-12-08 21:45:03,658 - pyskl - INFO - Saving checkpoint at 113 epochs +2023-12-08 21:47:17,920 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 21:47:17,990 - pyskl - INFO - +top1_acc 0.8845 +top5_acc 0.9816 +2023-12-08 21:47:17,996 - pyskl - INFO - Epoch(val) [113][1031] top1_acc: 0.8845, top5_acc: 0.9816 +2023-12-08 21:48:27,206 - pyskl - INFO - Epoch [114][100/2506] lr: 3.562e-03, eta: 7:21:54, time: 0.692, data_time: 0.183, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.9288, loss: 0.9288 +2023-12-08 21:49:15,631 - pyskl - INFO - Epoch [114][200/2506] lr: 3.555e-03, eta: 7:21:32, time: 0.484, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.9554, loss: 0.9554 +2023-12-08 21:49:44,664 - pyskl - INFO - Epoch [114][300/2506] lr: 3.547e-03, eta: 7:21:03, time: 0.290, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.9014, loss: 0.9014 +2023-12-08 21:50:31,952 - pyskl - INFO - Epoch [114][400/2506] lr: 3.540e-03, eta: 7:20:41, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.9560, loss: 0.9560 +2023-12-08 21:51:19,076 - pyskl - INFO - Epoch [114][500/2506] lr: 3.533e-03, eta: 7:20:18, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.9411, loss: 0.9411 +2023-12-08 21:52:06,165 - pyskl - INFO - Epoch [114][600/2506] lr: 3.525e-03, eta: 7:19:55, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.9576, loss: 0.9576 +2023-12-08 21:52:53,211 - pyskl - INFO - Epoch [114][700/2506] lr: 3.518e-03, eta: 7:19:33, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.9450, loss: 0.9450 +2023-12-08 21:53:40,301 - pyskl - INFO - Epoch [114][800/2506] lr: 3.511e-03, eta: 7:19:10, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.9447, loss: 0.9447 +2023-12-08 21:54:27,369 - pyskl - INFO - Epoch [114][900/2506] lr: 3.504e-03, eta: 7:18:47, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.9478, loss: 0.9478 +2023-12-08 21:55:14,452 - pyskl - INFO - Epoch [114][1000/2506] lr: 3.496e-03, eta: 7:18:25, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.9371, loss: 0.9371 +2023-12-08 21:56:01,731 - pyskl - INFO - Epoch [114][1100/2506] lr: 3.489e-03, eta: 7:18:02, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.9443, loss: 0.9443 +2023-12-08 21:56:48,837 - pyskl - INFO - Epoch [114][1200/2506] lr: 3.482e-03, eta: 7:17:39, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.9784, loss: 0.9784 +2023-12-08 21:57:36,088 - pyskl - INFO - Epoch [114][1300/2506] lr: 3.475e-03, eta: 7:17:16, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 0.9841, loss: 0.9841 +2023-12-08 21:58:23,217 - pyskl - INFO - Epoch [114][1400/2506] lr: 3.467e-03, eta: 7:16:54, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.9481, loss: 0.9481 +2023-12-08 21:59:10,471 - pyskl - INFO - Epoch [114][1500/2506] lr: 3.460e-03, eta: 7:16:31, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 0.9413, loss: 0.9413 +2023-12-08 21:59:57,728 - pyskl - INFO - Epoch [114][1600/2506] lr: 3.453e-03, eta: 7:16:08, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.9156, loss: 0.9156 +2023-12-08 22:00:44,828 - pyskl - INFO - Epoch [114][1700/2506] lr: 3.446e-03, eta: 7:15:45, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.9468, loss: 0.9468 +2023-12-08 22:01:31,795 - pyskl - INFO - Epoch [114][1800/2506] lr: 3.439e-03, eta: 7:15:22, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.9368, loss: 0.9368 +2023-12-08 22:02:18,841 - pyskl - INFO - Epoch [114][1900/2506] lr: 3.431e-03, eta: 7:14:59, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 0.9742, loss: 0.9742 +2023-12-08 22:03:06,051 - pyskl - INFO - Epoch [114][2000/2506] lr: 3.424e-03, eta: 7:14:37, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.9658, loss: 0.9658 +2023-12-08 22:03:53,138 - pyskl - INFO - Epoch [114][2100/2506] lr: 3.417e-03, eta: 7:14:14, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.9637, loss: 0.9637 +2023-12-08 22:04:40,173 - pyskl - INFO - Epoch [114][2200/2506] lr: 3.410e-03, eta: 7:13:51, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.9667, loss: 0.9667 +2023-12-08 22:05:27,352 - pyskl - INFO - Epoch [114][2300/2506] lr: 3.403e-03, eta: 7:13:28, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 0.9759, loss: 0.9759 +2023-12-08 22:06:14,433 - pyskl - INFO - Epoch [114][2400/2506] lr: 3.396e-03, eta: 7:13:05, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.0163, loss: 1.0163 +2023-12-08 22:07:01,622 - pyskl - INFO - Epoch [114][2500/2506] lr: 3.388e-03, eta: 7:12:42, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.0348, loss: 1.0348 +2023-12-08 22:07:04,870 - pyskl - INFO - Saving checkpoint at 114 epochs +2023-12-08 22:09:20,686 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 22:09:20,758 - pyskl - INFO - +top1_acc 0.8751 +top5_acc 0.9802 +2023-12-08 22:09:20,763 - pyskl - INFO - Epoch(val) [114][1031] top1_acc: 0.8751, top5_acc: 0.9802 +2023-12-08 22:10:29,776 - pyskl - INFO - Epoch [115][100/2506] lr: 3.381e-03, eta: 7:12:23, time: 0.690, data_time: 0.182, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.9378, loss: 0.9378 +2023-12-08 22:11:20,488 - pyskl - INFO - Epoch [115][200/2506] lr: 3.374e-03, eta: 7:12:02, time: 0.507, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.9265, loss: 0.9265 +2023-12-08 22:11:48,302 - pyskl - INFO - Epoch [115][300/2506] lr: 3.367e-03, eta: 7:11:32, time: 0.278, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.9321, loss: 0.9321 +2023-12-08 22:12:35,545 - pyskl - INFO - Epoch [115][400/2506] lr: 3.359e-03, eta: 7:11:09, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.9243, loss: 0.9243 +2023-12-08 22:13:22,652 - pyskl - INFO - Epoch [115][500/2506] lr: 3.352e-03, eta: 7:10:46, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.9048, loss: 0.9048 +2023-12-08 22:14:09,741 - pyskl - INFO - Epoch [115][600/2506] lr: 3.345e-03, eta: 7:10:23, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.9053, loss: 0.9053 +2023-12-08 22:14:57,010 - pyskl - INFO - Epoch [115][700/2506] lr: 3.338e-03, eta: 7:10:00, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.9207, loss: 0.9207 +2023-12-08 22:15:44,224 - pyskl - INFO - Epoch [115][800/2506] lr: 3.331e-03, eta: 7:09:37, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.9204, loss: 0.9204 +2023-12-08 22:16:31,470 - pyskl - INFO - Epoch [115][900/2506] lr: 3.324e-03, eta: 7:09:14, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.9410, loss: 0.9410 +2023-12-08 22:17:18,663 - pyskl - INFO - Epoch [115][1000/2506] lr: 3.317e-03, eta: 7:08:51, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.9353, loss: 0.9353 +2023-12-08 22:18:05,741 - pyskl - INFO - Epoch [115][1100/2506] lr: 3.310e-03, eta: 7:08:28, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.9197, loss: 0.9197 +2023-12-08 22:18:52,937 - pyskl - INFO - Epoch [115][1200/2506] lr: 3.303e-03, eta: 7:08:05, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.9415, loss: 0.9415 +2023-12-08 22:19:40,144 - pyskl - INFO - Epoch [115][1300/2506] lr: 3.296e-03, eta: 7:07:41, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.8891, loss: 0.8891 +2023-12-08 22:20:27,323 - pyskl - INFO - Epoch [115][1400/2506] lr: 3.288e-03, eta: 7:07:18, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.9378, loss: 0.9378 +2023-12-08 22:21:14,445 - pyskl - INFO - Epoch [115][1500/2506] lr: 3.281e-03, eta: 7:06:55, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.9409, loss: 0.9409 +2023-12-08 22:22:01,498 - pyskl - INFO - Epoch [115][1600/2506] lr: 3.274e-03, eta: 7:06:32, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.8943, loss: 0.8943 +2023-12-08 22:22:48,707 - pyskl - INFO - Epoch [115][1700/2506] lr: 3.267e-03, eta: 7:06:09, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.9350, loss: 0.9350 +2023-12-08 22:23:35,929 - pyskl - INFO - Epoch [115][1800/2506] lr: 3.260e-03, eta: 7:05:45, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.9524, loss: 0.9524 +2023-12-08 22:24:23,028 - pyskl - INFO - Epoch [115][1900/2506] lr: 3.253e-03, eta: 7:05:22, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.9455, loss: 0.9455 +2023-12-08 22:25:10,210 - pyskl - INFO - Epoch [115][2000/2506] lr: 3.246e-03, eta: 7:04:59, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.9316, loss: 0.9316 +2023-12-08 22:25:57,619 - pyskl - INFO - Epoch [115][2100/2506] lr: 3.239e-03, eta: 7:04:35, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.9107, loss: 0.9107 +2023-12-08 22:26:44,856 - pyskl - INFO - Epoch [115][2200/2506] lr: 3.232e-03, eta: 7:04:12, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.9531, loss: 0.9531 +2023-12-08 22:27:32,149 - pyskl - INFO - Epoch [115][2300/2506] lr: 3.225e-03, eta: 7:03:49, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.9675, loss: 0.9675 +2023-12-08 22:28:19,285 - pyskl - INFO - Epoch [115][2400/2506] lr: 3.218e-03, eta: 7:03:25, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.9244, loss: 0.9244 +2023-12-08 22:29:06,622 - pyskl - INFO - Epoch [115][2500/2506] lr: 3.211e-03, eta: 7:03:02, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.9188, loss: 0.9188 +2023-12-08 22:29:09,893 - pyskl - INFO - Saving checkpoint at 115 epochs +2023-12-08 22:31:27,455 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 22:31:27,525 - pyskl - INFO - +top1_acc 0.8951 +top5_acc 0.9836 +2023-12-08 22:31:27,530 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_111.pth was removed +2023-12-08 22:31:27,676 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_115.pth. +2023-12-08 22:31:27,677 - pyskl - INFO - Best top1_acc is 0.8951 at 115 epoch. +2023-12-08 22:31:27,682 - pyskl - INFO - Epoch(val) [115][1031] top1_acc: 0.8951, top5_acc: 0.9836 +2023-12-08 22:32:36,952 - pyskl - INFO - Epoch [116][100/2506] lr: 3.204e-03, eta: 7:02:43, time: 0.693, data_time: 0.184, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.9039, loss: 0.9039 +2023-12-08 22:33:27,787 - pyskl - INFO - Epoch [116][200/2506] lr: 3.197e-03, eta: 7:02:21, time: 0.508, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.8858, loss: 0.8858 +2023-12-08 22:33:55,161 - pyskl - INFO - Epoch [116][300/2506] lr: 3.190e-03, eta: 7:01:51, time: 0.274, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.8935, loss: 0.8935 +2023-12-08 22:34:42,279 - pyskl - INFO - Epoch [116][400/2506] lr: 3.183e-03, eta: 7:01:28, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.9508, loss: 0.9508 +2023-12-08 22:35:29,606 - pyskl - INFO - Epoch [116][500/2506] lr: 3.176e-03, eta: 7:01:05, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.9180, loss: 0.9180 +2023-12-08 22:36:16,754 - pyskl - INFO - Epoch [116][600/2506] lr: 3.169e-03, eta: 7:00:41, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.9197, loss: 0.9197 +2023-12-08 22:37:04,018 - pyskl - INFO - Epoch [116][700/2506] lr: 3.162e-03, eta: 7:00:18, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.8930, loss: 0.8930 +2023-12-08 22:37:51,261 - pyskl - INFO - Epoch [116][800/2506] lr: 3.155e-03, eta: 6:59:54, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.9204, loss: 0.9204 +2023-12-08 22:38:38,487 - pyskl - INFO - Epoch [116][900/2506] lr: 3.148e-03, eta: 6:59:31, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.9408, loss: 0.9408 +2023-12-08 22:39:25,764 - pyskl - INFO - Epoch [116][1000/2506] lr: 3.141e-03, eta: 6:59:07, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.9188, loss: 0.9188 +2023-12-08 22:40:12,993 - pyskl - INFO - Epoch [116][1100/2506] lr: 3.134e-03, eta: 6:58:44, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.8984, loss: 0.8984 +2023-12-08 22:41:00,126 - pyskl - INFO - Epoch [116][1200/2506] lr: 3.127e-03, eta: 6:58:20, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.8970, loss: 0.8970 +2023-12-08 22:41:47,271 - pyskl - INFO - Epoch [116][1300/2506] lr: 3.120e-03, eta: 6:57:56, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.9118, loss: 0.9118 +2023-12-08 22:42:34,456 - pyskl - INFO - Epoch [116][1400/2506] lr: 3.114e-03, eta: 6:57:33, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.9263, loss: 0.9263 +2023-12-08 22:43:21,653 - pyskl - INFO - Epoch [116][1500/2506] lr: 3.107e-03, eta: 6:57:09, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.9109, loss: 0.9109 +2023-12-08 22:44:08,788 - pyskl - INFO - Epoch [116][1600/2506] lr: 3.100e-03, eta: 6:56:45, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.9227, loss: 0.9227 +2023-12-08 22:44:55,963 - pyskl - INFO - Epoch [116][1700/2506] lr: 3.093e-03, eta: 6:56:22, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.9249, loss: 0.9249 +2023-12-08 22:45:43,313 - pyskl - INFO - Epoch [116][1800/2506] lr: 3.086e-03, eta: 6:55:58, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.9170, loss: 0.9170 +2023-12-08 22:46:30,592 - pyskl - INFO - Epoch [116][1900/2506] lr: 3.079e-03, eta: 6:55:35, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.9438, loss: 0.9438 +2023-12-08 22:47:17,858 - pyskl - INFO - Epoch [116][2000/2506] lr: 3.072e-03, eta: 6:55:11, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.9068, loss: 0.9068 +2023-12-08 22:48:04,997 - pyskl - INFO - Epoch [116][2100/2506] lr: 3.065e-03, eta: 6:54:47, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.9117, loss: 0.9117 +2023-12-08 22:48:52,088 - pyskl - INFO - Epoch [116][2200/2506] lr: 3.059e-03, eta: 6:54:23, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.9404, loss: 0.9404 +2023-12-08 22:49:39,242 - pyskl - INFO - Epoch [116][2300/2506] lr: 3.052e-03, eta: 6:54:00, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.9253, loss: 0.9253 +2023-12-08 22:50:26,302 - pyskl - INFO - Epoch [116][2400/2506] lr: 3.045e-03, eta: 6:53:36, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.9225, loss: 0.9225 +2023-12-08 22:51:13,656 - pyskl - INFO - Epoch [116][2500/2506] lr: 3.038e-03, eta: 6:53:12, time: 0.474, data_time: 0.001, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.9342, loss: 0.9342 +2023-12-08 22:51:16,881 - pyskl - INFO - Saving checkpoint at 116 epochs +2023-12-08 22:53:36,411 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 22:53:36,484 - pyskl - INFO - +top1_acc 0.8974 +top5_acc 0.9848 +2023-12-08 22:53:36,487 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_115.pth was removed +2023-12-08 22:53:36,623 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_116.pth. +2023-12-08 22:53:36,623 - pyskl - INFO - Best top1_acc is 0.8974 at 116 epoch. +2023-12-08 22:53:36,628 - pyskl - INFO - Epoch(val) [116][1031] top1_acc: 0.8974, top5_acc: 0.9848 +2023-12-08 22:54:45,812 - pyskl - INFO - Epoch [117][100/2506] lr: 3.031e-03, eta: 6:52:52, time: 0.692, data_time: 0.183, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8833, loss: 0.8833 +2023-12-08 22:55:36,752 - pyskl - INFO - Epoch [117][200/2506] lr: 3.024e-03, eta: 6:52:30, time: 0.509, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.9034, loss: 0.9034 +2023-12-08 22:56:04,006 - pyskl - INFO - Epoch [117][300/2506] lr: 3.017e-03, eta: 6:52:00, time: 0.273, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.8748, loss: 0.8748 +2023-12-08 22:56:51,289 - pyskl - INFO - Epoch [117][400/2506] lr: 3.010e-03, eta: 6:51:36, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.8958, loss: 0.8958 +2023-12-08 22:57:38,385 - pyskl - INFO - Epoch [117][500/2506] lr: 3.004e-03, eta: 6:51:12, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.8879, loss: 0.8879 +2023-12-08 22:58:25,497 - pyskl - INFO - Epoch [117][600/2506] lr: 2.997e-03, eta: 6:50:48, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.9103, loss: 0.9103 +2023-12-08 22:59:12,771 - pyskl - INFO - Epoch [117][700/2506] lr: 2.990e-03, eta: 6:50:25, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.9163, loss: 0.9163 +2023-12-08 23:00:00,057 - pyskl - INFO - Epoch [117][800/2506] lr: 2.983e-03, eta: 6:50:01, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.9156, loss: 0.9156 +2023-12-08 23:00:47,428 - pyskl - INFO - Epoch [117][900/2506] lr: 2.976e-03, eta: 6:49:37, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.8938, loss: 0.8938 +2023-12-08 23:01:34,775 - pyskl - INFO - Epoch [117][1000/2506] lr: 2.970e-03, eta: 6:49:13, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.8921, loss: 0.8921 +2023-12-08 23:02:22,075 - pyskl - INFO - Epoch [117][1100/2506] lr: 2.963e-03, eta: 6:48:49, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8799, loss: 0.8799 +2023-12-08 23:03:09,370 - pyskl - INFO - Epoch [117][1200/2506] lr: 2.956e-03, eta: 6:48:25, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.8827, loss: 0.8827 +2023-12-08 23:03:56,617 - pyskl - INFO - Epoch [117][1300/2506] lr: 2.949e-03, eta: 6:48:01, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.9190, loss: 0.9190 +2023-12-08 23:04:43,802 - pyskl - INFO - Epoch [117][1400/2506] lr: 2.943e-03, eta: 6:47:37, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.9070, loss: 0.9070 +2023-12-08 23:05:31,012 - pyskl - INFO - Epoch [117][1500/2506] lr: 2.936e-03, eta: 6:47:13, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8755, loss: 0.8755 +2023-12-08 23:06:18,414 - pyskl - INFO - Epoch [117][1600/2506] lr: 2.929e-03, eta: 6:46:49, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.8878, loss: 0.8878 +2023-12-08 23:07:05,694 - pyskl - INFO - Epoch [117][1700/2506] lr: 2.923e-03, eta: 6:46:25, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.9254, loss: 0.9254 +2023-12-08 23:07:53,062 - pyskl - INFO - Epoch [117][1800/2506] lr: 2.916e-03, eta: 6:46:01, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.9072, loss: 0.9072 +2023-12-08 23:08:40,320 - pyskl - INFO - Epoch [117][1900/2506] lr: 2.909e-03, eta: 6:45:37, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.9233, loss: 0.9233 +2023-12-08 23:09:27,596 - pyskl - INFO - Epoch [117][2000/2506] lr: 2.902e-03, eta: 6:45:13, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.9009, loss: 0.9009 +2023-12-08 23:10:14,971 - pyskl - INFO - Epoch [117][2100/2506] lr: 2.896e-03, eta: 6:44:49, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.9272, loss: 0.9272 +2023-12-08 23:11:02,180 - pyskl - INFO - Epoch [117][2200/2506] lr: 2.889e-03, eta: 6:44:25, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.9122, loss: 0.9122 +2023-12-08 23:11:49,440 - pyskl - INFO - Epoch [117][2300/2506] lr: 2.882e-03, eta: 6:44:00, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.9280, loss: 0.9280 +2023-12-08 23:12:36,827 - pyskl - INFO - Epoch [117][2400/2506] lr: 2.876e-03, eta: 6:43:36, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.9181, loss: 0.9181 +2023-12-08 23:13:24,175 - pyskl - INFO - Epoch [117][2500/2506] lr: 2.869e-03, eta: 6:43:12, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.9274, loss: 0.9274 +2023-12-08 23:13:27,473 - pyskl - INFO - Saving checkpoint at 117 epochs +2023-12-08 23:15:48,827 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 23:15:48,898 - pyskl - INFO - +top1_acc 0.8953 +top5_acc 0.9831 +2023-12-08 23:15:48,903 - pyskl - INFO - Epoch(val) [117][1031] top1_acc: 0.8953, top5_acc: 0.9831 +2023-12-08 23:16:58,601 - pyskl - INFO - Epoch [118][100/2506] lr: 2.862e-03, eta: 6:42:52, time: 0.697, data_time: 0.189, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.9188, loss: 0.9188 +2023-12-08 23:17:49,545 - pyskl - INFO - Epoch [118][200/2506] lr: 2.855e-03, eta: 6:42:29, time: 0.509, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.8946, loss: 0.8946 +2023-12-08 23:18:17,602 - pyskl - INFO - Epoch [118][300/2506] lr: 2.849e-03, eta: 6:41:59, time: 0.281, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.8849, loss: 0.8849 +2023-12-08 23:19:05,508 - pyskl - INFO - Epoch [118][400/2506] lr: 2.842e-03, eta: 6:41:35, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8650, loss: 0.8650 +2023-12-08 23:19:53,469 - pyskl - INFO - Epoch [118][500/2506] lr: 2.835e-03, eta: 6:41:11, time: 0.480, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.8928, loss: 0.8928 +2023-12-08 23:20:41,335 - pyskl - INFO - Epoch [118][600/2506] lr: 2.829e-03, eta: 6:40:47, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.9370, loss: 0.9370 +2023-12-08 23:21:29,200 - pyskl - INFO - Epoch [118][700/2506] lr: 2.822e-03, eta: 6:40:23, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.8938, loss: 0.8938 +2023-12-08 23:22:17,121 - pyskl - INFO - Epoch [118][800/2506] lr: 2.816e-03, eta: 6:39:59, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.9128, loss: 0.9128 +2023-12-08 23:23:04,988 - pyskl - INFO - Epoch [118][900/2506] lr: 2.809e-03, eta: 6:39:35, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.8856, loss: 0.8856 +2023-12-08 23:23:52,908 - pyskl - INFO - Epoch [118][1000/2506] lr: 2.802e-03, eta: 6:39:11, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.9222, loss: 0.9222 +2023-12-08 23:24:40,820 - pyskl - INFO - Epoch [118][1100/2506] lr: 2.796e-03, eta: 6:38:46, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.8972, loss: 0.8972 +2023-12-08 23:25:28,757 - pyskl - INFO - Epoch [118][1200/2506] lr: 2.789e-03, eta: 6:38:22, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.9073, loss: 0.9073 +2023-12-08 23:26:16,658 - pyskl - INFO - Epoch [118][1300/2506] lr: 2.783e-03, eta: 6:37:58, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.9080, loss: 0.9080 +2023-12-08 23:27:04,538 - pyskl - INFO - Epoch [118][1400/2506] lr: 2.776e-03, eta: 6:37:34, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.8864, loss: 0.8864 +2023-12-08 23:27:52,423 - pyskl - INFO - Epoch [118][1500/2506] lr: 2.770e-03, eta: 6:37:10, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.9188, loss: 0.9188 +2023-12-08 23:28:40,266 - pyskl - INFO - Epoch [118][1600/2506] lr: 2.763e-03, eta: 6:36:45, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.8889, loss: 0.8889 +2023-12-08 23:29:28,166 - pyskl - INFO - Epoch [118][1700/2506] lr: 2.756e-03, eta: 6:36:21, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.8924, loss: 0.8924 +2023-12-08 23:30:16,001 - pyskl - INFO - Epoch [118][1800/2506] lr: 2.750e-03, eta: 6:35:57, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.8949, loss: 0.8949 +2023-12-08 23:31:03,922 - pyskl - INFO - Epoch [118][1900/2506] lr: 2.743e-03, eta: 6:35:33, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.9438, loss: 0.9438 +2023-12-08 23:31:51,811 - pyskl - INFO - Epoch [118][2000/2506] lr: 2.737e-03, eta: 6:35:08, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.9308, loss: 0.9308 +2023-12-08 23:32:39,727 - pyskl - INFO - Epoch [118][2100/2506] lr: 2.730e-03, eta: 6:34:44, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.9069, loss: 0.9069 +2023-12-08 23:33:27,737 - pyskl - INFO - Epoch [118][2200/2506] lr: 2.724e-03, eta: 6:34:20, time: 0.480, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.9020, loss: 0.9020 +2023-12-08 23:34:15,653 - pyskl - INFO - Epoch [118][2300/2506] lr: 2.717e-03, eta: 6:33:55, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8851, loss: 0.8851 +2023-12-08 23:35:03,563 - pyskl - INFO - Epoch [118][2400/2506] lr: 2.711e-03, eta: 6:33:31, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.8987, loss: 0.8987 +2023-12-08 23:35:51,516 - pyskl - INFO - Epoch [118][2500/2506] lr: 2.704e-03, eta: 6:33:06, time: 0.480, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.8915, loss: 0.8915 +2023-12-08 23:35:54,804 - pyskl - INFO - Saving checkpoint at 118 epochs +2023-12-08 23:38:16,824 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-08 23:38:16,894 - pyskl - INFO - +top1_acc 0.8991 +top5_acc 0.9839 +2023-12-08 23:38:16,898 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_116.pth was removed +2023-12-08 23:38:17,038 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. +2023-12-08 23:38:17,038 - pyskl - INFO - Best top1_acc is 0.8991 at 118 epoch. +2023-12-08 23:38:17,043 - pyskl - INFO - Epoch(val) [118][1031] top1_acc: 0.8991, top5_acc: 0.9839 +2023-12-08 23:39:26,268 - pyskl - INFO - Epoch [119][100/2506] lr: 2.697e-03, eta: 6:32:46, time: 0.692, data_time: 0.184, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.8882, loss: 0.8882 +2023-12-08 23:40:17,122 - pyskl - INFO - Epoch [119][200/2506] lr: 2.691e-03, eta: 6:32:22, time: 0.509, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8902, loss: 0.8902 +2023-12-08 23:40:46,423 - pyskl - INFO - Epoch [119][300/2506] lr: 2.684e-03, eta: 6:31:53, time: 0.293, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.8681, loss: 0.8681 +2023-12-08 23:41:31,982 - pyskl - INFO - Epoch [119][400/2506] lr: 2.678e-03, eta: 6:31:27, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8666, loss: 0.8666 +2023-12-08 23:42:19,197 - pyskl - INFO - Epoch [119][500/2506] lr: 2.672e-03, eta: 6:31:03, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.8644, loss: 0.8644 +2023-12-08 23:43:06,133 - pyskl - INFO - Epoch [119][600/2506] lr: 2.665e-03, eta: 6:30:38, time: 0.469, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.8943, loss: 0.8943 +2023-12-08 23:43:53,240 - pyskl - INFO - Epoch [119][700/2506] lr: 2.659e-03, eta: 6:30:13, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.8817, loss: 0.8817 +2023-12-08 23:44:40,487 - pyskl - INFO - Epoch [119][800/2506] lr: 2.652e-03, eta: 6:29:49, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.9106, loss: 0.9106 +2023-12-08 23:45:27,714 - pyskl - INFO - Epoch [119][900/2506] lr: 2.646e-03, eta: 6:29:24, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.8907, loss: 0.8907 +2023-12-08 23:46:14,746 - pyskl - INFO - Epoch [119][1000/2506] lr: 2.639e-03, eta: 6:28:59, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.9029, loss: 0.9029 +2023-12-08 23:47:01,948 - pyskl - INFO - Epoch [119][1100/2506] lr: 2.633e-03, eta: 6:28:34, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.9040, loss: 0.9040 +2023-12-08 23:47:49,003 - pyskl - INFO - Epoch [119][1200/2506] lr: 2.627e-03, eta: 6:28:10, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.9102, loss: 0.9102 +2023-12-08 23:48:36,123 - pyskl - INFO - Epoch [119][1300/2506] lr: 2.620e-03, eta: 6:27:45, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.8867, loss: 0.8867 +2023-12-08 23:49:23,250 - pyskl - INFO - Epoch [119][1400/2506] lr: 2.614e-03, eta: 6:27:20, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.9072, loss: 0.9072 +2023-12-08 23:50:10,438 - pyskl - INFO - Epoch [119][1500/2506] lr: 2.607e-03, eta: 6:26:55, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.8785, loss: 0.8785 +2023-12-08 23:50:57,585 - pyskl - INFO - Epoch [119][1600/2506] lr: 2.601e-03, eta: 6:26:30, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.9050, loss: 0.9050 +2023-12-08 23:51:44,692 - pyskl - INFO - Epoch [119][1700/2506] lr: 2.595e-03, eta: 6:26:05, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8875, loss: 0.8875 +2023-12-08 23:52:31,937 - pyskl - INFO - Epoch [119][1800/2506] lr: 2.588e-03, eta: 6:25:41, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.8770, loss: 0.8770 +2023-12-08 23:53:19,009 - pyskl - INFO - Epoch [119][1900/2506] lr: 2.582e-03, eta: 6:25:16, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.9051, loss: 0.9051 +2023-12-08 23:54:06,140 - pyskl - INFO - Epoch [119][2000/2506] lr: 2.575e-03, eta: 6:24:51, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.8750, loss: 0.8750 +2023-12-08 23:54:53,233 - pyskl - INFO - Epoch [119][2100/2506] lr: 2.569e-03, eta: 6:24:26, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.9043, loss: 0.9043 +2023-12-08 23:55:40,244 - pyskl - INFO - Epoch [119][2200/2506] lr: 2.563e-03, eta: 6:24:01, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8962, loss: 0.8962 +2023-12-08 23:56:27,295 - pyskl - INFO - Epoch [119][2300/2506] lr: 2.556e-03, eta: 6:23:36, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.9017, loss: 0.9017 +2023-12-08 23:57:14,453 - pyskl - INFO - Epoch [119][2400/2506] lr: 2.550e-03, eta: 6:23:11, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.9028, loss: 0.9028 +2023-12-08 23:58:01,608 - pyskl - INFO - Epoch [119][2500/2506] lr: 2.544e-03, eta: 6:22:46, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.8980, loss: 0.8980 +2023-12-08 23:58:04,816 - pyskl - INFO - Saving checkpoint at 119 epochs +2023-12-09 00:00:28,397 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 00:00:28,471 - pyskl - INFO - +top1_acc 0.8972 +top5_acc 0.9835 +2023-12-09 00:00:28,478 - pyskl - INFO - Epoch(val) [119][1031] top1_acc: 0.8972, top5_acc: 0.9835 +2023-12-09 00:01:38,095 - pyskl - INFO - Epoch [120][100/2506] lr: 2.537e-03, eta: 6:22:25, time: 0.696, data_time: 0.188, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.8943, loss: 0.8943 +2023-12-09 00:02:28,905 - pyskl - INFO - Epoch [120][200/2506] lr: 2.531e-03, eta: 6:22:01, time: 0.508, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.8818, loss: 0.8818 +2023-12-09 00:02:59,962 - pyskl - INFO - Epoch [120][300/2506] lr: 2.525e-03, eta: 6:21:31, time: 0.311, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8800, loss: 0.8800 +2023-12-09 00:03:44,447 - pyskl - INFO - Epoch [120][400/2506] lr: 2.518e-03, eta: 6:21:06, time: 0.445, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.9126, loss: 0.9126 +2023-12-09 00:04:31,589 - pyskl - INFO - Epoch [120][500/2506] lr: 2.512e-03, eta: 6:20:41, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.8995, loss: 0.8995 +2023-12-09 00:05:18,792 - pyskl - INFO - Epoch [120][600/2506] lr: 2.506e-03, eta: 6:20:16, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8757, loss: 0.8757 +2023-12-09 00:06:06,019 - pyskl - INFO - Epoch [120][700/2506] lr: 2.499e-03, eta: 6:19:51, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.9071, loss: 0.9071 +2023-12-09 00:06:53,200 - pyskl - INFO - Epoch [120][800/2506] lr: 2.493e-03, eta: 6:19:25, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.8906, loss: 0.8906 +2023-12-09 00:07:40,432 - pyskl - INFO - Epoch [120][900/2506] lr: 2.487e-03, eta: 6:19:00, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.9103, loss: 0.9103 +2023-12-09 00:08:27,577 - pyskl - INFO - Epoch [120][1000/2506] lr: 2.481e-03, eta: 6:18:35, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.8765, loss: 0.8765 +2023-12-09 00:09:14,568 - pyskl - INFO - Epoch [120][1100/2506] lr: 2.474e-03, eta: 6:18:10, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8739, loss: 0.8739 +2023-12-09 00:10:01,593 - pyskl - INFO - Epoch [120][1200/2506] lr: 2.468e-03, eta: 6:17:45, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.9065, loss: 0.9065 +2023-12-09 00:10:48,554 - pyskl - INFO - Epoch [120][1300/2506] lr: 2.462e-03, eta: 6:17:20, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8814, loss: 0.8814 +2023-12-09 00:11:35,752 - pyskl - INFO - Epoch [120][1400/2506] lr: 2.456e-03, eta: 6:16:54, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.8954, loss: 0.8954 +2023-12-09 00:12:22,864 - pyskl - INFO - Epoch [120][1500/2506] lr: 2.449e-03, eta: 6:16:29, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8941, loss: 0.8941 +2023-12-09 00:13:10,139 - pyskl - INFO - Epoch [120][1600/2506] lr: 2.443e-03, eta: 6:16:04, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8168, loss: 0.8168 +2023-12-09 00:13:57,217 - pyskl - INFO - Epoch [120][1700/2506] lr: 2.437e-03, eta: 6:15:39, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8794, loss: 0.8794 +2023-12-09 00:14:44,295 - pyskl - INFO - Epoch [120][1800/2506] lr: 2.431e-03, eta: 6:15:14, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8754, loss: 0.8754 +2023-12-09 00:15:31,492 - pyskl - INFO - Epoch [120][1900/2506] lr: 2.425e-03, eta: 6:14:48, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.9023, loss: 0.9023 +2023-12-09 00:16:18,667 - pyskl - INFO - Epoch [120][2000/2506] lr: 2.419e-03, eta: 6:14:23, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.9043, loss: 0.9043 +2023-12-09 00:17:05,709 - pyskl - INFO - Epoch [120][2100/2506] lr: 2.412e-03, eta: 6:13:58, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.8855, loss: 0.8855 +2023-12-09 00:17:52,912 - pyskl - INFO - Epoch [120][2200/2506] lr: 2.406e-03, eta: 6:13:32, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.8801, loss: 0.8801 +2023-12-09 00:18:40,187 - pyskl - INFO - Epoch [120][2300/2506] lr: 2.400e-03, eta: 6:13:07, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.8976, loss: 0.8976 +2023-12-09 00:19:27,443 - pyskl - INFO - Epoch [120][2400/2506] lr: 2.394e-03, eta: 6:12:42, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8673, loss: 0.8673 +2023-12-09 00:20:14,644 - pyskl - INFO - Epoch [120][2500/2506] lr: 2.388e-03, eta: 6:12:17, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.8847, loss: 0.8847 +2023-12-09 00:20:17,907 - pyskl - INFO - Saving checkpoint at 120 epochs +2023-12-09 00:22:42,858 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 00:22:42,928 - pyskl - INFO - +top1_acc 0.9016 +top5_acc 0.9844 +2023-12-09 00:22:42,932 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_118.pth was removed +2023-12-09 00:22:43,081 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. +2023-12-09 00:22:43,081 - pyskl - INFO - Best top1_acc is 0.9016 at 120 epoch. +2023-12-09 00:22:43,088 - pyskl - INFO - Epoch(val) [120][1031] top1_acc: 0.9016, top5_acc: 0.9844 +2023-12-09 00:23:52,257 - pyskl - INFO - Epoch [121][100/2506] lr: 2.381e-03, eta: 6:11:55, time: 0.692, data_time: 0.183, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8606, loss: 0.8606 +2023-12-09 00:24:43,151 - pyskl - INFO - Epoch [121][200/2506] lr: 2.375e-03, eta: 6:11:30, time: 0.509, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8789, loss: 0.8789 +2023-12-09 00:25:16,040 - pyskl - INFO - Epoch [121][300/2506] lr: 2.369e-03, eta: 6:11:01, time: 0.329, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8967, loss: 0.8967 +2023-12-09 00:25:59,035 - pyskl - INFO - Epoch [121][400/2506] lr: 2.363e-03, eta: 6:10:35, time: 0.430, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8747, loss: 0.8747 +2023-12-09 00:26:46,316 - pyskl - INFO - Epoch [121][500/2506] lr: 2.357e-03, eta: 6:10:09, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.8481, loss: 0.8481 +2023-12-09 00:27:33,420 - pyskl - INFO - Epoch [121][600/2506] lr: 2.351e-03, eta: 6:09:44, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8747, loss: 0.8747 +2023-12-09 00:28:20,671 - pyskl - INFO - Epoch [121][700/2506] lr: 2.345e-03, eta: 6:09:18, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8703, loss: 0.8703 +2023-12-09 00:29:07,870 - pyskl - INFO - Epoch [121][800/2506] lr: 2.338e-03, eta: 6:08:53, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8648, loss: 0.8648 +2023-12-09 00:29:55,010 - pyskl - INFO - Epoch [121][900/2506] lr: 2.332e-03, eta: 6:08:28, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8716, loss: 0.8716 +2023-12-09 00:30:42,183 - pyskl - INFO - Epoch [121][1000/2506] lr: 2.326e-03, eta: 6:08:02, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.8870, loss: 0.8870 +2023-12-09 00:31:29,346 - pyskl - INFO - Epoch [121][1100/2506] lr: 2.320e-03, eta: 6:07:37, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8652, loss: 0.8652 +2023-12-09 00:32:16,413 - pyskl - INFO - Epoch [121][1200/2506] lr: 2.314e-03, eta: 6:07:11, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8730, loss: 0.8730 +2023-12-09 00:33:03,469 - pyskl - INFO - Epoch [121][1300/2506] lr: 2.308e-03, eta: 6:06:45, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.8894, loss: 0.8894 +2023-12-09 00:33:50,656 - pyskl - INFO - Epoch [121][1400/2506] lr: 2.302e-03, eta: 6:06:20, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8848, loss: 0.8848 +2023-12-09 00:34:37,837 - pyskl - INFO - Epoch [121][1500/2506] lr: 2.296e-03, eta: 6:05:54, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8890, loss: 0.8890 +2023-12-09 00:35:24,966 - pyskl - INFO - Epoch [121][1600/2506] lr: 2.290e-03, eta: 6:05:29, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8744, loss: 0.8744 +2023-12-09 00:36:12,180 - pyskl - INFO - Epoch [121][1700/2506] lr: 2.284e-03, eta: 6:05:03, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.8889, loss: 0.8889 +2023-12-09 00:36:59,170 - pyskl - INFO - Epoch [121][1800/2506] lr: 2.278e-03, eta: 6:04:38, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.8790, loss: 0.8790 +2023-12-09 00:37:46,298 - pyskl - INFO - Epoch [121][1900/2506] lr: 2.272e-03, eta: 6:04:12, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.8849, loss: 0.8849 +2023-12-09 00:38:33,326 - pyskl - INFO - Epoch [121][2000/2506] lr: 2.266e-03, eta: 6:03:46, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8887, loss: 0.8887 +2023-12-09 00:39:20,345 - pyskl - INFO - Epoch [121][2100/2506] lr: 2.260e-03, eta: 6:03:21, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8692, loss: 0.8692 +2023-12-09 00:40:07,393 - pyskl - INFO - Epoch [121][2200/2506] lr: 2.254e-03, eta: 6:02:55, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8857, loss: 0.8857 +2023-12-09 00:40:54,460 - pyskl - INFO - Epoch [121][2300/2506] lr: 2.248e-03, eta: 6:02:29, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8751, loss: 0.8751 +2023-12-09 00:41:41,544 - pyskl - INFO - Epoch [121][2400/2506] lr: 2.242e-03, eta: 6:02:04, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.8718, loss: 0.8718 +2023-12-09 00:42:28,662 - pyskl - INFO - Epoch [121][2500/2506] lr: 2.236e-03, eta: 6:01:38, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8903, loss: 0.8903 +2023-12-09 00:42:31,880 - pyskl - INFO - Saving checkpoint at 121 epochs +2023-12-09 00:44:58,370 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 00:44:58,443 - pyskl - INFO - +top1_acc 0.9003 +top5_acc 0.9842 +2023-12-09 00:44:58,447 - pyskl - INFO - Epoch(val) [121][1031] top1_acc: 0.9003, top5_acc: 0.9842 +2023-12-09 00:46:07,683 - pyskl - INFO - Epoch [122][100/2506] lr: 2.230e-03, eta: 6:01:15, time: 0.692, data_time: 0.184, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.8764, loss: 0.8764 +2023-12-09 00:46:58,473 - pyskl - INFO - Epoch [122][200/2506] lr: 2.224e-03, eta: 6:00:50, time: 0.508, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.8889, loss: 0.8889 +2023-12-09 00:47:33,116 - pyskl - INFO - Epoch [122][300/2506] lr: 2.218e-03, eta: 6:00:22, time: 0.346, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8733, loss: 0.8733 +2023-12-09 00:48:14,437 - pyskl - INFO - Epoch [122][400/2506] lr: 2.212e-03, eta: 5:59:54, time: 0.413, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8574, loss: 0.8574 +2023-12-09 00:49:01,613 - pyskl - INFO - Epoch [122][500/2506] lr: 2.206e-03, eta: 5:59:29, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8566, loss: 0.8566 +2023-12-09 00:49:48,807 - pyskl - INFO - Epoch [122][600/2506] lr: 2.200e-03, eta: 5:59:03, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8704, loss: 0.8704 +2023-12-09 00:50:35,807 - pyskl - INFO - Epoch [122][700/2506] lr: 2.194e-03, eta: 5:58:37, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8814, loss: 0.8814 +2023-12-09 00:51:22,837 - pyskl - INFO - Epoch [122][800/2506] lr: 2.188e-03, eta: 5:58:11, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8613, loss: 0.8613 +2023-12-09 00:52:10,102 - pyskl - INFO - Epoch [122][900/2506] lr: 2.182e-03, eta: 5:57:45, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.8770, loss: 0.8770 +2023-12-09 00:52:57,225 - pyskl - INFO - Epoch [122][1000/2506] lr: 2.176e-03, eta: 5:57:19, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8411, loss: 0.8411 +2023-12-09 00:53:44,270 - pyskl - INFO - Epoch [122][1100/2506] lr: 2.171e-03, eta: 5:56:54, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8895, loss: 0.8895 +2023-12-09 00:54:31,346 - pyskl - INFO - Epoch [122][1200/2506] lr: 2.165e-03, eta: 5:56:28, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8607, loss: 0.8607 +2023-12-09 00:55:18,594 - pyskl - INFO - Epoch [122][1300/2506] lr: 2.159e-03, eta: 5:56:02, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8618, loss: 0.8618 +2023-12-09 00:56:05,930 - pyskl - INFO - Epoch [122][1400/2506] lr: 2.153e-03, eta: 5:55:36, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8816, loss: 0.8816 +2023-12-09 00:56:53,095 - pyskl - INFO - Epoch [122][1500/2506] lr: 2.147e-03, eta: 5:55:10, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8588, loss: 0.8588 +2023-12-09 00:57:40,302 - pyskl - INFO - Epoch [122][1600/2506] lr: 2.141e-03, eta: 5:54:44, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8863, loss: 0.8863 +2023-12-09 00:58:27,420 - pyskl - INFO - Epoch [122][1700/2506] lr: 2.135e-03, eta: 5:54:18, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.8639, loss: 0.8639 +2023-12-09 00:59:14,635 - pyskl - INFO - Epoch [122][1800/2506] lr: 2.130e-03, eta: 5:53:52, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8652, loss: 0.8652 +2023-12-09 01:00:01,868 - pyskl - INFO - Epoch [122][1900/2506] lr: 2.124e-03, eta: 5:53:26, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.8801, loss: 0.8801 +2023-12-09 01:00:49,015 - pyskl - INFO - Epoch [122][2000/2506] lr: 2.118e-03, eta: 5:53:00, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.8855, loss: 0.8855 +2023-12-09 01:01:36,181 - pyskl - INFO - Epoch [122][2100/2506] lr: 2.112e-03, eta: 5:52:34, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8722, loss: 0.8722 +2023-12-09 01:02:23,433 - pyskl - INFO - Epoch [122][2200/2506] lr: 2.106e-03, eta: 5:52:08, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8794, loss: 0.8794 +2023-12-09 01:03:10,755 - pyskl - INFO - Epoch [122][2300/2506] lr: 2.100e-03, eta: 5:51:42, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8598, loss: 0.8598 +2023-12-09 01:03:57,947 - pyskl - INFO - Epoch [122][2400/2506] lr: 2.095e-03, eta: 5:51:16, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.8807, loss: 0.8807 +2023-12-09 01:04:45,149 - pyskl - INFO - Epoch [122][2500/2506] lr: 2.089e-03, eta: 5:50:50, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8420, loss: 0.8420 +2023-12-09 01:04:48,371 - pyskl - INFO - Saving checkpoint at 122 epochs +2023-12-09 01:07:16,553 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 01:07:16,626 - pyskl - INFO - +top1_acc 0.8983 +top5_acc 0.9829 +2023-12-09 01:07:16,632 - pyskl - INFO - Epoch(val) [122][1031] top1_acc: 0.8983, top5_acc: 0.9829 +2023-12-09 01:08:25,554 - pyskl - INFO - Epoch [123][100/2506] lr: 2.083e-03, eta: 5:50:27, time: 0.689, data_time: 0.182, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8781, loss: 0.8781 +2023-12-09 01:09:16,325 - pyskl - INFO - Epoch [123][200/2506] lr: 2.077e-03, eta: 5:50:02, time: 0.508, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8449, loss: 0.8449 +2023-12-09 01:09:53,103 - pyskl - INFO - Epoch [123][300/2506] lr: 2.071e-03, eta: 5:49:33, time: 0.368, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8569, loss: 0.8569 +2023-12-09 01:10:32,092 - pyskl - INFO - Epoch [123][400/2506] lr: 2.065e-03, eta: 5:49:05, time: 0.390, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8531, loss: 0.8531 +2023-12-09 01:11:19,253 - pyskl - INFO - Epoch [123][500/2506] lr: 2.060e-03, eta: 5:48:39, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8510, loss: 0.8510 +2023-12-09 01:12:06,460 - pyskl - INFO - Epoch [123][600/2506] lr: 2.054e-03, eta: 5:48:13, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8621, loss: 0.8621 +2023-12-09 01:12:53,519 - pyskl - INFO - Epoch [123][700/2506] lr: 2.048e-03, eta: 5:47:47, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8588, loss: 0.8588 +2023-12-09 01:13:40,564 - pyskl - INFO - Epoch [123][800/2506] lr: 2.043e-03, eta: 5:47:21, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.8853, loss: 0.8853 +2023-12-09 01:14:27,652 - pyskl - INFO - Epoch [123][900/2506] lr: 2.037e-03, eta: 5:46:54, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8638, loss: 0.8638 +2023-12-09 01:15:14,829 - pyskl - INFO - Epoch [123][1000/2506] lr: 2.031e-03, eta: 5:46:28, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.8711, loss: 0.8711 +2023-12-09 01:16:01,966 - pyskl - INFO - Epoch [123][1100/2506] lr: 2.025e-03, eta: 5:46:02, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8799, loss: 0.8799 +2023-12-09 01:16:49,090 - pyskl - INFO - Epoch [123][1200/2506] lr: 2.020e-03, eta: 5:45:36, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8521, loss: 0.8521 +2023-12-09 01:17:36,327 - pyskl - INFO - Epoch [123][1300/2506] lr: 2.014e-03, eta: 5:45:10, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8570, loss: 0.8570 +2023-12-09 01:18:23,429 - pyskl - INFO - Epoch [123][1400/2506] lr: 2.008e-03, eta: 5:44:43, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8867, loss: 0.8867 +2023-12-09 01:19:10,669 - pyskl - INFO - Epoch [123][1500/2506] lr: 2.003e-03, eta: 5:44:17, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8736, loss: 0.8736 +2023-12-09 01:19:57,982 - pyskl - INFO - Epoch [123][1600/2506] lr: 1.997e-03, eta: 5:43:51, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8982, loss: 0.8982 +2023-12-09 01:20:45,166 - pyskl - INFO - Epoch [123][1700/2506] lr: 1.991e-03, eta: 5:43:25, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8689, loss: 0.8689 +2023-12-09 01:21:32,270 - pyskl - INFO - Epoch [123][1800/2506] lr: 1.986e-03, eta: 5:42:58, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8504, loss: 0.8504 +2023-12-09 01:22:19,339 - pyskl - INFO - Epoch [123][1900/2506] lr: 1.980e-03, eta: 5:42:32, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8944, loss: 0.8944 +2023-12-09 01:23:06,545 - pyskl - INFO - Epoch [123][2000/2506] lr: 1.974e-03, eta: 5:42:06, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8768, loss: 0.8768 +2023-12-09 01:23:53,604 - pyskl - INFO - Epoch [123][2100/2506] lr: 1.969e-03, eta: 5:41:39, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8823, loss: 0.8823 +2023-12-09 01:24:40,836 - pyskl - INFO - Epoch [123][2200/2506] lr: 1.963e-03, eta: 5:41:13, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.8652, loss: 0.8652 +2023-12-09 01:25:28,089 - pyskl - INFO - Epoch [123][2300/2506] lr: 1.958e-03, eta: 5:40:47, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8933, loss: 0.8933 +2023-12-09 01:26:15,285 - pyskl - INFO - Epoch [123][2400/2506] lr: 1.952e-03, eta: 5:40:20, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8838, loss: 0.8838 +2023-12-09 01:27:02,312 - pyskl - INFO - Epoch [123][2500/2506] lr: 1.946e-03, eta: 5:39:54, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8642, loss: 0.8642 +2023-12-09 01:27:05,583 - pyskl - INFO - Saving checkpoint at 123 epochs +2023-12-09 01:29:34,475 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 01:29:34,546 - pyskl - INFO - +top1_acc 0.9043 +top5_acc 0.9850 +2023-12-09 01:29:34,550 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_120.pth was removed +2023-12-09 01:29:34,686 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. +2023-12-09 01:29:34,687 - pyskl - INFO - Best top1_acc is 0.9043 at 123 epoch. +2023-12-09 01:29:34,694 - pyskl - INFO - Epoch(val) [123][1031] top1_acc: 0.9043, top5_acc: 0.9850 +2023-12-09 01:30:43,983 - pyskl - INFO - Epoch [124][100/2506] lr: 1.940e-03, eta: 5:39:30, time: 0.693, data_time: 0.184, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8752, loss: 0.8752 +2023-12-09 01:31:34,890 - pyskl - INFO - Epoch [124][200/2506] lr: 1.935e-03, eta: 5:39:04, time: 0.509, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8633, loss: 0.8633 +2023-12-09 01:32:12,916 - pyskl - INFO - Epoch [124][300/2506] lr: 1.929e-03, eta: 5:38:36, time: 0.380, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8770, loss: 0.8770 +2023-12-09 01:32:51,343 - pyskl - INFO - Epoch [124][400/2506] lr: 1.924e-03, eta: 5:38:08, time: 0.384, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8731, loss: 0.8731 +2023-12-09 01:33:38,396 - pyskl - INFO - Epoch [124][500/2506] lr: 1.918e-03, eta: 5:37:41, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8781, loss: 0.8781 +2023-12-09 01:34:25,485 - pyskl - INFO - Epoch [124][600/2506] lr: 1.913e-03, eta: 5:37:15, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8712, loss: 0.8712 +2023-12-09 01:35:12,654 - pyskl - INFO - Epoch [124][700/2506] lr: 1.907e-03, eta: 5:36:48, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8402, loss: 0.8402 +2023-12-09 01:35:59,839 - pyskl - INFO - Epoch [124][800/2506] lr: 1.901e-03, eta: 5:36:22, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8588, loss: 0.8588 +2023-12-09 01:36:47,071 - pyskl - INFO - Epoch [124][900/2506] lr: 1.896e-03, eta: 5:35:55, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8647, loss: 0.8647 +2023-12-09 01:37:34,243 - pyskl - INFO - Epoch [124][1000/2506] lr: 1.890e-03, eta: 5:35:29, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8529, loss: 0.8529 +2023-12-09 01:38:21,471 - pyskl - INFO - Epoch [124][1100/2506] lr: 1.885e-03, eta: 5:35:02, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8732, loss: 0.8732 +2023-12-09 01:39:08,684 - pyskl - INFO - Epoch [124][1200/2506] lr: 1.879e-03, eta: 5:34:36, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8558, loss: 0.8558 +2023-12-09 01:39:55,891 - pyskl - INFO - Epoch [124][1300/2506] lr: 1.874e-03, eta: 5:34:09, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8783, loss: 0.8783 +2023-12-09 01:40:42,926 - pyskl - INFO - Epoch [124][1400/2506] lr: 1.868e-03, eta: 5:33:42, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.8786, loss: 0.8786 +2023-12-09 01:41:30,070 - pyskl - INFO - Epoch [124][1500/2506] lr: 1.863e-03, eta: 5:33:16, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.8916, loss: 0.8916 +2023-12-09 01:42:17,247 - pyskl - INFO - Epoch [124][1600/2506] lr: 1.857e-03, eta: 5:32:49, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8825, loss: 0.8825 +2023-12-09 01:43:04,280 - pyskl - INFO - Epoch [124][1700/2506] lr: 1.852e-03, eta: 5:32:23, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8799, loss: 0.8799 +2023-12-09 01:43:51,484 - pyskl - INFO - Epoch [124][1800/2506] lr: 1.846e-03, eta: 5:31:56, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8669, loss: 0.8669 +2023-12-09 01:44:38,462 - pyskl - INFO - Epoch [124][1900/2506] lr: 1.841e-03, eta: 5:31:29, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8672, loss: 0.8672 +2023-12-09 01:45:25,415 - pyskl - INFO - Epoch [124][2000/2506] lr: 1.835e-03, eta: 5:31:02, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8462, loss: 0.8462 +2023-12-09 01:46:12,665 - pyskl - INFO - Epoch [124][2100/2506] lr: 1.830e-03, eta: 5:30:36, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8559, loss: 0.8559 +2023-12-09 01:46:59,732 - pyskl - INFO - Epoch [124][2200/2506] lr: 1.825e-03, eta: 5:30:09, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8816, loss: 0.8816 +2023-12-09 01:47:46,744 - pyskl - INFO - Epoch [124][2300/2506] lr: 1.819e-03, eta: 5:29:42, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.8764, loss: 0.8764 +2023-12-09 01:48:33,853 - pyskl - INFO - Epoch [124][2400/2506] lr: 1.814e-03, eta: 5:29:16, time: 0.471, data_time: 0.001, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8706, loss: 0.8706 +2023-12-09 01:49:21,073 - pyskl - INFO - Epoch [124][2500/2506] lr: 1.808e-03, eta: 5:28:49, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8702, loss: 0.8702 +2023-12-09 01:49:24,316 - pyskl - INFO - Saving checkpoint at 124 epochs +2023-12-09 01:51:53,674 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 01:51:53,746 - pyskl - INFO - +top1_acc 0.9079 +top5_acc 0.9859 +2023-12-09 01:51:53,750 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_123.pth was removed +2023-12-09 01:51:53,890 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. +2023-12-09 01:51:53,891 - pyskl - INFO - Best top1_acc is 0.9079 at 124 epoch. +2023-12-09 01:51:53,894 - pyskl - INFO - Epoch(val) [124][1031] top1_acc: 0.9079, top5_acc: 0.9859 +2023-12-09 01:53:03,077 - pyskl - INFO - Epoch [125][100/2506] lr: 1.803e-03, eta: 5:28:25, time: 0.692, data_time: 0.182, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8389, loss: 0.8389 +2023-12-09 01:53:53,928 - pyskl - INFO - Epoch [125][200/2506] lr: 1.797e-03, eta: 5:27:59, time: 0.509, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8703, loss: 0.8703 +2023-12-09 01:54:32,195 - pyskl - INFO - Epoch [125][300/2506] lr: 1.792e-03, eta: 5:27:30, time: 0.383, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8628, loss: 0.8628 +2023-12-09 01:55:10,592 - pyskl - INFO - Epoch [125][400/2506] lr: 1.786e-03, eta: 5:27:01, time: 0.384, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8548, loss: 0.8548 +2023-12-09 01:55:58,463 - pyskl - INFO - Epoch [125][500/2506] lr: 1.781e-03, eta: 5:26:35, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8562, loss: 0.8562 +2023-12-09 01:56:46,377 - pyskl - INFO - Epoch [125][600/2506] lr: 1.776e-03, eta: 5:26:08, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8539, loss: 0.8539 +2023-12-09 01:57:34,269 - pyskl - INFO - Epoch [125][700/2506] lr: 1.770e-03, eta: 5:25:41, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8701, loss: 0.8701 +2023-12-09 01:58:22,181 - pyskl - INFO - Epoch [125][800/2506] lr: 1.765e-03, eta: 5:25:15, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8722, loss: 0.8722 +2023-12-09 01:59:10,064 - pyskl - INFO - Epoch [125][900/2506] lr: 1.760e-03, eta: 5:24:48, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8699, loss: 0.8699 +2023-12-09 01:59:57,896 - pyskl - INFO - Epoch [125][1000/2506] lr: 1.754e-03, eta: 5:24:21, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8451, loss: 0.8451 +2023-12-09 02:00:45,769 - pyskl - INFO - Epoch [125][1100/2506] lr: 1.749e-03, eta: 5:23:55, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8693, loss: 0.8693 +2023-12-09 02:01:33,665 - pyskl - INFO - Epoch [125][1200/2506] lr: 1.744e-03, eta: 5:23:28, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8839, loss: 0.8839 +2023-12-09 02:02:21,552 - pyskl - INFO - Epoch [125][1300/2506] lr: 1.738e-03, eta: 5:23:01, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8527, loss: 0.8527 +2023-12-09 02:03:09,347 - pyskl - INFO - Epoch [125][1400/2506] lr: 1.733e-03, eta: 5:22:34, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8483, loss: 0.8483 +2023-12-09 02:03:57,245 - pyskl - INFO - Epoch [125][1500/2506] lr: 1.728e-03, eta: 5:22:07, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8474, loss: 0.8474 +2023-12-09 02:04:45,131 - pyskl - INFO - Epoch [125][1600/2506] lr: 1.722e-03, eta: 5:21:41, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8496, loss: 0.8496 +2023-12-09 02:05:33,037 - pyskl - INFO - Epoch [125][1700/2506] lr: 1.717e-03, eta: 5:21:14, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8632, loss: 0.8632 +2023-12-09 02:06:20,936 - pyskl - INFO - Epoch [125][1800/2506] lr: 1.712e-03, eta: 5:20:47, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8573, loss: 0.8573 +2023-12-09 02:07:08,806 - pyskl - INFO - Epoch [125][1900/2506] lr: 1.707e-03, eta: 5:20:20, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8738, loss: 0.8738 +2023-12-09 02:07:56,681 - pyskl - INFO - Epoch [125][2000/2506] lr: 1.701e-03, eta: 5:19:53, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8729, loss: 0.8729 +2023-12-09 02:08:44,566 - pyskl - INFO - Epoch [125][2100/2506] lr: 1.696e-03, eta: 5:19:26, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8653, loss: 0.8653 +2023-12-09 02:09:32,456 - pyskl - INFO - Epoch [125][2200/2506] lr: 1.691e-03, eta: 5:19:00, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8462, loss: 0.8462 +2023-12-09 02:10:20,366 - pyskl - INFO - Epoch [125][2300/2506] lr: 1.686e-03, eta: 5:18:33, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8658, loss: 0.8658 +2023-12-09 02:11:08,242 - pyskl - INFO - Epoch [125][2400/2506] lr: 1.680e-03, eta: 5:18:06, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8532, loss: 0.8532 +2023-12-09 02:11:56,099 - pyskl - INFO - Epoch [125][2500/2506] lr: 1.675e-03, eta: 5:17:39, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8747, loss: 0.8747 +2023-12-09 02:11:59,429 - pyskl - INFO - Saving checkpoint at 125 epochs +2023-12-09 02:14:28,361 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 02:14:28,432 - pyskl - INFO - +top1_acc 0.9069 +top5_acc 0.9853 +2023-12-09 02:14:28,439 - pyskl - INFO - Epoch(val) [125][1031] top1_acc: 0.9069, top5_acc: 0.9853 +2023-12-09 02:15:37,687 - pyskl - INFO - Epoch [126][100/2506] lr: 1.670e-03, eta: 5:17:14, time: 0.692, data_time: 0.184, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8878, loss: 0.8878 +2023-12-09 02:16:28,512 - pyskl - INFO - Epoch [126][200/2506] lr: 1.664e-03, eta: 5:16:48, time: 0.508, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8392, loss: 0.8392 +2023-12-09 02:17:07,976 - pyskl - INFO - Epoch [126][300/2506] lr: 1.659e-03, eta: 5:16:19, time: 0.395, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8613, loss: 0.8613 +2023-12-09 02:17:45,567 - pyskl - INFO - Epoch [126][400/2506] lr: 1.654e-03, eta: 5:15:50, time: 0.376, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8482, loss: 0.8482 +2023-12-09 02:18:33,448 - pyskl - INFO - Epoch [126][500/2506] lr: 1.649e-03, eta: 5:15:23, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8436, loss: 0.8436 +2023-12-09 02:19:21,329 - pyskl - INFO - Epoch [126][600/2506] lr: 1.644e-03, eta: 5:14:56, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8606, loss: 0.8606 +2023-12-09 02:20:09,191 - pyskl - INFO - Epoch [126][700/2506] lr: 1.638e-03, eta: 5:14:29, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8602, loss: 0.8602 +2023-12-09 02:20:57,114 - pyskl - INFO - Epoch [126][800/2506] lr: 1.633e-03, eta: 5:14:02, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8520, loss: 0.8520 +2023-12-09 02:21:44,997 - pyskl - INFO - Epoch [126][900/2506] lr: 1.628e-03, eta: 5:13:35, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8670, loss: 0.8670 +2023-12-09 02:22:32,870 - pyskl - INFO - Epoch [126][1000/2506] lr: 1.623e-03, eta: 5:13:08, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8478, loss: 0.8478 +2023-12-09 02:23:20,768 - pyskl - INFO - Epoch [126][1100/2506] lr: 1.618e-03, eta: 5:12:41, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8778, loss: 0.8778 +2023-12-09 02:24:08,650 - pyskl - INFO - Epoch [126][1200/2506] lr: 1.613e-03, eta: 5:12:14, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8513, loss: 0.8513 +2023-12-09 02:24:56,502 - pyskl - INFO - Epoch [126][1300/2506] lr: 1.607e-03, eta: 5:11:47, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8630, loss: 0.8630 +2023-12-09 02:25:44,372 - pyskl - INFO - Epoch [126][1400/2506] lr: 1.602e-03, eta: 5:11:19, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8507, loss: 0.8507 +2023-12-09 02:26:32,226 - pyskl - INFO - Epoch [126][1500/2506] lr: 1.597e-03, eta: 5:10:52, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8587, loss: 0.8587 +2023-12-09 02:27:20,134 - pyskl - INFO - Epoch [126][1600/2506] lr: 1.592e-03, eta: 5:10:25, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8532, loss: 0.8532 +2023-12-09 02:28:08,049 - pyskl - INFO - Epoch [126][1700/2506] lr: 1.587e-03, eta: 5:09:58, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8539, loss: 0.8539 +2023-12-09 02:28:55,873 - pyskl - INFO - Epoch [126][1800/2506] lr: 1.582e-03, eta: 5:09:31, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8631, loss: 0.8631 +2023-12-09 02:29:43,726 - pyskl - INFO - Epoch [126][1900/2506] lr: 1.577e-03, eta: 5:09:04, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8667, loss: 0.8667 +2023-12-09 02:30:31,597 - pyskl - INFO - Epoch [126][2000/2506] lr: 1.572e-03, eta: 5:08:37, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8487, loss: 0.8487 +2023-12-09 02:31:19,471 - pyskl - INFO - Epoch [126][2100/2506] lr: 1.567e-03, eta: 5:08:09, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8369, loss: 0.8369 +2023-12-09 02:32:07,332 - pyskl - INFO - Epoch [126][2200/2506] lr: 1.562e-03, eta: 5:07:42, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8558, loss: 0.8558 +2023-12-09 02:32:55,203 - pyskl - INFO - Epoch [126][2300/2506] lr: 1.557e-03, eta: 5:07:15, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8605, loss: 0.8605 +2023-12-09 02:33:43,087 - pyskl - INFO - Epoch [126][2400/2506] lr: 1.552e-03, eta: 5:06:48, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8511, loss: 0.8511 +2023-12-09 02:34:30,929 - pyskl - INFO - Epoch [126][2500/2506] lr: 1.547e-03, eta: 5:06:20, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8554, loss: 0.8554 +2023-12-09 02:34:34,201 - pyskl - INFO - Saving checkpoint at 126 epochs +2023-12-09 02:37:02,983 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 02:37:03,057 - pyskl - INFO - +top1_acc 0.9077 +top5_acc 0.9853 +2023-12-09 02:37:03,061 - pyskl - INFO - Epoch(val) [126][1031] top1_acc: 0.9077, top5_acc: 0.9853 +2023-12-09 02:38:11,941 - pyskl - INFO - Epoch [127][100/2506] lr: 1.541e-03, eta: 5:05:55, time: 0.689, data_time: 0.184, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8567, loss: 0.8567 +2023-12-09 02:39:02,768 - pyskl - INFO - Epoch [127][200/2506] lr: 1.536e-03, eta: 5:05:28, time: 0.508, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8598, loss: 0.8598 +2023-12-09 02:39:43,331 - pyskl - INFO - Epoch [127][300/2506] lr: 1.531e-03, eta: 5:05:00, time: 0.406, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8542, loss: 0.8542 +2023-12-09 02:40:18,928 - pyskl - INFO - Epoch [127][400/2506] lr: 1.526e-03, eta: 5:04:30, time: 0.356, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8556, loss: 0.8556 +2023-12-09 02:41:06,070 - pyskl - INFO - Epoch [127][500/2506] lr: 1.521e-03, eta: 5:04:02, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8495, loss: 0.8495 +2023-12-09 02:41:53,239 - pyskl - INFO - Epoch [127][600/2506] lr: 1.516e-03, eta: 5:03:35, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8590, loss: 0.8590 +2023-12-09 02:42:40,258 - pyskl - INFO - Epoch [127][700/2506] lr: 1.511e-03, eta: 5:03:07, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8359, loss: 0.8359 +2023-12-09 02:43:27,497 - pyskl - INFO - Epoch [127][800/2506] lr: 1.506e-03, eta: 5:02:40, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8230, loss: 0.8230 +2023-12-09 02:44:14,631 - pyskl - INFO - Epoch [127][900/2506] lr: 1.501e-03, eta: 5:02:12, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8566, loss: 0.8566 +2023-12-09 02:45:01,622 - pyskl - INFO - Epoch [127][1000/2506] lr: 1.496e-03, eta: 5:01:45, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8552, loss: 0.8552 +2023-12-09 02:45:48,616 - pyskl - INFO - Epoch [127][1100/2506] lr: 1.491e-03, eta: 5:01:17, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8416, loss: 0.8416 +2023-12-09 02:46:35,712 - pyskl - INFO - Epoch [127][1200/2506] lr: 1.486e-03, eta: 5:00:50, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8499, loss: 0.8499 +2023-12-09 02:47:22,962 - pyskl - INFO - Epoch [127][1300/2506] lr: 1.481e-03, eta: 5:00:22, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8363, loss: 0.8363 +2023-12-09 02:48:10,144 - pyskl - INFO - Epoch [127][1400/2506] lr: 1.477e-03, eta: 4:59:55, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8712, loss: 0.8712 +2023-12-09 02:48:57,176 - pyskl - INFO - Epoch [127][1500/2506] lr: 1.472e-03, eta: 4:59:27, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8614, loss: 0.8614 +2023-12-09 02:49:44,288 - pyskl - INFO - Epoch [127][1600/2506] lr: 1.467e-03, eta: 4:59:00, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8474, loss: 0.8474 +2023-12-09 02:50:31,630 - pyskl - INFO - Epoch [127][1700/2506] lr: 1.462e-03, eta: 4:58:32, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8489, loss: 0.8489 +2023-12-09 02:51:18,788 - pyskl - INFO - Epoch [127][1800/2506] lr: 1.457e-03, eta: 4:58:04, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8532, loss: 0.8532 +2023-12-09 02:52:05,936 - pyskl - INFO - Epoch [127][1900/2506] lr: 1.452e-03, eta: 4:57:37, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8472, loss: 0.8472 +2023-12-09 02:52:53,166 - pyskl - INFO - Epoch [127][2000/2506] lr: 1.447e-03, eta: 4:57:09, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8610, loss: 0.8610 +2023-12-09 02:53:40,268 - pyskl - INFO - Epoch [127][2100/2506] lr: 1.442e-03, eta: 4:56:41, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8465, loss: 0.8465 +2023-12-09 02:54:27,368 - pyskl - INFO - Epoch [127][2200/2506] lr: 1.437e-03, eta: 4:56:14, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8594, loss: 0.8594 +2023-12-09 02:55:14,575 - pyskl - INFO - Epoch [127][2300/2506] lr: 1.432e-03, eta: 4:55:46, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8590, loss: 0.8590 +2023-12-09 02:56:01,838 - pyskl - INFO - Epoch [127][2400/2506] lr: 1.428e-03, eta: 4:55:18, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8639, loss: 0.8639 +2023-12-09 02:56:49,079 - pyskl - INFO - Epoch [127][2500/2506] lr: 1.423e-03, eta: 4:54:51, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8631, loss: 0.8631 +2023-12-09 02:56:52,360 - pyskl - INFO - Saving checkpoint at 127 epochs +2023-12-09 02:59:21,388 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 02:59:21,458 - pyskl - INFO - +top1_acc 0.9122 +top5_acc 0.9870 +2023-12-09 02:59:21,463 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_124.pth was removed +2023-12-09 02:59:21,611 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2023-12-09 02:59:21,611 - pyskl - INFO - Best top1_acc is 0.9122 at 127 epoch. +2023-12-09 02:59:21,618 - pyskl - INFO - Epoch(val) [127][1031] top1_acc: 0.9122, top5_acc: 0.9870 +2023-12-09 03:00:28,794 - pyskl - INFO - Epoch [128][100/2506] lr: 1.418e-03, eta: 4:54:24, time: 0.672, data_time: 0.185, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8717, loss: 0.8717 +2023-12-09 03:01:19,690 - pyskl - INFO - Epoch [128][200/2506] lr: 1.413e-03, eta: 4:53:57, time: 0.509, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8437, loss: 0.8437 +2023-12-09 03:02:01,971 - pyskl - INFO - Epoch [128][300/2506] lr: 1.408e-03, eta: 4:53:29, time: 0.423, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8508, loss: 0.8508 +2023-12-09 03:02:36,599 - pyskl - INFO - Epoch [128][400/2506] lr: 1.403e-03, eta: 4:52:59, time: 0.346, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8726, loss: 0.8726 +2023-12-09 03:03:23,638 - pyskl - INFO - Epoch [128][500/2506] lr: 1.398e-03, eta: 4:52:31, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8591, loss: 0.8591 +2023-12-09 03:04:10,867 - pyskl - INFO - Epoch [128][600/2506] lr: 1.394e-03, eta: 4:52:03, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8594, loss: 0.8594 +2023-12-09 03:04:57,989 - pyskl - INFO - Epoch [128][700/2506] lr: 1.389e-03, eta: 4:51:35, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8785, loss: 0.8785 +2023-12-09 03:05:44,991 - pyskl - INFO - Epoch [128][800/2506] lr: 1.384e-03, eta: 4:51:08, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8565, loss: 0.8565 +2023-12-09 03:06:32,108 - pyskl - INFO - Epoch [128][900/2506] lr: 1.379e-03, eta: 4:50:40, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8331, loss: 0.8331 +2023-12-09 03:07:19,296 - pyskl - INFO - Epoch [128][1000/2506] lr: 1.374e-03, eta: 4:50:12, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8493, loss: 0.8493 +2023-12-09 03:08:06,421 - pyskl - INFO - Epoch [128][1100/2506] lr: 1.370e-03, eta: 4:49:44, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8453, loss: 0.8453 +2023-12-09 03:08:53,516 - pyskl - INFO - Epoch [128][1200/2506] lr: 1.365e-03, eta: 4:49:16, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8314, loss: 0.8314 +2023-12-09 03:09:40,625 - pyskl - INFO - Epoch [128][1300/2506] lr: 1.360e-03, eta: 4:48:48, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8511, loss: 0.8511 +2023-12-09 03:10:27,703 - pyskl - INFO - Epoch [128][1400/2506] lr: 1.356e-03, eta: 4:48:20, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8455, loss: 0.8455 +2023-12-09 03:11:14,802 - pyskl - INFO - Epoch [128][1500/2506] lr: 1.351e-03, eta: 4:47:53, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8522, loss: 0.8522 +2023-12-09 03:12:01,876 - pyskl - INFO - Epoch [128][1600/2506] lr: 1.346e-03, eta: 4:47:25, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8479, loss: 0.8479 +2023-12-09 03:12:49,111 - pyskl - INFO - Epoch [128][1700/2506] lr: 1.341e-03, eta: 4:46:57, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8525, loss: 0.8525 +2023-12-09 03:13:36,266 - pyskl - INFO - Epoch [128][1800/2506] lr: 1.337e-03, eta: 4:46:29, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8672, loss: 0.8672 +2023-12-09 03:14:23,360 - pyskl - INFO - Epoch [128][1900/2506] lr: 1.332e-03, eta: 4:46:01, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8430, loss: 0.8430 +2023-12-09 03:15:10,484 - pyskl - INFO - Epoch [128][2000/2506] lr: 1.327e-03, eta: 4:45:33, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8227, loss: 0.8227 +2023-12-09 03:15:57,720 - pyskl - INFO - Epoch [128][2100/2506] lr: 1.323e-03, eta: 4:45:05, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8625, loss: 0.8625 +2023-12-09 03:16:44,947 - pyskl - INFO - Epoch [128][2200/2506] lr: 1.318e-03, eta: 4:44:37, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8536, loss: 0.8536 +2023-12-09 03:17:32,192 - pyskl - INFO - Epoch [128][2300/2506] lr: 1.313e-03, eta: 4:44:09, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8625, loss: 0.8625 +2023-12-09 03:18:19,440 - pyskl - INFO - Epoch [128][2400/2506] lr: 1.309e-03, eta: 4:43:41, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8466, loss: 0.8466 +2023-12-09 03:19:06,828 - pyskl - INFO - Epoch [128][2500/2506] lr: 1.304e-03, eta: 4:43:13, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8653, loss: 0.8653 +2023-12-09 03:19:10,061 - pyskl - INFO - Saving checkpoint at 128 epochs +2023-12-09 03:21:39,067 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 03:21:39,138 - pyskl - INFO - +top1_acc 0.9115 +top5_acc 0.9865 +2023-12-09 03:21:39,141 - pyskl - INFO - Epoch(val) [128][1031] top1_acc: 0.9115, top5_acc: 0.9865 +2023-12-09 03:22:44,772 - pyskl - INFO - Epoch [129][100/2506] lr: 1.299e-03, eta: 4:42:46, time: 0.656, data_time: 0.182, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8295, loss: 0.8295 +2023-12-09 03:23:35,647 - pyskl - INFO - Epoch [129][200/2506] lr: 1.294e-03, eta: 4:42:19, time: 0.509, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8355, loss: 0.8355 +2023-12-09 03:24:19,533 - pyskl - INFO - Epoch [129][300/2506] lr: 1.290e-03, eta: 4:41:50, time: 0.439, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8320, loss: 0.8320 +2023-12-09 03:24:52,925 - pyskl - INFO - Epoch [129][400/2506] lr: 1.285e-03, eta: 4:41:20, time: 0.334, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8668, loss: 0.8668 +2023-12-09 03:25:40,115 - pyskl - INFO - Epoch [129][500/2506] lr: 1.281e-03, eta: 4:40:52, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8816, loss: 0.8816 +2023-12-09 03:26:27,270 - pyskl - INFO - Epoch [129][600/2506] lr: 1.276e-03, eta: 4:40:24, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8653, loss: 0.8653 +2023-12-09 03:27:14,387 - pyskl - INFO - Epoch [129][700/2506] lr: 1.271e-03, eta: 4:39:55, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8370, loss: 0.8370 +2023-12-09 03:28:01,378 - pyskl - INFO - Epoch [129][800/2506] lr: 1.267e-03, eta: 4:39:27, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8351, loss: 0.8351 +2023-12-09 03:28:48,519 - pyskl - INFO - Epoch [129][900/2506] lr: 1.262e-03, eta: 4:38:59, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8359, loss: 0.8359 +2023-12-09 03:29:35,602 - pyskl - INFO - Epoch [129][1000/2506] lr: 1.258e-03, eta: 4:38:31, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8662, loss: 0.8662 +2023-12-09 03:30:22,783 - pyskl - INFO - Epoch [129][1100/2506] lr: 1.253e-03, eta: 4:38:03, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8422, loss: 0.8422 +2023-12-09 03:31:09,754 - pyskl - INFO - Epoch [129][1200/2506] lr: 1.248e-03, eta: 4:37:35, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8340, loss: 0.8340 +2023-12-09 03:31:56,800 - pyskl - INFO - Epoch [129][1300/2506] lr: 1.244e-03, eta: 4:37:07, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8549, loss: 0.8549 +2023-12-09 03:32:43,760 - pyskl - INFO - Epoch [129][1400/2506] lr: 1.239e-03, eta: 4:36:38, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8468, loss: 0.8468 +2023-12-09 03:33:30,757 - pyskl - INFO - Epoch [129][1500/2506] lr: 1.235e-03, eta: 4:36:10, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8622, loss: 0.8622 +2023-12-09 03:34:17,683 - pyskl - INFO - Epoch [129][1600/2506] lr: 1.230e-03, eta: 4:35:42, time: 0.469, data_time: 0.001, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8506, loss: 0.8506 +2023-12-09 03:35:04,823 - pyskl - INFO - Epoch [129][1700/2506] lr: 1.226e-03, eta: 4:35:14, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8358, loss: 0.8358 +2023-12-09 03:35:51,869 - pyskl - INFO - Epoch [129][1800/2506] lr: 1.221e-03, eta: 4:34:45, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8494, loss: 0.8494 +2023-12-09 03:36:39,144 - pyskl - INFO - Epoch [129][1900/2506] lr: 1.217e-03, eta: 4:34:17, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8460, loss: 0.8460 +2023-12-09 03:37:26,180 - pyskl - INFO - Epoch [129][2000/2506] lr: 1.212e-03, eta: 4:33:49, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8413, loss: 0.8413 +2023-12-09 03:38:13,265 - pyskl - INFO - Epoch [129][2100/2506] lr: 1.208e-03, eta: 4:33:21, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8573, loss: 0.8573 +2023-12-09 03:39:00,364 - pyskl - INFO - Epoch [129][2200/2506] lr: 1.203e-03, eta: 4:32:52, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8429, loss: 0.8429 +2023-12-09 03:39:47,591 - pyskl - INFO - Epoch [129][2300/2506] lr: 1.199e-03, eta: 4:32:24, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8323, loss: 0.8323 +2023-12-09 03:40:34,745 - pyskl - INFO - Epoch [129][2400/2506] lr: 1.194e-03, eta: 4:31:56, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8513, loss: 0.8513 +2023-12-09 03:41:21,738 - pyskl - INFO - Epoch [129][2500/2506] lr: 1.190e-03, eta: 4:31:28, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8486, loss: 0.8486 +2023-12-09 03:41:25,044 - pyskl - INFO - Saving checkpoint at 129 epochs +2023-12-09 03:43:54,517 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 03:43:54,588 - pyskl - INFO - +top1_acc 0.9153 +top5_acc 0.9871 +2023-12-09 03:43:54,593 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_127.pth was removed +2023-12-09 03:43:54,747 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2023-12-09 03:43:54,748 - pyskl - INFO - Best top1_acc is 0.9153 at 129 epoch. +2023-12-09 03:43:54,753 - pyskl - INFO - Epoch(val) [129][1031] top1_acc: 0.9153, top5_acc: 0.9871 +2023-12-09 03:45:00,106 - pyskl - INFO - Epoch [130][100/2506] lr: 1.185e-03, eta: 4:31:00, time: 0.653, data_time: 0.185, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8644, loss: 0.8644 +2023-12-09 03:45:50,954 - pyskl - INFO - Epoch [130][200/2506] lr: 1.181e-03, eta: 4:30:32, time: 0.508, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8456, loss: 0.8456 +2023-12-09 03:46:35,391 - pyskl - INFO - Epoch [130][300/2506] lr: 1.176e-03, eta: 4:30:04, time: 0.444, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8677, loss: 0.8677 +2023-12-09 03:47:08,840 - pyskl - INFO - Epoch [130][400/2506] lr: 1.172e-03, eta: 4:29:33, time: 0.334, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8437, loss: 0.8437 +2023-12-09 03:47:56,755 - pyskl - INFO - Epoch [130][500/2506] lr: 1.168e-03, eta: 4:29:05, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8548, loss: 0.8548 +2023-12-09 03:48:44,664 - pyskl - INFO - Epoch [130][600/2506] lr: 1.163e-03, eta: 4:28:36, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8541, loss: 0.8541 +2023-12-09 03:49:32,551 - pyskl - INFO - Epoch [130][700/2506] lr: 1.159e-03, eta: 4:28:08, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8500, loss: 0.8500 +2023-12-09 03:50:20,484 - pyskl - INFO - Epoch [130][800/2506] lr: 1.154e-03, eta: 4:27:40, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8413, loss: 0.8413 +2023-12-09 03:51:08,392 - pyskl - INFO - Epoch [130][900/2506] lr: 1.150e-03, eta: 4:27:12, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8261, loss: 0.8261 +2023-12-09 03:51:56,325 - pyskl - INFO - Epoch [130][1000/2506] lr: 1.146e-03, eta: 4:26:43, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8666, loss: 0.8666 +2023-12-09 03:52:44,304 - pyskl - INFO - Epoch [130][1100/2506] lr: 1.141e-03, eta: 4:26:15, time: 0.480, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8367, loss: 0.8367 +2023-12-09 03:53:32,256 - pyskl - INFO - Epoch [130][1200/2506] lr: 1.137e-03, eta: 4:25:47, time: 0.480, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8502, loss: 0.8502 +2023-12-09 03:54:20,204 - pyskl - INFO - Epoch [130][1300/2506] lr: 1.133e-03, eta: 4:25:18, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8603, loss: 0.8603 +2023-12-09 03:55:08,080 - pyskl - INFO - Epoch [130][1400/2506] lr: 1.128e-03, eta: 4:24:50, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8462, loss: 0.8462 +2023-12-09 03:55:56,031 - pyskl - INFO - Epoch [130][1500/2506] lr: 1.124e-03, eta: 4:24:22, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8562, loss: 0.8562 +2023-12-09 03:56:43,924 - pyskl - INFO - Epoch [130][1600/2506] lr: 1.120e-03, eta: 4:23:53, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8464, loss: 0.8464 +2023-12-09 03:57:31,794 - pyskl - INFO - Epoch [130][1700/2506] lr: 1.115e-03, eta: 4:23:25, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8528, loss: 0.8528 +2023-12-09 03:58:19,671 - pyskl - INFO - Epoch [130][1800/2506] lr: 1.111e-03, eta: 4:22:57, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8275, loss: 0.8275 +2023-12-09 03:59:07,601 - pyskl - INFO - Epoch [130][1900/2506] lr: 1.107e-03, eta: 4:22:28, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8505, loss: 0.8505 +2023-12-09 03:59:55,558 - pyskl - INFO - Epoch [130][2000/2506] lr: 1.102e-03, eta: 4:22:00, time: 0.480, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8406, loss: 0.8406 +2023-12-09 04:00:43,479 - pyskl - INFO - Epoch [130][2100/2506] lr: 1.098e-03, eta: 4:21:31, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8399, loss: 0.8399 +2023-12-09 04:01:31,391 - pyskl - INFO - Epoch [130][2200/2506] lr: 1.094e-03, eta: 4:21:03, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8633, loss: 0.8633 +2023-12-09 04:02:19,322 - pyskl - INFO - Epoch [130][2300/2506] lr: 1.089e-03, eta: 4:20:34, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8413, loss: 0.8413 +2023-12-09 04:03:07,255 - pyskl - INFO - Epoch [130][2400/2506] lr: 1.085e-03, eta: 4:20:06, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8367, loss: 0.8367 +2023-12-09 04:03:55,157 - pyskl - INFO - Epoch [130][2500/2506] lr: 1.081e-03, eta: 4:19:37, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8492, loss: 0.8492 +2023-12-09 04:03:58,448 - pyskl - INFO - Saving checkpoint at 130 epochs +2023-12-09 04:06:27,684 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 04:06:27,754 - pyskl - INFO - +top1_acc 0.9140 +top5_acc 0.9861 +2023-12-09 04:06:27,760 - pyskl - INFO - Epoch(val) [130][1031] top1_acc: 0.9140, top5_acc: 0.9861 +2023-12-09 04:07:32,286 - pyskl - INFO - Epoch [131][100/2506] lr: 1.076e-03, eta: 4:19:09, time: 0.645, data_time: 0.184, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8325, loss: 0.8325 +2023-12-09 04:08:23,151 - pyskl - INFO - Epoch [131][200/2506] lr: 1.072e-03, eta: 4:18:41, time: 0.509, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8503, loss: 0.8503 +2023-12-09 04:09:08,105 - pyskl - INFO - Epoch [131][300/2506] lr: 1.068e-03, eta: 4:18:12, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8419, loss: 0.8419 +2023-12-09 04:09:40,386 - pyskl - INFO - Epoch [131][400/2506] lr: 1.064e-03, eta: 4:17:41, time: 0.323, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8364, loss: 0.8364 +2023-12-09 04:10:27,678 - pyskl - INFO - Epoch [131][500/2506] lr: 1.060e-03, eta: 4:17:13, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8421, loss: 0.8421 +2023-12-09 04:11:14,815 - pyskl - INFO - Epoch [131][600/2506] lr: 1.055e-03, eta: 4:16:44, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8558, loss: 0.8558 +2023-12-09 04:12:01,979 - pyskl - INFO - Epoch [131][700/2506] lr: 1.051e-03, eta: 4:16:15, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8484, loss: 0.8484 +2023-12-09 04:12:49,009 - pyskl - INFO - Epoch [131][800/2506] lr: 1.047e-03, eta: 4:15:47, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8472, loss: 0.8472 +2023-12-09 04:13:36,090 - pyskl - INFO - Epoch [131][900/2506] lr: 1.043e-03, eta: 4:15:18, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8288, loss: 0.8288 +2023-12-09 04:14:23,127 - pyskl - INFO - Epoch [131][1000/2506] lr: 1.039e-03, eta: 4:14:49, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8583, loss: 0.8583 +2023-12-09 04:15:10,166 - pyskl - INFO - Epoch [131][1100/2506] lr: 1.034e-03, eta: 4:14:20, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8211, loss: 0.8211 +2023-12-09 04:15:57,185 - pyskl - INFO - Epoch [131][1200/2506] lr: 1.030e-03, eta: 4:13:52, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8699, loss: 0.8699 +2023-12-09 04:16:44,283 - pyskl - INFO - Epoch [131][1300/2506] lr: 1.026e-03, eta: 4:13:23, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8536, loss: 0.8536 +2023-12-09 04:17:31,418 - pyskl - INFO - Epoch [131][1400/2506] lr: 1.022e-03, eta: 4:12:54, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8423, loss: 0.8423 +2023-12-09 04:18:18,601 - pyskl - INFO - Epoch [131][1500/2506] lr: 1.018e-03, eta: 4:12:25, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8697, loss: 0.8697 +2023-12-09 04:19:05,654 - pyskl - INFO - Epoch [131][1600/2506] lr: 1.014e-03, eta: 4:11:57, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8598, loss: 0.8598 +2023-12-09 04:19:52,856 - pyskl - INFO - Epoch [131][1700/2506] lr: 1.010e-03, eta: 4:11:28, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8513, loss: 0.8513 +2023-12-09 04:20:40,045 - pyskl - INFO - Epoch [131][1800/2506] lr: 1.006e-03, eta: 4:10:59, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8397, loss: 0.8397 +2023-12-09 04:21:27,300 - pyskl - INFO - Epoch [131][1900/2506] lr: 1.001e-03, eta: 4:10:30, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8357, loss: 0.8357 +2023-12-09 04:22:14,518 - pyskl - INFO - Epoch [131][2000/2506] lr: 9.973e-04, eta: 4:10:01, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8325, loss: 0.8325 +2023-12-09 04:23:01,763 - pyskl - INFO - Epoch [131][2100/2506] lr: 9.933e-04, eta: 4:09:33, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8549, loss: 0.8549 +2023-12-09 04:23:48,987 - pyskl - INFO - Epoch [131][2200/2506] lr: 9.892e-04, eta: 4:09:04, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8266, loss: 0.8266 +2023-12-09 04:24:36,155 - pyskl - INFO - Epoch [131][2300/2506] lr: 9.851e-04, eta: 4:08:35, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8485, loss: 0.8485 +2023-12-09 04:25:23,286 - pyskl - INFO - Epoch [131][2400/2506] lr: 9.810e-04, eta: 4:08:06, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8373, loss: 0.8373 +2023-12-09 04:26:10,418 - pyskl - INFO - Epoch [131][2500/2506] lr: 9.770e-04, eta: 4:07:37, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8595, loss: 0.8595 +2023-12-09 04:26:13,737 - pyskl - INFO - Saving checkpoint at 131 epochs +2023-12-09 04:28:42,773 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 04:28:42,844 - pyskl - INFO - +top1_acc 0.9162 +top5_acc 0.9860 +2023-12-09 04:28:42,849 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_129.pth was removed +2023-12-09 04:28:43,009 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. +2023-12-09 04:28:43,009 - pyskl - INFO - Best top1_acc is 0.9162 at 131 epoch. +2023-12-09 04:28:43,014 - pyskl - INFO - Epoch(val) [131][1031] top1_acc: 0.9162, top5_acc: 0.9860 +2023-12-09 04:29:47,174 - pyskl - INFO - Epoch [132][100/2506] lr: 9.727e-04, eta: 4:07:09, time: 0.642, data_time: 0.184, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8505, loss: 0.8505 +2023-12-09 04:30:37,951 - pyskl - INFO - Epoch [132][200/2506] lr: 9.687e-04, eta: 4:06:40, time: 0.508, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8411, loss: 0.8411 +2023-12-09 04:31:23,342 - pyskl - INFO - Epoch [132][300/2506] lr: 9.646e-04, eta: 4:06:11, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8421, loss: 0.8421 +2023-12-09 04:31:55,285 - pyskl - INFO - Epoch [132][400/2506] lr: 9.606e-04, eta: 4:05:40, time: 0.319, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8687, loss: 0.8687 +2023-12-09 04:32:43,209 - pyskl - INFO - Epoch [132][500/2506] lr: 9.566e-04, eta: 4:05:11, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8335, loss: 0.8335 +2023-12-09 04:33:31,127 - pyskl - INFO - Epoch [132][600/2506] lr: 9.526e-04, eta: 4:04:42, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8525, loss: 0.8525 +2023-12-09 04:34:19,022 - pyskl - INFO - Epoch [132][700/2506] lr: 9.486e-04, eta: 4:04:13, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8530, loss: 0.8530 +2023-12-09 04:35:06,924 - pyskl - INFO - Epoch [132][800/2506] lr: 9.446e-04, eta: 4:03:45, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8560, loss: 0.8560 +2023-12-09 04:35:54,780 - pyskl - INFO - Epoch [132][900/2506] lr: 9.406e-04, eta: 4:03:16, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8536, loss: 0.8536 +2023-12-09 04:36:42,670 - pyskl - INFO - Epoch [132][1000/2506] lr: 9.367e-04, eta: 4:02:47, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8584, loss: 0.8584 +2023-12-09 04:37:30,503 - pyskl - INFO - Epoch [132][1100/2506] lr: 9.327e-04, eta: 4:02:18, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8564, loss: 0.8564 +2023-12-09 04:38:18,368 - pyskl - INFO - Epoch [132][1200/2506] lr: 9.288e-04, eta: 4:01:49, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8409, loss: 0.8409 +2023-12-09 04:39:06,222 - pyskl - INFO - Epoch [132][1300/2506] lr: 9.248e-04, eta: 4:01:20, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8337, loss: 0.8337 +2023-12-09 04:39:54,086 - pyskl - INFO - Epoch [132][1400/2506] lr: 9.209e-04, eta: 4:00:51, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8572, loss: 0.8572 +2023-12-09 04:40:41,962 - pyskl - INFO - Epoch [132][1500/2506] lr: 9.169e-04, eta: 4:00:22, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8402, loss: 0.8402 +2023-12-09 04:41:29,817 - pyskl - INFO - Epoch [132][1600/2506] lr: 9.130e-04, eta: 3:59:53, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8481, loss: 0.8481 +2023-12-09 04:42:17,741 - pyskl - INFO - Epoch [132][1700/2506] lr: 9.091e-04, eta: 3:59:24, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8732, loss: 0.8732 +2023-12-09 04:43:05,657 - pyskl - INFO - Epoch [132][1800/2506] lr: 9.052e-04, eta: 3:58:55, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8394, loss: 0.8394 +2023-12-09 04:43:53,562 - pyskl - INFO - Epoch [132][1900/2506] lr: 9.013e-04, eta: 3:58:26, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8692, loss: 0.8692 +2023-12-09 04:44:41,466 - pyskl - INFO - Epoch [132][2000/2506] lr: 8.974e-04, eta: 3:57:57, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8578, loss: 0.8578 +2023-12-09 04:45:29,353 - pyskl - INFO - Epoch [132][2100/2506] lr: 8.935e-04, eta: 3:57:28, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8494, loss: 0.8494 +2023-12-09 04:46:17,252 - pyskl - INFO - Epoch [132][2200/2506] lr: 8.896e-04, eta: 3:56:59, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8483, loss: 0.8483 +2023-12-09 04:47:05,121 - pyskl - INFO - Epoch [132][2300/2506] lr: 8.858e-04, eta: 3:56:30, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8505, loss: 0.8505 +2023-12-09 04:47:52,975 - pyskl - INFO - Epoch [132][2400/2506] lr: 8.819e-04, eta: 3:56:01, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8546, loss: 0.8546 +2023-12-09 04:48:40,798 - pyskl - INFO - Epoch [132][2500/2506] lr: 8.781e-04, eta: 3:55:32, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8612, loss: 0.8612 +2023-12-09 04:48:44,085 - pyskl - INFO - Saving checkpoint at 132 epochs +2023-12-09 04:51:12,926 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 04:51:12,995 - pyskl - INFO - +top1_acc 0.9147 +top5_acc 0.9864 +2023-12-09 04:51:12,998 - pyskl - INFO - Epoch(val) [132][1031] top1_acc: 0.9147, top5_acc: 0.9864 +2023-12-09 04:52:15,038 - pyskl - INFO - Epoch [133][100/2506] lr: 8.740e-04, eta: 3:55:03, time: 0.620, data_time: 0.182, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8464, loss: 0.8464 +2023-12-09 04:53:05,849 - pyskl - INFO - Epoch [133][200/2506] lr: 8.702e-04, eta: 3:54:34, time: 0.508, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8696, loss: 0.8696 +2023-12-09 04:53:53,195 - pyskl - INFO - Epoch [133][300/2506] lr: 8.663e-04, eta: 3:54:05, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8472, loss: 0.8472 +2023-12-09 04:54:23,563 - pyskl - INFO - Epoch [133][400/2506] lr: 8.625e-04, eta: 3:53:33, time: 0.304, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8405, loss: 0.8405 +2023-12-09 04:55:11,454 - pyskl - INFO - Epoch [133][500/2506] lr: 8.587e-04, eta: 3:53:04, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8496, loss: 0.8496 +2023-12-09 04:55:59,369 - pyskl - INFO - Epoch [133][600/2506] lr: 8.549e-04, eta: 3:52:35, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8430, loss: 0.8430 +2023-12-09 04:56:47,277 - pyskl - INFO - Epoch [133][700/2506] lr: 8.511e-04, eta: 3:52:06, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8701, loss: 0.8701 +2023-12-09 04:57:35,129 - pyskl - INFO - Epoch [133][800/2506] lr: 8.473e-04, eta: 3:51:37, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8467, loss: 0.8467 +2023-12-09 04:58:22,994 - pyskl - INFO - Epoch [133][900/2506] lr: 8.435e-04, eta: 3:51:08, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8658, loss: 0.8658 +2023-12-09 04:59:10,842 - pyskl - INFO - Epoch [133][1000/2506] lr: 8.398e-04, eta: 3:50:39, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8460, loss: 0.8460 +2023-12-09 04:59:58,684 - pyskl - INFO - Epoch [133][1100/2506] lr: 8.360e-04, eta: 3:50:09, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8394, loss: 0.8394 +2023-12-09 05:00:46,569 - pyskl - INFO - Epoch [133][1200/2506] lr: 8.323e-04, eta: 3:49:40, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8544, loss: 0.8544 +2023-12-09 05:01:34,457 - pyskl - INFO - Epoch [133][1300/2506] lr: 8.285e-04, eta: 3:49:11, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8453, loss: 0.8453 +2023-12-09 05:02:22,346 - pyskl - INFO - Epoch [133][1400/2506] lr: 8.248e-04, eta: 3:48:42, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8347, loss: 0.8347 +2023-12-09 05:03:10,221 - pyskl - INFO - Epoch [133][1500/2506] lr: 8.211e-04, eta: 3:48:12, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8496, loss: 0.8496 +2023-12-09 05:03:58,122 - pyskl - INFO - Epoch [133][1600/2506] lr: 8.173e-04, eta: 3:47:43, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8415, loss: 0.8415 +2023-12-09 05:04:45,994 - pyskl - INFO - Epoch [133][1700/2506] lr: 8.136e-04, eta: 3:47:14, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8548, loss: 0.8548 +2023-12-09 05:05:33,874 - pyskl - INFO - Epoch [133][1800/2506] lr: 8.099e-04, eta: 3:46:45, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8217, loss: 0.8217 +2023-12-09 05:06:21,776 - pyskl - INFO - Epoch [133][1900/2506] lr: 8.062e-04, eta: 3:46:15, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8463, loss: 0.8463 +2023-12-09 05:07:09,678 - pyskl - INFO - Epoch [133][2000/2506] lr: 8.025e-04, eta: 3:45:46, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8597, loss: 0.8597 +2023-12-09 05:07:57,542 - pyskl - INFO - Epoch [133][2100/2506] lr: 7.989e-04, eta: 3:45:17, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8560, loss: 0.8560 +2023-12-09 05:08:45,385 - pyskl - INFO - Epoch [133][2200/2506] lr: 7.952e-04, eta: 3:44:48, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8322, loss: 0.8322 +2023-12-09 05:09:33,294 - pyskl - INFO - Epoch [133][2300/2506] lr: 7.915e-04, eta: 3:44:18, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8467, loss: 0.8467 +2023-12-09 05:10:21,232 - pyskl - INFO - Epoch [133][2400/2506] lr: 7.879e-04, eta: 3:43:49, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8260, loss: 0.8260 +2023-12-09 05:11:09,071 - pyskl - INFO - Epoch [133][2500/2506] lr: 7.842e-04, eta: 3:43:20, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8265, loss: 0.8265 +2023-12-09 05:11:12,345 - pyskl - INFO - Saving checkpoint at 133 epochs +2023-12-09 05:13:41,008 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 05:13:41,082 - pyskl - INFO - +top1_acc 0.9159 +top5_acc 0.9858 +2023-12-09 05:13:41,087 - pyskl - INFO - Epoch(val) [133][1031] top1_acc: 0.9159, top5_acc: 0.9858 +2023-12-09 05:14:41,726 - pyskl - INFO - Epoch [134][100/2506] lr: 7.804e-04, eta: 3:42:50, time: 0.606, data_time: 0.184, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8609, loss: 0.8609 +2023-12-09 05:15:32,473 - pyskl - INFO - Epoch [134][200/2506] lr: 7.767e-04, eta: 3:42:21, time: 0.507, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8471, loss: 0.8471 +2023-12-09 05:16:21,426 - pyskl - INFO - Epoch [134][300/2506] lr: 7.731e-04, eta: 3:41:51, time: 0.490, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8351, loss: 0.8351 +2023-12-09 05:16:50,421 - pyskl - INFO - Epoch [134][400/2506] lr: 7.695e-04, eta: 3:41:20, time: 0.290, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8505, loss: 0.8505 +2023-12-09 05:17:38,319 - pyskl - INFO - Epoch [134][500/2506] lr: 7.659e-04, eta: 3:40:50, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8378, loss: 0.8378 +2023-12-09 05:18:26,186 - pyskl - INFO - Epoch [134][600/2506] lr: 7.623e-04, eta: 3:40:21, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8612, loss: 0.8612 +2023-12-09 05:19:14,083 - pyskl - INFO - Epoch [134][700/2506] lr: 7.587e-04, eta: 3:39:51, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8569, loss: 0.8569 +2023-12-09 05:20:01,978 - pyskl - INFO - Epoch [134][800/2506] lr: 7.551e-04, eta: 3:39:22, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8462, loss: 0.8462 +2023-12-09 05:20:49,842 - pyskl - INFO - Epoch [134][900/2506] lr: 7.516e-04, eta: 3:38:53, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8436, loss: 0.8436 +2023-12-09 05:21:37,724 - pyskl - INFO - Epoch [134][1000/2506] lr: 7.480e-04, eta: 3:38:23, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8377, loss: 0.8377 +2023-12-09 05:22:25,585 - pyskl - INFO - Epoch [134][1100/2506] lr: 7.444e-04, eta: 3:37:54, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8481, loss: 0.8481 +2023-12-09 05:23:13,511 - pyskl - INFO - Epoch [134][1200/2506] lr: 7.409e-04, eta: 3:37:24, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8470, loss: 0.8470 +2023-12-09 05:24:01,358 - pyskl - INFO - Epoch [134][1300/2506] lr: 7.374e-04, eta: 3:36:55, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8417, loss: 0.8417 +2023-12-09 05:24:49,222 - pyskl - INFO - Epoch [134][1400/2506] lr: 7.338e-04, eta: 3:36:25, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8495, loss: 0.8495 +2023-12-09 05:25:37,068 - pyskl - INFO - Epoch [134][1500/2506] lr: 7.303e-04, eta: 3:35:56, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8332, loss: 0.8332 +2023-12-09 05:26:24,961 - pyskl - INFO - Epoch [134][1600/2506] lr: 7.268e-04, eta: 3:35:26, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8644, loss: 0.8644 +2023-12-09 05:27:12,825 - pyskl - INFO - Epoch [134][1700/2506] lr: 7.233e-04, eta: 3:34:57, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8229, loss: 0.8229 +2023-12-09 05:28:00,700 - pyskl - INFO - Epoch [134][1800/2506] lr: 7.198e-04, eta: 3:34:27, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8544, loss: 0.8544 +2023-12-09 05:28:48,528 - pyskl - INFO - Epoch [134][1900/2506] lr: 7.163e-04, eta: 3:33:58, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8592, loss: 0.8592 +2023-12-09 05:29:36,409 - pyskl - INFO - Epoch [134][2000/2506] lr: 7.128e-04, eta: 3:33:28, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8567, loss: 0.8567 +2023-12-09 05:30:24,211 - pyskl - INFO - Epoch [134][2100/2506] lr: 7.093e-04, eta: 3:32:58, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8171, loss: 0.8171 +2023-12-09 05:31:12,131 - pyskl - INFO - Epoch [134][2200/2506] lr: 7.059e-04, eta: 3:32:29, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8627, loss: 0.8627 +2023-12-09 05:32:00,039 - pyskl - INFO - Epoch [134][2300/2506] lr: 7.024e-04, eta: 3:31:59, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8334, loss: 0.8334 +2023-12-09 05:32:47,925 - pyskl - INFO - Epoch [134][2400/2506] lr: 6.990e-04, eta: 3:31:30, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8644, loss: 0.8644 +2023-12-09 05:33:35,808 - pyskl - INFO - Epoch [134][2500/2506] lr: 6.955e-04, eta: 3:31:00, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8513, loss: 0.8513 +2023-12-09 05:33:39,078 - pyskl - INFO - Saving checkpoint at 134 epochs +2023-12-09 05:36:08,096 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 05:36:08,166 - pyskl - INFO - +top1_acc 0.9149 +top5_acc 0.9862 +2023-12-09 05:36:08,172 - pyskl - INFO - Epoch(val) [134][1031] top1_acc: 0.9149, top5_acc: 0.9862 +2023-12-09 05:37:08,514 - pyskl - INFO - Epoch [135][100/2506] lr: 6.919e-04, eta: 3:30:30, time: 0.603, data_time: 0.187, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8608, loss: 0.8608 +2023-12-09 05:37:59,326 - pyskl - INFO - Epoch [135][200/2506] lr: 6.885e-04, eta: 3:30:00, time: 0.508, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8503, loss: 0.8503 +2023-12-09 05:38:48,886 - pyskl - INFO - Epoch [135][300/2506] lr: 6.851e-04, eta: 3:29:31, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8406, loss: 0.8406 +2023-12-09 05:39:17,530 - pyskl - INFO - Epoch [135][400/2506] lr: 6.817e-04, eta: 3:28:59, time: 0.286, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8390, loss: 0.8390 +2023-12-09 05:40:04,592 - pyskl - INFO - Epoch [135][500/2506] lr: 6.783e-04, eta: 3:28:29, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8469, loss: 0.8469 +2023-12-09 05:40:51,631 - pyskl - INFO - Epoch [135][600/2506] lr: 6.749e-04, eta: 3:27:59, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8405, loss: 0.8405 +2023-12-09 05:41:38,810 - pyskl - INFO - Epoch [135][700/2506] lr: 6.715e-04, eta: 3:27:30, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8533, loss: 0.8533 +2023-12-09 05:42:25,775 - pyskl - INFO - Epoch [135][800/2506] lr: 6.681e-04, eta: 3:27:00, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8453, loss: 0.8453 +2023-12-09 05:43:12,808 - pyskl - INFO - Epoch [135][900/2506] lr: 6.647e-04, eta: 3:26:30, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8607, loss: 0.8607 +2023-12-09 05:43:59,851 - pyskl - INFO - Epoch [135][1000/2506] lr: 6.614e-04, eta: 3:26:00, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8428, loss: 0.8428 +2023-12-09 05:44:46,919 - pyskl - INFO - Epoch [135][1100/2506] lr: 6.580e-04, eta: 3:25:30, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8518, loss: 0.8518 +2023-12-09 05:45:33,999 - pyskl - INFO - Epoch [135][1200/2506] lr: 6.547e-04, eta: 3:25:01, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8450, loss: 0.8450 +2023-12-09 05:46:21,104 - pyskl - INFO - Epoch [135][1300/2506] lr: 6.514e-04, eta: 3:24:31, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8404, loss: 0.8404 +2023-12-09 05:47:08,155 - pyskl - INFO - Epoch [135][1400/2506] lr: 6.480e-04, eta: 3:24:01, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8440, loss: 0.8440 +2023-12-09 05:47:55,327 - pyskl - INFO - Epoch [135][1500/2506] lr: 6.447e-04, eta: 3:23:31, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8467, loss: 0.8467 +2023-12-09 05:48:42,339 - pyskl - INFO - Epoch [135][1600/2506] lr: 6.414e-04, eta: 3:23:01, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8540, loss: 0.8540 +2023-12-09 05:49:29,428 - pyskl - INFO - Epoch [135][1700/2506] lr: 6.381e-04, eta: 3:22:31, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8356, loss: 0.8356 +2023-12-09 05:50:16,498 - pyskl - INFO - Epoch [135][1800/2506] lr: 6.348e-04, eta: 3:22:01, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8481, loss: 0.8481 +2023-12-09 05:51:03,688 - pyskl - INFO - Epoch [135][1900/2506] lr: 6.315e-04, eta: 3:21:31, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8563, loss: 0.8563 +2023-12-09 05:51:50,676 - pyskl - INFO - Epoch [135][2000/2506] lr: 6.283e-04, eta: 3:21:02, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8620, loss: 0.8620 +2023-12-09 05:52:37,644 - pyskl - INFO - Epoch [135][2100/2506] lr: 6.250e-04, eta: 3:20:32, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8500, loss: 0.8500 +2023-12-09 05:53:24,703 - pyskl - INFO - Epoch [135][2200/2506] lr: 6.217e-04, eta: 3:20:02, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8401, loss: 0.8401 +2023-12-09 05:54:11,758 - pyskl - INFO - Epoch [135][2300/2506] lr: 6.185e-04, eta: 3:19:32, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8527, loss: 0.8527 +2023-12-09 05:54:58,734 - pyskl - INFO - Epoch [135][2400/2506] lr: 6.153e-04, eta: 3:19:02, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8444, loss: 0.8444 +2023-12-09 05:55:45,888 - pyskl - INFO - Epoch [135][2500/2506] lr: 6.120e-04, eta: 3:18:32, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8457, loss: 0.8457 +2023-12-09 05:55:49,145 - pyskl - INFO - Saving checkpoint at 135 epochs +2023-12-09 05:58:18,484 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 05:58:18,560 - pyskl - INFO - +top1_acc 0.9122 +top5_acc 0.9868 +2023-12-09 05:58:18,565 - pyskl - INFO - Epoch(val) [135][1031] top1_acc: 0.9122, top5_acc: 0.9868 +2023-12-09 05:59:19,645 - pyskl - INFO - Epoch [136][100/2506] lr: 6.086e-04, eta: 3:18:01, time: 0.611, data_time: 0.187, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8587, loss: 0.8587 +2023-12-09 06:00:10,512 - pyskl - INFO - Epoch [136][200/2506] lr: 6.054e-04, eta: 3:17:32, time: 0.509, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8360, loss: 0.8360 +2023-12-09 06:00:59,239 - pyskl - INFO - Epoch [136][300/2506] lr: 6.022e-04, eta: 3:17:02, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8328, loss: 0.8328 +2023-12-09 06:01:28,678 - pyskl - INFO - Epoch [136][400/2506] lr: 5.990e-04, eta: 3:16:30, time: 0.294, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8382, loss: 0.8382 +2023-12-09 06:02:15,748 - pyskl - INFO - Epoch [136][500/2506] lr: 5.958e-04, eta: 3:16:00, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8564, loss: 0.8564 +2023-12-09 06:03:02,769 - pyskl - INFO - Epoch [136][600/2506] lr: 5.926e-04, eta: 3:15:30, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8583, loss: 0.8583 +2023-12-09 06:03:49,901 - pyskl - INFO - Epoch [136][700/2506] lr: 5.894e-04, eta: 3:15:00, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8524, loss: 0.8524 +2023-12-09 06:04:37,021 - pyskl - INFO - Epoch [136][800/2506] lr: 5.863e-04, eta: 3:14:30, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8485, loss: 0.8485 +2023-12-09 06:05:24,074 - pyskl - INFO - Epoch [136][900/2506] lr: 5.831e-04, eta: 3:14:00, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8456, loss: 0.8456 +2023-12-09 06:06:11,045 - pyskl - INFO - Epoch [136][1000/2506] lr: 5.800e-04, eta: 3:13:30, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8624, loss: 0.8624 +2023-12-09 06:06:58,179 - pyskl - INFO - Epoch [136][1100/2506] lr: 5.768e-04, eta: 3:13:00, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8637, loss: 0.8637 +2023-12-09 06:07:45,237 - pyskl - INFO - Epoch [136][1200/2506] lr: 5.737e-04, eta: 3:12:29, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8349, loss: 0.8349 +2023-12-09 06:08:32,417 - pyskl - INFO - Epoch [136][1300/2506] lr: 5.706e-04, eta: 3:11:59, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8516, loss: 0.8516 +2023-12-09 06:09:19,376 - pyskl - INFO - Epoch [136][1400/2506] lr: 5.674e-04, eta: 3:11:29, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8391, loss: 0.8391 +2023-12-09 06:10:06,536 - pyskl - INFO - Epoch [136][1500/2506] lr: 5.643e-04, eta: 3:10:59, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8573, loss: 0.8573 +2023-12-09 06:10:53,600 - pyskl - INFO - Epoch [136][1600/2506] lr: 5.612e-04, eta: 3:10:29, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8557, loss: 0.8557 +2023-12-09 06:11:40,761 - pyskl - INFO - Epoch [136][1700/2506] lr: 5.581e-04, eta: 3:09:59, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8294, loss: 0.8294 +2023-12-09 06:12:27,832 - pyskl - INFO - Epoch [136][1800/2506] lr: 5.551e-04, eta: 3:09:29, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8350, loss: 0.8350 +2023-12-09 06:13:14,898 - pyskl - INFO - Epoch [136][1900/2506] lr: 5.520e-04, eta: 3:08:59, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8438, loss: 0.8438 +2023-12-09 06:14:01,968 - pyskl - INFO - Epoch [136][2000/2506] lr: 5.489e-04, eta: 3:08:28, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8501, loss: 0.8501 +2023-12-09 06:14:48,990 - pyskl - INFO - Epoch [136][2100/2506] lr: 5.459e-04, eta: 3:07:58, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8370, loss: 0.8370 +2023-12-09 06:15:36,199 - pyskl - INFO - Epoch [136][2200/2506] lr: 5.428e-04, eta: 3:07:28, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8563, loss: 0.8563 +2023-12-09 06:16:23,243 - pyskl - INFO - Epoch [136][2300/2506] lr: 5.398e-04, eta: 3:06:58, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8359, loss: 0.8359 +2023-12-09 06:17:10,289 - pyskl - INFO - Epoch [136][2400/2506] lr: 5.367e-04, eta: 3:06:28, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8476, loss: 0.8476 +2023-12-09 06:17:57,446 - pyskl - INFO - Epoch [136][2500/2506] lr: 5.337e-04, eta: 3:05:57, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8511, loss: 0.8511 +2023-12-09 06:18:00,659 - pyskl - INFO - Saving checkpoint at 136 epochs +2023-12-09 06:20:29,904 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 06:20:29,974 - pyskl - INFO - +top1_acc 0.9168 +top5_acc 0.9865 +2023-12-09 06:20:29,977 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_131.pth was removed +2023-12-09 06:20:30,119 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2023-12-09 06:20:30,119 - pyskl - INFO - Best top1_acc is 0.9168 at 136 epoch. +2023-12-09 06:20:30,126 - pyskl - INFO - Epoch(val) [136][1031] top1_acc: 0.9168, top5_acc: 0.9865 +2023-12-09 06:21:32,704 - pyskl - INFO - Epoch [137][100/2506] lr: 5.305e-04, eta: 3:05:27, time: 0.626, data_time: 0.192, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8577, loss: 0.8577 +2023-12-09 06:22:23,748 - pyskl - INFO - Epoch [137][200/2506] lr: 5.275e-04, eta: 3:04:57, time: 0.510, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8454, loss: 0.8454 +2023-12-09 06:23:11,281 - pyskl - INFO - Epoch [137][300/2506] lr: 5.245e-04, eta: 3:04:27, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8461, loss: 0.8461 +2023-12-09 06:23:41,707 - pyskl - INFO - Epoch [137][400/2506] lr: 5.215e-04, eta: 3:03:55, time: 0.304, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8462, loss: 0.8462 +2023-12-09 06:24:28,801 - pyskl - INFO - Epoch [137][500/2506] lr: 5.185e-04, eta: 3:03:24, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8372, loss: 0.8372 +2023-12-09 06:25:15,919 - pyskl - INFO - Epoch [137][600/2506] lr: 5.156e-04, eta: 3:02:54, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8235, loss: 0.8235 +2023-12-09 06:26:02,966 - pyskl - INFO - Epoch [137][700/2506] lr: 5.126e-04, eta: 3:02:24, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8405, loss: 0.8405 +2023-12-09 06:26:49,942 - pyskl - INFO - Epoch [137][800/2506] lr: 5.096e-04, eta: 3:01:53, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8371, loss: 0.8371 +2023-12-09 06:27:36,907 - pyskl - INFO - Epoch [137][900/2506] lr: 5.067e-04, eta: 3:01:23, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8356, loss: 0.8356 +2023-12-09 06:28:24,027 - pyskl - INFO - Epoch [137][1000/2506] lr: 5.038e-04, eta: 3:00:53, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8419, loss: 0.8419 +2023-12-09 06:29:11,058 - pyskl - INFO - Epoch [137][1100/2506] lr: 5.008e-04, eta: 3:00:22, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8697, loss: 0.8697 +2023-12-09 06:29:58,127 - pyskl - INFO - Epoch [137][1200/2506] lr: 4.979e-04, eta: 2:59:52, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8561, loss: 0.8561 +2023-12-09 06:30:45,245 - pyskl - INFO - Epoch [137][1300/2506] lr: 4.950e-04, eta: 2:59:22, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8663, loss: 0.8663 +2023-12-09 06:31:32,408 - pyskl - INFO - Epoch [137][1400/2506] lr: 4.921e-04, eta: 2:58:51, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8445, loss: 0.8445 +2023-12-09 06:32:19,611 - pyskl - INFO - Epoch [137][1500/2506] lr: 4.892e-04, eta: 2:58:21, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8391, loss: 0.8391 +2023-12-09 06:33:06,746 - pyskl - INFO - Epoch [137][1600/2506] lr: 4.863e-04, eta: 2:57:51, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8445, loss: 0.8445 +2023-12-09 06:33:53,755 - pyskl - INFO - Epoch [137][1700/2506] lr: 4.834e-04, eta: 2:57:20, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8428, loss: 0.8428 +2023-12-09 06:34:40,850 - pyskl - INFO - Epoch [137][1800/2506] lr: 4.805e-04, eta: 2:56:50, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8524, loss: 0.8524 +2023-12-09 06:35:27,883 - pyskl - INFO - Epoch [137][1900/2506] lr: 4.777e-04, eta: 2:56:20, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8502, loss: 0.8502 +2023-12-09 06:36:14,813 - pyskl - INFO - Epoch [137][2000/2506] lr: 4.748e-04, eta: 2:55:49, time: 0.469, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8486, loss: 0.8486 +2023-12-09 06:37:01,852 - pyskl - INFO - Epoch [137][2100/2506] lr: 4.720e-04, eta: 2:55:19, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8582, loss: 0.8582 +2023-12-09 06:37:48,813 - pyskl - INFO - Epoch [137][2200/2506] lr: 4.691e-04, eta: 2:54:48, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8245, loss: 0.8245 +2023-12-09 06:38:35,886 - pyskl - INFO - Epoch [137][2300/2506] lr: 4.663e-04, eta: 2:54:18, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8345, loss: 0.8345 +2023-12-09 06:39:22,884 - pyskl - INFO - Epoch [137][2400/2506] lr: 4.635e-04, eta: 2:53:47, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8437, loss: 0.8437 +2023-12-09 06:40:10,016 - pyskl - INFO - Epoch [137][2500/2506] lr: 4.607e-04, eta: 2:53:17, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8577, loss: 0.8577 +2023-12-09 06:40:13,293 - pyskl - INFO - Saving checkpoint at 137 epochs +2023-12-09 06:42:42,414 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 06:42:42,484 - pyskl - INFO - +top1_acc 0.9145 +top5_acc 0.9865 +2023-12-09 06:42:42,488 - pyskl - INFO - Epoch(val) [137][1031] top1_acc: 0.9145, top5_acc: 0.9865 +2023-12-09 06:43:44,020 - pyskl - INFO - Epoch [138][100/2506] lr: 4.577e-04, eta: 2:52:46, time: 0.615, data_time: 0.185, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8612, loss: 0.8612 +2023-12-09 06:44:34,843 - pyskl - INFO - Epoch [138][200/2506] lr: 4.549e-04, eta: 2:52:16, time: 0.508, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8514, loss: 0.8514 +2023-12-09 06:45:23,007 - pyskl - INFO - Epoch [138][300/2506] lr: 4.521e-04, eta: 2:51:45, time: 0.482, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8393, loss: 0.8393 +2023-12-09 06:45:52,730 - pyskl - INFO - Epoch [138][400/2506] lr: 4.493e-04, eta: 2:51:13, time: 0.297, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8419, loss: 0.8419 +2023-12-09 06:46:39,857 - pyskl - INFO - Epoch [138][500/2506] lr: 4.466e-04, eta: 2:50:42, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8345, loss: 0.8345 +2023-12-09 06:47:26,888 - pyskl - INFO - Epoch [138][600/2506] lr: 4.438e-04, eta: 2:50:12, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8335, loss: 0.8335 +2023-12-09 06:48:13,986 - pyskl - INFO - Epoch [138][700/2506] lr: 4.410e-04, eta: 2:49:41, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8609, loss: 0.8609 +2023-12-09 06:49:01,057 - pyskl - INFO - Epoch [138][800/2506] lr: 4.383e-04, eta: 2:49:11, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8465, loss: 0.8465 +2023-12-09 06:49:48,114 - pyskl - INFO - Epoch [138][900/2506] lr: 4.356e-04, eta: 2:48:40, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8791, loss: 0.8791 +2023-12-09 06:50:35,272 - pyskl - INFO - Epoch [138][1000/2506] lr: 4.328e-04, eta: 2:48:10, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8429, loss: 0.8429 +2023-12-09 06:51:22,272 - pyskl - INFO - Epoch [138][1100/2506] lr: 4.301e-04, eta: 2:47:39, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8339, loss: 0.8339 +2023-12-09 06:52:09,395 - pyskl - INFO - Epoch [138][1200/2506] lr: 4.274e-04, eta: 2:47:09, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8385, loss: 0.8385 +2023-12-09 06:52:56,588 - pyskl - INFO - Epoch [138][1300/2506] lr: 4.247e-04, eta: 2:46:38, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8472, loss: 0.8472 +2023-12-09 06:53:43,805 - pyskl - INFO - Epoch [138][1400/2506] lr: 4.220e-04, eta: 2:46:07, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8381, loss: 0.8381 +2023-12-09 06:54:30,821 - pyskl - INFO - Epoch [138][1500/2506] lr: 4.193e-04, eta: 2:45:37, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8426, loss: 0.8426 +2023-12-09 06:55:17,951 - pyskl - INFO - Epoch [138][1600/2506] lr: 4.166e-04, eta: 2:45:06, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8644, loss: 0.8644 +2023-12-09 06:56:05,034 - pyskl - INFO - Epoch [138][1700/2506] lr: 4.140e-04, eta: 2:44:36, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8326, loss: 0.8326 +2023-12-09 06:56:52,026 - pyskl - INFO - Epoch [138][1800/2506] lr: 4.113e-04, eta: 2:44:05, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8393, loss: 0.8393 +2023-12-09 06:57:39,052 - pyskl - INFO - Epoch [138][1900/2506] lr: 4.086e-04, eta: 2:43:34, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8497, loss: 0.8497 +2023-12-09 06:58:26,106 - pyskl - INFO - Epoch [138][2000/2506] lr: 4.060e-04, eta: 2:43:04, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8533, loss: 0.8533 +2023-12-09 06:59:13,351 - pyskl - INFO - Epoch [138][2100/2506] lr: 4.034e-04, eta: 2:42:33, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8303, loss: 0.8303 +2023-12-09 07:00:00,530 - pyskl - INFO - Epoch [138][2200/2506] lr: 4.007e-04, eta: 2:42:02, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8503, loss: 0.8503 +2023-12-09 07:00:47,649 - pyskl - INFO - Epoch [138][2300/2506] lr: 3.981e-04, eta: 2:41:32, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8293, loss: 0.8293 +2023-12-09 07:01:34,638 - pyskl - INFO - Epoch [138][2400/2506] lr: 3.955e-04, eta: 2:41:01, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8461, loss: 0.8461 +2023-12-09 07:02:21,714 - pyskl - INFO - Epoch [138][2500/2506] lr: 3.929e-04, eta: 2:40:30, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8587, loss: 0.8587 +2023-12-09 07:02:24,970 - pyskl - INFO - Saving checkpoint at 138 epochs +2023-12-09 07:04:54,042 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 07:04:54,111 - pyskl - INFO - +top1_acc 0.9159 +top5_acc 0.9868 +2023-12-09 07:04:54,114 - pyskl - INFO - Epoch(val) [138][1031] top1_acc: 0.9159, top5_acc: 0.9868 +2023-12-09 07:05:55,015 - pyskl - INFO - Epoch [139][100/2506] lr: 3.901e-04, eta: 2:39:59, time: 0.609, data_time: 0.185, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8665, loss: 0.8665 +2023-12-09 07:06:45,970 - pyskl - INFO - Epoch [139][200/2506] lr: 3.876e-04, eta: 2:39:28, time: 0.510, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8332, loss: 0.8332 +2023-12-09 07:07:34,683 - pyskl - INFO - Epoch [139][300/2506] lr: 3.850e-04, eta: 2:38:58, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8567, loss: 0.8567 +2023-12-09 07:08:04,129 - pyskl - INFO - Epoch [139][400/2506] lr: 3.824e-04, eta: 2:38:25, time: 0.294, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8517, loss: 0.8517 +2023-12-09 07:08:51,275 - pyskl - INFO - Epoch [139][500/2506] lr: 3.799e-04, eta: 2:37:55, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8476, loss: 0.8476 +2023-12-09 07:09:38,376 - pyskl - INFO - Epoch [139][600/2506] lr: 3.773e-04, eta: 2:37:24, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8462, loss: 0.8462 +2023-12-09 07:10:25,401 - pyskl - INFO - Epoch [139][700/2506] lr: 3.748e-04, eta: 2:36:53, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8592, loss: 0.8592 +2023-12-09 07:11:12,569 - pyskl - INFO - Epoch [139][800/2506] lr: 3.722e-04, eta: 2:36:22, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8508, loss: 0.8508 +2023-12-09 07:11:59,576 - pyskl - INFO - Epoch [139][900/2506] lr: 3.697e-04, eta: 2:35:52, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8424, loss: 0.8424 +2023-12-09 07:12:46,751 - pyskl - INFO - Epoch [139][1000/2506] lr: 3.672e-04, eta: 2:35:21, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8285, loss: 0.8285 +2023-12-09 07:13:33,944 - pyskl - INFO - Epoch [139][1100/2506] lr: 3.647e-04, eta: 2:34:50, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8460, loss: 0.8460 +2023-12-09 07:14:21,101 - pyskl - INFO - Epoch [139][1200/2506] lr: 3.622e-04, eta: 2:34:19, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8523, loss: 0.8523 +2023-12-09 07:15:08,241 - pyskl - INFO - Epoch [139][1300/2506] lr: 3.597e-04, eta: 2:33:48, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8466, loss: 0.8466 +2023-12-09 07:15:55,261 - pyskl - INFO - Epoch [139][1400/2506] lr: 3.572e-04, eta: 2:33:17, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8471, loss: 0.8471 +2023-12-09 07:16:42,264 - pyskl - INFO - Epoch [139][1500/2506] lr: 3.547e-04, eta: 2:32:47, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8411, loss: 0.8411 +2023-12-09 07:17:29,325 - pyskl - INFO - Epoch [139][1600/2506] lr: 3.523e-04, eta: 2:32:16, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8563, loss: 0.8563 +2023-12-09 07:18:16,288 - pyskl - INFO - Epoch [139][1700/2506] lr: 3.498e-04, eta: 2:31:45, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8465, loss: 0.8465 +2023-12-09 07:19:03,286 - pyskl - INFO - Epoch [139][1800/2506] lr: 3.473e-04, eta: 2:31:14, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8539, loss: 0.8539 +2023-12-09 07:19:50,388 - pyskl - INFO - Epoch [139][1900/2506] lr: 3.449e-04, eta: 2:30:43, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8491, loss: 0.8491 +2023-12-09 07:20:37,416 - pyskl - INFO - Epoch [139][2000/2506] lr: 3.425e-04, eta: 2:30:12, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8559, loss: 0.8559 +2023-12-09 07:21:24,389 - pyskl - INFO - Epoch [139][2100/2506] lr: 3.400e-04, eta: 2:29:41, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8549, loss: 0.8549 +2023-12-09 07:22:11,606 - pyskl - INFO - Epoch [139][2200/2506] lr: 3.376e-04, eta: 2:29:10, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8436, loss: 0.8436 +2023-12-09 07:22:58,618 - pyskl - INFO - Epoch [139][2300/2506] lr: 3.352e-04, eta: 2:28:39, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8256, loss: 0.8256 +2023-12-09 07:23:45,695 - pyskl - INFO - Epoch [139][2400/2506] lr: 3.328e-04, eta: 2:28:09, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8422, loss: 0.8422 +2023-12-09 07:24:32,840 - pyskl - INFO - Epoch [139][2500/2506] lr: 3.304e-04, eta: 2:27:38, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8344, loss: 0.8344 +2023-12-09 07:24:36,099 - pyskl - INFO - Saving checkpoint at 139 epochs +2023-12-09 07:27:05,223 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 07:27:05,292 - pyskl - INFO - +top1_acc 0.9147 +top5_acc 0.9867 +2023-12-09 07:27:05,296 - pyskl - INFO - Epoch(val) [139][1031] top1_acc: 0.9147, top5_acc: 0.9867 +2023-12-09 07:28:06,043 - pyskl - INFO - Epoch [140][100/2506] lr: 3.279e-04, eta: 2:27:06, time: 0.607, data_time: 0.186, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8274, loss: 0.8274 +2023-12-09 07:28:56,862 - pyskl - INFO - Epoch [140][200/2506] lr: 3.255e-04, eta: 2:26:35, time: 0.508, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8423, loss: 0.8423 +2023-12-09 07:29:45,860 - pyskl - INFO - Epoch [140][300/2506] lr: 3.232e-04, eta: 2:26:04, time: 0.490, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8486, loss: 0.8486 +2023-12-09 07:30:14,664 - pyskl - INFO - Epoch [140][400/2506] lr: 3.208e-04, eta: 2:25:32, time: 0.288, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8561, loss: 0.8561 +2023-12-09 07:31:02,482 - pyskl - INFO - Epoch [140][500/2506] lr: 3.185e-04, eta: 2:25:01, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8494, loss: 0.8494 +2023-12-09 07:31:50,400 - pyskl - INFO - Epoch [140][600/2506] lr: 3.161e-04, eta: 2:24:30, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8487, loss: 0.8487 +2023-12-09 07:32:38,290 - pyskl - INFO - Epoch [140][700/2506] lr: 3.138e-04, eta: 2:23:59, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8472, loss: 0.8472 +2023-12-09 07:33:26,222 - pyskl - INFO - Epoch [140][800/2506] lr: 3.115e-04, eta: 2:23:28, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8505, loss: 0.8505 +2023-12-09 07:34:14,158 - pyskl - INFO - Epoch [140][900/2506] lr: 3.092e-04, eta: 2:22:57, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8509, loss: 0.8509 +2023-12-09 07:35:02,004 - pyskl - INFO - Epoch [140][1000/2506] lr: 3.069e-04, eta: 2:22:26, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8349, loss: 0.8349 +2023-12-09 07:35:49,872 - pyskl - INFO - Epoch [140][1100/2506] lr: 3.046e-04, eta: 2:21:55, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8431, loss: 0.8431 +2023-12-09 07:36:37,772 - pyskl - INFO - Epoch [140][1200/2506] lr: 3.023e-04, eta: 2:21:24, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8334, loss: 0.8334 +2023-12-09 07:37:25,665 - pyskl - INFO - Epoch [140][1300/2506] lr: 3.000e-04, eta: 2:20:53, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8501, loss: 0.8501 +2023-12-09 07:38:13,596 - pyskl - INFO - Epoch [140][1400/2506] lr: 2.977e-04, eta: 2:20:22, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8802, loss: 0.8802 +2023-12-09 07:39:01,491 - pyskl - INFO - Epoch [140][1500/2506] lr: 2.955e-04, eta: 2:19:51, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8413, loss: 0.8413 +2023-12-09 07:39:49,437 - pyskl - INFO - Epoch [140][1600/2506] lr: 2.932e-04, eta: 2:19:20, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8650, loss: 0.8650 +2023-12-09 07:40:37,328 - pyskl - INFO - Epoch [140][1700/2506] lr: 2.910e-04, eta: 2:18:49, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8427, loss: 0.8427 +2023-12-09 07:41:25,201 - pyskl - INFO - Epoch [140][1800/2506] lr: 2.887e-04, eta: 2:18:18, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8388, loss: 0.8388 +2023-12-09 07:42:13,082 - pyskl - INFO - Epoch [140][1900/2506] lr: 2.865e-04, eta: 2:17:47, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8454, loss: 0.8454 +2023-12-09 07:43:00,962 - pyskl - INFO - Epoch [140][2000/2506] lr: 2.843e-04, eta: 2:17:16, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8371, loss: 0.8371 +2023-12-09 07:43:48,860 - pyskl - INFO - Epoch [140][2100/2506] lr: 2.821e-04, eta: 2:16:45, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8362, loss: 0.8362 +2023-12-09 07:44:36,738 - pyskl - INFO - Epoch [140][2200/2506] lr: 2.799e-04, eta: 2:16:14, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8418, loss: 0.8418 +2023-12-09 07:45:24,609 - pyskl - INFO - Epoch [140][2300/2506] lr: 2.777e-04, eta: 2:15:43, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8437, loss: 0.8437 +2023-12-09 07:46:12,449 - pyskl - INFO - Epoch [140][2400/2506] lr: 2.755e-04, eta: 2:15:11, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8620, loss: 0.8620 +2023-12-09 07:47:00,335 - pyskl - INFO - Epoch [140][2500/2506] lr: 2.733e-04, eta: 2:14:40, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8370, loss: 0.8370 +2023-12-09 07:47:03,593 - pyskl - INFO - Saving checkpoint at 140 epochs +2023-12-09 07:49:32,668 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 07:49:32,740 - pyskl - INFO - +top1_acc 0.9173 +top5_acc 0.9870 +2023-12-09 07:49:32,744 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_136.pth was removed +2023-12-09 07:49:32,874 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2023-12-09 07:49:32,874 - pyskl - INFO - Best top1_acc is 0.9173 at 140 epoch. +2023-12-09 07:49:32,878 - pyskl - INFO - Epoch(val) [140][1031] top1_acc: 0.9173, top5_acc: 0.9870 +2023-12-09 07:50:33,216 - pyskl - INFO - Epoch [141][100/2506] lr: 2.710e-04, eta: 2:14:08, time: 0.603, data_time: 0.186, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8590, loss: 0.8590 +2023-12-09 07:51:24,115 - pyskl - INFO - Epoch [141][200/2506] lr: 2.688e-04, eta: 2:13:37, time: 0.509, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8341, loss: 0.8341 +2023-12-09 07:52:13,457 - pyskl - INFO - Epoch [141][300/2506] lr: 2.667e-04, eta: 2:13:06, time: 0.493, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8257, loss: 0.8257 +2023-12-09 07:52:42,548 - pyskl - INFO - Epoch [141][400/2506] lr: 2.646e-04, eta: 2:12:34, time: 0.291, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8450, loss: 0.8450 +2023-12-09 07:53:30,471 - pyskl - INFO - Epoch [141][500/2506] lr: 2.624e-04, eta: 2:12:02, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8492, loss: 0.8492 +2023-12-09 07:54:18,336 - pyskl - INFO - Epoch [141][600/2506] lr: 2.603e-04, eta: 2:11:31, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8373, loss: 0.8373 +2023-12-09 07:55:06,193 - pyskl - INFO - Epoch [141][700/2506] lr: 2.582e-04, eta: 2:11:00, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8520, loss: 0.8520 +2023-12-09 07:55:54,077 - pyskl - INFO - Epoch [141][800/2506] lr: 2.561e-04, eta: 2:10:29, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8552, loss: 0.8552 +2023-12-09 07:56:41,935 - pyskl - INFO - Epoch [141][900/2506] lr: 2.540e-04, eta: 2:09:58, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8465, loss: 0.8465 +2023-12-09 07:57:29,796 - pyskl - INFO - Epoch [141][1000/2506] lr: 2.519e-04, eta: 2:09:26, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8451, loss: 0.8451 +2023-12-09 07:58:17,588 - pyskl - INFO - Epoch [141][1100/2506] lr: 2.498e-04, eta: 2:08:55, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8477, loss: 0.8477 +2023-12-09 07:59:05,432 - pyskl - INFO - Epoch [141][1200/2506] lr: 2.477e-04, eta: 2:08:24, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8358, loss: 0.8358 +2023-12-09 07:59:53,319 - pyskl - INFO - Epoch [141][1300/2506] lr: 2.457e-04, eta: 2:07:53, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8343, loss: 0.8343 +2023-12-09 08:00:41,184 - pyskl - INFO - Epoch [141][1400/2506] lr: 2.436e-04, eta: 2:07:22, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8542, loss: 0.8542 +2023-12-09 08:01:29,086 - pyskl - INFO - Epoch [141][1500/2506] lr: 2.416e-04, eta: 2:06:50, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8551, loss: 0.8551 +2023-12-09 08:02:16,943 - pyskl - INFO - Epoch [141][1600/2506] lr: 2.395e-04, eta: 2:06:19, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8411, loss: 0.8411 +2023-12-09 08:03:04,824 - pyskl - INFO - Epoch [141][1700/2506] lr: 2.375e-04, eta: 2:05:48, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8433, loss: 0.8433 +2023-12-09 08:03:52,658 - pyskl - INFO - Epoch [141][1800/2506] lr: 2.355e-04, eta: 2:05:16, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8420, loss: 0.8420 +2023-12-09 08:04:40,541 - pyskl - INFO - Epoch [141][1900/2506] lr: 2.334e-04, eta: 2:04:45, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8498, loss: 0.8498 +2023-12-09 08:05:28,456 - pyskl - INFO - Epoch [141][2000/2506] lr: 2.314e-04, eta: 2:04:14, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8522, loss: 0.8522 +2023-12-09 08:06:16,337 - pyskl - INFO - Epoch [141][2100/2506] lr: 2.294e-04, eta: 2:03:43, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8400, loss: 0.8400 +2023-12-09 08:07:04,208 - pyskl - INFO - Epoch [141][2200/2506] lr: 2.275e-04, eta: 2:03:11, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8752, loss: 0.8752 +2023-12-09 08:07:52,036 - pyskl - INFO - Epoch [141][2300/2506] lr: 2.255e-04, eta: 2:02:40, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8283, loss: 0.8283 +2023-12-09 08:08:39,912 - pyskl - INFO - Epoch [141][2400/2506] lr: 2.235e-04, eta: 2:02:09, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8484, loss: 0.8484 +2023-12-09 08:09:27,718 - pyskl - INFO - Epoch [141][2500/2506] lr: 2.215e-04, eta: 2:01:37, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8650, loss: 0.8650 +2023-12-09 08:09:31,034 - pyskl - INFO - Saving checkpoint at 141 epochs +2023-12-09 08:12:00,625 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 08:12:00,702 - pyskl - INFO - +top1_acc 0.9144 +top5_acc 0.9869 +2023-12-09 08:12:00,707 - pyskl - INFO - Epoch(val) [141][1031] top1_acc: 0.9144, top5_acc: 0.9869 +2023-12-09 08:13:01,419 - pyskl - INFO - Epoch [142][100/2506] lr: 2.195e-04, eta: 2:01:05, time: 0.607, data_time: 0.185, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8530, loss: 0.8530 +2023-12-09 08:13:52,170 - pyskl - INFO - Epoch [142][200/2506] lr: 2.175e-04, eta: 2:00:33, time: 0.507, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8362, loss: 0.8362 +2023-12-09 08:14:41,211 - pyskl - INFO - Epoch [142][300/2506] lr: 2.156e-04, eta: 2:00:02, time: 0.490, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8443, loss: 0.8443 +2023-12-09 08:15:10,187 - pyskl - INFO - Epoch [142][400/2506] lr: 2.137e-04, eta: 1:59:29, time: 0.290, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8637, loss: 0.8637 +2023-12-09 08:15:57,156 - pyskl - INFO - Epoch [142][500/2506] lr: 2.117e-04, eta: 1:58:58, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8284, loss: 0.8284 +2023-12-09 08:16:44,207 - pyskl - INFO - Epoch [142][600/2506] lr: 2.098e-04, eta: 1:58:27, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8407, loss: 0.8407 +2023-12-09 08:17:31,251 - pyskl - INFO - Epoch [142][700/2506] lr: 2.079e-04, eta: 1:57:55, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8513, loss: 0.8513 +2023-12-09 08:18:18,259 - pyskl - INFO - Epoch [142][800/2506] lr: 2.060e-04, eta: 1:57:24, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8319, loss: 0.8319 +2023-12-09 08:19:05,261 - pyskl - INFO - Epoch [142][900/2506] lr: 2.042e-04, eta: 1:56:52, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8487, loss: 0.8487 +2023-12-09 08:19:52,310 - pyskl - INFO - Epoch [142][1000/2506] lr: 2.023e-04, eta: 1:56:21, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8457, loss: 0.8457 +2023-12-09 08:20:39,292 - pyskl - INFO - Epoch [142][1100/2506] lr: 2.004e-04, eta: 1:55:49, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8512, loss: 0.8512 +2023-12-09 08:21:26,300 - pyskl - INFO - Epoch [142][1200/2506] lr: 1.986e-04, eta: 1:55:18, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8566, loss: 0.8566 +2023-12-09 08:22:13,288 - pyskl - INFO - Epoch [142][1300/2506] lr: 1.967e-04, eta: 1:54:46, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8175, loss: 0.8175 +2023-12-09 08:23:00,268 - pyskl - INFO - Epoch [142][1400/2506] lr: 1.949e-04, eta: 1:54:15, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8481, loss: 0.8481 +2023-12-09 08:23:47,333 - pyskl - INFO - Epoch [142][1500/2506] lr: 1.930e-04, eta: 1:53:43, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8378, loss: 0.8378 +2023-12-09 08:24:34,443 - pyskl - INFO - Epoch [142][1600/2506] lr: 1.912e-04, eta: 1:53:11, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8529, loss: 0.8529 +2023-12-09 08:25:21,402 - pyskl - INFO - Epoch [142][1700/2506] lr: 1.894e-04, eta: 1:52:40, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8589, loss: 0.8589 +2023-12-09 08:26:08,356 - pyskl - INFO - Epoch [142][1800/2506] lr: 1.876e-04, eta: 1:52:08, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8581, loss: 0.8581 +2023-12-09 08:26:55,360 - pyskl - INFO - Epoch [142][1900/2506] lr: 1.858e-04, eta: 1:51:37, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8257, loss: 0.8257 +2023-12-09 08:27:42,353 - pyskl - INFO - Epoch [142][2000/2506] lr: 1.840e-04, eta: 1:51:05, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8490, loss: 0.8490 +2023-12-09 08:28:29,429 - pyskl - INFO - Epoch [142][2100/2506] lr: 1.822e-04, eta: 1:50:34, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8279, loss: 0.8279 +2023-12-09 08:29:16,422 - pyskl - INFO - Epoch [142][2200/2506] lr: 1.804e-04, eta: 1:50:02, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8492, loss: 0.8492 +2023-12-09 08:30:03,517 - pyskl - INFO - Epoch [142][2300/2506] lr: 1.787e-04, eta: 1:49:30, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8379, loss: 0.8379 +2023-12-09 08:30:50,513 - pyskl - INFO - Epoch [142][2400/2506] lr: 1.769e-04, eta: 1:48:59, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8626, loss: 0.8626 +2023-12-09 08:31:37,436 - pyskl - INFO - Epoch [142][2500/2506] lr: 1.752e-04, eta: 1:48:27, time: 0.469, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8549, loss: 0.8549 +2023-12-09 08:31:40,748 - pyskl - INFO - Saving checkpoint at 142 epochs +2023-12-09 08:34:09,785 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 08:34:09,856 - pyskl - INFO - +top1_acc 0.9168 +top5_acc 0.9867 +2023-12-09 08:34:09,860 - pyskl - INFO - Epoch(val) [142][1031] top1_acc: 0.9168, top5_acc: 0.9867 +2023-12-09 08:35:09,933 - pyskl - INFO - Epoch [143][100/2506] lr: 1.733e-04, eta: 1:47:54, time: 0.601, data_time: 0.182, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8577, loss: 0.8577 +2023-12-09 08:36:00,556 - pyskl - INFO - Epoch [143][200/2506] lr: 1.716e-04, eta: 1:47:23, time: 0.506, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8497, loss: 0.8497 +2023-12-09 08:36:50,095 - pyskl - INFO - Epoch [143][300/2506] lr: 1.699e-04, eta: 1:46:51, time: 0.495, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8332, loss: 0.8332 +2023-12-09 08:37:18,096 - pyskl - INFO - Epoch [143][400/2506] lr: 1.682e-04, eta: 1:46:19, time: 0.280, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8390, loss: 0.8390 +2023-12-09 08:38:05,348 - pyskl - INFO - Epoch [143][500/2506] lr: 1.665e-04, eta: 1:45:47, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8431, loss: 0.8431 +2023-12-09 08:38:52,348 - pyskl - INFO - Epoch [143][600/2506] lr: 1.648e-04, eta: 1:45:15, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8535, loss: 0.8535 +2023-12-09 08:39:39,486 - pyskl - INFO - Epoch [143][700/2506] lr: 1.631e-04, eta: 1:44:44, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8361, loss: 0.8361 +2023-12-09 08:40:26,599 - pyskl - INFO - Epoch [143][800/2506] lr: 1.614e-04, eta: 1:44:12, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8322, loss: 0.8322 +2023-12-09 08:41:13,693 - pyskl - INFO - Epoch [143][900/2506] lr: 1.597e-04, eta: 1:43:40, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8511, loss: 0.8511 +2023-12-09 08:42:00,687 - pyskl - INFO - Epoch [143][1000/2506] lr: 1.581e-04, eta: 1:43:08, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8380, loss: 0.8380 +2023-12-09 08:42:47,709 - pyskl - INFO - Epoch [143][1100/2506] lr: 1.564e-04, eta: 1:42:37, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8372, loss: 0.8372 +2023-12-09 08:43:34,680 - pyskl - INFO - Epoch [143][1200/2506] lr: 1.548e-04, eta: 1:42:05, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8410, loss: 0.8410 +2023-12-09 08:44:21,730 - pyskl - INFO - Epoch [143][1300/2506] lr: 1.531e-04, eta: 1:41:33, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8399, loss: 0.8399 +2023-12-09 08:45:08,849 - pyskl - INFO - Epoch [143][1400/2506] lr: 1.515e-04, eta: 1:41:01, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8396, loss: 0.8396 +2023-12-09 08:45:55,874 - pyskl - INFO - Epoch [143][1500/2506] lr: 1.499e-04, eta: 1:40:30, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8376, loss: 0.8376 +2023-12-09 08:46:42,912 - pyskl - INFO - Epoch [143][1600/2506] lr: 1.483e-04, eta: 1:39:58, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8566, loss: 0.8566 +2023-12-09 08:47:30,005 - pyskl - INFO - Epoch [143][1700/2506] lr: 1.467e-04, eta: 1:39:26, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8498, loss: 0.8498 +2023-12-09 08:48:17,108 - pyskl - INFO - Epoch [143][1800/2506] lr: 1.451e-04, eta: 1:38:54, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8446, loss: 0.8446 +2023-12-09 08:49:04,070 - pyskl - INFO - Epoch [143][1900/2506] lr: 1.435e-04, eta: 1:38:23, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8320, loss: 0.8320 +2023-12-09 08:49:51,052 - pyskl - INFO - Epoch [143][2000/2506] lr: 1.419e-04, eta: 1:37:51, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8453, loss: 0.8453 +2023-12-09 08:50:38,109 - pyskl - INFO - Epoch [143][2100/2506] lr: 1.404e-04, eta: 1:37:19, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8439, loss: 0.8439 +2023-12-09 08:51:25,195 - pyskl - INFO - Epoch [143][2200/2506] lr: 1.388e-04, eta: 1:36:47, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8237, loss: 0.8237 +2023-12-09 08:52:12,284 - pyskl - INFO - Epoch [143][2300/2506] lr: 1.373e-04, eta: 1:36:15, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8609, loss: 0.8609 +2023-12-09 08:52:59,460 - pyskl - INFO - Epoch [143][2400/2506] lr: 1.357e-04, eta: 1:35:44, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8603, loss: 0.8603 +2023-12-09 08:53:46,497 - pyskl - INFO - Epoch [143][2500/2506] lr: 1.342e-04, eta: 1:35:12, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8371, loss: 0.8371 +2023-12-09 08:53:49,770 - pyskl - INFO - Saving checkpoint at 143 epochs +2023-12-09 08:56:18,526 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 08:56:18,596 - pyskl - INFO - +top1_acc 0.9172 +top5_acc 0.9873 +2023-12-09 08:56:18,601 - pyskl - INFO - Epoch(val) [143][1031] top1_acc: 0.9172, top5_acc: 0.9873 +2023-12-09 08:57:17,370 - pyskl - INFO - Epoch [144][100/2506] lr: 1.326e-04, eta: 1:34:38, time: 0.588, data_time: 0.185, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8361, loss: 0.8361 +2023-12-09 08:58:08,193 - pyskl - INFO - Epoch [144][200/2506] lr: 1.311e-04, eta: 1:34:07, time: 0.508, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8519, loss: 0.8519 +2023-12-09 08:58:59,073 - pyskl - INFO - Epoch [144][300/2506] lr: 1.296e-04, eta: 1:33:35, time: 0.509, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8334, loss: 0.8334 +2023-12-09 08:59:26,040 - pyskl - INFO - Epoch [144][400/2506] lr: 1.281e-04, eta: 1:33:02, time: 0.270, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8736, loss: 0.8736 +2023-12-09 09:00:13,152 - pyskl - INFO - Epoch [144][500/2506] lr: 1.266e-04, eta: 1:32:30, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8445, loss: 0.8445 +2023-12-09 09:01:00,333 - pyskl - INFO - Epoch [144][600/2506] lr: 1.251e-04, eta: 1:31:58, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8560, loss: 0.8560 +2023-12-09 09:01:47,462 - pyskl - INFO - Epoch [144][700/2506] lr: 1.236e-04, eta: 1:31:27, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8492, loss: 0.8492 +2023-12-09 09:02:34,447 - pyskl - INFO - Epoch [144][800/2506] lr: 1.222e-04, eta: 1:30:55, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8200, loss: 0.8200 +2023-12-09 09:03:21,545 - pyskl - INFO - Epoch [144][900/2506] lr: 1.207e-04, eta: 1:30:23, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8370, loss: 0.8370 +2023-12-09 09:04:08,798 - pyskl - INFO - Epoch [144][1000/2506] lr: 1.193e-04, eta: 1:29:51, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8368, loss: 0.8368 +2023-12-09 09:04:55,839 - pyskl - INFO - Epoch [144][1100/2506] lr: 1.178e-04, eta: 1:29:19, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8406, loss: 0.8406 +2023-12-09 09:05:42,986 - pyskl - INFO - Epoch [144][1200/2506] lr: 1.164e-04, eta: 1:28:47, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8447, loss: 0.8447 +2023-12-09 09:06:30,116 - pyskl - INFO - Epoch [144][1300/2506] lr: 1.150e-04, eta: 1:28:15, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8443, loss: 0.8443 +2023-12-09 09:07:17,227 - pyskl - INFO - Epoch [144][1400/2506] lr: 1.136e-04, eta: 1:27:43, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8456, loss: 0.8456 +2023-12-09 09:08:04,184 - pyskl - INFO - Epoch [144][1500/2506] lr: 1.122e-04, eta: 1:27:11, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8458, loss: 0.8458 +2023-12-09 09:08:51,324 - pyskl - INFO - Epoch [144][1600/2506] lr: 1.108e-04, eta: 1:26:39, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8564, loss: 0.8564 +2023-12-09 09:09:38,323 - pyskl - INFO - Epoch [144][1700/2506] lr: 1.094e-04, eta: 1:26:07, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8405, loss: 0.8405 +2023-12-09 09:10:25,263 - pyskl - INFO - Epoch [144][1800/2506] lr: 1.080e-04, eta: 1:25:35, time: 0.469, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8485, loss: 0.8485 +2023-12-09 09:11:12,383 - pyskl - INFO - Epoch [144][1900/2506] lr: 1.067e-04, eta: 1:25:03, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8358, loss: 0.8358 +2023-12-09 09:11:59,423 - pyskl - INFO - Epoch [144][2000/2506] lr: 1.053e-04, eta: 1:24:31, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8536, loss: 0.8536 +2023-12-09 09:12:46,513 - pyskl - INFO - Epoch [144][2100/2506] lr: 1.040e-04, eta: 1:23:59, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8489, loss: 0.8489 +2023-12-09 09:13:33,618 - pyskl - INFO - Epoch [144][2200/2506] lr: 1.026e-04, eta: 1:23:27, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8468, loss: 0.8468 +2023-12-09 09:14:20,837 - pyskl - INFO - Epoch [144][2300/2506] lr: 1.013e-04, eta: 1:22:55, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8543, loss: 0.8543 +2023-12-09 09:15:08,126 - pyskl - INFO - Epoch [144][2400/2506] lr: 9.997e-05, eta: 1:22:23, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8315, loss: 0.8315 +2023-12-09 09:15:55,212 - pyskl - INFO - Epoch [144][2500/2506] lr: 9.866e-05, eta: 1:21:51, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8613, loss: 0.8613 +2023-12-09 09:15:58,516 - pyskl - INFO - Saving checkpoint at 144 epochs +2023-12-09 09:18:27,713 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 09:18:27,788 - pyskl - INFO - +top1_acc 0.9178 +top5_acc 0.9866 +2023-12-09 09:18:27,791 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_140.pth was removed +2023-12-09 09:18:27,931 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_144.pth. +2023-12-09 09:18:27,931 - pyskl - INFO - Best top1_acc is 0.9178 at 144 epoch. +2023-12-09 09:18:27,935 - pyskl - INFO - Epoch(val) [144][1031] top1_acc: 0.9178, top5_acc: 0.9866 +2023-12-09 09:19:26,937 - pyskl - INFO - Epoch [145][100/2506] lr: 9.727e-05, eta: 1:21:17, time: 0.590, data_time: 0.188, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8360, loss: 0.8360 +2023-12-09 09:20:17,914 - pyskl - INFO - Epoch [145][200/2506] lr: 9.598e-05, eta: 1:20:46, time: 0.510, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8386, loss: 0.8386 +2023-12-09 09:21:08,875 - pyskl - INFO - Epoch [145][300/2506] lr: 9.469e-05, eta: 1:20:14, time: 0.510, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8416, loss: 0.8416 +2023-12-09 09:21:36,751 - pyskl - INFO - Epoch [145][400/2506] lr: 9.341e-05, eta: 1:19:41, time: 0.279, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8522, loss: 0.8522 +2023-12-09 09:22:24,629 - pyskl - INFO - Epoch [145][500/2506] lr: 9.214e-05, eta: 1:19:09, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8318, loss: 0.8318 +2023-12-09 09:23:12,529 - pyskl - INFO - Epoch [145][600/2506] lr: 9.088e-05, eta: 1:18:37, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8391, loss: 0.8391 +2023-12-09 09:24:00,482 - pyskl - INFO - Epoch [145][700/2506] lr: 8.963e-05, eta: 1:18:05, time: 0.480, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8327, loss: 0.8327 +2023-12-09 09:24:48,355 - pyskl - INFO - Epoch [145][800/2506] lr: 8.838e-05, eta: 1:17:32, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8477, loss: 0.8477 +2023-12-09 09:25:36,232 - pyskl - INFO - Epoch [145][900/2506] lr: 8.715e-05, eta: 1:17:00, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8274, loss: 0.8274 +2023-12-09 09:26:24,122 - pyskl - INFO - Epoch [145][1000/2506] lr: 8.592e-05, eta: 1:16:28, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8452, loss: 0.8452 +2023-12-09 09:27:12,010 - pyskl - INFO - Epoch [145][1100/2506] lr: 8.470e-05, eta: 1:15:56, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8557, loss: 0.8557 +2023-12-09 09:27:59,903 - pyskl - INFO - Epoch [145][1200/2506] lr: 8.349e-05, eta: 1:15:24, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8546, loss: 0.8546 +2023-12-09 09:28:47,770 - pyskl - INFO - Epoch [145][1300/2506] lr: 8.229e-05, eta: 1:14:52, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8335, loss: 0.8335 +2023-12-09 09:29:35,684 - pyskl - INFO - Epoch [145][1400/2506] lr: 8.110e-05, eta: 1:14:20, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8483, loss: 0.8483 +2023-12-09 09:30:23,600 - pyskl - INFO - Epoch [145][1500/2506] lr: 7.991e-05, eta: 1:13:48, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8387, loss: 0.8387 +2023-12-09 09:31:11,473 - pyskl - INFO - Epoch [145][1600/2506] lr: 7.874e-05, eta: 1:13:15, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8498, loss: 0.8498 +2023-12-09 09:31:59,370 - pyskl - INFO - Epoch [145][1700/2506] lr: 7.757e-05, eta: 1:12:43, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8434, loss: 0.8434 +2023-12-09 09:32:47,268 - pyskl - INFO - Epoch [145][1800/2506] lr: 7.641e-05, eta: 1:12:11, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8468, loss: 0.8468 +2023-12-09 09:33:35,153 - pyskl - INFO - Epoch [145][1900/2506] lr: 7.526e-05, eta: 1:11:39, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8512, loss: 0.8512 +2023-12-09 09:34:22,982 - pyskl - INFO - Epoch [145][2000/2506] lr: 7.412e-05, eta: 1:11:07, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8409, loss: 0.8409 +2023-12-09 09:35:10,859 - pyskl - INFO - Epoch [145][2100/2506] lr: 7.299e-05, eta: 1:10:35, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8316, loss: 0.8316 +2023-12-09 09:35:58,725 - pyskl - INFO - Epoch [145][2200/2506] lr: 7.187e-05, eta: 1:10:02, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8453, loss: 0.8453 +2023-12-09 09:36:46,626 - pyskl - INFO - Epoch [145][2300/2506] lr: 7.076e-05, eta: 1:09:30, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8722, loss: 0.8722 +2023-12-09 09:37:34,495 - pyskl - INFO - Epoch [145][2400/2506] lr: 6.965e-05, eta: 1:08:58, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8422, loss: 0.8422 +2023-12-09 09:38:22,358 - pyskl - INFO - Epoch [145][2500/2506] lr: 6.855e-05, eta: 1:08:26, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8450, loss: 0.8450 +2023-12-09 09:38:25,693 - pyskl - INFO - Saving checkpoint at 145 epochs +2023-12-09 09:40:55,184 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 09:40:55,257 - pyskl - INFO - +top1_acc 0.9175 +top5_acc 0.9870 +2023-12-09 09:40:55,263 - pyskl - INFO - Epoch(val) [145][1031] top1_acc: 0.9175, top5_acc: 0.9870 +2023-12-09 09:41:55,491 - pyskl - INFO - Epoch [146][100/2506] lr: 6.740e-05, eta: 1:07:52, time: 0.602, data_time: 0.188, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8435, loss: 0.8435 +2023-12-09 09:42:46,477 - pyskl - INFO - Epoch [146][200/2506] lr: 6.632e-05, eta: 1:07:20, time: 0.510, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8596, loss: 0.8596 +2023-12-09 09:43:36,037 - pyskl - INFO - Epoch [146][300/2506] lr: 6.525e-05, eta: 1:06:48, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8431, loss: 0.8431 +2023-12-09 09:44:05,562 - pyskl - INFO - Epoch [146][400/2506] lr: 6.419e-05, eta: 1:06:15, time: 0.295, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8401, loss: 0.8401 +2023-12-09 09:44:53,451 - pyskl - INFO - Epoch [146][500/2506] lr: 6.314e-05, eta: 1:05:42, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8461, loss: 0.8461 +2023-12-09 09:45:41,378 - pyskl - INFO - Epoch [146][600/2506] lr: 6.209e-05, eta: 1:05:10, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8387, loss: 0.8387 +2023-12-09 09:46:29,269 - pyskl - INFO - Epoch [146][700/2506] lr: 6.106e-05, eta: 1:04:38, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8432, loss: 0.8432 +2023-12-09 09:47:17,142 - pyskl - INFO - Epoch [146][800/2506] lr: 6.003e-05, eta: 1:04:06, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8268, loss: 0.8268 +2023-12-09 09:48:05,059 - pyskl - INFO - Epoch [146][900/2506] lr: 5.901e-05, eta: 1:03:33, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8572, loss: 0.8572 +2023-12-09 09:48:53,019 - pyskl - INFO - Epoch [146][1000/2506] lr: 5.800e-05, eta: 1:03:01, time: 0.480, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8512, loss: 0.8512 +2023-12-09 09:49:40,916 - pyskl - INFO - Epoch [146][1100/2506] lr: 5.700e-05, eta: 1:02:29, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8459, loss: 0.8459 +2023-12-09 09:50:28,842 - pyskl - INFO - Epoch [146][1200/2506] lr: 5.601e-05, eta: 1:01:56, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8269, loss: 0.8269 +2023-12-09 09:51:16,716 - pyskl - INFO - Epoch [146][1300/2506] lr: 5.502e-05, eta: 1:01:24, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8275, loss: 0.8275 +2023-12-09 09:52:04,589 - pyskl - INFO - Epoch [146][1400/2506] lr: 5.405e-05, eta: 1:00:52, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8421, loss: 0.8421 +2023-12-09 09:52:52,481 - pyskl - INFO - Epoch [146][1500/2506] lr: 5.308e-05, eta: 1:00:19, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8518, loss: 0.8518 +2023-12-09 09:53:40,373 - pyskl - INFO - Epoch [146][1600/2506] lr: 5.213e-05, eta: 0:59:47, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8454, loss: 0.8454 +2023-12-09 09:54:28,243 - pyskl - INFO - Epoch [146][1700/2506] lr: 5.118e-05, eta: 0:59:14, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8524, loss: 0.8524 +2023-12-09 09:55:16,118 - pyskl - INFO - Epoch [146][1800/2506] lr: 5.024e-05, eta: 0:58:42, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8391, loss: 0.8391 +2023-12-09 09:56:03,979 - pyskl - INFO - Epoch [146][1900/2506] lr: 4.931e-05, eta: 0:58:10, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8587, loss: 0.8587 +2023-12-09 09:56:51,889 - pyskl - INFO - Epoch [146][2000/2506] lr: 4.838e-05, eta: 0:57:37, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8466, loss: 0.8466 +2023-12-09 09:57:39,760 - pyskl - INFO - Epoch [146][2100/2506] lr: 4.747e-05, eta: 0:57:05, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8448, loss: 0.8448 +2023-12-09 09:58:27,640 - pyskl - INFO - Epoch [146][2200/2506] lr: 4.656e-05, eta: 0:56:32, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8329, loss: 0.8329 +2023-12-09 09:59:15,545 - pyskl - INFO - Epoch [146][2300/2506] lr: 4.567e-05, eta: 0:56:00, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8391, loss: 0.8391 +2023-12-09 10:00:03,447 - pyskl - INFO - Epoch [146][2400/2506] lr: 4.478e-05, eta: 0:55:28, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8421, loss: 0.8421 +2023-12-09 10:00:51,340 - pyskl - INFO - Epoch [146][2500/2506] lr: 4.390e-05, eta: 0:54:55, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8270, loss: 0.8270 +2023-12-09 10:00:54,657 - pyskl - INFO - Saving checkpoint at 146 epochs +2023-12-09 10:03:24,037 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 10:03:24,108 - pyskl - INFO - +top1_acc 0.9165 +top5_acc 0.9866 +2023-12-09 10:03:24,111 - pyskl - INFO - Epoch(val) [146][1031] top1_acc: 0.9165, top5_acc: 0.9866 +2023-12-09 10:04:24,687 - pyskl - INFO - Epoch [147][100/2506] lr: 4.298e-05, eta: 0:54:21, time: 0.606, data_time: 0.184, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8499, loss: 0.8499 +2023-12-09 10:05:15,601 - pyskl - INFO - Epoch [147][200/2506] lr: 4.212e-05, eta: 0:53:49, time: 0.509, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8475, loss: 0.8475 +2023-12-09 10:06:04,670 - pyskl - INFO - Epoch [147][300/2506] lr: 4.126e-05, eta: 0:53:16, time: 0.491, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8172, loss: 0.8172 +2023-12-09 10:06:33,938 - pyskl - INFO - Epoch [147][400/2506] lr: 4.042e-05, eta: 0:52:43, time: 0.293, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8460, loss: 0.8460 +2023-12-09 10:07:20,959 - pyskl - INFO - Epoch [147][500/2506] lr: 3.959e-05, eta: 0:52:11, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8620, loss: 0.8620 +2023-12-09 10:08:08,062 - pyskl - INFO - Epoch [147][600/2506] lr: 3.876e-05, eta: 0:51:38, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8412, loss: 0.8412 +2023-12-09 10:08:55,130 - pyskl - INFO - Epoch [147][700/2506] lr: 3.794e-05, eta: 0:51:06, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8325, loss: 0.8325 +2023-12-09 10:09:42,098 - pyskl - INFO - Epoch [147][800/2506] lr: 3.713e-05, eta: 0:50:33, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8458, loss: 0.8458 +2023-12-09 10:10:29,152 - pyskl - INFO - Epoch [147][900/2506] lr: 3.633e-05, eta: 0:50:01, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8545, loss: 0.8545 +2023-12-09 10:11:16,186 - pyskl - INFO - Epoch [147][1000/2506] lr: 3.554e-05, eta: 0:49:28, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8523, loss: 0.8523 +2023-12-09 10:12:03,324 - pyskl - INFO - Epoch [147][1100/2506] lr: 3.476e-05, eta: 0:48:56, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8566, loss: 0.8566 +2023-12-09 10:12:50,297 - pyskl - INFO - Epoch [147][1200/2506] lr: 3.398e-05, eta: 0:48:23, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8447, loss: 0.8447 +2023-12-09 10:13:37,567 - pyskl - INFO - Epoch [147][1300/2506] lr: 3.322e-05, eta: 0:47:50, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8328, loss: 0.8328 +2023-12-09 10:14:24,565 - pyskl - INFO - Epoch [147][1400/2506] lr: 3.246e-05, eta: 0:47:18, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8308, loss: 0.8308 +2023-12-09 10:15:11,620 - pyskl - INFO - Epoch [147][1500/2506] lr: 3.171e-05, eta: 0:46:45, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8492, loss: 0.8492 +2023-12-09 10:15:58,657 - pyskl - INFO - Epoch [147][1600/2506] lr: 3.097e-05, eta: 0:46:13, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8334, loss: 0.8334 +2023-12-09 10:16:45,895 - pyskl - INFO - Epoch [147][1700/2506] lr: 3.024e-05, eta: 0:45:40, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8345, loss: 0.8345 +2023-12-09 10:17:33,003 - pyskl - INFO - Epoch [147][1800/2506] lr: 2.952e-05, eta: 0:45:07, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8699, loss: 0.8699 +2023-12-09 10:18:20,147 - pyskl - INFO - Epoch [147][1900/2506] lr: 2.881e-05, eta: 0:44:35, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8349, loss: 0.8349 +2023-12-09 10:19:07,272 - pyskl - INFO - Epoch [147][2000/2506] lr: 2.810e-05, eta: 0:44:02, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8325, loss: 0.8325 +2023-12-09 10:19:54,335 - pyskl - INFO - Epoch [147][2100/2506] lr: 2.741e-05, eta: 0:43:30, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8419, loss: 0.8419 +2023-12-09 10:20:41,419 - pyskl - INFO - Epoch [147][2200/2506] lr: 2.672e-05, eta: 0:42:57, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8586, loss: 0.8586 +2023-12-09 10:21:28,482 - pyskl - INFO - Epoch [147][2300/2506] lr: 2.604e-05, eta: 0:42:24, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8641, loss: 0.8641 +2023-12-09 10:22:15,539 - pyskl - INFO - Epoch [147][2400/2506] lr: 2.537e-05, eta: 0:41:52, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8491, loss: 0.8491 +2023-12-09 10:23:02,620 - pyskl - INFO - Epoch [147][2500/2506] lr: 2.471e-05, eta: 0:41:19, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8413, loss: 0.8413 +2023-12-09 10:23:05,835 - pyskl - INFO - Saving checkpoint at 147 epochs +2023-12-09 10:25:34,751 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 10:25:34,825 - pyskl - INFO - +top1_acc 0.9164 +top5_acc 0.9868 +2023-12-09 10:25:34,829 - pyskl - INFO - Epoch(val) [147][1031] top1_acc: 0.9164, top5_acc: 0.9868 +2023-12-09 10:26:34,872 - pyskl - INFO - Epoch [148][100/2506] lr: 2.402e-05, eta: 0:40:45, time: 0.600, data_time: 0.185, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8384, loss: 0.8384 +2023-12-09 10:27:25,791 - pyskl - INFO - Epoch [148][200/2506] lr: 2.338e-05, eta: 0:40:12, time: 0.509, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8425, loss: 0.8425 +2023-12-09 10:28:15,422 - pyskl - INFO - Epoch [148][300/2506] lr: 2.274e-05, eta: 0:39:39, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8419, loss: 0.8419 +2023-12-09 10:28:43,762 - pyskl - INFO - Epoch [148][400/2506] lr: 2.212e-05, eta: 0:39:06, time: 0.283, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8561, loss: 0.8561 +2023-12-09 10:29:30,882 - pyskl - INFO - Epoch [148][500/2506] lr: 2.150e-05, eta: 0:38:34, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8547, loss: 0.8547 +2023-12-09 10:30:17,946 - pyskl - INFO - Epoch [148][600/2506] lr: 2.089e-05, eta: 0:38:01, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8616, loss: 0.8616 +2023-12-09 10:31:05,150 - pyskl - INFO - Epoch [148][700/2506] lr: 2.029e-05, eta: 0:37:28, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8567, loss: 0.8567 +2023-12-09 10:31:52,271 - pyskl - INFO - Epoch [148][800/2506] lr: 1.970e-05, eta: 0:36:55, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8466, loss: 0.8466 +2023-12-09 10:32:39,419 - pyskl - INFO - Epoch [148][900/2506] lr: 1.912e-05, eta: 0:36:23, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8694, loss: 0.8694 +2023-12-09 10:33:26,532 - pyskl - INFO - Epoch [148][1000/2506] lr: 1.855e-05, eta: 0:35:50, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8442, loss: 0.8442 +2023-12-09 10:34:13,685 - pyskl - INFO - Epoch [148][1100/2506] lr: 1.798e-05, eta: 0:35:17, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8485, loss: 0.8485 +2023-12-09 10:35:00,792 - pyskl - INFO - Epoch [148][1200/2506] lr: 1.743e-05, eta: 0:34:44, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8388, loss: 0.8388 +2023-12-09 10:35:47,893 - pyskl - INFO - Epoch [148][1300/2506] lr: 1.688e-05, eta: 0:34:12, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8382, loss: 0.8382 +2023-12-09 10:36:34,932 - pyskl - INFO - Epoch [148][1400/2506] lr: 1.634e-05, eta: 0:33:39, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8626, loss: 0.8626 +2023-12-09 10:37:22,124 - pyskl - INFO - Epoch [148][1500/2506] lr: 1.581e-05, eta: 0:33:06, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8556, loss: 0.8556 +2023-12-09 10:38:09,227 - pyskl - INFO - Epoch [148][1600/2506] lr: 1.529e-05, eta: 0:32:33, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8700, loss: 0.8700 +2023-12-09 10:38:56,259 - pyskl - INFO - Epoch [148][1700/2506] lr: 1.478e-05, eta: 0:32:01, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8605, loss: 0.8605 +2023-12-09 10:39:43,281 - pyskl - INFO - Epoch [148][1800/2506] lr: 1.428e-05, eta: 0:31:28, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8415, loss: 0.8415 +2023-12-09 10:40:30,277 - pyskl - INFO - Epoch [148][1900/2506] lr: 1.378e-05, eta: 0:30:55, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8477, loss: 0.8477 +2023-12-09 10:41:17,305 - pyskl - INFO - Epoch [148][2000/2506] lr: 1.329e-05, eta: 0:30:22, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8532, loss: 0.8532 +2023-12-09 10:42:04,565 - pyskl - INFO - Epoch [148][2100/2506] lr: 1.282e-05, eta: 0:29:49, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8487, loss: 0.8487 +2023-12-09 10:42:51,736 - pyskl - INFO - Epoch [148][2200/2506] lr: 1.235e-05, eta: 0:29:16, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8355, loss: 0.8355 +2023-12-09 10:43:38,904 - pyskl - INFO - Epoch [148][2300/2506] lr: 1.189e-05, eta: 0:28:44, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8478, loss: 0.8478 +2023-12-09 10:44:25,960 - pyskl - INFO - Epoch [148][2400/2506] lr: 1.144e-05, eta: 0:28:11, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8372, loss: 0.8372 +2023-12-09 10:45:12,956 - pyskl - INFO - Epoch [148][2500/2506] lr: 1.100e-05, eta: 0:27:38, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8381, loss: 0.8381 +2023-12-09 10:45:16,269 - pyskl - INFO - Saving checkpoint at 148 epochs +2023-12-09 10:47:45,365 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 10:47:45,435 - pyskl - INFO - +top1_acc 0.9165 +top5_acc 0.9868 +2023-12-09 10:47:45,439 - pyskl - INFO - Epoch(val) [148][1031] top1_acc: 0.9165, top5_acc: 0.9868 +2023-12-09 10:48:44,272 - pyskl - INFO - Epoch [149][100/2506] lr: 1.054e-05, eta: 0:27:03, time: 0.588, data_time: 0.183, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8448, loss: 0.8448 +2023-12-09 10:49:35,237 - pyskl - INFO - Epoch [149][200/2506] lr: 1.011e-05, eta: 0:26:30, time: 0.510, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8604, loss: 0.8604 +2023-12-09 10:50:25,874 - pyskl - INFO - Epoch [149][300/2506] lr: 9.696e-06, eta: 0:25:58, time: 0.506, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8353, loss: 0.8353 +2023-12-09 10:50:53,280 - pyskl - INFO - Epoch [149][400/2506] lr: 9.289e-06, eta: 0:25:24, time: 0.274, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8371, loss: 0.8371 +2023-12-09 10:51:40,340 - pyskl - INFO - Epoch [149][500/2506] lr: 8.890e-06, eta: 0:24:52, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8493, loss: 0.8493 +2023-12-09 10:52:27,410 - pyskl - INFO - Epoch [149][600/2506] lr: 8.501e-06, eta: 0:24:19, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8429, loss: 0.8429 +2023-12-09 10:53:14,430 - pyskl - INFO - Epoch [149][700/2506] lr: 8.120e-06, eta: 0:23:46, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8447, loss: 0.8447 +2023-12-09 10:54:01,521 - pyskl - INFO - Epoch [149][800/2506] lr: 7.748e-06, eta: 0:23:13, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8608, loss: 0.8608 +2023-12-09 10:54:48,624 - pyskl - INFO - Epoch [149][900/2506] lr: 7.384e-06, eta: 0:22:40, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8428, loss: 0.8428 +2023-12-09 10:55:35,738 - pyskl - INFO - Epoch [149][1000/2506] lr: 7.030e-06, eta: 0:22:07, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8481, loss: 0.8481 +2023-12-09 10:56:22,754 - pyskl - INFO - Epoch [149][1100/2506] lr: 6.684e-06, eta: 0:21:34, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8670, loss: 0.8670 +2023-12-09 10:57:09,917 - pyskl - INFO - Epoch [149][1200/2506] lr: 6.346e-06, eta: 0:21:01, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8520, loss: 0.8520 +2023-12-09 10:57:56,992 - pyskl - INFO - Epoch [149][1300/2506] lr: 6.018e-06, eta: 0:20:28, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8272, loss: 0.8272 +2023-12-09 10:58:44,190 - pyskl - INFO - Epoch [149][1400/2506] lr: 5.698e-06, eta: 0:19:55, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8493, loss: 0.8493 +2023-12-09 10:59:31,186 - pyskl - INFO - Epoch [149][1500/2506] lr: 5.387e-06, eta: 0:19:22, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8538, loss: 0.8538 +2023-12-09 11:00:18,439 - pyskl - INFO - Epoch [149][1600/2506] lr: 5.085e-06, eta: 0:18:49, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8389, loss: 0.8389 +2023-12-09 11:01:05,579 - pyskl - INFO - Epoch [149][1700/2506] lr: 4.791e-06, eta: 0:18:16, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8383, loss: 0.8383 +2023-12-09 11:01:52,736 - pyskl - INFO - Epoch [149][1800/2506] lr: 4.506e-06, eta: 0:17:43, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8682, loss: 0.8682 +2023-12-09 11:02:39,812 - pyskl - INFO - Epoch [149][1900/2506] lr: 4.230e-06, eta: 0:17:10, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8529, loss: 0.8529 +2023-12-09 11:03:26,843 - pyskl - INFO - Epoch [149][2000/2506] lr: 3.963e-06, eta: 0:16:37, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8252, loss: 0.8252 +2023-12-09 11:04:14,083 - pyskl - INFO - Epoch [149][2100/2506] lr: 3.704e-06, eta: 0:16:04, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8378, loss: 0.8378 +2023-12-09 11:05:01,227 - pyskl - INFO - Epoch [149][2200/2506] lr: 3.454e-06, eta: 0:15:31, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8339, loss: 0.8339 +2023-12-09 11:05:48,281 - pyskl - INFO - Epoch [149][2300/2506] lr: 3.213e-06, eta: 0:14:58, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8535, loss: 0.8535 +2023-12-09 11:06:35,280 - pyskl - INFO - Epoch [149][2400/2506] lr: 2.981e-06, eta: 0:14:25, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8330, loss: 0.8330 +2023-12-09 11:07:22,359 - pyskl - INFO - Epoch [149][2500/2506] lr: 2.757e-06, eta: 0:13:52, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8455, loss: 0.8455 +2023-12-09 11:07:25,585 - pyskl - INFO - Saving checkpoint at 149 epochs +2023-12-09 11:09:54,607 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 11:09:54,676 - pyskl - INFO - +top1_acc 0.9144 +top5_acc 0.9865 +2023-12-09 11:09:54,680 - pyskl - INFO - Epoch(val) [149][1031] top1_acc: 0.9144, top5_acc: 0.9865 +2023-12-09 11:10:52,271 - pyskl - INFO - Epoch [150][100/2506] lr: 2.529e-06, eta: 0:13:17, time: 0.576, data_time: 0.186, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8607, loss: 0.8607 +2023-12-09 11:11:43,290 - pyskl - INFO - Epoch [150][200/2506] lr: 2.323e-06, eta: 0:12:44, time: 0.510, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8435, loss: 0.8435 +2023-12-09 11:12:34,230 - pyskl - INFO - Epoch [150][300/2506] lr: 2.126e-06, eta: 0:12:11, time: 0.509, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8157, loss: 0.8157 +2023-12-09 11:13:01,994 - pyskl - INFO - Epoch [150][400/2506] lr: 1.938e-06, eta: 0:11:38, time: 0.278, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8497, loss: 0.8497 +2023-12-09 11:13:48,927 - pyskl - INFO - Epoch [150][500/2506] lr: 1.758e-06, eta: 0:11:05, time: 0.469, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8335, loss: 0.8335 +2023-12-09 11:14:35,959 - pyskl - INFO - Epoch [150][600/2506] lr: 1.588e-06, eta: 0:10:32, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8485, loss: 0.8485 +2023-12-09 11:15:23,074 - pyskl - INFO - Epoch [150][700/2506] lr: 1.425e-06, eta: 0:09:59, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8628, loss: 0.8628 +2023-12-09 11:16:10,268 - pyskl - INFO - Epoch [150][800/2506] lr: 1.272e-06, eta: 0:09:25, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8439, loss: 0.8439 +2023-12-09 11:16:57,437 - pyskl - INFO - Epoch [150][900/2506] lr: 1.127e-06, eta: 0:08:52, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8436, loss: 0.8436 +2023-12-09 11:17:44,512 - pyskl - INFO - Epoch [150][1000/2506] lr: 9.914e-07, eta: 0:08:19, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8510, loss: 0.8510 +2023-12-09 11:18:31,672 - pyskl - INFO - Epoch [150][1100/2506] lr: 8.642e-07, eta: 0:07:46, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8439, loss: 0.8439 +2023-12-09 11:19:18,696 - pyskl - INFO - Epoch [150][1200/2506] lr: 7.457e-07, eta: 0:07:13, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8290, loss: 0.8290 +2023-12-09 11:20:05,730 - pyskl - INFO - Epoch [150][1300/2506] lr: 6.360e-07, eta: 0:06:40, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8343, loss: 0.8343 +2023-12-09 11:20:52,755 - pyskl - INFO - Epoch [150][1400/2506] lr: 5.350e-07, eta: 0:06:07, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8300, loss: 0.8300 +2023-12-09 11:21:39,923 - pyskl - INFO - Epoch [150][1500/2506] lr: 4.427e-07, eta: 0:05:33, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8501, loss: 0.8501 +2023-12-09 11:22:27,011 - pyskl - INFO - Epoch [150][1600/2506] lr: 3.591e-07, eta: 0:05:00, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8359, loss: 0.8359 +2023-12-09 11:23:14,139 - pyskl - INFO - Epoch [150][1700/2506] lr: 2.843e-07, eta: 0:04:27, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8324, loss: 0.8324 +2023-12-09 11:24:01,353 - pyskl - INFO - Epoch [150][1800/2506] lr: 2.182e-07, eta: 0:03:54, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8481, loss: 0.8481 +2023-12-09 11:24:48,368 - pyskl - INFO - Epoch [150][1900/2506] lr: 1.608e-07, eta: 0:03:21, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8446, loss: 0.8446 +2023-12-09 11:25:35,406 - pyskl - INFO - Epoch [150][2000/2506] lr: 1.122e-07, eta: 0:02:48, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8552, loss: 0.8552 +2023-12-09 11:26:22,518 - pyskl - INFO - Epoch [150][2100/2506] lr: 7.231e-08, eta: 0:02:14, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8404, loss: 0.8404 +2023-12-09 11:27:09,528 - pyskl - INFO - Epoch [150][2200/2506] lr: 4.114e-08, eta: 0:01:41, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8342, loss: 0.8342 +2023-12-09 11:27:56,658 - pyskl - INFO - Epoch [150][2300/2506] lr: 1.871e-08, eta: 0:01:08, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8408, loss: 0.8408 +2023-12-09 11:28:43,728 - pyskl - INFO - Epoch [150][2400/2506] lr: 4.998e-09, eta: 0:00:35, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8533, loss: 0.8533 +2023-12-09 11:29:30,767 - pyskl - INFO - Epoch [150][2500/2506] lr: 2.139e-11, eta: 0:00:01, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8361, loss: 0.8361 +2023-12-09 11:29:33,998 - pyskl - INFO - Saving checkpoint at 150 epochs +2023-12-09 11:32:03,105 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 11:32:03,176 - pyskl - INFO - +top1_acc 0.9155 +top5_acc 0.9870 +2023-12-09 11:32:03,179 - pyskl - INFO - Epoch(val) [150][1031] top1_acc: 0.9155, top5_acc: 0.9870 +2023-12-09 11:32:11,100 - pyskl - INFO - 16487 videos remain after valid thresholding +2023-12-09 11:53:17,094 - pyskl - INFO - Testing results of the last checkpoint +2023-12-09 11:53:17,095 - pyskl - INFO - top1_acc: 0.9179 +2023-12-09 11:53:17,095 - pyskl - INFO - top5_acc: 0.9880 +2023-12-09 11:53:17,095 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/ntu60_xsub/b_1/best_top1_acc_epoch_144.pth +2023-12-09 12:14:11,216 - pyskl - INFO - Testing results of the best checkpoint +2023-12-09 12:14:11,216 - pyskl - INFO - top1_acc: 0.9198 +2023-12-09 12:14:11,217 - pyskl - INFO - top5_acc: 0.9871