diff --git "a/ntu60_xsub/bm/20231223_130330.log" "b/ntu60_xsub/bm/20231223_130330.log" new file mode 100644--- /dev/null +++ "b/ntu60_xsub/bm/20231223_130330.log" @@ -0,0 +1,4947 @@ +2023-12-23 13:03:30,744 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2023-12-23 13:03:31,051 - pyskl - INFO - Config: modality = 'bm' +graph = 'nturgb+d' +work_dir = './work_dirs/test_prototype/ntu60_xsub/bm' +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=['bm']), + 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=['bm']), + 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=['bm']), + 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=['bm']), + 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=['bm']), + 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=['bm']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2023-12-23 13:03:31,052 - pyskl - INFO - Set random seed to 67843272, deterministic: False +2023-12-23 13:03:36,041 - pyskl - INFO - 40091 videos remain after valid thresholding +2023-12-23 13:03:44,227 - pyskl - INFO - 16487 videos remain after valid thresholding +2023-12-23 13:03:44,234 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/bm +2023-12-23 13:03:44,234 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2023-12-23 13:03:44,235 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2023-12-23 13:03:44,235 - pyskl - INFO - Checkpoints will be saved to /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/bm by HardDiskBackend. +2023-12-23 13:04:26,735 - pyskl - INFO - Epoch [1][100/2506] lr: 2.500e-02, eta: 1 day, 20:21:38, time: 0.425, data_time: 0.191, memory: 6499, top1_acc: 0.0387, top5_acc: 0.1825, loss_cls: 6.5768, loss: 6.5768 +2023-12-23 13:04:49,197 - pyskl - INFO - Epoch [1][200/2506] lr: 2.500e-02, eta: 1 day, 9:53:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.0594, top5_acc: 0.2844, loss_cls: 6.3969, loss: 6.3969 +2023-12-23 13:05:11,920 - pyskl - INFO - Epoch [1][300/2506] lr: 2.500e-02, eta: 1 day, 6:29:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.0600, top5_acc: 0.2956, loss_cls: 6.3339, loss: 6.3339 +2023-12-23 13:05:34,450 - pyskl - INFO - Epoch [1][400/2506] lr: 2.500e-02, eta: 1 day, 4:44:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.0988, top5_acc: 0.3256, loss_cls: 6.0400, loss: 6.0400 +2023-12-23 13:05:57,229 - pyskl - INFO - Epoch [1][500/2506] lr: 2.500e-02, eta: 1 day, 3:44:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.0900, top5_acc: 0.3494, loss_cls: 6.5610, loss: 6.5610 +2023-12-23 13:06:20,050 - pyskl - INFO - Epoch [1][600/2506] lr: 2.500e-02, eta: 1 day, 3:04:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.0919, top5_acc: 0.3750, loss_cls: 6.9216, loss: 6.9216 +2023-12-23 13:06:42,722 - pyskl - INFO - Epoch [1][700/2506] lr: 2.500e-02, eta: 1 day, 2:34:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.1231, top5_acc: 0.3856, loss_cls: 7.2803, loss: 7.2803 +2023-12-23 13:07:05,357 - pyskl - INFO - Epoch [1][800/2506] lr: 2.500e-02, eta: 1 day, 2:11:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.1119, top5_acc: 0.4069, loss_cls: 6.6480, loss: 6.6480 +2023-12-23 13:07:28,059 - pyskl - INFO - Epoch [1][900/2506] lr: 2.500e-02, eta: 1 day, 1:54:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.1275, top5_acc: 0.4344, loss_cls: 6.2967, loss: 6.2967 +2023-12-23 13:07:50,696 - pyskl - INFO - Epoch [1][1000/2506] lr: 2.500e-02, eta: 1 day, 1:39:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.1369, top5_acc: 0.4950, loss_cls: 5.8814, loss: 5.8814 +2023-12-23 13:08:13,354 - pyskl - INFO - Epoch [1][1100/2506] lr: 2.500e-02, eta: 1 day, 1:28:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.1650, top5_acc: 0.5425, loss_cls: 5.5809, loss: 5.5809 +2023-12-23 13:08:36,021 - pyskl - INFO - Epoch [1][1200/2506] lr: 2.500e-02, eta: 1 day, 1:18:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.1731, top5_acc: 0.5275, loss_cls: 5.4657, loss: 5.4657 +2023-12-23 13:08:58,767 - pyskl - INFO - Epoch [1][1300/2506] lr: 2.500e-02, eta: 1 day, 1:10:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.2137, top5_acc: 0.5887, loss_cls: 5.2251, loss: 5.2251 +2023-12-23 13:09:21,529 - pyskl - INFO - Epoch [1][1400/2506] lr: 2.500e-02, eta: 1 day, 1:03:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.2100, top5_acc: 0.6281, loss_cls: 5.1471, loss: 5.1471 +2023-12-23 13:09:44,326 - pyskl - INFO - Epoch [1][1500/2506] lr: 2.500e-02, eta: 1 day, 0:57:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.2231, top5_acc: 0.6312, loss_cls: 5.0853, loss: 5.0853 +2023-12-23 13:10:07,023 - pyskl - INFO - Epoch [1][1600/2506] lr: 2.500e-02, eta: 1 day, 0:52:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.2487, top5_acc: 0.6425, loss_cls: 5.0270, loss: 5.0270 +2023-12-23 13:10:29,753 - pyskl - INFO - Epoch [1][1700/2506] lr: 2.500e-02, eta: 1 day, 0:47:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.2462, top5_acc: 0.6519, loss_cls: 4.9543, loss: 4.9543 +2023-12-23 13:10:52,556 - pyskl - INFO - Epoch [1][1800/2506] lr: 2.500e-02, eta: 1 day, 0:43:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.2812, top5_acc: 0.6975, loss_cls: 4.8533, loss: 4.8533 +2023-12-23 13:11:15,281 - pyskl - INFO - Epoch [1][1900/2506] lr: 2.500e-02, eta: 1 day, 0:39:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.2894, top5_acc: 0.7056, loss_cls: 4.8346, loss: 4.8346 +2023-12-23 13:11:37,936 - pyskl - INFO - Epoch [1][2000/2506] lr: 2.500e-02, eta: 1 day, 0:35:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.3250, top5_acc: 0.7319, loss_cls: 4.6916, loss: 4.6916 +2023-12-23 13:12:00,765 - pyskl - INFO - Epoch [1][2100/2506] lr: 2.500e-02, eta: 1 day, 0:32:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.3100, top5_acc: 0.7300, loss_cls: 4.6517, loss: 4.6517 +2023-12-23 13:12:23,551 - pyskl - INFO - Epoch [1][2200/2506] lr: 2.500e-02, eta: 1 day, 0:30:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.3312, top5_acc: 0.7488, loss_cls: 4.5062, loss: 4.5062 +2023-12-23 13:12:46,400 - pyskl - INFO - Epoch [1][2300/2506] lr: 2.500e-02, eta: 1 day, 0:27:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.3563, top5_acc: 0.7444, loss_cls: 4.4369, loss: 4.4369 +2023-12-23 13:13:09,194 - pyskl - INFO - Epoch [1][2400/2506] lr: 2.500e-02, eta: 1 day, 0:25:19, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.3663, top5_acc: 0.7650, loss_cls: 4.3128, loss: 4.3128 +2023-12-23 13:13:31,958 - pyskl - INFO - Epoch [1][2500/2506] lr: 2.500e-02, eta: 1 day, 0:22:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.4062, top5_acc: 0.8044, loss_cls: 4.1065, loss: 4.1065 +2023-12-23 13:13:33,760 - pyskl - INFO - Saving checkpoint at 1 epochs +2023-12-23 13:14:53,455 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 13:14:53,536 - pyskl - INFO - +top1_acc 0.3687 +top5_acc 0.7344 +2023-12-23 13:14:53,700 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2023-12-23 13:14:53,700 - pyskl - INFO - Best top1_acc is 0.3687 at 1 epoch. +2023-12-23 13:14:53,704 - pyskl - INFO - Epoch(val) [1][1031] top1_acc: 0.3687, top5_acc: 0.7344 +2023-12-23 13:15:34,933 - pyskl - INFO - Epoch [2][100/2506] lr: 2.500e-02, eta: 1 day, 1:01:30, time: 0.412, data_time: 0.186, memory: 6499, top1_acc: 0.4138, top5_acc: 0.7931, loss_cls: 4.1376, loss: 4.1376 +2023-12-23 13:15:57,579 - pyskl - INFO - Epoch [2][200/2506] lr: 2.500e-02, eta: 1 day, 0:57:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.4131, top5_acc: 0.8031, loss_cls: 4.0904, loss: 4.0904 +2023-12-23 13:16:20,220 - pyskl - INFO - Epoch [2][300/2506] lr: 2.500e-02, eta: 1 day, 0:54:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.4288, top5_acc: 0.8319, loss_cls: 3.9726, loss: 3.9726 +2023-12-23 13:16:42,825 - pyskl - INFO - Epoch [2][400/2506] lr: 2.500e-02, eta: 1 day, 0:50:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.4206, top5_acc: 0.8344, loss_cls: 3.9923, loss: 3.9923 +2023-12-23 13:17:05,590 - pyskl - INFO - Epoch [2][500/2506] lr: 2.500e-02, eta: 1 day, 0:47:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.4387, top5_acc: 0.8431, loss_cls: 3.8835, loss: 3.8835 +2023-12-23 13:17:28,386 - pyskl - INFO - Epoch [2][600/2506] lr: 2.500e-02, eta: 1 day, 0:45:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.4238, top5_acc: 0.8231, loss_cls: 3.8763, loss: 3.8763 +2023-12-23 13:17:51,122 - pyskl - INFO - Epoch [2][700/2506] lr: 2.500e-02, eta: 1 day, 0:42:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.4612, top5_acc: 0.8450, loss_cls: 3.6461, loss: 3.6461 +2023-12-23 13:18:13,786 - pyskl - INFO - Epoch [2][800/2506] lr: 2.500e-02, eta: 1 day, 0:39:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.4631, top5_acc: 0.8556, loss_cls: 3.5259, loss: 3.5259 +2023-12-23 13:18:36,458 - pyskl - INFO - Epoch [2][900/2506] lr: 2.499e-02, eta: 1 day, 0:37:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.4763, top5_acc: 0.8600, loss_cls: 3.3936, loss: 3.3936 +2023-12-23 13:18:59,159 - pyskl - INFO - Epoch [2][1000/2506] lr: 2.499e-02, eta: 1 day, 0:34:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.4731, top5_acc: 0.8644, loss_cls: 3.3430, loss: 3.3430 +2023-12-23 13:19:21,905 - pyskl - INFO - Epoch [2][1100/2506] lr: 2.499e-02, eta: 1 day, 0:32:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5069, top5_acc: 0.8812, loss_cls: 3.1398, loss: 3.1398 +2023-12-23 13:19:44,661 - pyskl - INFO - Epoch [2][1200/2506] lr: 2.499e-02, eta: 1 day, 0:30:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.4788, top5_acc: 0.8606, loss_cls: 3.2947, loss: 3.2947 +2023-12-23 13:20:07,337 - pyskl - INFO - Epoch [2][1300/2506] lr: 2.499e-02, eta: 1 day, 0:28:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5350, top5_acc: 0.8912, loss_cls: 3.0261, loss: 3.0261 +2023-12-23 13:20:30,081 - pyskl - INFO - Epoch [2][1400/2506] lr: 2.499e-02, eta: 1 day, 0:26:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5156, top5_acc: 0.8794, loss_cls: 3.1056, loss: 3.1056 +2023-12-23 13:20:52,707 - pyskl - INFO - Epoch [2][1500/2506] lr: 2.499e-02, eta: 1 day, 0:24:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5056, top5_acc: 0.8750, loss_cls: 3.0328, loss: 3.0328 +2023-12-23 13:21:15,355 - pyskl - INFO - Epoch [2][1600/2506] lr: 2.499e-02, eta: 1 day, 0:22:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5325, top5_acc: 0.8781, loss_cls: 2.9909, loss: 2.9909 +2023-12-23 13:21:37,918 - pyskl - INFO - Epoch [2][1700/2506] lr: 2.499e-02, eta: 1 day, 0:20:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5156, top5_acc: 0.8706, loss_cls: 3.0248, loss: 3.0248 +2023-12-23 13:22:00,671 - pyskl - INFO - Epoch [2][1800/2506] lr: 2.499e-02, eta: 1 day, 0:19:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5238, top5_acc: 0.9019, loss_cls: 2.8701, loss: 2.8701 +2023-12-23 13:22:23,358 - pyskl - INFO - Epoch [2][1900/2506] lr: 2.499e-02, eta: 1 day, 0:17:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5537, top5_acc: 0.8812, loss_cls: 2.8060, loss: 2.8060 +2023-12-23 13:22:45,969 - pyskl - INFO - Epoch [2][2000/2506] lr: 2.499e-02, eta: 1 day, 0:16:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5281, top5_acc: 0.8800, loss_cls: 2.8736, loss: 2.8736 +2023-12-23 13:23:08,641 - pyskl - INFO - Epoch [2][2100/2506] lr: 2.499e-02, eta: 1 day, 0:14:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5394, top5_acc: 0.8819, loss_cls: 2.8452, loss: 2.8452 +2023-12-23 13:23:31,464 - pyskl - INFO - Epoch [2][2200/2506] lr: 2.499e-02, eta: 1 day, 0:13:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5625, top5_acc: 0.8994, loss_cls: 2.7188, loss: 2.7188 +2023-12-23 13:23:54,129 - pyskl - INFO - Epoch [2][2300/2506] lr: 2.499e-02, eta: 1 day, 0:11:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5350, top5_acc: 0.8825, loss_cls: 2.8120, loss: 2.8120 +2023-12-23 13:24:16,782 - pyskl - INFO - Epoch [2][2400/2506] lr: 2.499e-02, eta: 1 day, 0:10:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5550, top5_acc: 0.8925, loss_cls: 2.7567, loss: 2.7567 +2023-12-23 13:24:39,455 - pyskl - INFO - Epoch [2][2500/2506] lr: 2.499e-02, eta: 1 day, 0:08:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5944, top5_acc: 0.9019, loss_cls: 2.6004, loss: 2.6004 +2023-12-23 13:24:41,333 - pyskl - INFO - Saving checkpoint at 2 epochs +2023-12-23 13:26:00,754 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 13:26:00,825 - pyskl - INFO - +top1_acc 0.4995 +top5_acc 0.8549 +2023-12-23 13:26:00,830 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/bm/best_top1_acc_epoch_1.pth was removed +2023-12-23 13:26:00,983 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2023-12-23 13:26:00,983 - pyskl - INFO - Best top1_acc is 0.4995 at 2 epoch. +2023-12-23 13:26:00,987 - pyskl - INFO - Epoch(val) [2][1031] top1_acc: 0.4995, top5_acc: 0.8549 +2023-12-23 13:26:42,507 - pyskl - INFO - Epoch [3][100/2506] lr: 2.499e-02, eta: 1 day, 0:28:43, time: 0.415, data_time: 0.188, memory: 6499, top1_acc: 0.5587, top5_acc: 0.9106, loss_cls: 2.6090, loss: 2.6090 +2023-12-23 13:27:05,118 - pyskl - INFO - Epoch [3][200/2506] lr: 2.499e-02, eta: 1 day, 0:26:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5731, top5_acc: 0.8969, loss_cls: 2.5833, loss: 2.5833 +2023-12-23 13:27:27,914 - pyskl - INFO - Epoch [3][300/2506] lr: 2.499e-02, eta: 1 day, 0:25:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5863, top5_acc: 0.9025, loss_cls: 2.5249, loss: 2.5249 +2023-12-23 13:27:50,564 - pyskl - INFO - Epoch [3][400/2506] lr: 2.499e-02, eta: 1 day, 0:23:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5925, top5_acc: 0.9062, loss_cls: 2.5502, loss: 2.5502 +2023-12-23 13:28:13,214 - pyskl - INFO - Epoch [3][500/2506] lr: 2.499e-02, eta: 1 day, 0:22:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6031, top5_acc: 0.9206, loss_cls: 2.4063, loss: 2.4063 +2023-12-23 13:28:36,006 - pyskl - INFO - Epoch [3][600/2506] lr: 2.499e-02, eta: 1 day, 0:20:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5913, top5_acc: 0.9106, loss_cls: 2.4525, loss: 2.4525 +2023-12-23 13:28:58,708 - pyskl - INFO - Epoch [3][700/2506] lr: 2.499e-02, eta: 1 day, 0:19:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6106, top5_acc: 0.9206, loss_cls: 2.3790, loss: 2.3790 +2023-12-23 13:29:21,311 - pyskl - INFO - Epoch [3][800/2506] lr: 2.499e-02, eta: 1 day, 0:17:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6000, top5_acc: 0.9231, loss_cls: 2.3797, loss: 2.3797 +2023-12-23 13:29:44,093 - pyskl - INFO - Epoch [3][900/2506] lr: 2.498e-02, eta: 1 day, 0:16:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5969, top5_acc: 0.9181, loss_cls: 2.3616, loss: 2.3616 +2023-12-23 13:30:06,844 - pyskl - INFO - Epoch [3][1000/2506] lr: 2.498e-02, eta: 1 day, 0:15:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6375, top5_acc: 0.9237, loss_cls: 2.2271, loss: 2.2271 +2023-12-23 13:30:29,601 - pyskl - INFO - Epoch [3][1100/2506] lr: 2.498e-02, eta: 1 day, 0:14:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6012, top5_acc: 0.9044, loss_cls: 2.3902, loss: 2.3902 +2023-12-23 13:30:52,294 - pyskl - INFO - Epoch [3][1200/2506] lr: 2.498e-02, eta: 1 day, 0:12:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6288, top5_acc: 0.9331, loss_cls: 2.2536, loss: 2.2536 +2023-12-23 13:31:15,014 - pyskl - INFO - Epoch [3][1300/2506] lr: 2.498e-02, eta: 1 day, 0:11:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6038, top5_acc: 0.9000, loss_cls: 2.4171, loss: 2.4171 +2023-12-23 13:31:37,887 - pyskl - INFO - Epoch [3][1400/2506] lr: 2.498e-02, eta: 1 day, 0:10:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.5956, top5_acc: 0.9119, loss_cls: 2.3049, loss: 2.3049 +2023-12-23 13:32:00,578 - pyskl - INFO - Epoch [3][1500/2506] lr: 2.498e-02, eta: 1 day, 0:09:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6325, top5_acc: 0.9319, loss_cls: 2.2007, loss: 2.2007 +2023-12-23 13:32:23,256 - pyskl - INFO - Epoch [3][1600/2506] lr: 2.498e-02, eta: 1 day, 0:08:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6494, top5_acc: 0.9344, loss_cls: 2.1129, loss: 2.1129 +2023-12-23 13:32:45,911 - pyskl - INFO - Epoch [3][1700/2506] lr: 2.498e-02, eta: 1 day, 0:06:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6406, top5_acc: 0.9250, loss_cls: 2.1808, loss: 2.1808 +2023-12-23 13:33:08,537 - pyskl - INFO - Epoch [3][1800/2506] lr: 2.498e-02, eta: 1 day, 0:05:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6325, top5_acc: 0.9144, loss_cls: 2.3034, loss: 2.3034 +2023-12-23 13:33:31,319 - pyskl - INFO - Epoch [3][1900/2506] lr: 2.498e-02, eta: 1 day, 0:04:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6119, top5_acc: 0.9250, loss_cls: 2.2347, loss: 2.2347 +2023-12-23 13:33:54,022 - pyskl - INFO - Epoch [3][2000/2506] lr: 2.498e-02, eta: 1 day, 0:03:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6444, top5_acc: 0.9269, loss_cls: 2.1092, loss: 2.1092 +2023-12-23 13:34:16,767 - pyskl - INFO - Epoch [3][2100/2506] lr: 2.498e-02, eta: 1 day, 0:02:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6169, top5_acc: 0.9169, loss_cls: 2.2126, loss: 2.2126 +2023-12-23 13:34:39,507 - pyskl - INFO - Epoch [3][2200/2506] lr: 2.498e-02, eta: 1 day, 0:01:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6544, top5_acc: 0.9200, loss_cls: 2.1233, loss: 2.1233 +2023-12-23 13:35:02,159 - pyskl - INFO - Epoch [3][2300/2506] lr: 2.498e-02, eta: 1 day, 0:00:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6388, top5_acc: 0.9269, loss_cls: 2.0958, loss: 2.0958 +2023-12-23 13:35:24,878 - pyskl - INFO - Epoch [3][2400/2506] lr: 2.498e-02, eta: 23:59:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6400, top5_acc: 0.9225, loss_cls: 2.1221, loss: 2.1221 +2023-12-23 13:35:47,655 - pyskl - INFO - Epoch [3][2500/2506] lr: 2.498e-02, eta: 23:58:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6550, top5_acc: 0.9313, loss_cls: 2.0583, loss: 2.0583 +2023-12-23 13:35:49,469 - pyskl - INFO - Saving checkpoint at 3 epochs +2023-12-23 13:37:09,112 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 13:37:09,185 - pyskl - INFO - +top1_acc 0.6068 +top5_acc 0.9121 +2023-12-23 13:37:09,189 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/bm/best_top1_acc_epoch_2.pth was removed +2023-12-23 13:37:09,331 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2023-12-23 13:37:09,332 - pyskl - INFO - Best top1_acc is 0.6068 at 3 epoch. +2023-12-23 13:37:09,335 - pyskl - INFO - Epoch(val) [3][1031] top1_acc: 0.6068, top5_acc: 0.9121 +2023-12-23 13:37:50,853 - pyskl - INFO - Epoch [4][100/2506] lr: 2.497e-02, eta: 1 day, 0:11:35, time: 0.415, data_time: 0.188, memory: 6499, top1_acc: 0.6344, top5_acc: 0.9281, loss_cls: 2.0848, loss: 2.0848 +2023-12-23 13:38:13,521 - pyskl - INFO - Epoch [4][200/2506] lr: 2.497e-02, eta: 1 day, 0:10:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6450, top5_acc: 0.9313, loss_cls: 2.0469, loss: 2.0469 +2023-12-23 13:38:36,074 - pyskl - INFO - Epoch [4][300/2506] lr: 2.497e-02, eta: 1 day, 0:09:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6506, top5_acc: 0.9294, loss_cls: 1.9940, loss: 1.9940 +2023-12-23 13:38:58,809 - pyskl - INFO - Epoch [4][400/2506] lr: 2.497e-02, eta: 1 day, 0:08:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6737, top5_acc: 0.9431, loss_cls: 1.9146, loss: 1.9146 +2023-12-23 13:39:21,547 - pyskl - INFO - Epoch [4][500/2506] lr: 2.497e-02, eta: 1 day, 0:07:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6419, top5_acc: 0.9287, loss_cls: 2.0641, loss: 2.0641 +2023-12-23 13:39:44,167 - pyskl - INFO - Epoch [4][600/2506] lr: 2.497e-02, eta: 1 day, 0:05:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6581, top5_acc: 0.9325, loss_cls: 1.9986, loss: 1.9986 +2023-12-23 13:40:06,818 - pyskl - INFO - Epoch [4][700/2506] lr: 2.497e-02, eta: 1 day, 0:04:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6256, top5_acc: 0.9250, loss_cls: 2.0996, loss: 2.0996 +2023-12-23 13:40:29,518 - pyskl - INFO - Epoch [4][800/2506] lr: 2.497e-02, eta: 1 day, 0:03:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6719, top5_acc: 0.9350, loss_cls: 1.9850, loss: 1.9850 +2023-12-23 13:40:52,155 - pyskl - INFO - Epoch [4][900/2506] lr: 2.497e-02, eta: 1 day, 0:02:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6312, top5_acc: 0.9263, loss_cls: 2.0893, loss: 2.0893 +2023-12-23 13:41:14,836 - pyskl - INFO - Epoch [4][1000/2506] lr: 2.497e-02, eta: 1 day, 0:01:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6481, top5_acc: 0.9219, loss_cls: 2.0392, loss: 2.0392 +2023-12-23 13:41:37,530 - pyskl - INFO - Epoch [4][1100/2506] lr: 2.497e-02, eta: 1 day, 0:00:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6694, top5_acc: 0.9425, loss_cls: 1.9324, loss: 1.9324 +2023-12-23 13:42:00,065 - pyskl - INFO - Epoch [4][1200/2506] lr: 2.497e-02, eta: 23:59:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6806, top5_acc: 0.9500, loss_cls: 1.8802, loss: 1.8802 +2023-12-23 13:42:22,809 - pyskl - INFO - Epoch [4][1300/2506] lr: 2.497e-02, eta: 23:58:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6663, top5_acc: 0.9337, loss_cls: 1.9324, loss: 1.9324 +2023-12-23 13:42:45,501 - pyskl - INFO - Epoch [4][1400/2506] lr: 2.497e-02, eta: 23:57:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6494, top5_acc: 0.9231, loss_cls: 2.0008, loss: 2.0008 +2023-12-23 13:43:08,224 - pyskl - INFO - Epoch [4][1500/2506] lr: 2.496e-02, eta: 23:56:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6494, top5_acc: 0.9281, loss_cls: 2.0292, loss: 2.0292 +2023-12-23 13:43:30,918 - pyskl - INFO - Epoch [4][1600/2506] lr: 2.496e-02, eta: 23:55:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6744, top5_acc: 0.9369, loss_cls: 1.8832, loss: 1.8832 +2023-12-23 13:43:53,457 - pyskl - INFO - Epoch [4][1700/2506] lr: 2.496e-02, eta: 23:54:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6481, top5_acc: 0.9387, loss_cls: 1.9204, loss: 1.9204 +2023-12-23 13:44:16,134 - pyskl - INFO - Epoch [4][1800/2506] lr: 2.496e-02, eta: 23:53:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6787, top5_acc: 0.9437, loss_cls: 1.8994, loss: 1.8994 +2023-12-23 13:44:38,947 - pyskl - INFO - Epoch [4][1900/2506] lr: 2.496e-02, eta: 23:53:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6525, top5_acc: 0.9344, loss_cls: 1.9108, loss: 1.9108 +2023-12-23 13:45:01,801 - pyskl - INFO - Epoch [4][2000/2506] lr: 2.496e-02, eta: 23:52:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6806, top5_acc: 0.9350, loss_cls: 1.8654, loss: 1.8654 +2023-12-23 13:45:24,484 - pyskl - INFO - Epoch [4][2100/2506] lr: 2.496e-02, eta: 23:51:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6731, top5_acc: 0.9387, loss_cls: 1.8465, loss: 1.8465 +2023-12-23 13:45:47,129 - pyskl - INFO - Epoch [4][2200/2506] lr: 2.496e-02, eta: 23:50:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6813, top5_acc: 0.9506, loss_cls: 1.8280, loss: 1.8280 +2023-12-23 13:46:09,862 - pyskl - INFO - Epoch [4][2300/2506] lr: 2.496e-02, eta: 23:49:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6856, top5_acc: 0.9319, loss_cls: 1.8426, loss: 1.8426 +2023-12-23 13:46:32,534 - pyskl - INFO - Epoch [4][2400/2506] lr: 2.496e-02, eta: 23:48:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6619, top5_acc: 0.9387, loss_cls: 1.8875, loss: 1.8875 +2023-12-23 13:46:55,188 - pyskl - INFO - Epoch [4][2500/2506] lr: 2.496e-02, eta: 23:47:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6963, top5_acc: 0.9419, loss_cls: 1.8101, loss: 1.8101 +2023-12-23 13:46:57,013 - pyskl - INFO - Saving checkpoint at 4 epochs +2023-12-23 13:48:16,129 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 13:48:16,200 - pyskl - INFO - +top1_acc 0.5745 +top5_acc 0.8978 +2023-12-23 13:48:16,203 - pyskl - INFO - Epoch(val) [4][1031] top1_acc: 0.5745, top5_acc: 0.8978 +2023-12-23 13:48:57,394 - pyskl - INFO - Epoch [5][100/2506] lr: 2.496e-02, eta: 23:57:25, time: 0.412, data_time: 0.185, memory: 6499, top1_acc: 0.6931, top5_acc: 0.9425, loss_cls: 1.7815, loss: 1.7815 +2023-12-23 13:49:20,076 - pyskl - INFO - Epoch [5][200/2506] lr: 2.495e-02, eta: 23:56:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6825, top5_acc: 0.9394, loss_cls: 1.8386, loss: 1.8386 +2023-12-23 13:49:42,742 - pyskl - INFO - Epoch [5][300/2506] lr: 2.495e-02, eta: 23:55:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6900, top5_acc: 0.9344, loss_cls: 1.8243, loss: 1.8243 +2023-12-23 13:50:05,449 - pyskl - INFO - Epoch [5][400/2506] lr: 2.495e-02, eta: 23:54:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6781, top5_acc: 0.9400, loss_cls: 1.8011, loss: 1.8011 +2023-12-23 13:50:28,032 - pyskl - INFO - Epoch [5][500/2506] lr: 2.495e-02, eta: 23:53:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6806, top5_acc: 0.9387, loss_cls: 1.8406, loss: 1.8406 +2023-12-23 13:50:50,703 - pyskl - INFO - Epoch [5][600/2506] lr: 2.495e-02, eta: 23:52:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6863, top5_acc: 0.9444, loss_cls: 1.7953, loss: 1.7953 +2023-12-23 13:51:13,472 - pyskl - INFO - Epoch [5][700/2506] lr: 2.495e-02, eta: 23:51:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6569, top5_acc: 0.9369, loss_cls: 1.9414, loss: 1.9414 +2023-12-23 13:51:36,345 - pyskl - INFO - Epoch [5][800/2506] lr: 2.495e-02, eta: 23:51:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6869, top5_acc: 0.9413, loss_cls: 1.7751, loss: 1.7751 +2023-12-23 13:51:58,946 - pyskl - INFO - Epoch [5][900/2506] lr: 2.495e-02, eta: 23:50:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6800, top5_acc: 0.9456, loss_cls: 1.7889, loss: 1.7889 +2023-12-23 13:52:21,595 - pyskl - INFO - Epoch [5][1000/2506] lr: 2.495e-02, eta: 23:49:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6869, top5_acc: 0.9319, loss_cls: 1.8275, loss: 1.8275 +2023-12-23 13:52:44,308 - pyskl - INFO - Epoch [5][1100/2506] lr: 2.495e-02, eta: 23:48:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9406, loss_cls: 1.7308, loss: 1.7308 +2023-12-23 13:53:07,028 - pyskl - INFO - Epoch [5][1200/2506] lr: 2.495e-02, eta: 23:47:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6856, top5_acc: 0.9425, loss_cls: 1.7864, loss: 1.7864 +2023-12-23 13:53:29,747 - pyskl - INFO - Epoch [5][1300/2506] lr: 2.494e-02, eta: 23:47:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6844, top5_acc: 0.9363, loss_cls: 1.7803, loss: 1.7803 +2023-12-23 13:53:52,503 - pyskl - INFO - Epoch [5][1400/2506] lr: 2.494e-02, eta: 23:46:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6875, top5_acc: 0.9413, loss_cls: 1.7469, loss: 1.7469 +2023-12-23 13:54:15,237 - pyskl - INFO - Epoch [5][1500/2506] lr: 2.494e-02, eta: 23:45:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6969, top5_acc: 0.9456, loss_cls: 1.7240, loss: 1.7240 +2023-12-23 13:54:37,933 - pyskl - INFO - Epoch [5][1600/2506] lr: 2.494e-02, eta: 23:44:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6869, top5_acc: 0.9431, loss_cls: 1.7891, loss: 1.7891 +2023-12-23 13:55:00,617 - pyskl - INFO - Epoch [5][1700/2506] lr: 2.494e-02, eta: 23:43:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6881, top5_acc: 0.9375, loss_cls: 1.7568, loss: 1.7568 +2023-12-23 13:55:23,278 - pyskl - INFO - Epoch [5][1800/2506] lr: 2.494e-02, eta: 23:43:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6894, top5_acc: 0.9475, loss_cls: 1.7745, loss: 1.7745 +2023-12-23 13:55:45,851 - pyskl - INFO - Epoch [5][1900/2506] lr: 2.494e-02, eta: 23:42:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6844, top5_acc: 0.9381, loss_cls: 1.7663, loss: 1.7663 +2023-12-23 13:56:08,527 - pyskl - INFO - Epoch [5][2000/2506] lr: 2.494e-02, eta: 23:41:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6819, top5_acc: 0.9475, loss_cls: 1.7266, loss: 1.7266 +2023-12-23 13:56:31,224 - pyskl - INFO - Epoch [5][2100/2506] lr: 2.494e-02, eta: 23:40:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6950, top5_acc: 0.9463, loss_cls: 1.7629, loss: 1.7629 +2023-12-23 13:56:53,807 - pyskl - INFO - Epoch [5][2200/2506] lr: 2.493e-02, eta: 23:39:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6813, top5_acc: 0.9500, loss_cls: 1.7394, loss: 1.7394 +2023-12-23 13:57:16,402 - pyskl - INFO - Epoch [5][2300/2506] lr: 2.493e-02, eta: 23:39:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9450, loss_cls: 1.6739, loss: 1.6739 +2023-12-23 13:57:39,055 - pyskl - INFO - Epoch [5][2400/2506] lr: 2.493e-02, eta: 23:38:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6694, top5_acc: 0.9413, loss_cls: 1.8067, loss: 1.8067 +2023-12-23 13:58:01,793 - pyskl - INFO - Epoch [5][2500/2506] lr: 2.493e-02, eta: 23:37:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6856, top5_acc: 0.9475, loss_cls: 1.7240, loss: 1.7240 +2023-12-23 13:58:03,661 - pyskl - INFO - Saving checkpoint at 5 epochs +2023-12-23 13:59:22,906 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 13:59:22,981 - pyskl - INFO - +top1_acc 0.6588 +top5_acc 0.9251 +2023-12-23 13:59:22,985 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/bm/best_top1_acc_epoch_3.pth was removed +2023-12-23 13:59:23,115 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2023-12-23 13:59:23,116 - pyskl - INFO - Best top1_acc is 0.6588 at 5 epoch. +2023-12-23 13:59:23,120 - pyskl - INFO - Epoch(val) [5][1031] top1_acc: 0.6588, top5_acc: 0.9251 +2023-12-23 14:00:04,548 - pyskl - INFO - Epoch [6][100/2506] lr: 2.493e-02, eta: 23:45:08, time: 0.414, data_time: 0.187, memory: 6499, top1_acc: 0.6913, top5_acc: 0.9475, loss_cls: 1.6974, loss: 1.6974 +2023-12-23 14:00:27,291 - pyskl - INFO - Epoch [6][200/2506] lr: 2.493e-02, eta: 23:44:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9525, loss_cls: 1.6350, loss: 1.6350 +2023-12-23 14:00:50,005 - pyskl - INFO - Epoch [6][300/2506] lr: 2.493e-02, eta: 23:43:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6956, top5_acc: 0.9500, loss_cls: 1.6804, loss: 1.6804 +2023-12-23 14:01:12,585 - pyskl - INFO - Epoch [6][400/2506] lr: 2.493e-02, eta: 23:42:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6981, top5_acc: 0.9387, loss_cls: 1.7214, loss: 1.7214 +2023-12-23 14:01:35,310 - pyskl - INFO - Epoch [6][500/2506] lr: 2.493e-02, eta: 23:41:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9450, loss_cls: 1.6686, loss: 1.6686 +2023-12-23 14:01:57,994 - pyskl - INFO - Epoch [6][600/2506] lr: 2.492e-02, eta: 23:41:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6969, top5_acc: 0.9519, loss_cls: 1.6835, loss: 1.6835 +2023-12-23 14:02:20,760 - pyskl - INFO - Epoch [6][700/2506] lr: 2.492e-02, eta: 23:40:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9531, loss_cls: 1.6615, loss: 1.6615 +2023-12-23 14:02:43,431 - pyskl - INFO - Epoch [6][800/2506] lr: 2.492e-02, eta: 23:39:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9481, loss_cls: 1.6751, loss: 1.6751 +2023-12-23 14:03:06,061 - pyskl - INFO - Epoch [6][900/2506] lr: 2.492e-02, eta: 23:38:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7069, top5_acc: 0.9519, loss_cls: 1.6521, loss: 1.6521 +2023-12-23 14:03:28,797 - pyskl - INFO - Epoch [6][1000/2506] lr: 2.492e-02, eta: 23:38:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7013, top5_acc: 0.9381, loss_cls: 1.7312, loss: 1.7312 +2023-12-23 14:03:51,452 - pyskl - INFO - Epoch [6][1100/2506] lr: 2.492e-02, eta: 23:37:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6887, top5_acc: 0.9387, loss_cls: 1.7400, loss: 1.7400 +2023-12-23 14:04:14,059 - pyskl - INFO - Epoch [6][1200/2506] lr: 2.492e-02, eta: 23:36:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6931, top5_acc: 0.9456, loss_cls: 1.7232, loss: 1.7232 +2023-12-23 14:04:36,842 - pyskl - INFO - Epoch [6][1300/2506] lr: 2.492e-02, eta: 23:35:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6837, top5_acc: 0.9456, loss_cls: 1.7157, loss: 1.7157 +2023-12-23 14:04:59,464 - pyskl - INFO - Epoch [6][1400/2506] lr: 2.492e-02, eta: 23:35:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6994, top5_acc: 0.9519, loss_cls: 1.6730, loss: 1.6730 +2023-12-23 14:05:22,129 - pyskl - INFO - Epoch [6][1500/2506] lr: 2.491e-02, eta: 23:34:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9394, loss_cls: 1.7118, loss: 1.7118 +2023-12-23 14:05:44,949 - pyskl - INFO - Epoch [6][1600/2506] lr: 2.491e-02, eta: 23:33:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9569, loss_cls: 1.6286, loss: 1.6286 +2023-12-23 14:06:07,758 - pyskl - INFO - Epoch [6][1700/2506] lr: 2.491e-02, eta: 23:33:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7044, top5_acc: 0.9456, loss_cls: 1.6958, loss: 1.6958 +2023-12-23 14:06:30,554 - pyskl - INFO - Epoch [6][1800/2506] lr: 2.491e-02, eta: 23:32:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7100, top5_acc: 0.9400, loss_cls: 1.7738, loss: 1.7738 +2023-12-23 14:06:53,167 - pyskl - INFO - Epoch [6][1900/2506] lr: 2.491e-02, eta: 23:31:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7044, top5_acc: 0.9581, loss_cls: 1.6120, loss: 1.6120 +2023-12-23 14:07:15,813 - pyskl - INFO - Epoch [6][2000/2506] lr: 2.491e-02, eta: 23:31:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6963, top5_acc: 0.9413, loss_cls: 1.6709, loss: 1.6709 +2023-12-23 14:07:38,476 - pyskl - INFO - Epoch [6][2100/2506] lr: 2.491e-02, eta: 23:30:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9537, loss_cls: 1.5934, loss: 1.5934 +2023-12-23 14:08:01,165 - pyskl - INFO - Epoch [6][2200/2506] lr: 2.491e-02, eta: 23:29:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9356, loss_cls: 1.6623, loss: 1.6623 +2023-12-23 14:08:23,835 - pyskl - INFO - Epoch [6][2300/2506] lr: 2.490e-02, eta: 23:28:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9456, loss_cls: 1.6697, loss: 1.6697 +2023-12-23 14:08:46,497 - pyskl - INFO - Epoch [6][2400/2506] lr: 2.490e-02, eta: 23:28:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9519, loss_cls: 1.6262, loss: 1.6262 +2023-12-23 14:09:09,155 - pyskl - INFO - Epoch [6][2500/2506] lr: 2.490e-02, eta: 23:27:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9556, loss_cls: 1.6236, loss: 1.6236 +2023-12-23 14:09:11,010 - pyskl - INFO - Saving checkpoint at 6 epochs +2023-12-23 14:10:30,371 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 14:10:30,443 - pyskl - INFO - +top1_acc 0.6572 +top5_acc 0.9272 +2023-12-23 14:10:30,450 - pyskl - INFO - Epoch(val) [6][1031] top1_acc: 0.6572, top5_acc: 0.9272 +2023-12-23 14:11:23,933 - pyskl - INFO - Epoch [7][100/2506] lr: 2.490e-02, eta: 23:38:33, time: 0.535, data_time: 0.191, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9444, loss_cls: 1.6324, loss: 1.6324 +2023-12-23 14:11:58,153 - pyskl - INFO - Epoch [7][200/2506] lr: 2.490e-02, eta: 23:42:21, time: 0.342, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9581, loss_cls: 1.5643, loss: 1.5643 +2023-12-23 14:12:32,394 - pyskl - INFO - Epoch [7][300/2506] lr: 2.490e-02, eta: 23:46:06, time: 0.342, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9569, loss_cls: 1.5006, loss: 1.5006 +2023-12-23 14:13:06,712 - pyskl - INFO - Epoch [7][400/2506] lr: 2.490e-02, eta: 23:49:50, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9519, loss_cls: 1.5952, loss: 1.5952 +2023-12-23 14:13:41,022 - pyskl - INFO - Epoch [7][500/2506] lr: 2.489e-02, eta: 23:53:30, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.6981, top5_acc: 0.9381, loss_cls: 1.6898, loss: 1.6898 +2023-12-23 14:14:15,293 - pyskl - INFO - Epoch [7][600/2506] lr: 2.489e-02, eta: 23:57:06, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.6975, top5_acc: 0.9487, loss_cls: 1.6826, loss: 1.6826 +2023-12-23 14:14:49,626 - pyskl - INFO - Epoch [7][700/2506] lr: 2.489e-02, eta: 1 day, 0:00:40, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9556, loss_cls: 1.5544, loss: 1.5544 +2023-12-23 14:15:23,896 - pyskl - INFO - Epoch [7][800/2506] lr: 2.489e-02, eta: 1 day, 0:04:09, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9487, loss_cls: 1.6240, loss: 1.6240 +2023-12-23 14:15:58,194 - pyskl - INFO - Epoch [7][900/2506] lr: 2.489e-02, eta: 1 day, 0:07:36, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9500, loss_cls: 1.6295, loss: 1.6295 +2023-12-23 14:16:32,494 - pyskl - INFO - Epoch [7][1000/2506] lr: 2.489e-02, eta: 1 day, 0:11:00, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9463, loss_cls: 1.5932, loss: 1.5932 +2023-12-23 14:17:06,789 - pyskl - INFO - Epoch [7][1100/2506] lr: 2.489e-02, eta: 1 day, 0:14:21, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9550, loss_cls: 1.6006, loss: 1.6006 +2023-12-23 14:17:41,095 - pyskl - INFO - Epoch [7][1200/2506] lr: 2.489e-02, eta: 1 day, 0:17:40, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9544, loss_cls: 1.5725, loss: 1.5725 +2023-12-23 14:18:15,377 - pyskl - INFO - Epoch [7][1300/2506] lr: 2.488e-02, eta: 1 day, 0:20:55, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9544, loss_cls: 1.5565, loss: 1.5565 +2023-12-23 14:18:49,601 - pyskl - INFO - Epoch [7][1400/2506] lr: 2.488e-02, eta: 1 day, 0:24:06, time: 0.342, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9606, loss_cls: 1.5705, loss: 1.5705 +2023-12-23 14:19:23,815 - pyskl - INFO - Epoch [7][1500/2506] lr: 2.488e-02, eta: 1 day, 0:27:14, time: 0.342, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9400, loss_cls: 1.6825, loss: 1.6825 +2023-12-23 14:19:58,125 - pyskl - INFO - Epoch [7][1600/2506] lr: 2.488e-02, eta: 1 day, 0:30:21, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9450, loss_cls: 1.5616, loss: 1.5616 +2023-12-23 14:20:32,487 - pyskl - INFO - Epoch [7][1700/2506] lr: 2.488e-02, eta: 1 day, 0:33:27, time: 0.344, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9387, loss_cls: 1.6074, loss: 1.6074 +2023-12-23 14:21:06,755 - pyskl - INFO - Epoch [7][1800/2506] lr: 2.488e-02, eta: 1 day, 0:36:28, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.7100, top5_acc: 0.9519, loss_cls: 1.6294, loss: 1.6294 +2023-12-23 14:21:40,974 - pyskl - INFO - Epoch [7][1900/2506] lr: 2.488e-02, eta: 1 day, 0:39:26, time: 0.342, data_time: 0.000, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9400, loss_cls: 1.6212, loss: 1.6212 +2023-12-23 14:22:15,200 - pyskl - INFO - Epoch [7][2000/2506] lr: 2.487e-02, eta: 1 day, 0:42:21, time: 0.342, data_time: 0.000, memory: 6499, top1_acc: 0.7238, top5_acc: 0.9537, loss_cls: 1.5674, loss: 1.5674 +2023-12-23 14:22:49,480 - pyskl - INFO - Epoch [7][2100/2506] lr: 2.487e-02, eta: 1 day, 0:45:15, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.7094, top5_acc: 0.9531, loss_cls: 1.5700, loss: 1.5700 +2023-12-23 14:23:23,739 - pyskl - INFO - Epoch [7][2200/2506] lr: 2.487e-02, eta: 1 day, 0:48:06, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9525, loss_cls: 1.5395, loss: 1.5395 +2023-12-23 14:23:58,160 - pyskl - INFO - Epoch [7][2300/2506] lr: 2.487e-02, eta: 1 day, 0:50:58, time: 0.344, data_time: 0.000, memory: 6499, top1_acc: 0.7031, top5_acc: 0.9356, loss_cls: 1.6752, loss: 1.6752 +2023-12-23 14:24:32,548 - pyskl - INFO - Epoch [7][2400/2506] lr: 2.487e-02, eta: 1 day, 0:53:47, time: 0.344, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9613, loss_cls: 1.5218, loss: 1.5218 +2023-12-23 14:25:06,883 - pyskl - INFO - Epoch [7][2500/2506] lr: 2.487e-02, eta: 1 day, 0:56:33, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9556, loss_cls: 1.5370, loss: 1.5370 +2023-12-23 14:25:09,523 - pyskl - INFO - Saving checkpoint at 7 epochs +2023-12-23 14:27:13,397 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 14:27:13,468 - pyskl - INFO - +top1_acc 0.6523 +top5_acc 0.9261 +2023-12-23 14:27:13,472 - pyskl - INFO - Epoch(val) [7][1031] top1_acc: 0.6523, top5_acc: 0.9261 +2023-12-23 14:27:54,327 - pyskl - INFO - Epoch [8][100/2506] lr: 2.486e-02, eta: 1 day, 1:00:57, time: 0.409, data_time: 0.182, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9513, loss_cls: 1.6122, loss: 1.6122 +2023-12-23 14:28:17,039 - pyskl - INFO - Epoch [8][200/2506] lr: 2.486e-02, eta: 1 day, 0:59:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9575, loss_cls: 1.5223, loss: 1.5223 +2023-12-23 14:28:39,813 - pyskl - INFO - Epoch [8][300/2506] lr: 2.486e-02, eta: 1 day, 0:58:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9463, loss_cls: 1.5841, loss: 1.5841 +2023-12-23 14:29:02,464 - pyskl - INFO - Epoch [8][400/2506] lr: 2.486e-02, eta: 1 day, 0:57:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9500, loss_cls: 1.5655, loss: 1.5655 +2023-12-23 14:29:25,157 - pyskl - INFO - Epoch [8][500/2506] lr: 2.486e-02, eta: 1 day, 0:56:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9563, loss_cls: 1.5067, loss: 1.5067 +2023-12-23 14:29:47,859 - pyskl - INFO - Epoch [8][600/2506] lr: 2.486e-02, eta: 1 day, 0:54:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9519, loss_cls: 1.5875, loss: 1.5875 +2023-12-23 14:30:10,636 - pyskl - INFO - Epoch [8][700/2506] lr: 2.486e-02, eta: 1 day, 0:53:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9413, loss_cls: 1.6563, loss: 1.6563 +2023-12-23 14:30:33,315 - pyskl - INFO - Epoch [8][800/2506] lr: 2.485e-02, eta: 1 day, 0:52:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6937, top5_acc: 0.9419, loss_cls: 1.6769, loss: 1.6769 +2023-12-23 14:30:56,036 - pyskl - INFO - Epoch [8][900/2506] lr: 2.485e-02, eta: 1 day, 0:51:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9481, loss_cls: 1.5322, loss: 1.5322 +2023-12-23 14:31:18,701 - pyskl - INFO - Epoch [8][1000/2506] lr: 2.485e-02, eta: 1 day, 0:50:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9494, loss_cls: 1.5638, loss: 1.5638 +2023-12-23 14:31:41,493 - pyskl - INFO - Epoch [8][1100/2506] lr: 2.485e-02, eta: 1 day, 0:49:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9625, loss_cls: 1.4328, loss: 1.4328 +2023-12-23 14:32:04,370 - pyskl - INFO - Epoch [8][1200/2506] lr: 2.485e-02, eta: 1 day, 0:47:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7250, top5_acc: 0.9469, loss_cls: 1.5382, loss: 1.5382 +2023-12-23 14:32:27,233 - pyskl - INFO - Epoch [8][1300/2506] lr: 2.485e-02, eta: 1 day, 0:46:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9513, loss_cls: 1.4794, loss: 1.4794 +2023-12-23 14:32:49,902 - pyskl - INFO - Epoch [8][1400/2506] lr: 2.484e-02, eta: 1 day, 0:45:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9463, loss_cls: 1.6148, loss: 1.6148 +2023-12-23 14:33:12,651 - pyskl - INFO - Epoch [8][1500/2506] lr: 2.484e-02, eta: 1 day, 0:44:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9500, loss_cls: 1.5145, loss: 1.5145 +2023-12-23 14:33:35,316 - pyskl - INFO - Epoch [8][1600/2506] lr: 2.484e-02, eta: 1 day, 0:43:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9506, loss_cls: 1.6016, loss: 1.6016 +2023-12-23 14:33:58,053 - pyskl - INFO - Epoch [8][1700/2506] lr: 2.484e-02, eta: 1 day, 0:42:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9425, loss_cls: 1.6366, loss: 1.6366 +2023-12-23 14:34:20,792 - pyskl - INFO - Epoch [8][1800/2506] lr: 2.484e-02, eta: 1 day, 0:41:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9544, loss_cls: 1.4556, loss: 1.4556 +2023-12-23 14:34:43,648 - pyskl - INFO - Epoch [8][1900/2506] lr: 2.484e-02, eta: 1 day, 0:40:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9663, loss_cls: 1.5071, loss: 1.5071 +2023-12-23 14:35:06,385 - pyskl - INFO - Epoch [8][2000/2506] lr: 2.483e-02, eta: 1 day, 0:39:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9550, loss_cls: 1.5151, loss: 1.5151 +2023-12-23 14:35:29,152 - pyskl - INFO - Epoch [8][2100/2506] lr: 2.483e-02, eta: 1 day, 0:38:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7244, top5_acc: 0.9487, loss_cls: 1.5450, loss: 1.5450 +2023-12-23 14:35:51,925 - pyskl - INFO - Epoch [8][2200/2506] lr: 2.483e-02, eta: 1 day, 0:37:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9500, loss_cls: 1.6540, loss: 1.6540 +2023-12-23 14:36:14,665 - pyskl - INFO - Epoch [8][2300/2506] lr: 2.483e-02, eta: 1 day, 0:35:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7113, top5_acc: 0.9544, loss_cls: 1.5757, loss: 1.5757 +2023-12-23 14:36:37,435 - pyskl - INFO - Epoch [8][2400/2506] lr: 2.483e-02, eta: 1 day, 0:34:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7081, top5_acc: 0.9487, loss_cls: 1.6104, loss: 1.6104 +2023-12-23 14:37:00,136 - pyskl - INFO - Epoch [8][2500/2506] lr: 2.483e-02, eta: 1 day, 0:33:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9519, loss_cls: 1.4954, loss: 1.4954 +2023-12-23 14:37:01,986 - pyskl - INFO - Saving checkpoint at 8 epochs +2023-12-23 14:38:21,132 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 14:38:21,209 - pyskl - INFO - +top1_acc 0.6845 +top5_acc 0.9321 +2023-12-23 14:38:21,213 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/bm/best_top1_acc_epoch_5.pth was removed +2023-12-23 14:38:21,441 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2023-12-23 14:38:21,442 - pyskl - INFO - Best top1_acc is 0.6845 at 8 epoch. +2023-12-23 14:38:21,446 - pyskl - INFO - Epoch(val) [8][1031] top1_acc: 0.6845, top5_acc: 0.9321 +2023-12-23 14:39:02,640 - pyskl - INFO - Epoch [9][100/2506] lr: 2.482e-02, eta: 1 day, 0:37:48, time: 0.412, data_time: 0.185, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9531, loss_cls: 1.4584, loss: 1.4584 +2023-12-23 14:39:25,261 - pyskl - INFO - Epoch [9][200/2506] lr: 2.482e-02, eta: 1 day, 0:36:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9550, loss_cls: 1.4506, loss: 1.4506 +2023-12-23 14:39:47,968 - pyskl - INFO - Epoch [9][300/2506] lr: 2.482e-02, eta: 1 day, 0:35:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9550, loss_cls: 1.4787, loss: 1.4787 +2023-12-23 14:40:10,577 - pyskl - INFO - Epoch [9][400/2506] lr: 2.482e-02, eta: 1 day, 0:34:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9537, loss_cls: 1.5178, loss: 1.5178 +2023-12-23 14:40:33,218 - pyskl - INFO - Epoch [9][500/2506] lr: 2.482e-02, eta: 1 day, 0:33:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9544, loss_cls: 1.4715, loss: 1.4715 +2023-12-23 14:40:55,848 - pyskl - INFO - Epoch [9][600/2506] lr: 2.481e-02, eta: 1 day, 0:32:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9637, loss_cls: 1.3839, loss: 1.3839 +2023-12-23 14:41:18,510 - pyskl - INFO - Epoch [9][700/2506] lr: 2.481e-02, eta: 1 day, 0:31:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9556, loss_cls: 1.4262, loss: 1.4262 +2023-12-23 14:41:41,185 - pyskl - INFO - Epoch [9][800/2506] lr: 2.481e-02, eta: 1 day, 0:30:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7250, top5_acc: 0.9475, loss_cls: 1.5323, loss: 1.5323 +2023-12-23 14:42:03,941 - pyskl - INFO - Epoch [9][900/2506] lr: 2.481e-02, eta: 1 day, 0:29:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9563, loss_cls: 1.4759, loss: 1.4759 +2023-12-23 14:42:26,745 - pyskl - INFO - Epoch [9][1000/2506] lr: 2.481e-02, eta: 1 day, 0:28:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9575, loss_cls: 1.4715, loss: 1.4715 +2023-12-23 14:42:49,494 - pyskl - INFO - Epoch [9][1100/2506] lr: 2.481e-02, eta: 1 day, 0:27:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7025, top5_acc: 0.9487, loss_cls: 1.6279, loss: 1.6279 +2023-12-23 14:43:12,276 - pyskl - INFO - Epoch [9][1200/2506] lr: 2.480e-02, eta: 1 day, 0:26:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9463, loss_cls: 1.5756, loss: 1.5756 +2023-12-23 14:43:35,029 - pyskl - INFO - Epoch [9][1300/2506] lr: 2.480e-02, eta: 1 day, 0:25:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9569, loss_cls: 1.4719, loss: 1.4719 +2023-12-23 14:43:57,793 - pyskl - INFO - Epoch [9][1400/2506] lr: 2.480e-02, eta: 1 day, 0:24:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9556, loss_cls: 1.5395, loss: 1.5395 +2023-12-23 14:44:20,514 - pyskl - INFO - Epoch [9][1500/2506] lr: 2.480e-02, eta: 1 day, 0:23:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9637, loss_cls: 1.4263, loss: 1.4263 +2023-12-23 14:44:43,207 - pyskl - INFO - Epoch [9][1600/2506] lr: 2.480e-02, eta: 1 day, 0:22:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9544, loss_cls: 1.4959, loss: 1.4959 +2023-12-23 14:45:06,003 - pyskl - INFO - Epoch [9][1700/2506] lr: 2.479e-02, eta: 1 day, 0:21:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9594, loss_cls: 1.5001, loss: 1.5001 +2023-12-23 14:45:28,694 - pyskl - INFO - Epoch [9][1800/2506] lr: 2.479e-02, eta: 1 day, 0:20:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9494, loss_cls: 1.4407, loss: 1.4407 +2023-12-23 14:45:51,391 - pyskl - INFO - Epoch [9][1900/2506] lr: 2.479e-02, eta: 1 day, 0:19:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9531, loss_cls: 1.4883, loss: 1.4883 +2023-12-23 14:46:14,121 - pyskl - INFO - Epoch [9][2000/2506] lr: 2.479e-02, eta: 1 day, 0:18:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9525, loss_cls: 1.5280, loss: 1.5280 +2023-12-23 14:46:36,835 - pyskl - INFO - Epoch [9][2100/2506] lr: 2.479e-02, eta: 1 day, 0:17:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9537, loss_cls: 1.4930, loss: 1.4930 +2023-12-23 14:46:59,517 - pyskl - INFO - Epoch [9][2200/2506] lr: 2.478e-02, eta: 1 day, 0:16:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9500, loss_cls: 1.4981, loss: 1.4981 +2023-12-23 14:47:22,352 - pyskl - INFO - Epoch [9][2300/2506] lr: 2.478e-02, eta: 1 day, 0:15:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7100, top5_acc: 0.9494, loss_cls: 1.5550, loss: 1.5550 +2023-12-23 14:47:45,018 - pyskl - INFO - Epoch [9][2400/2506] lr: 2.478e-02, eta: 1 day, 0:14:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9519, loss_cls: 1.4942, loss: 1.4942 +2023-12-23 14:48:07,804 - pyskl - INFO - Epoch [9][2500/2506] lr: 2.478e-02, eta: 1 day, 0:13:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9431, loss_cls: 1.5927, loss: 1.5927 +2023-12-23 14:48:09,641 - pyskl - INFO - Saving checkpoint at 9 epochs +2023-12-23 14:49:29,078 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 14:49:29,152 - pyskl - INFO - +top1_acc 0.6967 +top5_acc 0.9325 +2023-12-23 14:49:29,157 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/bm/best_top1_acc_epoch_8.pth was removed +2023-12-23 14:49:29,289 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2023-12-23 14:49:29,290 - pyskl - INFO - Best top1_acc is 0.6967 at 9 epoch. +2023-12-23 14:49:29,293 - pyskl - INFO - Epoch(val) [9][1031] top1_acc: 0.6967, top5_acc: 0.9325 +2023-12-23 14:50:10,177 - pyskl - INFO - Epoch [10][100/2506] lr: 2.478e-02, eta: 1 day, 0:17:22, time: 0.409, data_time: 0.183, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9613, loss_cls: 1.3975, loss: 1.3975 +2023-12-23 14:50:32,827 - pyskl - INFO - Epoch [10][200/2506] lr: 2.477e-02, eta: 1 day, 0:16:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9569, loss_cls: 1.4325, loss: 1.4325 +2023-12-23 14:50:55,483 - pyskl - INFO - Epoch [10][300/2506] lr: 2.477e-02, eta: 1 day, 0:15:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9556, loss_cls: 1.4539, loss: 1.4539 +2023-12-23 14:51:18,128 - pyskl - INFO - Epoch [10][400/2506] lr: 2.477e-02, eta: 1 day, 0:14:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9563, loss_cls: 1.4744, loss: 1.4744 +2023-12-23 14:51:40,831 - pyskl - INFO - Epoch [10][500/2506] lr: 2.477e-02, eta: 1 day, 0:13:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9556, loss_cls: 1.4334, loss: 1.4334 +2023-12-23 14:52:03,410 - pyskl - INFO - Epoch [10][600/2506] lr: 2.477e-02, eta: 1 day, 0:12:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9581, loss_cls: 1.4418, loss: 1.4418 +2023-12-23 14:52:26,150 - pyskl - INFO - Epoch [10][700/2506] lr: 2.476e-02, eta: 1 day, 0:11:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9494, loss_cls: 1.4503, loss: 1.4503 +2023-12-23 14:52:48,843 - pyskl - INFO - Epoch [10][800/2506] lr: 2.476e-02, eta: 1 day, 0:10:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9537, loss_cls: 1.5299, loss: 1.5299 +2023-12-23 14:53:11,468 - pyskl - INFO - Epoch [10][900/2506] lr: 2.476e-02, eta: 1 day, 0:09:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9425, loss_cls: 1.5323, loss: 1.5323 +2023-12-23 14:53:34,205 - pyskl - INFO - Epoch [10][1000/2506] lr: 2.476e-02, eta: 1 day, 0:08:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9600, loss_cls: 1.4855, loss: 1.4855 +2023-12-23 14:53:56,898 - pyskl - INFO - Epoch [10][1100/2506] lr: 2.476e-02, eta: 1 day, 0:08:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9594, loss_cls: 1.4137, loss: 1.4137 +2023-12-23 14:54:19,528 - pyskl - INFO - Epoch [10][1200/2506] lr: 2.475e-02, eta: 1 day, 0:07:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9637, loss_cls: 1.3853, loss: 1.3853 +2023-12-23 14:54:42,280 - pyskl - INFO - Epoch [10][1300/2506] lr: 2.475e-02, eta: 1 day, 0:06:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9619, loss_cls: 1.4481, loss: 1.4481 +2023-12-23 14:55:04,917 - pyskl - INFO - Epoch [10][1400/2506] lr: 2.475e-02, eta: 1 day, 0:05:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9619, loss_cls: 1.3812, loss: 1.3812 +2023-12-23 14:55:27,611 - pyskl - INFO - Epoch [10][1500/2506] lr: 2.475e-02, eta: 1 day, 0:04:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9587, loss_cls: 1.3577, loss: 1.3577 +2023-12-23 14:55:50,282 - pyskl - INFO - Epoch [10][1600/2506] lr: 2.475e-02, eta: 1 day, 0:03:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9556, loss_cls: 1.4492, loss: 1.4492 +2023-12-23 14:56:13,019 - pyskl - INFO - Epoch [10][1700/2506] lr: 2.474e-02, eta: 1 day, 0:02:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9656, loss_cls: 1.3111, loss: 1.3111 +2023-12-23 14:56:35,654 - pyskl - INFO - Epoch [10][1800/2506] lr: 2.474e-02, eta: 1 day, 0:01:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9575, loss_cls: 1.4801, loss: 1.4801 +2023-12-23 14:56:58,361 - pyskl - INFO - Epoch [10][1900/2506] lr: 2.474e-02, eta: 1 day, 0:00:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9463, loss_cls: 1.5059, loss: 1.5059 +2023-12-23 14:57:21,015 - pyskl - INFO - Epoch [10][2000/2506] lr: 2.474e-02, eta: 1 day, 0:00:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9494, loss_cls: 1.5597, loss: 1.5597 +2023-12-23 14:57:43,703 - pyskl - INFO - Epoch [10][2100/2506] lr: 2.474e-02, eta: 23:59:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9437, loss_cls: 1.5000, loss: 1.5000 +2023-12-23 14:58:06,401 - pyskl - INFO - Epoch [10][2200/2506] lr: 2.473e-02, eta: 23:58:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9606, loss_cls: 1.4451, loss: 1.4451 +2023-12-23 14:58:28,989 - pyskl - INFO - Epoch [10][2300/2506] lr: 2.473e-02, eta: 23:57:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9475, loss_cls: 1.5075, loss: 1.5075 +2023-12-23 14:58:51,664 - pyskl - INFO - Epoch [10][2400/2506] lr: 2.473e-02, eta: 23:56:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9475, loss_cls: 1.4852, loss: 1.4852 +2023-12-23 14:59:14,365 - pyskl - INFO - Epoch [10][2500/2506] lr: 2.473e-02, eta: 23:55:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9537, loss_cls: 1.3754, loss: 1.3754 +2023-12-23 14:59:16,191 - pyskl - INFO - Saving checkpoint at 10 epochs +2023-12-23 15:00:35,663 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 15:00:35,734 - pyskl - INFO - +top1_acc 0.3741 +top5_acc 0.7175 +2023-12-23 15:00:35,738 - pyskl - INFO - Epoch(val) [10][1031] top1_acc: 0.3741, top5_acc: 0.7175 +2023-12-23 15:01:17,096 - pyskl - INFO - Epoch [11][100/2506] lr: 2.472e-02, eta: 23:58:57, time: 0.414, data_time: 0.186, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9656, loss_cls: 1.3803, loss: 1.3803 +2023-12-23 15:01:39,721 - pyskl - INFO - Epoch [11][200/2506] lr: 2.472e-02, eta: 23:58:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9631, loss_cls: 1.3728, loss: 1.3728 +2023-12-23 15:02:02,160 - pyskl - INFO - Epoch [11][300/2506] lr: 2.472e-02, eta: 23:57:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9613, loss_cls: 1.4256, loss: 1.4256 +2023-12-23 15:02:24,745 - pyskl - INFO - Epoch [11][400/2506] lr: 2.472e-02, eta: 23:56:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9537, loss_cls: 1.4043, loss: 1.4043 +2023-12-23 15:02:47,461 - pyskl - INFO - Epoch [11][500/2506] lr: 2.472e-02, eta: 23:55:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9606, loss_cls: 1.3946, loss: 1.3946 +2023-12-23 15:03:10,138 - pyskl - INFO - Epoch [11][600/2506] lr: 2.471e-02, eta: 23:54:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9619, loss_cls: 1.3719, loss: 1.3719 +2023-12-23 15:03:32,830 - pyskl - INFO - Epoch [11][700/2506] lr: 2.471e-02, eta: 23:53:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9619, loss_cls: 1.3583, loss: 1.3583 +2023-12-23 15:03:55,494 - pyskl - INFO - Epoch [11][800/2506] lr: 2.471e-02, eta: 23:52:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9544, loss_cls: 1.4542, loss: 1.4542 +2023-12-23 15:04:18,198 - pyskl - INFO - Epoch [11][900/2506] lr: 2.471e-02, eta: 23:52:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9613, loss_cls: 1.3912, loss: 1.3912 +2023-12-23 15:04:40,979 - pyskl - INFO - Epoch [11][1000/2506] lr: 2.470e-02, eta: 23:51:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9556, loss_cls: 1.4678, loss: 1.4678 +2023-12-23 15:05:03,740 - pyskl - INFO - Epoch [11][1100/2506] lr: 2.470e-02, eta: 23:50:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9587, loss_cls: 1.4010, loss: 1.4010 +2023-12-23 15:05:26,447 - pyskl - INFO - Epoch [11][1200/2506] lr: 2.470e-02, eta: 23:49:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9575, loss_cls: 1.3745, loss: 1.3745 +2023-12-23 15:05:49,174 - pyskl - INFO - Epoch [11][1300/2506] lr: 2.470e-02, eta: 23:48:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9631, loss_cls: 1.4117, loss: 1.4117 +2023-12-23 15:06:11,763 - pyskl - INFO - Epoch [11][1400/2506] lr: 2.470e-02, eta: 23:48:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9556, loss_cls: 1.3958, loss: 1.3958 +2023-12-23 15:06:34,372 - pyskl - INFO - Epoch [11][1500/2506] lr: 2.469e-02, eta: 23:47:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9631, loss_cls: 1.3340, loss: 1.3340 +2023-12-23 15:06:57,078 - pyskl - INFO - Epoch [11][1600/2506] lr: 2.469e-02, eta: 23:46:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9431, loss_cls: 1.5096, loss: 1.5096 +2023-12-23 15:07:19,812 - pyskl - INFO - Epoch [11][1700/2506] lr: 2.469e-02, eta: 23:45:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9487, loss_cls: 1.4612, loss: 1.4612 +2023-12-23 15:07:42,598 - pyskl - INFO - Epoch [11][1800/2506] lr: 2.469e-02, eta: 23:44:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9650, loss_cls: 1.3315, loss: 1.3315 +2023-12-23 15:08:05,318 - pyskl - INFO - Epoch [11][1900/2506] lr: 2.468e-02, eta: 23:44:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9537, loss_cls: 1.4467, loss: 1.4467 +2023-12-23 15:08:27,970 - pyskl - INFO - Epoch [11][2000/2506] lr: 2.468e-02, eta: 23:43:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9663, loss_cls: 1.3694, loss: 1.3694 +2023-12-23 15:08:50,672 - pyskl - INFO - Epoch [11][2100/2506] lr: 2.468e-02, eta: 23:42:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9594, loss_cls: 1.4276, loss: 1.4276 +2023-12-23 15:09:13,323 - pyskl - INFO - Epoch [11][2200/2506] lr: 2.468e-02, eta: 23:41:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9463, loss_cls: 1.5392, loss: 1.5392 +2023-12-23 15:09:35,950 - pyskl - INFO - Epoch [11][2300/2506] lr: 2.467e-02, eta: 23:40:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9531, loss_cls: 1.3836, loss: 1.3836 +2023-12-23 15:09:58,573 - pyskl - INFO - Epoch [11][2400/2506] lr: 2.467e-02, eta: 23:40:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9519, loss_cls: 1.4398, loss: 1.4398 +2023-12-23 15:10:21,171 - pyskl - INFO - Epoch [11][2500/2506] lr: 2.467e-02, eta: 23:39:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9587, loss_cls: 1.3801, loss: 1.3801 +2023-12-23 15:10:23,020 - pyskl - INFO - Saving checkpoint at 11 epochs +2023-12-23 15:11:42,290 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 15:11:42,362 - pyskl - INFO - +top1_acc 0.6897 +top5_acc 0.9272 +2023-12-23 15:11:42,366 - pyskl - INFO - Epoch(val) [11][1031] top1_acc: 0.6897, top5_acc: 0.9272 +2023-12-23 15:12:23,792 - pyskl - INFO - Epoch [12][100/2506] lr: 2.467e-02, eta: 23:42:05, time: 0.414, data_time: 0.188, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9613, loss_cls: 1.3529, loss: 1.3529 +2023-12-23 15:12:46,439 - pyskl - INFO - Epoch [12][200/2506] lr: 2.466e-02, eta: 23:41:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9650, loss_cls: 1.3017, loss: 1.3017 +2023-12-23 15:13:09,214 - pyskl - INFO - Epoch [12][300/2506] lr: 2.466e-02, eta: 23:40:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9694, loss_cls: 1.2645, loss: 1.2645 +2023-12-23 15:13:31,976 - pyskl - INFO - Epoch [12][400/2506] lr: 2.466e-02, eta: 23:39:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9563, loss_cls: 1.3820, loss: 1.3820 +2023-12-23 15:13:54,697 - pyskl - INFO - Epoch [12][500/2506] lr: 2.466e-02, eta: 23:38:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9644, loss_cls: 1.3729, loss: 1.3729 +2023-12-23 15:14:17,377 - pyskl - INFO - Epoch [12][600/2506] lr: 2.466e-02, eta: 23:38:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9613, loss_cls: 1.3360, loss: 1.3360 +2023-12-23 15:14:40,079 - pyskl - INFO - Epoch [12][700/2506] lr: 2.465e-02, eta: 23:37:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9769, loss_cls: 1.2393, loss: 1.2393 +2023-12-23 15:15:02,821 - pyskl - INFO - Epoch [12][800/2506] lr: 2.465e-02, eta: 23:36:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9606, loss_cls: 1.4280, loss: 1.4280 +2023-12-23 15:15:25,595 - pyskl - INFO - Epoch [12][900/2506] lr: 2.465e-02, eta: 23:35:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9594, loss_cls: 1.3660, loss: 1.3660 +2023-12-23 15:15:48,369 - pyskl - INFO - Epoch [12][1000/2506] lr: 2.465e-02, eta: 23:35:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9556, loss_cls: 1.4745, loss: 1.4745 +2023-12-23 15:16:11,007 - pyskl - INFO - Epoch [12][1100/2506] lr: 2.464e-02, eta: 23:34:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9550, loss_cls: 1.4844, loss: 1.4844 +2023-12-23 15:16:33,664 - pyskl - INFO - Epoch [12][1200/2506] lr: 2.464e-02, eta: 23:33:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9656, loss_cls: 1.3582, loss: 1.3582 +2023-12-23 15:16:56,503 - pyskl - INFO - Epoch [12][1300/2506] lr: 2.464e-02, eta: 23:32:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9456, loss_cls: 1.4681, loss: 1.4681 +2023-12-23 15:17:19,267 - pyskl - INFO - Epoch [12][1400/2506] lr: 2.464e-02, eta: 23:32:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9494, loss_cls: 1.4403, loss: 1.4403 +2023-12-23 15:17:41,931 - pyskl - INFO - Epoch [12][1500/2506] lr: 2.463e-02, eta: 23:31:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9606, loss_cls: 1.3735, loss: 1.3735 +2023-12-23 15:18:04,579 - pyskl - INFO - Epoch [12][1600/2506] lr: 2.463e-02, eta: 23:30:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9581, loss_cls: 1.2536, loss: 1.2536 +2023-12-23 15:18:27,162 - pyskl - INFO - Epoch [12][1700/2506] lr: 2.463e-02, eta: 23:29:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9506, loss_cls: 1.3823, loss: 1.3823 +2023-12-23 15:18:49,842 - pyskl - INFO - Epoch [12][1800/2506] lr: 2.463e-02, eta: 23:29:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9594, loss_cls: 1.3630, loss: 1.3630 +2023-12-23 15:19:12,613 - pyskl - INFO - Epoch [12][1900/2506] lr: 2.462e-02, eta: 23:28:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9563, loss_cls: 1.4031, loss: 1.4031 +2023-12-23 15:19:35,347 - pyskl - INFO - Epoch [12][2000/2506] lr: 2.462e-02, eta: 23:27:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9631, loss_cls: 1.3714, loss: 1.3714 +2023-12-23 15:19:57,971 - pyskl - INFO - Epoch [12][2100/2506] lr: 2.462e-02, eta: 23:26:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9606, loss_cls: 1.3180, loss: 1.3180 +2023-12-23 15:20:20,562 - pyskl - INFO - Epoch [12][2200/2506] lr: 2.462e-02, eta: 23:26:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9637, loss_cls: 1.3140, loss: 1.3140 +2023-12-23 15:20:43,225 - pyskl - INFO - Epoch [12][2300/2506] lr: 2.461e-02, eta: 23:25:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9594, loss_cls: 1.3535, loss: 1.3535 +2023-12-23 15:21:05,930 - pyskl - INFO - Epoch [12][2400/2506] lr: 2.461e-02, eta: 23:24:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9712, loss_cls: 1.2882, loss: 1.2882 +2023-12-23 15:21:28,514 - pyskl - INFO - Epoch [12][2500/2506] lr: 2.461e-02, eta: 23:23:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9563, loss_cls: 1.4471, loss: 1.4471 +2023-12-23 15:21:30,320 - pyskl - INFO - Saving checkpoint at 12 epochs +2023-12-23 15:22:49,861 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 15:22:49,938 - pyskl - INFO - +top1_acc 0.7049 +top5_acc 0.9381 +2023-12-23 15:22:49,942 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/bm/best_top1_acc_epoch_9.pth was removed +2023-12-23 15:22:50,074 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2023-12-23 15:22:50,074 - pyskl - INFO - Best top1_acc is 0.7049 at 12 epoch. +2023-12-23 15:22:50,078 - pyskl - INFO - Epoch(val) [12][1031] top1_acc: 0.7049, top5_acc: 0.9381 +2023-12-23 15:23:31,638 - pyskl - INFO - Epoch [13][100/2506] lr: 2.460e-02, eta: 23:26:32, time: 0.416, data_time: 0.189, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9637, loss_cls: 1.3478, loss: 1.3478 +2023-12-23 15:23:54,161 - pyskl - INFO - Epoch [13][200/2506] lr: 2.460e-02, eta: 23:25:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9650, loss_cls: 1.3455, loss: 1.3455 +2023-12-23 15:24:16,702 - pyskl - INFO - Epoch [13][300/2506] lr: 2.460e-02, eta: 23:25:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9600, loss_cls: 1.3813, loss: 1.3813 +2023-12-23 15:24:39,396 - pyskl - INFO - Epoch [13][400/2506] lr: 2.460e-02, eta: 23:24:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9712, loss_cls: 1.2968, loss: 1.2968 +2023-12-23 15:25:02,066 - pyskl - INFO - Epoch [13][500/2506] lr: 2.459e-02, eta: 23:23:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9500, loss_cls: 1.3741, loss: 1.3741 +2023-12-23 15:25:24,845 - pyskl - INFO - Epoch [13][600/2506] lr: 2.459e-02, eta: 23:22:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9663, loss_cls: 1.2657, loss: 1.2657 +2023-12-23 15:25:47,573 - pyskl - INFO - Epoch [13][700/2506] lr: 2.459e-02, eta: 23:22:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9613, loss_cls: 1.3462, loss: 1.3462 +2023-12-23 15:26:10,270 - pyskl - INFO - Epoch [13][800/2506] lr: 2.459e-02, eta: 23:21:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9450, loss_cls: 1.4472, loss: 1.4472 +2023-12-23 15:26:33,024 - pyskl - INFO - Epoch [13][900/2506] lr: 2.458e-02, eta: 23:20:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9600, loss_cls: 1.2904, loss: 1.2904 +2023-12-23 15:26:55,770 - pyskl - INFO - Epoch [13][1000/2506] lr: 2.458e-02, eta: 23:20:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9613, loss_cls: 1.3424, loss: 1.3424 +2023-12-23 15:27:18,437 - pyskl - INFO - Epoch [13][1100/2506] lr: 2.458e-02, eta: 23:19:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9519, loss_cls: 1.4015, loss: 1.4015 +2023-12-23 15:27:41,203 - pyskl - INFO - Epoch [13][1200/2506] lr: 2.458e-02, eta: 23:18:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9594, loss_cls: 1.3661, loss: 1.3661 +2023-12-23 15:28:04,021 - pyskl - INFO - Epoch [13][1300/2506] lr: 2.457e-02, eta: 23:17:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9556, loss_cls: 1.4408, loss: 1.4408 +2023-12-23 15:28:26,857 - pyskl - INFO - Epoch [13][1400/2506] lr: 2.457e-02, eta: 23:17:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9619, loss_cls: 1.3087, loss: 1.3087 +2023-12-23 15:28:49,534 - pyskl - INFO - Epoch [13][1500/2506] lr: 2.457e-02, eta: 23:16:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9594, loss_cls: 1.3502, loss: 1.3502 +2023-12-23 15:29:12,304 - pyskl - INFO - Epoch [13][1600/2506] lr: 2.456e-02, eta: 23:15:49, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9644, loss_cls: 1.3385, loss: 1.3385 +2023-12-23 15:29:34,963 - pyskl - INFO - Epoch [13][1700/2506] lr: 2.456e-02, eta: 23:15:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9613, loss_cls: 1.3695, loss: 1.3695 +2023-12-23 15:29:57,698 - pyskl - INFO - Epoch [13][1800/2506] lr: 2.456e-02, eta: 23:14:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9625, loss_cls: 1.2396, loss: 1.2396 +2023-12-23 15:30:20,540 - pyskl - INFO - Epoch [13][1900/2506] lr: 2.456e-02, eta: 23:13:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9675, loss_cls: 1.3211, loss: 1.3211 +2023-12-23 15:30:43,359 - pyskl - INFO - Epoch [13][2000/2506] lr: 2.455e-02, eta: 23:13:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9537, loss_cls: 1.4091, loss: 1.4091 +2023-12-23 15:31:06,061 - pyskl - INFO - Epoch [13][2100/2506] lr: 2.455e-02, eta: 23:12:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9706, loss_cls: 1.1915, loss: 1.1915 +2023-12-23 15:31:28,746 - pyskl - INFO - Epoch [13][2200/2506] lr: 2.455e-02, eta: 23:11:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9581, loss_cls: 1.3787, loss: 1.3787 +2023-12-23 15:31:51,405 - pyskl - INFO - Epoch [13][2300/2506] lr: 2.455e-02, eta: 23:11:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9619, loss_cls: 1.3921, loss: 1.3921 +2023-12-23 15:32:14,143 - pyskl - INFO - Epoch [13][2400/2506] lr: 2.454e-02, eta: 23:10:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9594, loss_cls: 1.3307, loss: 1.3307 +2023-12-23 15:32:36,782 - pyskl - INFO - Epoch [13][2500/2506] lr: 2.454e-02, eta: 23:09:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9506, loss_cls: 1.3922, loss: 1.3922 +2023-12-23 15:32:38,590 - pyskl - INFO - Saving checkpoint at 13 epochs +2023-12-23 15:33:58,022 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 15:33:58,095 - pyskl - INFO - +top1_acc 0.7035 +top5_acc 0.9388 +2023-12-23 15:33:58,099 - pyskl - INFO - Epoch(val) [13][1031] top1_acc: 0.7035, top5_acc: 0.9388 +2023-12-23 15:34:38,675 - pyskl - INFO - Epoch [14][100/2506] lr: 2.454e-02, eta: 23:11:47, time: 0.406, data_time: 0.180, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9637, loss_cls: 1.3123, loss: 1.3123 +2023-12-23 15:35:01,420 - pyskl - INFO - Epoch [14][200/2506] lr: 2.453e-02, eta: 23:11:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9619, loss_cls: 1.3020, loss: 1.3020 +2023-12-23 15:35:24,031 - pyskl - INFO - Epoch [14][300/2506] lr: 2.453e-02, eta: 23:10:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9675, loss_cls: 1.3129, loss: 1.3129 +2023-12-23 15:35:46,680 - pyskl - INFO - Epoch [14][400/2506] lr: 2.453e-02, eta: 23:09:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9587, loss_cls: 1.3353, loss: 1.3353 +2023-12-23 15:36:09,289 - pyskl - INFO - Epoch [14][500/2506] lr: 2.453e-02, eta: 23:09:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9631, loss_cls: 1.2923, loss: 1.2923 +2023-12-23 15:36:32,128 - pyskl - INFO - Epoch [14][600/2506] lr: 2.452e-02, eta: 23:08:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9594, loss_cls: 1.3767, loss: 1.3767 +2023-12-23 15:36:54,774 - pyskl - INFO - Epoch [14][700/2506] lr: 2.452e-02, eta: 23:07:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9587, loss_cls: 1.2834, loss: 1.2834 +2023-12-23 15:37:17,433 - pyskl - INFO - Epoch [14][800/2506] lr: 2.452e-02, eta: 23:06:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9587, loss_cls: 1.3416, loss: 1.3416 +2023-12-23 15:37:40,173 - pyskl - INFO - Epoch [14][900/2506] lr: 2.451e-02, eta: 23:06:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9587, loss_cls: 1.3490, loss: 1.3490 +2023-12-23 15:38:02,771 - pyskl - INFO - Epoch [14][1000/2506] lr: 2.451e-02, eta: 23:05:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9606, loss_cls: 1.3173, loss: 1.3173 +2023-12-23 15:38:25,462 - pyskl - INFO - Epoch [14][1100/2506] lr: 2.451e-02, eta: 23:04:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9587, loss_cls: 1.3420, loss: 1.3420 +2023-12-23 15:38:48,178 - pyskl - INFO - Epoch [14][1200/2506] lr: 2.451e-02, eta: 23:04:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9544, loss_cls: 1.3964, loss: 1.3964 +2023-12-23 15:39:10,819 - pyskl - INFO - Epoch [14][1300/2506] lr: 2.450e-02, eta: 23:03:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9619, loss_cls: 1.3521, loss: 1.3521 +2023-12-23 15:39:33,528 - pyskl - INFO - Epoch [14][1400/2506] lr: 2.450e-02, eta: 23:02:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9494, loss_cls: 1.4371, loss: 1.4371 +2023-12-23 15:39:56,280 - pyskl - INFO - Epoch [14][1500/2506] lr: 2.450e-02, eta: 23:02:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9637, loss_cls: 1.2587, loss: 1.2587 +2023-12-23 15:40:18,948 - pyskl - INFO - Epoch [14][1600/2506] lr: 2.449e-02, eta: 23:01:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9575, loss_cls: 1.4088, loss: 1.4088 +2023-12-23 15:40:41,567 - pyskl - INFO - Epoch [14][1700/2506] lr: 2.449e-02, eta: 23:00:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9600, loss_cls: 1.3303, loss: 1.3303 +2023-12-23 15:41:04,278 - pyskl - INFO - Epoch [14][1800/2506] lr: 2.449e-02, eta: 23:00:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9575, loss_cls: 1.2766, loss: 1.2766 +2023-12-23 15:41:26,928 - pyskl - INFO - Epoch [14][1900/2506] lr: 2.448e-02, eta: 22:59:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9531, loss_cls: 1.3346, loss: 1.3346 +2023-12-23 15:41:49,572 - pyskl - INFO - Epoch [14][2000/2506] lr: 2.448e-02, eta: 22:58:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9688, loss_cls: 1.2128, loss: 1.2128 +2023-12-23 15:42:12,296 - pyskl - INFO - Epoch [14][2100/2506] lr: 2.448e-02, eta: 22:58:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9644, loss_cls: 1.3023, loss: 1.3023 +2023-12-23 15:42:34,990 - pyskl - INFO - Epoch [14][2200/2506] lr: 2.448e-02, eta: 22:57:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9613, loss_cls: 1.3178, loss: 1.3178 +2023-12-23 15:42:57,689 - pyskl - INFO - Epoch [14][2300/2506] lr: 2.447e-02, eta: 22:56:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9619, loss_cls: 1.2986, loss: 1.2986 +2023-12-23 15:43:20,349 - pyskl - INFO - Epoch [14][2400/2506] lr: 2.447e-02, eta: 22:56:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9619, loss_cls: 1.3379, loss: 1.3379 +2023-12-23 15:43:43,078 - pyskl - INFO - Epoch [14][2500/2506] lr: 2.447e-02, eta: 22:55:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9663, loss_cls: 1.2625, loss: 1.2625 +2023-12-23 15:43:44,886 - pyskl - INFO - Saving checkpoint at 14 epochs +2023-12-23 15:45:04,162 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 15:45:04,245 - pyskl - INFO - +top1_acc 0.7239 +top5_acc 0.9452 +2023-12-23 15:45:04,250 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/bm/best_top1_acc_epoch_12.pth was removed +2023-12-23 15:45:04,383 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. +2023-12-23 15:45:04,383 - pyskl - INFO - Best top1_acc is 0.7239 at 14 epoch. +2023-12-23 15:45:04,387 - pyskl - INFO - Epoch(val) [14][1031] top1_acc: 0.7239, top5_acc: 0.9452 +2023-12-23 15:45:45,938 - pyskl - INFO - Epoch [15][100/2506] lr: 2.446e-02, eta: 22:57:47, time: 0.415, data_time: 0.189, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9613, loss_cls: 1.2737, loss: 1.2737 +2023-12-23 15:46:08,544 - pyskl - INFO - Epoch [15][200/2506] lr: 2.446e-02, eta: 22:57:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9644, loss_cls: 1.2482, loss: 1.2482 +2023-12-23 15:46:31,274 - pyskl - INFO - Epoch [15][300/2506] lr: 2.446e-02, eta: 22:56:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9650, loss_cls: 1.2353, loss: 1.2353 +2023-12-23 15:46:53,984 - pyskl - INFO - Epoch [15][400/2506] lr: 2.445e-02, eta: 22:55:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9637, loss_cls: 1.3161, loss: 1.3161 +2023-12-23 15:47:16,693 - pyskl - INFO - Epoch [15][500/2506] lr: 2.445e-02, eta: 22:55:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9681, loss_cls: 1.3261, loss: 1.3261 +2023-12-23 15:47:39,355 - pyskl - INFO - Epoch [15][600/2506] lr: 2.445e-02, eta: 22:54:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9569, loss_cls: 1.3588, loss: 1.3588 +2023-12-23 15:48:01,963 - pyskl - INFO - Epoch [15][700/2506] lr: 2.445e-02, eta: 22:53:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9587, loss_cls: 1.2609, loss: 1.2609 +2023-12-23 15:48:24,737 - pyskl - INFO - Epoch [15][800/2506] lr: 2.444e-02, eta: 22:53:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9637, loss_cls: 1.2511, loss: 1.2511 +2023-12-23 15:48:47,541 - pyskl - INFO - Epoch [15][900/2506] lr: 2.444e-02, eta: 22:52:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9619, loss_cls: 1.2988, loss: 1.2988 +2023-12-23 15:49:10,219 - pyskl - INFO - Epoch [15][1000/2506] lr: 2.444e-02, eta: 22:51:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9569, loss_cls: 1.3523, loss: 1.3523 +2023-12-23 15:49:32,951 - pyskl - INFO - Epoch [15][1100/2506] lr: 2.443e-02, eta: 22:51:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9606, loss_cls: 1.2857, loss: 1.2857 +2023-12-23 15:49:55,795 - pyskl - INFO - Epoch [15][1200/2506] lr: 2.443e-02, eta: 22:50:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9681, loss_cls: 1.2803, loss: 1.2803 +2023-12-23 15:50:18,547 - pyskl - INFO - Epoch [15][1300/2506] lr: 2.443e-02, eta: 22:50:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9619, loss_cls: 1.2747, loss: 1.2747 +2023-12-23 15:50:41,273 - pyskl - INFO - Epoch [15][1400/2506] lr: 2.442e-02, eta: 22:49:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9594, loss_cls: 1.3087, loss: 1.3087 +2023-12-23 15:51:04,127 - pyskl - INFO - Epoch [15][1500/2506] lr: 2.442e-02, eta: 22:48:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9637, loss_cls: 1.3136, loss: 1.3136 +2023-12-23 15:51:26,867 - pyskl - INFO - Epoch [15][1600/2506] lr: 2.442e-02, eta: 22:48:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9613, loss_cls: 1.3071, loss: 1.3071 +2023-12-23 15:51:49,517 - pyskl - INFO - Epoch [15][1700/2506] lr: 2.441e-02, eta: 22:47:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9544, loss_cls: 1.3902, loss: 1.3902 +2023-12-23 15:52:12,285 - pyskl - INFO - Epoch [15][1800/2506] lr: 2.441e-02, eta: 22:46:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9644, loss_cls: 1.3077, loss: 1.3077 +2023-12-23 15:52:34,925 - pyskl - INFO - Epoch [15][1900/2506] lr: 2.441e-02, eta: 22:46:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9600, loss_cls: 1.2869, loss: 1.2869 +2023-12-23 15:52:57,620 - pyskl - INFO - Epoch [15][2000/2506] lr: 2.440e-02, eta: 22:45:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9675, loss_cls: 1.1859, loss: 1.1859 +2023-12-23 15:53:20,291 - pyskl - INFO - Epoch [15][2100/2506] lr: 2.440e-02, eta: 22:45:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9625, loss_cls: 1.2060, loss: 1.2060 +2023-12-23 15:53:42,987 - pyskl - INFO - Epoch [15][2200/2506] lr: 2.440e-02, eta: 22:44:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9594, loss_cls: 1.2931, loss: 1.2931 +2023-12-23 15:54:05,668 - pyskl - INFO - Epoch [15][2300/2506] lr: 2.439e-02, eta: 22:43:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9656, loss_cls: 1.3103, loss: 1.3103 +2023-12-23 15:54:28,370 - pyskl - INFO - Epoch [15][2400/2506] lr: 2.439e-02, eta: 22:43:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9613, loss_cls: 1.3107, loss: 1.3107 +2023-12-23 15:54:51,032 - pyskl - INFO - Epoch [15][2500/2506] lr: 2.439e-02, eta: 22:42:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9594, loss_cls: 1.3458, loss: 1.3458 +2023-12-23 15:54:52,927 - pyskl - INFO - Saving checkpoint at 15 epochs +2023-12-23 15:56:12,275 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 15:56:12,347 - pyskl - INFO - +top1_acc 0.6281 +top5_acc 0.9001 +2023-12-23 15:56:12,351 - pyskl - INFO - Epoch(val) [15][1031] top1_acc: 0.6281, top5_acc: 0.9001 +2023-12-23 15:56:53,322 - pyskl - INFO - Epoch [16][100/2506] lr: 2.439e-02, eta: 22:44:22, time: 0.410, data_time: 0.184, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9631, loss_cls: 1.2556, loss: 1.2556 +2023-12-23 15:57:15,977 - pyskl - INFO - Epoch [16][200/2506] lr: 2.438e-02, eta: 22:43:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9681, loss_cls: 1.2795, loss: 1.2795 +2023-12-23 15:57:38,760 - pyskl - INFO - Epoch [16][300/2506] lr: 2.438e-02, eta: 22:43:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9700, loss_cls: 1.1505, loss: 1.1505 +2023-12-23 15:58:01,446 - pyskl - INFO - Epoch [16][400/2506] lr: 2.438e-02, eta: 22:42:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9656, loss_cls: 1.2954, loss: 1.2954 +2023-12-23 15:58:24,152 - pyskl - INFO - Epoch [16][500/2506] lr: 2.437e-02, eta: 22:41:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9581, loss_cls: 1.3257, loss: 1.3257 +2023-12-23 15:58:46,797 - pyskl - INFO - Epoch [16][600/2506] lr: 2.437e-02, eta: 22:41:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9606, loss_cls: 1.2699, loss: 1.2699 +2023-12-23 15:59:09,554 - pyskl - INFO - Epoch [16][700/2506] lr: 2.437e-02, eta: 22:40:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9688, loss_cls: 1.2666, loss: 1.2666 +2023-12-23 15:59:32,289 - pyskl - INFO - Epoch [16][800/2506] lr: 2.436e-02, eta: 22:40:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9625, loss_cls: 1.2480, loss: 1.2480 +2023-12-23 15:59:54,949 - pyskl - INFO - Epoch [16][900/2506] lr: 2.436e-02, eta: 22:39:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9619, loss_cls: 1.2336, loss: 1.2336 +2023-12-23 16:00:17,577 - pyskl - INFO - Epoch [16][1000/2506] lr: 2.436e-02, eta: 22:38:45, time: 0.226, data_time: 0.001, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9631, loss_cls: 1.1511, loss: 1.1511 +2023-12-23 16:00:40,267 - pyskl - INFO - Epoch [16][1100/2506] lr: 2.435e-02, eta: 22:38:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9694, loss_cls: 1.2547, loss: 1.2547 +2023-12-23 16:01:02,954 - pyskl - INFO - Epoch [16][1200/2506] lr: 2.435e-02, eta: 22:37:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9575, loss_cls: 1.2806, loss: 1.2806 +2023-12-23 16:01:25,603 - pyskl - INFO - Epoch [16][1300/2506] lr: 2.435e-02, eta: 22:36:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9694, loss_cls: 1.2117, loss: 1.2117 +2023-12-23 16:01:48,180 - pyskl - INFO - Epoch [16][1400/2506] lr: 2.434e-02, eta: 22:36:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9550, loss_cls: 1.3673, loss: 1.3673 +2023-12-23 16:02:10,761 - pyskl - INFO - Epoch [16][1500/2506] lr: 2.434e-02, eta: 22:35:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9656, loss_cls: 1.2471, loss: 1.2471 +2023-12-23 16:02:33,361 - pyskl - INFO - Epoch [16][1600/2506] lr: 2.434e-02, eta: 22:35:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9625, loss_cls: 1.2419, loss: 1.2419 +2023-12-23 16:02:56,069 - pyskl - INFO - Epoch [16][1700/2506] lr: 2.433e-02, eta: 22:34:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9663, loss_cls: 1.2008, loss: 1.2008 +2023-12-23 16:03:18,778 - pyskl - INFO - Epoch [16][1800/2506] lr: 2.433e-02, eta: 22:33:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9513, loss_cls: 1.3937, loss: 1.3937 +2023-12-23 16:03:41,407 - pyskl - INFO - Epoch [16][1900/2506] lr: 2.433e-02, eta: 22:33:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9650, loss_cls: 1.2017, loss: 1.2017 +2023-12-23 16:04:04,045 - pyskl - INFO - Epoch [16][2000/2506] lr: 2.432e-02, eta: 22:32:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9581, loss_cls: 1.2930, loss: 1.2930 +2023-12-23 16:04:26,610 - pyskl - INFO - Epoch [16][2100/2506] lr: 2.432e-02, eta: 22:31:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9531, loss_cls: 1.3546, loss: 1.3546 +2023-12-23 16:04:49,258 - pyskl - INFO - Epoch [16][2200/2506] lr: 2.432e-02, eta: 22:31:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9700, loss_cls: 1.2570, loss: 1.2570 +2023-12-23 16:05:11,853 - pyskl - INFO - Epoch [16][2300/2506] lr: 2.431e-02, eta: 22:30:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9644, loss_cls: 1.2979, loss: 1.2979 +2023-12-23 16:05:34,454 - pyskl - INFO - Epoch [16][2400/2506] lr: 2.431e-02, eta: 22:30:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9594, loss_cls: 1.3661, loss: 1.3661 +2023-12-23 16:05:57,217 - pyskl - INFO - Epoch [16][2500/2506] lr: 2.430e-02, eta: 22:29:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 1.2532, loss: 1.2532 +2023-12-23 16:05:59,107 - pyskl - INFO - Saving checkpoint at 16 epochs +2023-12-23 16:07:18,228 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 16:07:18,299 - pyskl - INFO - +top1_acc 0.4476 +top5_acc 0.7794 +2023-12-23 16:07:18,303 - pyskl - INFO - Epoch(val) [16][1031] top1_acc: 0.4476, top5_acc: 0.7794 +2023-12-23 16:07:58,920 - pyskl - INFO - Epoch [17][100/2506] lr: 2.430e-02, eta: 22:31:11, time: 0.406, data_time: 0.179, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9663, loss_cls: 1.2418, loss: 1.2418 +2023-12-23 16:08:21,556 - pyskl - INFO - Epoch [17][200/2506] lr: 2.430e-02, eta: 22:30:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9569, loss_cls: 1.2816, loss: 1.2816 +2023-12-23 16:08:44,317 - pyskl - INFO - Epoch [17][300/2506] lr: 2.429e-02, eta: 22:29:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9675, loss_cls: 1.2263, loss: 1.2263 +2023-12-23 16:09:07,053 - pyskl - INFO - Epoch [17][400/2506] lr: 2.429e-02, eta: 22:29:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9631, loss_cls: 1.2317, loss: 1.2317 +2023-12-23 16:09:29,690 - pyskl - INFO - Epoch [17][500/2506] lr: 2.429e-02, eta: 22:28:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9625, loss_cls: 1.3037, loss: 1.3037 +2023-12-23 16:09:52,260 - pyskl - INFO - Epoch [17][600/2506] lr: 2.428e-02, eta: 22:28:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9537, loss_cls: 1.3333, loss: 1.3333 +2023-12-23 16:10:14,784 - pyskl - INFO - Epoch [17][700/2506] lr: 2.428e-02, eta: 22:27:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9637, loss_cls: 1.3056, loss: 1.3056 +2023-12-23 16:10:37,575 - pyskl - INFO - Epoch [17][800/2506] lr: 2.428e-02, eta: 22:26:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9656, loss_cls: 1.2093, loss: 1.2093 +2023-12-23 16:11:00,389 - pyskl - INFO - Epoch [17][900/2506] lr: 2.427e-02, eta: 22:26:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9637, loss_cls: 1.2422, loss: 1.2422 +2023-12-23 16:11:23,083 - pyskl - INFO - Epoch [17][1000/2506] lr: 2.427e-02, eta: 22:25:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9663, loss_cls: 1.2301, loss: 1.2301 +2023-12-23 16:11:45,807 - pyskl - INFO - Epoch [17][1100/2506] lr: 2.427e-02, eta: 22:25:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9650, loss_cls: 1.2864, loss: 1.2864 +2023-12-23 16:12:08,554 - pyskl - INFO - Epoch [17][1200/2506] lr: 2.426e-02, eta: 22:24:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9525, loss_cls: 1.3294, loss: 1.3294 +2023-12-23 16:12:31,250 - pyskl - INFO - Epoch [17][1300/2506] lr: 2.426e-02, eta: 22:24:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9587, loss_cls: 1.2521, loss: 1.2521 +2023-12-23 16:12:53,968 - pyskl - INFO - Epoch [17][1400/2506] lr: 2.426e-02, eta: 22:23:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9644, loss_cls: 1.2831, loss: 1.2831 +2023-12-23 16:13:16,740 - pyskl - INFO - Epoch [17][1500/2506] lr: 2.425e-02, eta: 22:22:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9719, loss_cls: 1.1778, loss: 1.1778 +2023-12-23 16:13:39,453 - pyskl - INFO - Epoch [17][1600/2506] lr: 2.425e-02, eta: 22:22:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9675, loss_cls: 1.1928, loss: 1.1928 +2023-12-23 16:14:02,126 - pyskl - INFO - Epoch [17][1700/2506] lr: 2.425e-02, eta: 22:21:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9700, loss_cls: 1.2066, loss: 1.2066 +2023-12-23 16:14:24,769 - pyskl - INFO - Epoch [17][1800/2506] lr: 2.424e-02, eta: 22:21:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9637, loss_cls: 1.2351, loss: 1.2351 +2023-12-23 16:14:47,378 - pyskl - INFO - Epoch [17][1900/2506] lr: 2.424e-02, eta: 22:20:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9637, loss_cls: 1.2229, loss: 1.2229 +2023-12-23 16:15:09,914 - pyskl - INFO - Epoch [17][2000/2506] lr: 2.423e-02, eta: 22:19:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9563, loss_cls: 1.2936, loss: 1.2936 +2023-12-23 16:15:32,459 - pyskl - INFO - Epoch [17][2100/2506] lr: 2.423e-02, eta: 22:19:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9644, loss_cls: 1.2230, loss: 1.2230 +2023-12-23 16:15:55,122 - pyskl - INFO - Epoch [17][2200/2506] lr: 2.423e-02, eta: 22:18:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9656, loss_cls: 1.2430, loss: 1.2430 +2023-12-23 16:16:17,838 - pyskl - INFO - Epoch [17][2300/2506] lr: 2.422e-02, eta: 22:18:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9675, loss_cls: 1.2414, loss: 1.2414 +2023-12-23 16:16:40,512 - pyskl - INFO - Epoch [17][2400/2506] lr: 2.422e-02, eta: 22:17:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9581, loss_cls: 1.2791, loss: 1.2791 +2023-12-23 16:17:03,248 - pyskl - INFO - Epoch [17][2500/2506] lr: 2.422e-02, eta: 22:16:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9688, loss_cls: 1.1856, loss: 1.1856 +2023-12-23 16:17:05,136 - pyskl - INFO - Saving checkpoint at 17 epochs +2023-12-23 16:18:24,205 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 16:18:24,276 - pyskl - INFO - +top1_acc 0.6759 +top5_acc 0.9293 +2023-12-23 16:18:24,280 - pyskl - INFO - Epoch(val) [17][1031] top1_acc: 0.6759, top5_acc: 0.9293 +2023-12-23 16:19:05,384 - pyskl - INFO - Epoch [18][100/2506] lr: 2.421e-02, eta: 22:18:32, time: 0.411, data_time: 0.184, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9581, loss_cls: 1.2902, loss: 1.2902 +2023-12-23 16:19:28,024 - pyskl - INFO - Epoch [18][200/2506] lr: 2.421e-02, eta: 22:17:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9569, loss_cls: 1.2946, loss: 1.2946 +2023-12-23 16:19:50,640 - pyskl - INFO - Epoch [18][300/2506] lr: 2.421e-02, eta: 22:17:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9675, loss_cls: 1.2383, loss: 1.2383 +2023-12-23 16:20:13,346 - pyskl - INFO - Epoch [18][400/2506] lr: 2.420e-02, eta: 22:16:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9663, loss_cls: 1.2204, loss: 1.2204 +2023-12-23 16:20:36,172 - pyskl - INFO - Epoch [18][500/2506] lr: 2.420e-02, eta: 22:16:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9606, loss_cls: 1.2733, loss: 1.2733 +2023-12-23 16:20:58,833 - pyskl - INFO - Epoch [18][600/2506] lr: 2.419e-02, eta: 22:15:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9681, loss_cls: 1.1416, loss: 1.1416 +2023-12-23 16:21:21,459 - pyskl - INFO - Epoch [18][700/2506] lr: 2.419e-02, eta: 22:15:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9625, loss_cls: 1.2004, loss: 1.2004 +2023-12-23 16:21:44,212 - pyskl - INFO - Epoch [18][800/2506] lr: 2.419e-02, eta: 22:14:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9631, loss_cls: 1.2436, loss: 1.2436 +2023-12-23 16:22:06,817 - pyskl - INFO - Epoch [18][900/2506] lr: 2.418e-02, eta: 22:13:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9700, loss_cls: 1.2165, loss: 1.2165 +2023-12-23 16:22:29,520 - pyskl - INFO - Epoch [18][1000/2506] lr: 2.418e-02, eta: 22:13:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9725, loss_cls: 1.1540, loss: 1.1540 +2023-12-23 16:22:52,294 - pyskl - INFO - Epoch [18][1100/2506] lr: 2.418e-02, eta: 22:12:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9631, loss_cls: 1.1949, loss: 1.1949 +2023-12-23 16:23:15,064 - pyskl - INFO - Epoch [18][1200/2506] lr: 2.417e-02, eta: 22:12:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9663, loss_cls: 1.2438, loss: 1.2438 +2023-12-23 16:23:37,889 - pyskl - INFO - Epoch [18][1300/2506] lr: 2.417e-02, eta: 22:11:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9637, loss_cls: 1.2729, loss: 1.2729 +2023-12-23 16:24:00,574 - pyskl - INFO - Epoch [18][1400/2506] lr: 2.416e-02, eta: 22:11:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9681, loss_cls: 1.2554, loss: 1.2554 +2023-12-23 16:24:23,180 - pyskl - INFO - Epoch [18][1500/2506] lr: 2.416e-02, eta: 22:10:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9688, loss_cls: 1.1671, loss: 1.1671 +2023-12-23 16:24:45,864 - pyskl - INFO - Epoch [18][1600/2506] lr: 2.416e-02, eta: 22:09:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9594, loss_cls: 1.2547, loss: 1.2547 +2023-12-23 16:25:08,483 - pyskl - INFO - Epoch [18][1700/2506] lr: 2.415e-02, eta: 22:09:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9625, loss_cls: 1.2266, loss: 1.2266 +2023-12-23 16:25:31,117 - pyskl - INFO - Epoch [18][1800/2506] lr: 2.415e-02, eta: 22:08:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9650, loss_cls: 1.2156, loss: 1.2156 +2023-12-23 16:25:53,776 - pyskl - INFO - Epoch [18][1900/2506] lr: 2.415e-02, eta: 22:08:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9575, loss_cls: 1.3272, loss: 1.3272 +2023-12-23 16:26:16,548 - pyskl - INFO - Epoch [18][2000/2506] lr: 2.414e-02, eta: 22:07:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9594, loss_cls: 1.2863, loss: 1.2863 +2023-12-23 16:26:39,282 - pyskl - INFO - Epoch [18][2100/2506] lr: 2.414e-02, eta: 22:07:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9644, loss_cls: 1.1065, loss: 1.1065 +2023-12-23 16:27:02,006 - pyskl - INFO - Epoch [18][2200/2506] lr: 2.413e-02, eta: 22:06:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9594, loss_cls: 1.2199, loss: 1.2199 +2023-12-23 16:27:24,781 - pyskl - INFO - Epoch [18][2300/2506] lr: 2.413e-02, eta: 22:05:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9619, loss_cls: 1.2989, loss: 1.2989 +2023-12-23 16:27:47,458 - pyskl - INFO - Epoch [18][2400/2506] lr: 2.413e-02, eta: 22:05:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9563, loss_cls: 1.2898, loss: 1.2898 +2023-12-23 16:28:10,042 - pyskl - INFO - Epoch [18][2500/2506] lr: 2.412e-02, eta: 22:04:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9575, loss_cls: 1.4238, loss: 1.4238 +2023-12-23 16:28:11,878 - pyskl - INFO - Saving checkpoint at 18 epochs +2023-12-23 16:29:31,248 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 16:29:31,326 - pyskl - INFO - +top1_acc 0.6960 +top5_acc 0.9410 +2023-12-23 16:29:31,330 - pyskl - INFO - Epoch(val) [18][1031] top1_acc: 0.6960, top5_acc: 0.9410 +2023-12-23 16:30:12,389 - pyskl - INFO - Epoch [19][100/2506] lr: 2.412e-02, eta: 22:06:13, time: 0.411, data_time: 0.185, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9712, loss_cls: 1.1921, loss: 1.1921 +2023-12-23 16:30:35,041 - pyskl - INFO - Epoch [19][200/2506] lr: 2.411e-02, eta: 22:05:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9694, loss_cls: 1.1831, loss: 1.1831 +2023-12-23 16:30:57,640 - pyskl - INFO - Epoch [19][300/2506] lr: 2.411e-02, eta: 22:05:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9669, loss_cls: 1.2223, loss: 1.2223 +2023-12-23 16:31:20,446 - pyskl - INFO - Epoch [19][400/2506] lr: 2.411e-02, eta: 22:04:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9581, loss_cls: 1.2491, loss: 1.2491 +2023-12-23 16:31:43,060 - pyskl - INFO - Epoch [19][500/2506] lr: 2.410e-02, eta: 22:03:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9613, loss_cls: 1.2544, loss: 1.2544 +2023-12-23 16:32:05,721 - pyskl - INFO - Epoch [19][600/2506] lr: 2.410e-02, eta: 22:03:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9600, loss_cls: 1.2903, loss: 1.2903 +2023-12-23 16:32:28,438 - pyskl - INFO - Epoch [19][700/2506] lr: 2.410e-02, eta: 22:02:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9631, loss_cls: 1.2054, loss: 1.2054 +2023-12-23 16:32:51,109 - pyskl - INFO - Epoch [19][800/2506] lr: 2.409e-02, eta: 22:02:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9619, loss_cls: 1.2132, loss: 1.2132 +2023-12-23 16:33:13,606 - pyskl - INFO - Epoch [19][900/2506] lr: 2.409e-02, eta: 22:01:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9681, loss_cls: 1.1877, loss: 1.1877 +2023-12-23 16:33:36,276 - pyskl - INFO - Epoch [19][1000/2506] lr: 2.408e-02, eta: 22:01:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9644, loss_cls: 1.2461, loss: 1.2461 +2023-12-23 16:33:58,996 - pyskl - INFO - Epoch [19][1100/2506] lr: 2.408e-02, eta: 22:00:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9669, loss_cls: 1.2491, loss: 1.2491 +2023-12-23 16:34:21,754 - pyskl - INFO - Epoch [19][1200/2506] lr: 2.408e-02, eta: 22:00:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9644, loss_cls: 1.2479, loss: 1.2479 +2023-12-23 16:34:44,462 - pyskl - INFO - Epoch [19][1300/2506] lr: 2.407e-02, eta: 21:59:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9644, loss_cls: 1.2498, loss: 1.2498 +2023-12-23 16:35:07,139 - pyskl - INFO - Epoch [19][1400/2506] lr: 2.407e-02, eta: 21:58:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9700, loss_cls: 1.1731, loss: 1.1731 +2023-12-23 16:35:29,713 - pyskl - INFO - Epoch [19][1500/2506] lr: 2.406e-02, eta: 21:58:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9619, loss_cls: 1.2044, loss: 1.2044 +2023-12-23 16:35:52,469 - pyskl - INFO - Epoch [19][1600/2506] lr: 2.406e-02, eta: 21:57:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9644, loss_cls: 1.2755, loss: 1.2755 +2023-12-23 16:36:15,111 - pyskl - INFO - Epoch [19][1700/2506] lr: 2.406e-02, eta: 21:57:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9600, loss_cls: 1.2709, loss: 1.2709 +2023-12-23 16:36:37,878 - pyskl - INFO - Epoch [19][1800/2506] lr: 2.405e-02, eta: 21:56:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9575, loss_cls: 1.3035, loss: 1.3035 +2023-12-23 16:37:00,565 - pyskl - INFO - Epoch [19][1900/2506] lr: 2.405e-02, eta: 21:56:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9706, loss_cls: 1.1251, loss: 1.1251 +2023-12-23 16:37:23,232 - pyskl - INFO - Epoch [19][2000/2506] lr: 2.404e-02, eta: 21:55:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9644, loss_cls: 1.2043, loss: 1.2043 +2023-12-23 16:37:45,872 - pyskl - INFO - Epoch [19][2100/2506] lr: 2.404e-02, eta: 21:54:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9587, loss_cls: 1.3090, loss: 1.3090 +2023-12-23 16:38:08,600 - pyskl - INFO - Epoch [19][2200/2506] lr: 2.404e-02, eta: 21:54:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9756, loss_cls: 1.1576, loss: 1.1576 +2023-12-23 16:38:31,308 - pyskl - INFO - Epoch [19][2300/2506] lr: 2.403e-02, eta: 21:53:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9581, loss_cls: 1.2615, loss: 1.2615 +2023-12-23 16:38:53,871 - pyskl - INFO - Epoch [19][2400/2506] lr: 2.403e-02, eta: 21:53:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9669, loss_cls: 1.1688, loss: 1.1688 +2023-12-23 16:39:16,463 - pyskl - INFO - Epoch [19][2500/2506] lr: 2.402e-02, eta: 21:52:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9637, loss_cls: 1.2030, loss: 1.2030 +2023-12-23 16:39:18,250 - pyskl - INFO - Saving checkpoint at 19 epochs +2023-12-23 16:40:37,498 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 16:40:37,570 - pyskl - INFO - +top1_acc 0.4350 +top5_acc 0.7718 +2023-12-23 16:40:37,574 - pyskl - INFO - Epoch(val) [19][1031] top1_acc: 0.4350, top5_acc: 0.7718 +2023-12-23 16:41:18,829 - pyskl - INFO - Epoch [20][100/2506] lr: 2.402e-02, eta: 21:54:09, time: 0.413, data_time: 0.186, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9681, loss_cls: 1.1650, loss: 1.1650 +2023-12-23 16:41:41,359 - pyskl - INFO - Epoch [20][200/2506] lr: 2.402e-02, eta: 21:53:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9663, loss_cls: 1.2135, loss: 1.2135 +2023-12-23 16:42:04,024 - pyskl - INFO - Epoch [20][300/2506] lr: 2.401e-02, eta: 21:53:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9681, loss_cls: 1.1748, loss: 1.1748 +2023-12-23 16:42:26,566 - pyskl - INFO - Epoch [20][400/2506] lr: 2.401e-02, eta: 21:52:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9700, loss_cls: 1.1774, loss: 1.1774 +2023-12-23 16:42:49,079 - pyskl - INFO - Epoch [20][500/2506] lr: 2.400e-02, eta: 21:51:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9625, loss_cls: 1.1846, loss: 1.1846 +2023-12-23 16:43:11,661 - pyskl - INFO - Epoch [20][600/2506] lr: 2.400e-02, eta: 21:51:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9675, loss_cls: 1.2240, loss: 1.2240 +2023-12-23 16:43:34,254 - pyskl - INFO - Epoch [20][700/2506] lr: 2.399e-02, eta: 21:50:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9637, loss_cls: 1.2592, loss: 1.2592 +2023-12-23 16:43:56,899 - pyskl - INFO - Epoch [20][800/2506] lr: 2.399e-02, eta: 21:50:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9613, loss_cls: 1.2462, loss: 1.2462 +2023-12-23 16:44:19,579 - pyskl - INFO - Epoch [20][900/2506] lr: 2.399e-02, eta: 21:49:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9650, loss_cls: 1.2168, loss: 1.2168 +2023-12-23 16:44:42,280 - pyskl - INFO - Epoch [20][1000/2506] lr: 2.398e-02, eta: 21:49:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9637, loss_cls: 1.1901, loss: 1.1901 +2023-12-23 16:45:04,984 - pyskl - INFO - Epoch [20][1100/2506] lr: 2.398e-02, eta: 21:48:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9644, loss_cls: 1.2244, loss: 1.2244 +2023-12-23 16:45:27,601 - pyskl - INFO - Epoch [20][1200/2506] lr: 2.397e-02, eta: 21:48:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9656, loss_cls: 1.1754, loss: 1.1754 +2023-12-23 16:45:50,228 - pyskl - INFO - Epoch [20][1300/2506] lr: 2.397e-02, eta: 21:47:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9606, loss_cls: 1.2181, loss: 1.2181 +2023-12-23 16:46:12,848 - pyskl - INFO - Epoch [20][1400/2506] lr: 2.397e-02, eta: 21:46:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9688, loss_cls: 1.1477, loss: 1.1477 +2023-12-23 16:46:35,530 - pyskl - INFO - Epoch [20][1500/2506] lr: 2.396e-02, eta: 21:46:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9619, loss_cls: 1.2753, loss: 1.2753 +2023-12-23 16:46:58,106 - pyskl - INFO - Epoch [20][1600/2506] lr: 2.396e-02, eta: 21:45:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 1.2735, loss: 1.2735 +2023-12-23 16:47:20,810 - pyskl - INFO - Epoch [20][1700/2506] lr: 2.395e-02, eta: 21:45:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9606, loss_cls: 1.2152, loss: 1.2152 +2023-12-23 16:47:43,384 - pyskl - INFO - Epoch [20][1800/2506] lr: 2.395e-02, eta: 21:44:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9587, loss_cls: 1.1794, loss: 1.1794 +2023-12-23 16:48:05,966 - pyskl - INFO - Epoch [20][1900/2506] lr: 2.394e-02, eta: 21:44:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9625, loss_cls: 1.1674, loss: 1.1674 +2023-12-23 16:48:28,734 - pyskl - INFO - Epoch [20][2000/2506] lr: 2.394e-02, eta: 21:43:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9644, loss_cls: 1.1347, loss: 1.1347 +2023-12-23 16:48:51,367 - pyskl - INFO - Epoch [20][2100/2506] lr: 2.394e-02, eta: 21:43:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9637, loss_cls: 1.2506, loss: 1.2506 +2023-12-23 16:49:13,979 - pyskl - INFO - Epoch [20][2200/2506] lr: 2.393e-02, eta: 21:42:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9619, loss_cls: 1.1860, loss: 1.1860 +2023-12-23 16:49:36,673 - pyskl - INFO - Epoch [20][2300/2506] lr: 2.393e-02, eta: 21:41:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9581, loss_cls: 1.2379, loss: 1.2379 +2023-12-23 16:49:59,304 - pyskl - INFO - Epoch [20][2400/2506] lr: 2.392e-02, eta: 21:41:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9575, loss_cls: 1.2366, loss: 1.2366 +2023-12-23 16:50:22,025 - pyskl - INFO - Epoch [20][2500/2506] lr: 2.392e-02, eta: 21:40:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9650, loss_cls: 1.2699, loss: 1.2699 +2023-12-23 16:50:23,839 - pyskl - INFO - Saving checkpoint at 20 epochs +2023-12-23 16:51:42,856 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 16:51:42,929 - pyskl - INFO - +top1_acc 0.7390 +top5_acc 0.9517 +2023-12-23 16:51:42,933 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/bm/best_top1_acc_epoch_14.pth was removed +2023-12-23 16:51:43,061 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. +2023-12-23 16:51:43,061 - pyskl - INFO - Best top1_acc is 0.7390 at 20 epoch. +2023-12-23 16:51:43,065 - pyskl - INFO - Epoch(val) [20][1031] top1_acc: 0.7390, top5_acc: 0.9517 +2023-12-23 16:52:24,480 - pyskl - INFO - Epoch [21][100/2506] lr: 2.392e-02, eta: 21:42:13, time: 0.414, data_time: 0.187, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9688, loss_cls: 1.1196, loss: 1.1196 +2023-12-23 16:52:47,081 - pyskl - INFO - Epoch [21][200/2506] lr: 2.391e-02, eta: 21:41:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9712, loss_cls: 1.1916, loss: 1.1916 +2023-12-23 16:53:09,629 - pyskl - INFO - Epoch [21][300/2506] lr: 2.391e-02, eta: 21:41:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9650, loss_cls: 1.2370, loss: 1.2370 +2023-12-23 16:53:32,175 - pyskl - INFO - Epoch [21][400/2506] lr: 2.390e-02, eta: 21:40:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9613, loss_cls: 1.1663, loss: 1.1663 +2023-12-23 16:53:54,886 - pyskl - INFO - Epoch [21][500/2506] lr: 2.390e-02, eta: 21:40:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9625, loss_cls: 1.2067, loss: 1.2067 +2023-12-23 16:54:17,515 - pyskl - INFO - Epoch [21][600/2506] lr: 2.389e-02, eta: 21:39:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9675, loss_cls: 1.1860, loss: 1.1860 +2023-12-23 16:54:40,232 - pyskl - INFO - Epoch [21][700/2506] lr: 2.389e-02, eta: 21:38:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9719, loss_cls: 1.1415, loss: 1.1415 +2023-12-23 16:55:02,975 - pyskl - INFO - Epoch [21][800/2506] lr: 2.389e-02, eta: 21:38:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9719, loss_cls: 1.0821, loss: 1.0821 +2023-12-23 16:55:25,617 - pyskl - INFO - Epoch [21][900/2506] lr: 2.388e-02, eta: 21:37:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9656, loss_cls: 1.1946, loss: 1.1946 +2023-12-23 16:55:48,142 - pyskl - INFO - Epoch [21][1000/2506] lr: 2.388e-02, eta: 21:37:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9663, loss_cls: 1.1517, loss: 1.1517 +2023-12-23 16:56:10,882 - pyskl - INFO - Epoch [21][1100/2506] lr: 2.387e-02, eta: 21:36:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9719, loss_cls: 1.1223, loss: 1.1223 +2023-12-23 16:56:33,515 - pyskl - INFO - Epoch [21][1200/2506] lr: 2.387e-02, eta: 21:36:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9738, loss_cls: 1.0911, loss: 1.0911 +2023-12-23 16:56:56,250 - pyskl - INFO - Epoch [21][1300/2506] lr: 2.386e-02, eta: 21:35:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9587, loss_cls: 1.2059, loss: 1.2059 +2023-12-23 16:57:18,979 - pyskl - INFO - Epoch [21][1400/2506] lr: 2.386e-02, eta: 21:35:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9706, loss_cls: 1.1408, loss: 1.1408 +2023-12-23 16:57:41,724 - pyskl - INFO - Epoch [21][1500/2506] lr: 2.385e-02, eta: 21:34:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9688, loss_cls: 1.1470, loss: 1.1470 +2023-12-23 16:58:04,520 - pyskl - INFO - Epoch [21][1600/2506] lr: 2.385e-02, eta: 21:34:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9594, loss_cls: 1.2284, loss: 1.2284 +2023-12-23 16:58:27,277 - pyskl - INFO - Epoch [21][1700/2506] lr: 2.385e-02, eta: 21:33:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9656, loss_cls: 1.2513, loss: 1.2513 +2023-12-23 16:58:49,898 - pyskl - INFO - Epoch [21][1800/2506] lr: 2.384e-02, eta: 21:33:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9563, loss_cls: 1.2880, loss: 1.2880 +2023-12-23 16:59:12,476 - pyskl - INFO - Epoch [21][1900/2506] lr: 2.384e-02, eta: 21:32:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9700, loss_cls: 1.2117, loss: 1.2117 +2023-12-23 16:59:35,156 - pyskl - INFO - Epoch [21][2000/2506] lr: 2.383e-02, eta: 21:32:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9656, loss_cls: 1.2368, loss: 1.2368 +2023-12-23 16:59:57,825 - pyskl - INFO - Epoch [21][2100/2506] lr: 2.383e-02, eta: 21:31:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9619, loss_cls: 1.3255, loss: 1.3255 +2023-12-23 17:00:20,494 - pyskl - INFO - Epoch [21][2200/2506] lr: 2.382e-02, eta: 21:30:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 1.2064, loss: 1.2064 +2023-12-23 17:00:43,105 - pyskl - INFO - Epoch [21][2300/2506] lr: 2.382e-02, eta: 21:30:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9600, loss_cls: 1.2560, loss: 1.2560 +2023-12-23 17:01:05,724 - pyskl - INFO - Epoch [21][2400/2506] lr: 2.382e-02, eta: 21:29:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9719, loss_cls: 1.0910, loss: 1.0910 +2023-12-23 17:01:28,324 - pyskl - INFO - Epoch [21][2500/2506] lr: 2.381e-02, eta: 21:29:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9631, loss_cls: 1.2325, loss: 1.2325 +2023-12-23 17:01:30,131 - pyskl - INFO - Saving checkpoint at 21 epochs +2023-12-23 17:02:49,439 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 17:02:49,513 - pyskl - INFO - +top1_acc 0.6581 +top5_acc 0.9216 +2023-12-23 17:02:49,518 - pyskl - INFO - Epoch(val) [21][1031] top1_acc: 0.6581, top5_acc: 0.9216 +2023-12-23 17:03:30,016 - pyskl - INFO - Epoch [22][100/2506] lr: 2.381e-02, eta: 21:30:28, time: 0.405, data_time: 0.179, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9719, loss_cls: 1.0223, loss: 1.0223 +2023-12-23 17:03:52,645 - pyskl - INFO - Epoch [22][200/2506] lr: 2.380e-02, eta: 21:29:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9663, loss_cls: 1.1796, loss: 1.1796 +2023-12-23 17:04:15,228 - pyskl - INFO - Epoch [22][300/2506] lr: 2.380e-02, eta: 21:29:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9613, loss_cls: 1.2043, loss: 1.2043 +2023-12-23 17:04:37,761 - pyskl - INFO - Epoch [22][400/2506] lr: 2.379e-02, eta: 21:28:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9600, loss_cls: 1.1961, loss: 1.1961 +2023-12-23 17:05:00,389 - pyskl - INFO - Epoch [22][500/2506] lr: 2.379e-02, eta: 21:28:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9700, loss_cls: 1.1249, loss: 1.1249 +2023-12-23 17:05:23,055 - pyskl - INFO - Epoch [22][600/2506] lr: 2.378e-02, eta: 21:27:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9663, loss_cls: 1.1840, loss: 1.1840 +2023-12-23 17:05:45,669 - pyskl - INFO - Epoch [22][700/2506] lr: 2.378e-02, eta: 21:27:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9644, loss_cls: 1.1541, loss: 1.1541 +2023-12-23 17:06:08,361 - pyskl - INFO - Epoch [22][800/2506] lr: 2.377e-02, eta: 21:26:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9663, loss_cls: 1.1909, loss: 1.1909 +2023-12-23 17:06:31,014 - pyskl - INFO - Epoch [22][900/2506] lr: 2.377e-02, eta: 21:26:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9544, loss_cls: 1.2068, loss: 1.2068 +2023-12-23 17:06:53,609 - pyskl - INFO - Epoch [22][1000/2506] lr: 2.377e-02, eta: 21:25:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9625, loss_cls: 1.1908, loss: 1.1908 +2023-12-23 17:07:16,189 - pyskl - INFO - Epoch [22][1100/2506] lr: 2.376e-02, eta: 21:25:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9712, loss_cls: 1.1772, loss: 1.1772 +2023-12-23 17:07:39,015 - pyskl - INFO - Epoch [22][1200/2506] lr: 2.376e-02, eta: 21:24:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9681, loss_cls: 1.1932, loss: 1.1932 +2023-12-23 17:08:01,698 - pyskl - INFO - Epoch [22][1300/2506] lr: 2.375e-02, eta: 21:24:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9581, loss_cls: 1.2252, loss: 1.2252 +2023-12-23 17:08:24,464 - pyskl - INFO - Epoch [22][1400/2506] lr: 2.375e-02, eta: 21:23:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9563, loss_cls: 1.2737, loss: 1.2737 +2023-12-23 17:08:47,106 - pyskl - INFO - Epoch [22][1500/2506] lr: 2.374e-02, eta: 21:23:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9675, loss_cls: 1.1957, loss: 1.1957 +2023-12-23 17:09:09,857 - pyskl - INFO - Epoch [22][1600/2506] lr: 2.374e-02, eta: 21:22:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9694, loss_cls: 1.1133, loss: 1.1133 +2023-12-23 17:09:32,557 - pyskl - INFO - Epoch [22][1700/2506] lr: 2.373e-02, eta: 21:22:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9663, loss_cls: 1.2128, loss: 1.2128 +2023-12-23 17:09:55,129 - pyskl - INFO - Epoch [22][1800/2506] lr: 2.373e-02, eta: 21:21:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9681, loss_cls: 1.1273, loss: 1.1273 +2023-12-23 17:10:17,740 - pyskl - INFO - Epoch [22][1900/2506] lr: 2.372e-02, eta: 21:20:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9594, loss_cls: 1.2337, loss: 1.2337 +2023-12-23 17:10:40,480 - pyskl - INFO - Epoch [22][2000/2506] lr: 2.372e-02, eta: 21:20:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9681, loss_cls: 1.1881, loss: 1.1881 +2023-12-23 17:11:03,240 - pyskl - INFO - Epoch [22][2100/2506] lr: 2.372e-02, eta: 21:19:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9731, loss_cls: 1.1259, loss: 1.1259 +2023-12-23 17:11:25,880 - pyskl - INFO - Epoch [22][2200/2506] lr: 2.371e-02, eta: 21:19:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9625, loss_cls: 1.1208, loss: 1.1208 +2023-12-23 17:11:48,508 - pyskl - INFO - Epoch [22][2300/2506] lr: 2.371e-02, eta: 21:18:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9613, loss_cls: 1.1919, loss: 1.1919 +2023-12-23 17:12:11,178 - pyskl - INFO - Epoch [22][2400/2506] lr: 2.370e-02, eta: 21:18:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9637, loss_cls: 1.2140, loss: 1.2140 +2023-12-23 17:12:33,822 - pyskl - INFO - Epoch [22][2500/2506] lr: 2.370e-02, eta: 21:17:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9600, loss_cls: 1.1897, loss: 1.1897 +2023-12-23 17:12:35,680 - pyskl - INFO - Saving checkpoint at 22 epochs +2023-12-23 17:13:54,680 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 17:13:54,760 - pyskl - INFO - +top1_acc 0.7385 +top5_acc 0.9439 +2023-12-23 17:13:54,765 - pyskl - INFO - Epoch(val) [22][1031] top1_acc: 0.7385, top5_acc: 0.9439 +2023-12-23 17:14:35,765 - pyskl - INFO - Epoch [23][100/2506] lr: 2.369e-02, eta: 21:18:57, time: 0.410, data_time: 0.184, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9650, loss_cls: 1.1696, loss: 1.1696 +2023-12-23 17:14:58,416 - pyskl - INFO - Epoch [23][200/2506] lr: 2.369e-02, eta: 21:18:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9631, loss_cls: 1.1712, loss: 1.1712 +2023-12-23 17:15:21,097 - pyskl - INFO - Epoch [23][300/2506] lr: 2.368e-02, eta: 21:17:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9725, loss_cls: 1.1151, loss: 1.1151 +2023-12-23 17:15:43,780 - pyskl - INFO - Epoch [23][400/2506] lr: 2.368e-02, eta: 21:17:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9806, loss_cls: 1.0472, loss: 1.0472 +2023-12-23 17:16:06,421 - pyskl - INFO - Epoch [23][500/2506] lr: 2.367e-02, eta: 21:16:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9706, loss_cls: 1.1491, loss: 1.1491 +2023-12-23 17:16:29,015 - pyskl - INFO - Epoch [23][600/2506] lr: 2.367e-02, eta: 21:16:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9675, loss_cls: 1.1891, loss: 1.1891 +2023-12-23 17:16:51,806 - pyskl - INFO - Epoch [23][700/2506] lr: 2.366e-02, eta: 21:15:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 1.1252, loss: 1.1252 +2023-12-23 17:17:14,634 - pyskl - INFO - Epoch [23][800/2506] lr: 2.366e-02, eta: 21:15:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9600, loss_cls: 1.2213, loss: 1.2213 +2023-12-23 17:17:37,293 - pyskl - INFO - Epoch [23][900/2506] lr: 2.365e-02, eta: 21:14:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9694, loss_cls: 1.1356, loss: 1.1356 +2023-12-23 17:17:59,961 - pyskl - INFO - Epoch [23][1000/2506] lr: 2.365e-02, eta: 21:14:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9663, loss_cls: 1.1374, loss: 1.1374 +2023-12-23 17:18:22,731 - pyskl - INFO - Epoch [23][1100/2506] lr: 2.364e-02, eta: 21:13:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9706, loss_cls: 1.1958, loss: 1.1958 +2023-12-23 17:18:45,434 - pyskl - INFO - Epoch [23][1200/2506] lr: 2.364e-02, eta: 21:13:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9625, loss_cls: 1.2379, loss: 1.2379 +2023-12-23 17:19:08,105 - pyskl - INFO - Epoch [23][1300/2506] lr: 2.364e-02, eta: 21:12:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9625, loss_cls: 1.2070, loss: 1.2070 +2023-12-23 17:19:30,716 - pyskl - INFO - Epoch [23][1400/2506] lr: 2.363e-02, eta: 21:12:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9675, loss_cls: 1.1356, loss: 1.1356 +2023-12-23 17:19:53,464 - pyskl - INFO - Epoch [23][1500/2506] lr: 2.363e-02, eta: 21:11:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9725, loss_cls: 1.1563, loss: 1.1563 +2023-12-23 17:20:16,165 - pyskl - INFO - Epoch [23][1600/2506] lr: 2.362e-02, eta: 21:11:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9669, loss_cls: 1.1790, loss: 1.1790 +2023-12-23 17:20:38,985 - pyskl - INFO - Epoch [23][1700/2506] lr: 2.362e-02, eta: 21:10:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9637, loss_cls: 1.2823, loss: 1.2823 +2023-12-23 17:21:01,679 - pyskl - INFO - Epoch [23][1800/2506] lr: 2.361e-02, eta: 21:10:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9719, loss_cls: 1.1493, loss: 1.1493 +2023-12-23 17:21:24,299 - pyskl - INFO - Epoch [23][1900/2506] lr: 2.361e-02, eta: 21:09:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9675, loss_cls: 1.2261, loss: 1.2261 +2023-12-23 17:21:46,900 - pyskl - INFO - Epoch [23][2000/2506] lr: 2.360e-02, eta: 21:09:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9631, loss_cls: 1.1685, loss: 1.1685 +2023-12-23 17:22:09,613 - pyskl - INFO - Epoch [23][2100/2506] lr: 2.360e-02, eta: 21:08:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9637, loss_cls: 1.2327, loss: 1.2327 +2023-12-23 17:22:32,354 - pyskl - INFO - Epoch [23][2200/2506] lr: 2.359e-02, eta: 21:08:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9644, loss_cls: 1.1416, loss: 1.1416 +2023-12-23 17:22:55,067 - pyskl - INFO - Epoch [23][2300/2506] lr: 2.359e-02, eta: 21:07:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9694, loss_cls: 1.1617, loss: 1.1617 +2023-12-23 17:23:17,733 - pyskl - INFO - Epoch [23][2400/2506] lr: 2.358e-02, eta: 21:07:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9625, loss_cls: 1.1294, loss: 1.1294 +2023-12-23 17:23:40,354 - pyskl - INFO - Epoch [23][2500/2506] lr: 2.358e-02, eta: 21:06:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9700, loss_cls: 1.1794, loss: 1.1794 +2023-12-23 17:23:42,191 - pyskl - INFO - Saving checkpoint at 23 epochs +2023-12-23 17:25:01,301 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 17:25:01,378 - pyskl - INFO - +top1_acc 0.6609 +top5_acc 0.9155 +2023-12-23 17:25:01,383 - pyskl - INFO - Epoch(val) [23][1031] top1_acc: 0.6609, top5_acc: 0.9155 +2023-12-23 17:25:42,675 - pyskl - INFO - Epoch [24][100/2506] lr: 2.357e-02, eta: 21:07:41, time: 0.413, data_time: 0.186, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9663, loss_cls: 1.1354, loss: 1.1354 +2023-12-23 17:26:05,479 - pyskl - INFO - Epoch [24][200/2506] lr: 2.357e-02, eta: 21:07:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9644, loss_cls: 1.1276, loss: 1.1276 +2023-12-23 17:26:28,218 - pyskl - INFO - Epoch [24][300/2506] lr: 2.356e-02, eta: 21:06:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9631, loss_cls: 1.2261, loss: 1.2261 +2023-12-23 17:26:50,817 - pyskl - INFO - Epoch [24][400/2506] lr: 2.356e-02, eta: 21:06:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9669, loss_cls: 1.1613, loss: 1.1613 +2023-12-23 17:27:13,406 - pyskl - INFO - Epoch [24][500/2506] lr: 2.355e-02, eta: 21:05:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9725, loss_cls: 1.1529, loss: 1.1529 +2023-12-23 17:27:36,109 - pyskl - INFO - Epoch [24][600/2506] lr: 2.355e-02, eta: 21:05:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 1.1613, loss: 1.1613 +2023-12-23 17:27:58,731 - pyskl - INFO - Epoch [24][700/2506] lr: 2.354e-02, eta: 21:04:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9619, loss_cls: 1.1729, loss: 1.1729 +2023-12-23 17:28:21,459 - pyskl - INFO - Epoch [24][800/2506] lr: 2.354e-02, eta: 21:04:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9719, loss_cls: 1.1462, loss: 1.1462 +2023-12-23 17:28:44,074 - pyskl - INFO - Epoch [24][900/2506] lr: 2.353e-02, eta: 21:03:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9681, loss_cls: 1.1147, loss: 1.1147 +2023-12-23 17:29:06,749 - pyskl - INFO - Epoch [24][1000/2506] lr: 2.353e-02, eta: 21:03:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9706, loss_cls: 1.1482, loss: 1.1482 +2023-12-23 17:29:29,409 - pyskl - INFO - Epoch [24][1100/2506] lr: 2.352e-02, eta: 21:02:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9625, loss_cls: 1.1009, loss: 1.1009 +2023-12-23 17:29:52,192 - pyskl - INFO - Epoch [24][1200/2506] lr: 2.352e-02, eta: 21:02:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9706, loss_cls: 1.1192, loss: 1.1192 +2023-12-23 17:30:14,920 - pyskl - INFO - Epoch [24][1300/2506] lr: 2.351e-02, eta: 21:01:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9788, loss_cls: 1.0657, loss: 1.0657 +2023-12-23 17:30:37,598 - pyskl - INFO - Epoch [24][1400/2506] lr: 2.351e-02, eta: 21:01:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9694, loss_cls: 1.1732, loss: 1.1732 +2023-12-23 17:31:00,244 - pyskl - INFO - Epoch [24][1500/2506] lr: 2.350e-02, eta: 21:00:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9706, loss_cls: 1.1916, loss: 1.1916 +2023-12-23 17:31:22,848 - pyskl - INFO - Epoch [24][1600/2506] lr: 2.350e-02, eta: 21:00:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9656, loss_cls: 1.1977, loss: 1.1977 +2023-12-23 17:31:45,629 - pyskl - INFO - Epoch [24][1700/2506] lr: 2.349e-02, eta: 20:59:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9650, loss_cls: 1.1430, loss: 1.1430 +2023-12-23 17:32:08,315 - pyskl - INFO - Epoch [24][1800/2506] lr: 2.349e-02, eta: 20:59:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9712, loss_cls: 1.1030, loss: 1.1030 +2023-12-23 17:32:30,986 - pyskl - INFO - Epoch [24][1900/2506] lr: 2.348e-02, eta: 20:58:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9606, loss_cls: 1.1743, loss: 1.1743 +2023-12-23 17:32:53,677 - pyskl - INFO - Epoch [24][2000/2506] lr: 2.348e-02, eta: 20:58:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9694, loss_cls: 1.1704, loss: 1.1704 +2023-12-23 17:33:16,260 - pyskl - INFO - Epoch [24][2100/2506] lr: 2.347e-02, eta: 20:57:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9587, loss_cls: 1.2831, loss: 1.2831 +2023-12-23 17:33:38,900 - pyskl - INFO - Epoch [24][2200/2506] lr: 2.347e-02, eta: 20:57:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9656, loss_cls: 1.1153, loss: 1.1153 +2023-12-23 17:34:01,539 - pyskl - INFO - Epoch [24][2300/2506] lr: 2.346e-02, eta: 20:56:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9706, loss_cls: 1.1860, loss: 1.1860 +2023-12-23 17:34:24,096 - pyskl - INFO - Epoch [24][2400/2506] lr: 2.346e-02, eta: 20:56:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9756, loss_cls: 1.1510, loss: 1.1510 +2023-12-23 17:34:46,712 - pyskl - INFO - Epoch [24][2500/2506] lr: 2.345e-02, eta: 20:55:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9637, loss_cls: 1.2118, loss: 1.2118 +2023-12-23 17:34:48,483 - pyskl - INFO - Saving checkpoint at 24 epochs +2023-12-23 17:36:07,683 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 17:36:07,755 - pyskl - INFO - +top1_acc 0.6456 +top5_acc 0.9070 +2023-12-23 17:36:07,759 - pyskl - INFO - Epoch(val) [24][1031] top1_acc: 0.6456, top5_acc: 0.9070 +2023-12-23 17:36:48,722 - pyskl - INFO - Epoch [25][100/2506] lr: 2.345e-02, eta: 20:56:28, time: 0.410, data_time: 0.182, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9700, loss_cls: 1.1225, loss: 1.1225 +2023-12-23 17:37:11,382 - pyskl - INFO - Epoch [25][200/2506] lr: 2.344e-02, eta: 20:55:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 1.0560, loss: 1.0560 +2023-12-23 17:37:34,103 - pyskl - INFO - Epoch [25][300/2506] lr: 2.344e-02, eta: 20:55:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9663, loss_cls: 1.1593, loss: 1.1593 +2023-12-23 17:37:56,741 - pyskl - INFO - Epoch [25][400/2506] lr: 2.343e-02, eta: 20:54:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9712, loss_cls: 1.0894, loss: 1.0894 +2023-12-23 17:38:19,517 - pyskl - INFO - Epoch [25][500/2506] lr: 2.343e-02, eta: 20:54:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9700, loss_cls: 1.1470, loss: 1.1470 +2023-12-23 17:38:42,102 - pyskl - INFO - Epoch [25][600/2506] lr: 2.342e-02, eta: 20:53:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9669, loss_cls: 1.1907, loss: 1.1907 +2023-12-23 17:39:04,811 - pyskl - INFO - Epoch [25][700/2506] lr: 2.342e-02, eta: 20:53:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9725, loss_cls: 1.0762, loss: 1.0762 +2023-12-23 17:39:27,431 - pyskl - INFO - Epoch [25][800/2506] lr: 2.341e-02, eta: 20:52:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9650, loss_cls: 1.1402, loss: 1.1402 +2023-12-23 17:39:50,140 - pyskl - INFO - Epoch [25][900/2506] lr: 2.341e-02, eta: 20:52:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9644, loss_cls: 1.1919, loss: 1.1919 +2023-12-23 17:40:12,726 - pyskl - INFO - Epoch [25][1000/2506] lr: 2.340e-02, eta: 20:51:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9613, loss_cls: 1.2029, loss: 1.2029 +2023-12-23 17:40:35,505 - pyskl - INFO - Epoch [25][1100/2506] lr: 2.340e-02, eta: 20:51:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 1.1441, loss: 1.1441 +2023-12-23 17:40:58,223 - pyskl - INFO - Epoch [25][1200/2506] lr: 2.339e-02, eta: 20:50:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9675, loss_cls: 1.1153, loss: 1.1153 +2023-12-23 17:41:20,854 - pyskl - INFO - Epoch [25][1300/2506] lr: 2.339e-02, eta: 20:50:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9650, loss_cls: 1.1348, loss: 1.1348 +2023-12-23 17:41:43,469 - pyskl - INFO - Epoch [25][1400/2506] lr: 2.338e-02, eta: 20:49:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9619, loss_cls: 1.1904, loss: 1.1904 +2023-12-23 17:42:06,158 - pyskl - INFO - Epoch [25][1500/2506] lr: 2.338e-02, eta: 20:49:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9619, loss_cls: 1.2241, loss: 1.2241 +2023-12-23 17:42:28,778 - pyskl - INFO - Epoch [25][1600/2506] lr: 2.337e-02, eta: 20:48:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9656, loss_cls: 1.2079, loss: 1.2079 +2023-12-23 17:42:51,388 - pyskl - INFO - Epoch [25][1700/2506] lr: 2.337e-02, eta: 20:48:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9681, loss_cls: 1.1651, loss: 1.1651 +2023-12-23 17:43:13,949 - pyskl - INFO - Epoch [25][1800/2506] lr: 2.336e-02, eta: 20:47:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 1.0689, loss: 1.0689 +2023-12-23 17:43:36,558 - pyskl - INFO - Epoch [25][1900/2506] lr: 2.336e-02, eta: 20:47:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9762, loss_cls: 1.0771, loss: 1.0771 +2023-12-23 17:43:59,301 - pyskl - INFO - Epoch [25][2000/2506] lr: 2.335e-02, eta: 20:46:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9587, loss_cls: 1.1367, loss: 1.1367 +2023-12-23 17:44:21,987 - pyskl - INFO - Epoch [25][2100/2506] lr: 2.335e-02, eta: 20:46:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9644, loss_cls: 1.1985, loss: 1.1985 +2023-12-23 17:44:44,571 - pyskl - INFO - Epoch [25][2200/2506] lr: 2.334e-02, eta: 20:45:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9681, loss_cls: 1.1455, loss: 1.1455 +2023-12-23 17:45:07,225 - pyskl - INFO - Epoch [25][2300/2506] lr: 2.334e-02, eta: 20:45:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9756, loss_cls: 1.1060, loss: 1.1060 +2023-12-23 17:45:29,909 - pyskl - INFO - Epoch [25][2400/2506] lr: 2.333e-02, eta: 20:44:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9587, loss_cls: 1.1600, loss: 1.1600 +2023-12-23 17:45:52,548 - pyskl - INFO - Epoch [25][2500/2506] lr: 2.333e-02, eta: 20:44:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9681, loss_cls: 1.1020, loss: 1.1020 +2023-12-23 17:45:54,322 - pyskl - INFO - Saving checkpoint at 25 epochs +2023-12-23 17:47:13,891 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 17:47:13,963 - pyskl - INFO - +top1_acc 0.7126 +top5_acc 0.9417 +2023-12-23 17:47:13,967 - pyskl - INFO - Epoch(val) [25][1031] top1_acc: 0.7126, top5_acc: 0.9417 +2023-12-23 17:47:55,231 - pyskl - INFO - Epoch [26][100/2506] lr: 2.332e-02, eta: 20:45:23, time: 0.413, data_time: 0.187, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9688, loss_cls: 1.1167, loss: 1.1167 +2023-12-23 17:48:17,973 - pyskl - INFO - Epoch [26][200/2506] lr: 2.331e-02, eta: 20:44:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9663, loss_cls: 1.0405, loss: 1.0405 +2023-12-23 17:48:40,676 - pyskl - INFO - Epoch [26][300/2506] lr: 2.331e-02, eta: 20:44:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9750, loss_cls: 1.0837, loss: 1.0837 +2023-12-23 17:49:03,424 - pyskl - INFO - Epoch [26][400/2506] lr: 2.330e-02, eta: 20:43:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9688, loss_cls: 1.1723, loss: 1.1723 +2023-12-23 17:49:26,100 - pyskl - INFO - Epoch [26][500/2506] lr: 2.330e-02, eta: 20:43:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9738, loss_cls: 1.0742, loss: 1.0742 +2023-12-23 17:49:48,845 - pyskl - INFO - Epoch [26][600/2506] lr: 2.329e-02, eta: 20:42:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9681, loss_cls: 1.1690, loss: 1.1690 +2023-12-23 17:50:11,603 - pyskl - INFO - Epoch [26][700/2506] lr: 2.329e-02, eta: 20:42:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9650, loss_cls: 1.1124, loss: 1.1124 +2023-12-23 17:50:34,396 - pyskl - INFO - Epoch [26][800/2506] lr: 2.328e-02, eta: 20:41:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9637, loss_cls: 1.1582, loss: 1.1582 +2023-12-23 17:50:57,076 - pyskl - INFO - Epoch [26][900/2506] lr: 2.328e-02, eta: 20:41:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9669, loss_cls: 1.1369, loss: 1.1369 +2023-12-23 17:51:19,863 - pyskl - INFO - Epoch [26][1000/2506] lr: 2.327e-02, eta: 20:40:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9719, loss_cls: 1.0940, loss: 1.0940 +2023-12-23 17:51:42,580 - pyskl - INFO - Epoch [26][1100/2506] lr: 2.327e-02, eta: 20:40:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9606, loss_cls: 1.1810, loss: 1.1810 +2023-12-23 17:52:05,351 - pyskl - INFO - Epoch [26][1200/2506] lr: 2.326e-02, eta: 20:40:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9544, loss_cls: 1.2404, loss: 1.2404 +2023-12-23 17:52:27,970 - pyskl - INFO - Epoch [26][1300/2506] lr: 2.326e-02, eta: 20:39:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9637, loss_cls: 1.1162, loss: 1.1162 +2023-12-23 17:52:50,638 - pyskl - INFO - Epoch [26][1400/2506] lr: 2.325e-02, eta: 20:39:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9594, loss_cls: 1.2260, loss: 1.2260 +2023-12-23 17:53:13,253 - pyskl - INFO - Epoch [26][1500/2506] lr: 2.325e-02, eta: 20:38:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9644, loss_cls: 1.1390, loss: 1.1390 +2023-12-23 17:53:35,893 - pyskl - INFO - Epoch [26][1600/2506] lr: 2.324e-02, eta: 20:38:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9712, loss_cls: 1.1468, loss: 1.1468 +2023-12-23 17:53:58,605 - pyskl - INFO - Epoch [26][1700/2506] lr: 2.324e-02, eta: 20:37:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9675, loss_cls: 1.0931, loss: 1.0931 +2023-12-23 17:54:21,360 - pyskl - INFO - Epoch [26][1800/2506] lr: 2.323e-02, eta: 20:37:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9587, loss_cls: 1.1896, loss: 1.1896 +2023-12-23 17:54:44,056 - pyskl - INFO - Epoch [26][1900/2506] lr: 2.322e-02, eta: 20:36:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 1.1178, loss: 1.1178 +2023-12-23 17:55:06,879 - pyskl - INFO - Epoch [26][2000/2506] lr: 2.322e-02, eta: 20:36:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9575, loss_cls: 1.1851, loss: 1.1851 +2023-12-23 17:55:29,557 - pyskl - INFO - Epoch [26][2100/2506] lr: 2.321e-02, eta: 20:35:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9706, loss_cls: 1.0973, loss: 1.0973 +2023-12-23 17:55:52,222 - pyskl - INFO - Epoch [26][2200/2506] lr: 2.321e-02, eta: 20:35:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 0.9602, loss: 0.9602 +2023-12-23 17:56:14,915 - pyskl - INFO - Epoch [26][2300/2506] lr: 2.320e-02, eta: 20:34:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9731, loss_cls: 1.1109, loss: 1.1109 +2023-12-23 17:56:37,600 - pyskl - INFO - Epoch [26][2400/2506] lr: 2.320e-02, eta: 20:34:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9637, loss_cls: 1.1902, loss: 1.1902 +2023-12-23 17:57:00,243 - pyskl - INFO - Epoch [26][2500/2506] lr: 2.319e-02, eta: 20:33:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9681, loss_cls: 1.1681, loss: 1.1681 +2023-12-23 17:57:02,093 - pyskl - INFO - Saving checkpoint at 26 epochs +2023-12-23 17:58:21,574 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 17:58:21,647 - pyskl - INFO - +top1_acc 0.7095 +top5_acc 0.9426 +2023-12-23 17:58:21,650 - pyskl - INFO - Epoch(val) [26][1031] top1_acc: 0.7095, top5_acc: 0.9426 +2023-12-23 17:59:02,506 - pyskl - INFO - Epoch [27][100/2506] lr: 2.319e-02, eta: 20:34:27, time: 0.409, data_time: 0.182, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9719, loss_cls: 1.1221, loss: 1.1221 +2023-12-23 17:59:25,094 - pyskl - INFO - Epoch [27][200/2506] lr: 2.318e-02, eta: 20:33:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9750, loss_cls: 1.0054, loss: 1.0054 +2023-12-23 17:59:47,672 - pyskl - INFO - Epoch [27][300/2506] lr: 2.318e-02, eta: 20:33:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9706, loss_cls: 1.0722, loss: 1.0722 +2023-12-23 18:00:10,255 - pyskl - INFO - Epoch [27][400/2506] lr: 2.317e-02, eta: 20:32:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9700, loss_cls: 1.0985, loss: 1.0985 +2023-12-23 18:00:32,863 - pyskl - INFO - Epoch [27][500/2506] lr: 2.316e-02, eta: 20:32:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9744, loss_cls: 1.0589, loss: 1.0589 +2023-12-23 18:00:55,493 - pyskl - INFO - Epoch [27][600/2506] lr: 2.316e-02, eta: 20:31:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9663, loss_cls: 1.1229, loss: 1.1229 +2023-12-23 18:01:18,341 - pyskl - INFO - Epoch [27][700/2506] lr: 2.315e-02, eta: 20:31:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9663, loss_cls: 1.1437, loss: 1.1437 +2023-12-23 18:01:41,160 - pyskl - INFO - Epoch [27][800/2506] lr: 2.315e-02, eta: 20:31:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9625, loss_cls: 1.2132, loss: 1.2132 +2023-12-23 18:02:03,920 - pyskl - INFO - Epoch [27][900/2506] lr: 2.314e-02, eta: 20:30:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9613, loss_cls: 1.1688, loss: 1.1688 +2023-12-23 18:02:26,636 - pyskl - INFO - Epoch [27][1000/2506] lr: 2.314e-02, eta: 20:30:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9675, loss_cls: 1.1746, loss: 1.1746 +2023-12-23 18:02:49,355 - pyskl - INFO - Epoch [27][1100/2506] lr: 2.313e-02, eta: 20:29:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 1.0580, loss: 1.0580 +2023-12-23 18:03:12,058 - pyskl - INFO - Epoch [27][1200/2506] lr: 2.313e-02, eta: 20:29:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9644, loss_cls: 1.1923, loss: 1.1923 +2023-12-23 18:03:34,702 - pyskl - INFO - Epoch [27][1300/2506] lr: 2.312e-02, eta: 20:28:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9631, loss_cls: 1.1745, loss: 1.1745 +2023-12-23 18:03:57,317 - pyskl - INFO - Epoch [27][1400/2506] lr: 2.312e-02, eta: 20:28:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9738, loss_cls: 1.1193, loss: 1.1193 +2023-12-23 18:04:20,013 - pyskl - INFO - Epoch [27][1500/2506] lr: 2.311e-02, eta: 20:27:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9637, loss_cls: 1.2056, loss: 1.2056 +2023-12-23 18:04:42,681 - pyskl - INFO - Epoch [27][1600/2506] lr: 2.310e-02, eta: 20:27:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9675, loss_cls: 1.1593, loss: 1.1593 +2023-12-23 18:05:05,343 - pyskl - INFO - Epoch [27][1700/2506] lr: 2.310e-02, eta: 20:26:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9769, loss_cls: 1.1080, loss: 1.1080 +2023-12-23 18:05:27,944 - pyskl - INFO - Epoch [27][1800/2506] lr: 2.309e-02, eta: 20:26:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9681, loss_cls: 1.1461, loss: 1.1461 +2023-12-23 18:05:50,666 - pyskl - INFO - Epoch [27][1900/2506] lr: 2.309e-02, eta: 20:25:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9581, loss_cls: 1.1709, loss: 1.1709 +2023-12-23 18:06:13,337 - pyskl - INFO - Epoch [27][2000/2506] lr: 2.308e-02, eta: 20:25:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9637, loss_cls: 1.1355, loss: 1.1355 +2023-12-23 18:06:35,954 - pyskl - INFO - Epoch [27][2100/2506] lr: 2.308e-02, eta: 20:24:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9606, loss_cls: 1.1180, loss: 1.1180 +2023-12-23 18:06:58,622 - pyskl - INFO - Epoch [27][2200/2506] lr: 2.307e-02, eta: 20:24:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9731, loss_cls: 1.0439, loss: 1.0439 +2023-12-23 18:07:21,272 - pyskl - INFO - Epoch [27][2300/2506] lr: 2.307e-02, eta: 20:23:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9631, loss_cls: 1.2113, loss: 1.2113 +2023-12-23 18:07:43,907 - pyskl - INFO - Epoch [27][2400/2506] lr: 2.306e-02, eta: 20:23:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9663, loss_cls: 1.2267, loss: 1.2267 +2023-12-23 18:08:06,664 - pyskl - INFO - Epoch [27][2500/2506] lr: 2.305e-02, eta: 20:22:47, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9650, loss_cls: 1.1440, loss: 1.1440 +2023-12-23 18:08:08,560 - pyskl - INFO - Saving checkpoint at 27 epochs +2023-12-23 18:09:27,902 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 18:09:27,983 - pyskl - INFO - +top1_acc 0.7351 +top5_acc 0.9440 +2023-12-23 18:09:27,988 - pyskl - INFO - Epoch(val) [27][1031] top1_acc: 0.7351, top5_acc: 0.9440 +2023-12-23 18:10:09,268 - pyskl - INFO - Epoch [28][100/2506] lr: 2.305e-02, eta: 20:23:34, time: 0.413, data_time: 0.185, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9637, loss_cls: 1.1356, loss: 1.1356 +2023-12-23 18:10:31,837 - pyskl - INFO - Epoch [28][200/2506] lr: 2.304e-02, eta: 20:23:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 1.0582, loss: 1.0582 +2023-12-23 18:10:54,493 - pyskl - INFO - Epoch [28][300/2506] lr: 2.304e-02, eta: 20:22:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9663, loss_cls: 1.1353, loss: 1.1353 +2023-12-23 18:11:17,250 - pyskl - INFO - Epoch [28][400/2506] lr: 2.303e-02, eta: 20:22:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9675, loss_cls: 1.1610, loss: 1.1610 +2023-12-23 18:11:40,123 - pyskl - INFO - Epoch [28][500/2506] lr: 2.303e-02, eta: 20:21:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9750, loss_cls: 1.0558, loss: 1.0558 +2023-12-23 18:12:02,899 - pyskl - INFO - Epoch [28][600/2506] lr: 2.302e-02, eta: 20:21:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9719, loss_cls: 1.1017, loss: 1.1017 +2023-12-23 18:12:25,624 - pyskl - INFO - Epoch [28][700/2506] lr: 2.301e-02, eta: 20:20:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 1.0765, loss: 1.0765 +2023-12-23 18:12:48,273 - pyskl - INFO - Epoch [28][800/2506] lr: 2.301e-02, eta: 20:20:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9681, loss_cls: 1.0838, loss: 1.0838 +2023-12-23 18:13:10,958 - pyskl - INFO - Epoch [28][900/2506] lr: 2.300e-02, eta: 20:19:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9656, loss_cls: 1.1198, loss: 1.1198 +2023-12-23 18:13:33,803 - pyskl - INFO - Epoch [28][1000/2506] lr: 2.300e-02, eta: 20:19:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9706, loss_cls: 1.1082, loss: 1.1082 +2023-12-23 18:13:56,487 - pyskl - INFO - Epoch [28][1100/2506] lr: 2.299e-02, eta: 20:18:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 1.1276, loss: 1.1276 +2023-12-23 18:14:19,112 - pyskl - INFO - Epoch [28][1200/2506] lr: 2.299e-02, eta: 20:18:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9600, loss_cls: 1.1182, loss: 1.1182 +2023-12-23 18:14:41,836 - pyskl - INFO - Epoch [28][1300/2506] lr: 2.298e-02, eta: 20:17:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9681, loss_cls: 1.1198, loss: 1.1198 +2023-12-23 18:15:04,484 - pyskl - INFO - Epoch [28][1400/2506] lr: 2.298e-02, eta: 20:17:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9744, loss_cls: 1.0921, loss: 1.0921 +2023-12-23 18:15:27,108 - pyskl - INFO - Epoch [28][1500/2506] lr: 2.297e-02, eta: 20:16:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9731, loss_cls: 1.0732, loss: 1.0732 +2023-12-23 18:15:49,793 - pyskl - INFO - Epoch [28][1600/2506] lr: 2.296e-02, eta: 20:16:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9725, loss_cls: 1.1300, loss: 1.1300 +2023-12-23 18:16:12,496 - pyskl - INFO - Epoch [28][1700/2506] lr: 2.296e-02, eta: 20:15:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 1.0980, loss: 1.0980 +2023-12-23 18:16:35,184 - pyskl - INFO - Epoch [28][1800/2506] lr: 2.295e-02, eta: 20:15:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9681, loss_cls: 1.1480, loss: 1.1480 +2023-12-23 18:16:57,858 - pyskl - INFO - Epoch [28][1900/2506] lr: 2.295e-02, eta: 20:14:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9725, loss_cls: 1.0899, loss: 1.0899 +2023-12-23 18:17:20,471 - pyskl - INFO - Epoch [28][2000/2506] lr: 2.294e-02, eta: 20:14:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9656, loss_cls: 1.1265, loss: 1.1265 +2023-12-23 18:17:43,158 - pyskl - INFO - Epoch [28][2100/2506] lr: 2.293e-02, eta: 20:13:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9631, loss_cls: 1.2176, loss: 1.2176 +2023-12-23 18:18:05,838 - pyskl - INFO - Epoch [28][2200/2506] lr: 2.293e-02, eta: 20:13:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9756, loss_cls: 1.0745, loss: 1.0745 +2023-12-23 18:18:28,479 - pyskl - INFO - Epoch [28][2300/2506] lr: 2.292e-02, eta: 20:13:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9669, loss_cls: 1.1649, loss: 1.1649 +2023-12-23 18:18:51,111 - pyskl - INFO - Epoch [28][2400/2506] lr: 2.292e-02, eta: 20:12:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9663, loss_cls: 1.2133, loss: 1.2133 +2023-12-23 18:19:13,710 - pyskl - INFO - Epoch [28][2500/2506] lr: 2.291e-02, eta: 20:12:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9688, loss_cls: 1.1107, loss: 1.1107 +2023-12-23 18:19:15,485 - pyskl - INFO - Saving checkpoint at 28 epochs +2023-12-23 18:20:34,954 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 18:20:35,027 - pyskl - INFO - +top1_acc 0.7234 +top5_acc 0.9450 +2023-12-23 18:20:35,031 - pyskl - INFO - Epoch(val) [28][1031] top1_acc: 0.7234, top5_acc: 0.9450 +2023-12-23 18:21:16,262 - pyskl - INFO - Epoch [29][100/2506] lr: 2.291e-02, eta: 20:12:48, time: 0.412, data_time: 0.185, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9756, loss_cls: 1.0779, loss: 1.0779 +2023-12-23 18:21:38,924 - pyskl - INFO - Epoch [29][200/2506] lr: 2.290e-02, eta: 20:12:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 1.0602, loss: 1.0602 +2023-12-23 18:22:01,661 - pyskl - INFO - Epoch [29][300/2506] lr: 2.289e-02, eta: 20:11:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9681, loss_cls: 1.1103, loss: 1.1103 +2023-12-23 18:22:24,365 - pyskl - INFO - Epoch [29][400/2506] lr: 2.289e-02, eta: 20:11:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9712, loss_cls: 1.0595, loss: 1.0595 +2023-12-23 18:22:47,066 - pyskl - INFO - Epoch [29][500/2506] lr: 2.288e-02, eta: 20:10:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9700, loss_cls: 1.1185, loss: 1.1185 +2023-12-23 18:23:09,836 - pyskl - INFO - Epoch [29][600/2506] lr: 2.288e-02, eta: 20:10:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9663, loss_cls: 1.1369, loss: 1.1369 +2023-12-23 18:23:32,480 - pyskl - INFO - Epoch [29][700/2506] lr: 2.287e-02, eta: 20:09:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9706, loss_cls: 1.0484, loss: 1.0484 +2023-12-23 18:23:55,290 - pyskl - INFO - Epoch [29][800/2506] lr: 2.287e-02, eta: 20:09:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9725, loss_cls: 1.0894, loss: 1.0894 +2023-12-23 18:24:18,071 - pyskl - INFO - Epoch [29][900/2506] lr: 2.286e-02, eta: 20:09:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9731, loss_cls: 1.1141, loss: 1.1141 +2023-12-23 18:24:40,781 - pyskl - INFO - Epoch [29][1000/2506] lr: 2.285e-02, eta: 20:08:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9644, loss_cls: 1.0719, loss: 1.0719 +2023-12-23 18:25:03,486 - pyskl - INFO - Epoch [29][1100/2506] lr: 2.285e-02, eta: 20:08:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9681, loss_cls: 1.1379, loss: 1.1379 +2023-12-23 18:25:26,114 - pyskl - INFO - Epoch [29][1200/2506] lr: 2.284e-02, eta: 20:07:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 1.1221, loss: 1.1221 +2023-12-23 18:25:48,684 - pyskl - INFO - Epoch [29][1300/2506] lr: 2.284e-02, eta: 20:07:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9644, loss_cls: 1.1555, loss: 1.1555 +2023-12-23 18:26:11,312 - pyskl - INFO - Epoch [29][1400/2506] lr: 2.283e-02, eta: 20:06:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9663, loss_cls: 1.0905, loss: 1.0905 +2023-12-23 18:26:33,901 - pyskl - INFO - Epoch [29][1500/2506] lr: 2.282e-02, eta: 20:06:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 1.1356, loss: 1.1356 +2023-12-23 18:26:56,553 - pyskl - INFO - Epoch [29][1600/2506] lr: 2.282e-02, eta: 20:05:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9625, loss_cls: 1.0998, loss: 1.0998 +2023-12-23 18:27:19,149 - pyskl - INFO - Epoch [29][1700/2506] lr: 2.281e-02, eta: 20:05:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9650, loss_cls: 1.1694, loss: 1.1694 +2023-12-23 18:27:41,819 - pyskl - INFO - Epoch [29][1800/2506] lr: 2.281e-02, eta: 20:04:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9731, loss_cls: 1.0669, loss: 1.0669 +2023-12-23 18:28:04,531 - pyskl - INFO - Epoch [29][1900/2506] lr: 2.280e-02, eta: 20:04:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 1.1005, loss: 1.1005 +2023-12-23 18:28:27,202 - pyskl - INFO - Epoch [29][2000/2506] lr: 2.279e-02, eta: 20:03:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 1.1781, loss: 1.1781 +2023-12-23 18:28:49,775 - pyskl - INFO - Epoch [29][2100/2506] lr: 2.279e-02, eta: 20:03:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 1.0310, loss: 1.0310 +2023-12-23 18:29:12,488 - pyskl - INFO - Epoch [29][2200/2506] lr: 2.278e-02, eta: 20:02:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9700, loss_cls: 1.1709, loss: 1.1709 +2023-12-23 18:29:35,124 - pyskl - INFO - Epoch [29][2300/2506] lr: 2.278e-02, eta: 20:02:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 1.1143, loss: 1.1143 +2023-12-23 18:29:57,787 - pyskl - INFO - Epoch [29][2400/2506] lr: 2.277e-02, eta: 20:01:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 1.0904, loss: 1.0904 +2023-12-23 18:30:20,399 - pyskl - INFO - Epoch [29][2500/2506] lr: 2.276e-02, eta: 20:01:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 1.0973, loss: 1.0973 +2023-12-23 18:30:22,164 - pyskl - INFO - Saving checkpoint at 29 epochs +2023-12-23 18:31:41,849 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 18:31:41,921 - pyskl - INFO - +top1_acc 0.6797 +top5_acc 0.9173 +2023-12-23 18:31:41,925 - pyskl - INFO - Epoch(val) [29][1031] top1_acc: 0.6797, top5_acc: 0.9173 +2023-12-23 18:32:23,360 - pyskl - INFO - Epoch [30][100/2506] lr: 2.276e-02, eta: 20:02:05, time: 0.414, data_time: 0.188, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9675, loss_cls: 1.1019, loss: 1.1019 +2023-12-23 18:32:45,957 - pyskl - INFO - Epoch [30][200/2506] lr: 2.275e-02, eta: 20:01:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9700, loss_cls: 1.0655, loss: 1.0655 +2023-12-23 18:33:08,610 - pyskl - INFO - Epoch [30][300/2506] lr: 2.275e-02, eta: 20:01:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 1.0580, loss: 1.0580 +2023-12-23 18:33:31,153 - pyskl - INFO - Epoch [30][400/2506] lr: 2.274e-02, eta: 20:00:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9731, loss_cls: 1.1104, loss: 1.1104 +2023-12-23 18:33:53,850 - pyskl - INFO - Epoch [30][500/2506] lr: 2.273e-02, eta: 20:00:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9725, loss_cls: 1.1063, loss: 1.1063 +2023-12-23 18:34:16,567 - pyskl - INFO - Epoch [30][600/2506] lr: 2.273e-02, eta: 19:59:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9663, loss_cls: 1.0974, loss: 1.0974 +2023-12-23 18:34:39,394 - pyskl - INFO - Epoch [30][700/2506] lr: 2.272e-02, eta: 19:59:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9781, loss_cls: 0.9915, loss: 0.9915 +2023-12-23 18:35:02,033 - pyskl - INFO - Epoch [30][800/2506] lr: 2.272e-02, eta: 19:58:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9650, loss_cls: 1.0721, loss: 1.0721 +2023-12-23 18:35:24,758 - pyskl - INFO - Epoch [30][900/2506] lr: 2.271e-02, eta: 19:58:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9688, loss_cls: 1.1343, loss: 1.1343 +2023-12-23 18:35:47,367 - pyskl - INFO - Epoch [30][1000/2506] lr: 2.270e-02, eta: 19:57:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9750, loss_cls: 1.0407, loss: 1.0407 +2023-12-23 18:36:10,119 - pyskl - INFO - Epoch [30][1100/2506] lr: 2.270e-02, eta: 19:57:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9744, loss_cls: 1.1417, loss: 1.1417 +2023-12-23 18:36:32,716 - pyskl - INFO - Epoch [30][1200/2506] lr: 2.269e-02, eta: 19:56:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9756, loss_cls: 1.0342, loss: 1.0342 +2023-12-23 18:36:55,392 - pyskl - INFO - Epoch [30][1300/2506] lr: 2.269e-02, eta: 19:56:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9675, loss_cls: 1.1067, loss: 1.1067 +2023-12-23 18:37:18,139 - pyskl - INFO - Epoch [30][1400/2506] lr: 2.268e-02, eta: 19:55:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9694, loss_cls: 1.1791, loss: 1.1791 +2023-12-23 18:37:40,821 - pyskl - INFO - Epoch [30][1500/2506] lr: 2.267e-02, eta: 19:55:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9631, loss_cls: 1.1424, loss: 1.1424 +2023-12-23 18:38:03,508 - pyskl - INFO - Epoch [30][1600/2506] lr: 2.267e-02, eta: 19:55:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9725, loss_cls: 1.1329, loss: 1.1329 +2023-12-23 18:38:26,175 - pyskl - INFO - Epoch [30][1700/2506] lr: 2.266e-02, eta: 19:54:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9575, loss_cls: 1.1706, loss: 1.1706 +2023-12-23 18:38:48,769 - pyskl - INFO - Epoch [30][1800/2506] lr: 2.266e-02, eta: 19:54:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9769, loss_cls: 1.0494, loss: 1.0494 +2023-12-23 18:39:11,375 - pyskl - INFO - Epoch [30][1900/2506] lr: 2.265e-02, eta: 19:53:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9581, loss_cls: 1.1630, loss: 1.1630 +2023-12-23 18:39:33,976 - pyskl - INFO - Epoch [30][2000/2506] lr: 2.264e-02, eta: 19:53:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9663, loss_cls: 1.2002, loss: 1.2002 +2023-12-23 18:39:56,654 - pyskl - INFO - Epoch [30][2100/2506] lr: 2.264e-02, eta: 19:52:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9731, loss_cls: 1.0981, loss: 1.0981 +2023-12-23 18:40:19,209 - pyskl - INFO - Epoch [30][2200/2506] lr: 2.263e-02, eta: 19:52:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9581, loss_cls: 1.2233, loss: 1.2233 +2023-12-23 18:40:41,896 - pyskl - INFO - Epoch [30][2300/2506] lr: 2.263e-02, eta: 19:51:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9675, loss_cls: 1.1880, loss: 1.1880 +2023-12-23 18:41:04,541 - pyskl - INFO - Epoch [30][2400/2506] lr: 2.262e-02, eta: 19:51:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9694, loss_cls: 1.1105, loss: 1.1105 +2023-12-23 18:41:27,144 - pyskl - INFO - Epoch [30][2500/2506] lr: 2.261e-02, eta: 19:50:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9731, loss_cls: 1.0284, loss: 1.0284 +2023-12-23 18:41:28,952 - pyskl - INFO - Saving checkpoint at 30 epochs +2023-12-23 18:42:48,651 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 18:42:48,723 - pyskl - INFO - +top1_acc 0.6164 +top5_acc 0.8731 +2023-12-23 18:42:48,727 - pyskl - INFO - Epoch(val) [30][1031] top1_acc: 0.6164, top5_acc: 0.8731 +2023-12-23 18:43:29,670 - pyskl - INFO - Epoch [31][100/2506] lr: 2.261e-02, eta: 19:51:22, time: 0.409, data_time: 0.184, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9719, loss_cls: 1.0532, loss: 1.0532 +2023-12-23 18:43:52,256 - pyskl - INFO - Epoch [31][200/2506] lr: 2.260e-02, eta: 19:50:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9769, loss_cls: 1.0215, loss: 1.0215 +2023-12-23 18:44:14,831 - pyskl - INFO - Epoch [31][300/2506] lr: 2.259e-02, eta: 19:50:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9769, loss_cls: 0.9942, loss: 0.9942 +2023-12-23 18:44:37,586 - pyskl - INFO - Epoch [31][400/2506] lr: 2.259e-02, eta: 19:49:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9731, loss_cls: 1.0902, loss: 1.0902 +2023-12-23 18:45:00,366 - pyskl - INFO - Epoch [31][500/2506] lr: 2.258e-02, eta: 19:49:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9719, loss_cls: 1.0778, loss: 1.0778 +2023-12-23 18:45:23,047 - pyskl - INFO - Epoch [31][600/2506] lr: 2.258e-02, eta: 19:49:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9712, loss_cls: 1.0986, loss: 1.0986 +2023-12-23 18:45:45,689 - pyskl - INFO - Epoch [31][700/2506] lr: 2.257e-02, eta: 19:48:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 1.0493, loss: 1.0493 +2023-12-23 18:46:08,393 - pyskl - INFO - Epoch [31][800/2506] lr: 2.256e-02, eta: 19:48:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9750, loss_cls: 1.1006, loss: 1.1006 +2023-12-23 18:46:31,098 - pyskl - INFO - Epoch [31][900/2506] lr: 2.256e-02, eta: 19:47:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9794, loss_cls: 1.0315, loss: 1.0315 +2023-12-23 18:46:53,825 - pyskl - INFO - Epoch [31][1000/2506] lr: 2.255e-02, eta: 19:47:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9675, loss_cls: 1.1903, loss: 1.1903 +2023-12-23 18:47:16,554 - pyskl - INFO - Epoch [31][1100/2506] lr: 2.254e-02, eta: 19:46:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9675, loss_cls: 1.0744, loss: 1.0744 +2023-12-23 18:47:39,214 - pyskl - INFO - Epoch [31][1200/2506] lr: 2.254e-02, eta: 19:46:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9781, loss_cls: 1.0264, loss: 1.0264 +2023-12-23 18:48:01,899 - pyskl - INFO - Epoch [31][1300/2506] lr: 2.253e-02, eta: 19:45:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9631, loss_cls: 1.1642, loss: 1.1642 +2023-12-23 18:48:24,590 - pyskl - INFO - Epoch [31][1400/2506] lr: 2.253e-02, eta: 19:45:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9712, loss_cls: 1.0700, loss: 1.0700 +2023-12-23 18:48:47,294 - pyskl - INFO - Epoch [31][1500/2506] lr: 2.252e-02, eta: 19:44:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9663, loss_cls: 1.0787, loss: 1.0787 +2023-12-23 18:49:09,959 - pyskl - INFO - Epoch [31][1600/2506] lr: 2.251e-02, eta: 19:44:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9663, loss_cls: 1.1530, loss: 1.1530 +2023-12-23 18:49:32,608 - pyskl - INFO - Epoch [31][1700/2506] lr: 2.251e-02, eta: 19:43:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9594, loss_cls: 1.1608, loss: 1.1608 +2023-12-23 18:49:55,221 - pyskl - INFO - Epoch [31][1800/2506] lr: 2.250e-02, eta: 19:43:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9706, loss_cls: 1.0886, loss: 1.0886 +2023-12-23 18:50:17,975 - pyskl - INFO - Epoch [31][1900/2506] lr: 2.249e-02, eta: 19:42:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9700, loss_cls: 1.0655, loss: 1.0655 +2023-12-23 18:50:40,641 - pyskl - INFO - Epoch [31][2000/2506] lr: 2.249e-02, eta: 19:42:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9781, loss_cls: 0.9938, loss: 0.9938 +2023-12-23 18:51:03,470 - pyskl - INFO - Epoch [31][2100/2506] lr: 2.248e-02, eta: 19:42:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9712, loss_cls: 1.1033, loss: 1.1033 +2023-12-23 18:51:26,184 - pyskl - INFO - Epoch [31][2200/2506] lr: 2.248e-02, eta: 19:41:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9613, loss_cls: 1.2110, loss: 1.2110 +2023-12-23 18:51:48,857 - pyskl - INFO - Epoch [31][2300/2506] lr: 2.247e-02, eta: 19:41:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9675, loss_cls: 1.1237, loss: 1.1237 +2023-12-23 18:52:11,435 - pyskl - INFO - Epoch [31][2400/2506] lr: 2.246e-02, eta: 19:40:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9619, loss_cls: 1.1673, loss: 1.1673 +2023-12-23 18:52:34,023 - pyskl - INFO - Epoch [31][2500/2506] lr: 2.246e-02, eta: 19:40:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9581, loss_cls: 1.2214, loss: 1.2214 +2023-12-23 18:52:35,881 - pyskl - INFO - Saving checkpoint at 31 epochs +2023-12-23 18:53:55,168 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 18:53:55,240 - pyskl - INFO - +top1_acc 0.6808 +top5_acc 0.9216 +2023-12-23 18:53:55,243 - pyskl - INFO - Epoch(val) [31][1031] top1_acc: 0.6808, top5_acc: 0.9216 +2023-12-23 18:54:36,211 - pyskl - INFO - Epoch [32][100/2506] lr: 2.245e-02, eta: 19:40:46, time: 0.410, data_time: 0.184, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9712, loss_cls: 1.0808, loss: 1.0808 +2023-12-23 18:54:58,799 - pyskl - INFO - Epoch [32][200/2506] lr: 2.244e-02, eta: 19:40:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9700, loss_cls: 1.0576, loss: 1.0576 +2023-12-23 18:55:21,406 - pyskl - INFO - Epoch [32][300/2506] lr: 2.244e-02, eta: 19:39:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9731, loss_cls: 1.0453, loss: 1.0453 +2023-12-23 18:55:44,032 - pyskl - INFO - Epoch [32][400/2506] lr: 2.243e-02, eta: 19:39:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9731, loss_cls: 1.0807, loss: 1.0807 +2023-12-23 18:56:06,690 - pyskl - INFO - Epoch [32][500/2506] lr: 2.243e-02, eta: 19:38:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 0.9628, loss: 0.9628 +2023-12-23 18:56:29,486 - pyskl - INFO - Epoch [32][600/2506] lr: 2.242e-02, eta: 19:38:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9600, loss_cls: 1.1098, loss: 1.1098 +2023-12-23 18:56:52,210 - pyskl - INFO - Epoch [32][700/2506] lr: 2.241e-02, eta: 19:37:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 1.0898, loss: 1.0898 +2023-12-23 18:57:14,918 - pyskl - INFO - Epoch [32][800/2506] lr: 2.241e-02, eta: 19:37:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9663, loss_cls: 1.1541, loss: 1.1541 +2023-12-23 18:57:37,549 - pyskl - INFO - Epoch [32][900/2506] lr: 2.240e-02, eta: 19:37:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 1.0515, loss: 1.0515 +2023-12-23 18:58:00,220 - pyskl - INFO - Epoch [32][1000/2506] lr: 2.239e-02, eta: 19:36:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9663, loss_cls: 1.0600, loss: 1.0600 +2023-12-23 18:58:23,011 - pyskl - INFO - Epoch [32][1100/2506] lr: 2.239e-02, eta: 19:36:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9681, loss_cls: 1.0653, loss: 1.0653 +2023-12-23 18:58:45,688 - pyskl - INFO - Epoch [32][1200/2506] lr: 2.238e-02, eta: 19:35:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 1.0976, loss: 1.0976 +2023-12-23 18:59:08,263 - pyskl - INFO - Epoch [32][1300/2506] lr: 2.237e-02, eta: 19:35:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9756, loss_cls: 1.0226, loss: 1.0226 +2023-12-23 18:59:30,871 - pyskl - INFO - Epoch [32][1400/2506] lr: 2.237e-02, eta: 19:34:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9675, loss_cls: 1.1684, loss: 1.1684 +2023-12-23 18:59:53,522 - pyskl - INFO - Epoch [32][1500/2506] lr: 2.236e-02, eta: 19:34:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9675, loss_cls: 1.1013, loss: 1.1013 +2023-12-23 19:00:16,370 - pyskl - INFO - Epoch [32][1600/2506] lr: 2.235e-02, eta: 19:33:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9681, loss_cls: 1.0874, loss: 1.0874 +2023-12-23 19:00:39,177 - pyskl - INFO - Epoch [32][1700/2506] lr: 2.235e-02, eta: 19:33:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9706, loss_cls: 1.0432, loss: 1.0432 +2023-12-23 19:01:01,817 - pyskl - INFO - Epoch [32][1800/2506] lr: 2.234e-02, eta: 19:32:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9719, loss_cls: 1.0694, loss: 1.0694 +2023-12-23 19:01:24,337 - pyskl - INFO - Epoch [32][1900/2506] lr: 2.234e-02, eta: 19:32:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9600, loss_cls: 1.1482, loss: 1.1482 +2023-12-23 19:01:46,906 - pyskl - INFO - Epoch [32][2000/2506] lr: 2.233e-02, eta: 19:31:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9769, loss_cls: 1.0099, loss: 1.0099 +2023-12-23 19:02:09,602 - pyskl - INFO - Epoch [32][2100/2506] lr: 2.232e-02, eta: 19:31:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9675, loss_cls: 1.1048, loss: 1.1048 +2023-12-23 19:02:32,284 - pyskl - INFO - Epoch [32][2200/2506] lr: 2.232e-02, eta: 19:31:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9712, loss_cls: 1.1096, loss: 1.1096 +2023-12-23 19:02:55,027 - pyskl - INFO - Epoch [32][2300/2506] lr: 2.231e-02, eta: 19:30:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9625, loss_cls: 1.2303, loss: 1.2303 +2023-12-23 19:03:17,620 - pyskl - INFO - Epoch [32][2400/2506] lr: 2.230e-02, eta: 19:30:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9675, loss_cls: 1.1367, loss: 1.1367 +2023-12-23 19:03:40,272 - pyskl - INFO - Epoch [32][2500/2506] lr: 2.230e-02, eta: 19:29:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 1.1260, loss: 1.1260 +2023-12-23 19:03:42,086 - pyskl - INFO - Saving checkpoint at 32 epochs +2023-12-23 19:05:01,035 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 19:05:01,114 - pyskl - INFO - +top1_acc 0.7090 +top5_acc 0.9384 +2023-12-23 19:05:01,119 - pyskl - INFO - Epoch(val) [32][1031] top1_acc: 0.7090, top5_acc: 0.9384 +2023-12-23 19:05:41,897 - pyskl - INFO - Epoch [33][100/2506] lr: 2.229e-02, eta: 19:30:11, time: 0.408, data_time: 0.182, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9738, loss_cls: 1.0345, loss: 1.0345 +2023-12-23 19:06:04,525 - pyskl - INFO - Epoch [33][200/2506] lr: 2.228e-02, eta: 19:29:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9694, loss_cls: 1.1530, loss: 1.1530 +2023-12-23 19:06:27,069 - pyskl - INFO - Epoch [33][300/2506] lr: 2.228e-02, eta: 19:29:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 1.0284, loss: 1.0284 +2023-12-23 19:06:49,661 - pyskl - INFO - Epoch [33][400/2506] lr: 2.227e-02, eta: 19:28:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9775, loss_cls: 1.0209, loss: 1.0209 +2023-12-23 19:07:12,550 - pyskl - INFO - Epoch [33][500/2506] lr: 2.226e-02, eta: 19:28:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9738, loss_cls: 1.0239, loss: 1.0239 +2023-12-23 19:07:35,260 - pyskl - INFO - Epoch [33][600/2506] lr: 2.226e-02, eta: 19:27:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9637, loss_cls: 1.1342, loss: 1.1342 +2023-12-23 19:07:57,964 - pyskl - INFO - Epoch [33][700/2506] lr: 2.225e-02, eta: 19:27:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9688, loss_cls: 1.0545, loss: 1.0545 +2023-12-23 19:08:20,610 - pyskl - INFO - Epoch [33][800/2506] lr: 2.224e-02, eta: 19:26:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9712, loss_cls: 1.1572, loss: 1.1572 +2023-12-23 19:08:43,337 - pyskl - INFO - Epoch [33][900/2506] lr: 2.224e-02, eta: 19:26:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9637, loss_cls: 1.1310, loss: 1.1310 +2023-12-23 19:09:06,018 - pyskl - INFO - Epoch [33][1000/2506] lr: 2.223e-02, eta: 19:26:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9700, loss_cls: 0.9845, loss: 0.9845 +2023-12-23 19:09:28,692 - pyskl - INFO - Epoch [33][1100/2506] lr: 2.222e-02, eta: 19:25:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 1.0535, loss: 1.0535 +2023-12-23 19:09:51,446 - pyskl - INFO - Epoch [33][1200/2506] lr: 2.222e-02, eta: 19:25:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9600, loss_cls: 1.1255, loss: 1.1255 +2023-12-23 19:10:14,162 - pyskl - INFO - Epoch [33][1300/2506] lr: 2.221e-02, eta: 19:24:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9694, loss_cls: 1.1064, loss: 1.1064 +2023-12-23 19:10:36,891 - pyskl - INFO - Epoch [33][1400/2506] lr: 2.220e-02, eta: 19:24:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9675, loss_cls: 1.1027, loss: 1.1027 +2023-12-23 19:10:59,544 - pyskl - INFO - Epoch [33][1500/2506] lr: 2.220e-02, eta: 19:23:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9700, loss_cls: 1.1044, loss: 1.1044 +2023-12-23 19:11:22,183 - pyskl - INFO - Epoch [33][1600/2506] lr: 2.219e-02, eta: 19:23:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9688, loss_cls: 1.0989, loss: 1.0989 +2023-12-23 19:11:44,784 - pyskl - INFO - Epoch [33][1700/2506] lr: 2.218e-02, eta: 19:22:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9738, loss_cls: 1.0904, loss: 1.0904 +2023-12-23 19:12:07,422 - pyskl - INFO - Epoch [33][1800/2506] lr: 2.218e-02, eta: 19:22:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9725, loss_cls: 1.0053, loss: 1.0053 +2023-12-23 19:12:30,088 - pyskl - INFO - Epoch [33][1900/2506] lr: 2.217e-02, eta: 19:21:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 1.0233, loss: 1.0233 +2023-12-23 19:12:52,658 - pyskl - INFO - Epoch [33][2000/2506] lr: 2.217e-02, eta: 19:21:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9706, loss_cls: 1.0603, loss: 1.0603 +2023-12-23 19:13:15,303 - pyskl - INFO - Epoch [33][2100/2506] lr: 2.216e-02, eta: 19:20:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9644, loss_cls: 1.1427, loss: 1.1427 +2023-12-23 19:13:37,866 - pyskl - INFO - Epoch [33][2200/2506] lr: 2.215e-02, eta: 19:20:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9738, loss_cls: 1.0169, loss: 1.0169 +2023-12-23 19:14:00,655 - pyskl - INFO - Epoch [33][2300/2506] lr: 2.215e-02, eta: 19:20:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9719, loss_cls: 1.0765, loss: 1.0765 +2023-12-23 19:14:23,319 - pyskl - INFO - Epoch [33][2400/2506] lr: 2.214e-02, eta: 19:19:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 1.0436, loss: 1.0436 +2023-12-23 19:14:46,068 - pyskl - INFO - Epoch [33][2500/2506] lr: 2.213e-02, eta: 19:19:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9606, loss_cls: 1.2344, loss: 1.2344 +2023-12-23 19:14:47,943 - pyskl - INFO - Saving checkpoint at 33 epochs +2023-12-23 19:16:07,489 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 19:16:07,561 - pyskl - INFO - +top1_acc 0.6597 +top5_acc 0.9265 +2023-12-23 19:16:07,565 - pyskl - INFO - Epoch(val) [33][1031] top1_acc: 0.6597, top5_acc: 0.9265 +2023-12-23 19:16:48,956 - pyskl - INFO - Epoch [34][100/2506] lr: 2.212e-02, eta: 19:19:41, time: 0.414, data_time: 0.188, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 0.9559, loss: 0.9559 +2023-12-23 19:17:11,533 - pyskl - INFO - Epoch [34][200/2506] lr: 2.212e-02, eta: 19:19:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 1.0190, loss: 1.0190 +2023-12-23 19:17:34,057 - pyskl - INFO - Epoch [34][300/2506] lr: 2.211e-02, eta: 19:18:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 1.0815, loss: 1.0815 +2023-12-23 19:17:56,635 - pyskl - INFO - Epoch [34][400/2506] lr: 2.210e-02, eta: 19:18:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 1.0334, loss: 1.0334 +2023-12-23 19:18:19,294 - pyskl - INFO - Epoch [34][500/2506] lr: 2.210e-02, eta: 19:17:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9769, loss_cls: 1.0461, loss: 1.0461 +2023-12-23 19:18:42,032 - pyskl - INFO - Epoch [34][600/2506] lr: 2.209e-02, eta: 19:17:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9694, loss_cls: 1.0693, loss: 1.0693 +2023-12-23 19:19:04,796 - pyskl - INFO - Epoch [34][700/2506] lr: 2.208e-02, eta: 19:16:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 1.0837, loss: 1.0837 +2023-12-23 19:19:27,436 - pyskl - INFO - Epoch [34][800/2506] lr: 2.208e-02, eta: 19:16:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9644, loss_cls: 1.1666, loss: 1.1666 +2023-12-23 19:19:50,113 - pyskl - INFO - Epoch [34][900/2506] lr: 2.207e-02, eta: 19:16:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9706, loss_cls: 1.0354, loss: 1.0354 +2023-12-23 19:20:12,782 - pyskl - INFO - Epoch [34][1000/2506] lr: 2.206e-02, eta: 19:15:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9700, loss_cls: 1.1108, loss: 1.1108 +2023-12-23 19:20:35,408 - pyskl - INFO - Epoch [34][1100/2506] lr: 2.206e-02, eta: 19:15:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9694, loss_cls: 1.0311, loss: 1.0311 +2023-12-23 19:20:58,028 - pyskl - INFO - Epoch [34][1200/2506] lr: 2.205e-02, eta: 19:14:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9756, loss_cls: 1.0374, loss: 1.0374 +2023-12-23 19:21:20,781 - pyskl - INFO - Epoch [34][1300/2506] lr: 2.204e-02, eta: 19:14:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9700, loss_cls: 1.0480, loss: 1.0480 +2023-12-23 19:21:43,432 - pyskl - INFO - Epoch [34][1400/2506] lr: 2.204e-02, eta: 19:13:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9613, loss_cls: 1.0515, loss: 1.0515 +2023-12-23 19:22:06,070 - pyskl - INFO - Epoch [34][1500/2506] lr: 2.203e-02, eta: 19:13:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9719, loss_cls: 1.0195, loss: 1.0195 +2023-12-23 19:22:28,644 - pyskl - INFO - Epoch [34][1600/2506] lr: 2.202e-02, eta: 19:12:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9750, loss_cls: 1.0453, loss: 1.0453 +2023-12-23 19:22:51,294 - pyskl - INFO - Epoch [34][1700/2506] lr: 2.202e-02, eta: 19:12:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9631, loss_cls: 1.1295, loss: 1.1295 +2023-12-23 19:23:13,853 - pyskl - INFO - Epoch [34][1800/2506] lr: 2.201e-02, eta: 19:11:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 1.0452, loss: 1.0452 +2023-12-23 19:23:36,597 - pyskl - INFO - Epoch [34][1900/2506] lr: 2.200e-02, eta: 19:11:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9606, loss_cls: 1.1491, loss: 1.1491 +2023-12-23 19:23:59,174 - pyskl - INFO - Epoch [34][2000/2506] lr: 2.200e-02, eta: 19:10:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9712, loss_cls: 1.0586, loss: 1.0586 +2023-12-23 19:24:21,782 - pyskl - INFO - Epoch [34][2100/2506] lr: 2.199e-02, eta: 19:10:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9706, loss_cls: 1.1612, loss: 1.1612 +2023-12-23 19:24:44,454 - pyskl - INFO - Epoch [34][2200/2506] lr: 2.198e-02, eta: 19:10:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9688, loss_cls: 1.0708, loss: 1.0708 +2023-12-23 19:25:07,157 - pyskl - INFO - Epoch [34][2300/2506] lr: 2.198e-02, eta: 19:09:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9706, loss_cls: 1.0617, loss: 1.0617 +2023-12-23 19:25:29,895 - pyskl - INFO - Epoch [34][2400/2506] lr: 2.197e-02, eta: 19:09:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9619, loss_cls: 1.1229, loss: 1.1229 +2023-12-23 19:25:52,575 - pyskl - INFO - Epoch [34][2500/2506] lr: 2.196e-02, eta: 19:08:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9650, loss_cls: 1.1214, loss: 1.1214 +2023-12-23 19:25:54,425 - pyskl - INFO - Saving checkpoint at 34 epochs +2023-12-23 19:27:13,501 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 19:27:13,573 - pyskl - INFO - +top1_acc 0.7630 +top5_acc 0.9568 +2023-12-23 19:27:13,577 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/bm/best_top1_acc_epoch_20.pth was removed +2023-12-23 19:27:13,708 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_34.pth. +2023-12-23 19:27:13,709 - pyskl - INFO - Best top1_acc is 0.7630 at 34 epoch. +2023-12-23 19:27:13,713 - pyskl - INFO - Epoch(val) [34][1031] top1_acc: 0.7630, top5_acc: 0.9568 +2023-12-23 19:27:55,105 - pyskl - INFO - Epoch [35][100/2506] lr: 2.196e-02, eta: 19:09:13, time: 0.414, data_time: 0.188, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9744, loss_cls: 1.0575, loss: 1.0575 +2023-12-23 19:28:17,770 - pyskl - INFO - Epoch [35][200/2506] lr: 2.195e-02, eta: 19:08:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 1.0431, loss: 1.0431 +2023-12-23 19:28:40,422 - pyskl - INFO - Epoch [35][300/2506] lr: 2.194e-02, eta: 19:08:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9812, loss_cls: 1.0276, loss: 1.0276 +2023-12-23 19:29:03,117 - pyskl - INFO - Epoch [35][400/2506] lr: 2.194e-02, eta: 19:07:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 1.0429, loss: 1.0429 +2023-12-23 19:29:25,840 - pyskl - INFO - Epoch [35][500/2506] lr: 2.193e-02, eta: 19:07:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9712, loss_cls: 1.0382, loss: 1.0382 +2023-12-23 19:29:48,682 - pyskl - INFO - Epoch [35][600/2506] lr: 2.192e-02, eta: 19:06:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9825, loss_cls: 0.9297, loss: 0.9297 +2023-12-23 19:30:11,399 - pyskl - INFO - Epoch [35][700/2506] lr: 2.191e-02, eta: 19:06:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9725, loss_cls: 1.0815, loss: 1.0815 +2023-12-23 19:30:34,139 - pyskl - INFO - Epoch [35][800/2506] lr: 2.191e-02, eta: 19:06:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 1.0362, loss: 1.0362 +2023-12-23 19:30:56,766 - pyskl - INFO - Epoch [35][900/2506] lr: 2.190e-02, eta: 19:05:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9750, loss_cls: 1.0196, loss: 1.0196 +2023-12-23 19:31:19,432 - pyskl - INFO - Epoch [35][1000/2506] lr: 2.189e-02, eta: 19:05:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9719, loss_cls: 1.0788, loss: 1.0788 +2023-12-23 19:31:42,115 - pyskl - INFO - Epoch [35][1100/2506] lr: 2.189e-02, eta: 19:04:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9681, loss_cls: 1.1123, loss: 1.1123 +2023-12-23 19:32:04,757 - pyskl - INFO - Epoch [35][1200/2506] lr: 2.188e-02, eta: 19:04:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9756, loss_cls: 0.9744, loss: 0.9744 +2023-12-23 19:32:27,557 - pyskl - INFO - Epoch [35][1300/2506] lr: 2.187e-02, eta: 19:03:47, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9712, loss_cls: 1.1088, loss: 1.1088 +2023-12-23 19:32:50,205 - pyskl - INFO - Epoch [35][1400/2506] lr: 2.187e-02, eta: 19:03:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 1.0274, loss: 1.0274 +2023-12-23 19:33:12,852 - pyskl - INFO - Epoch [35][1500/2506] lr: 2.186e-02, eta: 19:02:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9738, loss_cls: 1.0879, loss: 1.0879 +2023-12-23 19:33:35,461 - pyskl - INFO - Epoch [35][1600/2506] lr: 2.185e-02, eta: 19:02:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 1.0455, loss: 1.0455 +2023-12-23 19:33:58,031 - pyskl - INFO - Epoch [35][1700/2506] lr: 2.185e-02, eta: 19:01:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9781, loss_cls: 1.0285, loss: 1.0285 +2023-12-23 19:34:20,636 - pyskl - INFO - Epoch [35][1800/2506] lr: 2.184e-02, eta: 19:01:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9725, loss_cls: 1.0681, loss: 1.0681 +2023-12-23 19:34:43,393 - pyskl - INFO - Epoch [35][1900/2506] lr: 2.183e-02, eta: 19:01:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9669, loss_cls: 1.1060, loss: 1.1060 +2023-12-23 19:35:06,127 - pyskl - INFO - Epoch [35][2000/2506] lr: 2.182e-02, eta: 19:00:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 1.0819, loss: 1.0819 +2023-12-23 19:35:28,709 - pyskl - INFO - Epoch [35][2100/2506] lr: 2.182e-02, eta: 19:00:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9738, loss_cls: 1.0604, loss: 1.0604 +2023-12-23 19:35:51,270 - pyskl - INFO - Epoch [35][2200/2506] lr: 2.181e-02, eta: 18:59:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 1.0231, loss: 1.0231 +2023-12-23 19:36:13,912 - pyskl - INFO - Epoch [35][2300/2506] lr: 2.180e-02, eta: 18:59:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 1.0972, loss: 1.0972 +2023-12-23 19:36:36,497 - pyskl - INFO - Epoch [35][2400/2506] lr: 2.180e-02, eta: 18:58:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9669, loss_cls: 1.0896, loss: 1.0896 +2023-12-23 19:36:59,179 - pyskl - INFO - Epoch [35][2500/2506] lr: 2.179e-02, eta: 18:58:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 0.9816, loss: 0.9816 +2023-12-23 19:37:01,043 - pyskl - INFO - Saving checkpoint at 35 epochs +2023-12-23 19:38:20,195 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 19:38:20,267 - pyskl - INFO - +top1_acc 0.6836 +top5_acc 0.9343 +2023-12-23 19:38:20,271 - pyskl - INFO - Epoch(val) [35][1031] top1_acc: 0.6836, top5_acc: 0.9343 +2023-12-23 19:39:01,669 - pyskl - INFO - Epoch [36][100/2506] lr: 2.178e-02, eta: 18:58:48, time: 0.414, data_time: 0.187, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 0.8969, loss: 0.8969 +2023-12-23 19:39:24,394 - pyskl - INFO - Epoch [36][200/2506] lr: 2.178e-02, eta: 18:58:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9794, loss_cls: 0.9702, loss: 0.9702 +2023-12-23 19:39:47,093 - pyskl - INFO - Epoch [36][300/2506] lr: 2.177e-02, eta: 18:57:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 1.1197, loss: 1.1197 +2023-12-23 19:40:09,799 - pyskl - INFO - Epoch [36][400/2506] lr: 2.176e-02, eta: 18:57:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9688, loss_cls: 1.0791, loss: 1.0791 +2023-12-23 19:40:32,433 - pyskl - INFO - Epoch [36][500/2506] lr: 2.175e-02, eta: 18:57:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9656, loss_cls: 1.1253, loss: 1.1253 +2023-12-23 19:40:55,042 - pyskl - INFO - Epoch [36][600/2506] lr: 2.175e-02, eta: 18:56:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9675, loss_cls: 1.0639, loss: 1.0639 +2023-12-23 19:41:17,704 - pyskl - INFO - Epoch [36][700/2506] lr: 2.174e-02, eta: 18:56:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9744, loss_cls: 1.0666, loss: 1.0666 +2023-12-23 19:41:40,329 - pyskl - INFO - Epoch [36][800/2506] lr: 2.173e-02, eta: 18:55:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9744, loss_cls: 1.0019, loss: 1.0019 +2023-12-23 19:42:02,985 - pyskl - INFO - Epoch [36][900/2506] lr: 2.173e-02, eta: 18:55:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9650, loss_cls: 1.1160, loss: 1.1160 +2023-12-23 19:42:25,749 - pyskl - INFO - Epoch [36][1000/2506] lr: 2.172e-02, eta: 18:54:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9794, loss_cls: 1.0137, loss: 1.0137 +2023-12-23 19:42:48,494 - pyskl - INFO - Epoch [36][1100/2506] lr: 2.171e-02, eta: 18:54:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9669, loss_cls: 1.1525, loss: 1.1525 +2023-12-23 19:43:11,323 - pyskl - INFO - Epoch [36][1200/2506] lr: 2.171e-02, eta: 18:53:51, time: 0.228, data_time: 0.001, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 1.1186, loss: 1.1186 +2023-12-23 19:43:34,012 - pyskl - INFO - Epoch [36][1300/2506] lr: 2.170e-02, eta: 18:53:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 1.0335, loss: 1.0335 +2023-12-23 19:43:56,699 - pyskl - INFO - Epoch [36][1400/2506] lr: 2.169e-02, eta: 18:52:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9725, loss_cls: 1.0683, loss: 1.0683 +2023-12-23 19:44:19,276 - pyskl - INFO - Epoch [36][1500/2506] lr: 2.168e-02, eta: 18:52:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9725, loss_cls: 1.0540, loss: 1.0540 +2023-12-23 19:44:41,915 - pyskl - INFO - Epoch [36][1600/2506] lr: 2.168e-02, eta: 18:52:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9650, loss_cls: 1.0433, loss: 1.0433 +2023-12-23 19:45:04,552 - pyskl - INFO - Epoch [36][1700/2506] lr: 2.167e-02, eta: 18:51:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9650, loss_cls: 1.0796, loss: 1.0796 +2023-12-23 19:45:27,215 - pyskl - INFO - Epoch [36][1800/2506] lr: 2.166e-02, eta: 18:51:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 1.0847, loss: 1.0847 +2023-12-23 19:45:49,848 - pyskl - INFO - Epoch [36][1900/2506] lr: 2.166e-02, eta: 18:50:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9731, loss_cls: 1.0275, loss: 1.0275 +2023-12-23 19:46:12,484 - pyskl - INFO - Epoch [36][2000/2506] lr: 2.165e-02, eta: 18:50:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 0.9932, loss: 0.9932 +2023-12-23 19:46:35,026 - pyskl - INFO - Epoch [36][2100/2506] lr: 2.164e-02, eta: 18:49:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9619, loss_cls: 1.1534, loss: 1.1534 +2023-12-23 19:46:57,686 - pyskl - INFO - Epoch [36][2200/2506] lr: 2.163e-02, eta: 18:49:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9788, loss_cls: 1.0251, loss: 1.0251 +2023-12-23 19:47:20,305 - pyskl - INFO - Epoch [36][2300/2506] lr: 2.163e-02, eta: 18:48:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9731, loss_cls: 1.0354, loss: 1.0354 +2023-12-23 19:47:42,896 - pyskl - INFO - Epoch [36][2400/2506] lr: 2.162e-02, eta: 18:48:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9731, loss_cls: 1.0915, loss: 1.0915 +2023-12-23 19:48:05,475 - pyskl - INFO - Epoch [36][2500/2506] lr: 2.161e-02, eta: 18:47:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 1.0599, loss: 1.0599 +2023-12-23 19:48:07,321 - pyskl - INFO - Saving checkpoint at 36 epochs +2023-12-23 19:49:26,646 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 19:49:26,729 - pyskl - INFO - +top1_acc 0.7462 +top5_acc 0.9509 +2023-12-23 19:49:26,733 - pyskl - INFO - Epoch(val) [36][1031] top1_acc: 0.7462, top5_acc: 0.9509 +2023-12-23 19:50:08,009 - pyskl - INFO - Epoch [37][100/2506] lr: 2.161e-02, eta: 18:48:24, time: 0.413, data_time: 0.186, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9731, loss_cls: 1.0550, loss: 1.0550 +2023-12-23 19:50:30,567 - pyskl - INFO - Epoch [37][200/2506] lr: 2.160e-02, eta: 18:47:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 1.0453, loss: 1.0453 +2023-12-23 19:50:53,172 - pyskl - INFO - Epoch [37][300/2506] lr: 2.159e-02, eta: 18:47:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 0.9662, loss: 0.9662 +2023-12-23 19:51:15,870 - pyskl - INFO - Epoch [37][400/2506] lr: 2.158e-02, eta: 18:47:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 0.9743, loss: 0.9743 +2023-12-23 19:51:38,690 - pyskl - INFO - Epoch [37][500/2506] lr: 2.158e-02, eta: 18:46:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 0.9805, loss: 0.9805 +2023-12-23 19:52:01,482 - pyskl - INFO - Epoch [37][600/2506] lr: 2.157e-02, eta: 18:46:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9781, loss_cls: 0.9706, loss: 0.9706 +2023-12-23 19:52:24,158 - pyskl - INFO - Epoch [37][700/2506] lr: 2.156e-02, eta: 18:45:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 1.0082, loss: 1.0082 +2023-12-23 19:52:46,821 - pyskl - INFO - Epoch [37][800/2506] lr: 2.155e-02, eta: 18:45:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 1.0118, loss: 1.0118 +2023-12-23 19:53:09,426 - pyskl - INFO - Epoch [37][900/2506] lr: 2.155e-02, eta: 18:44:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9700, loss_cls: 1.1030, loss: 1.1030 +2023-12-23 19:53:32,153 - pyskl - INFO - Epoch [37][1000/2506] lr: 2.154e-02, eta: 18:44:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9731, loss_cls: 1.0675, loss: 1.0675 +2023-12-23 19:53:54,781 - pyskl - INFO - Epoch [37][1100/2506] lr: 2.153e-02, eta: 18:43:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9700, loss_cls: 1.0471, loss: 1.0471 +2023-12-23 19:54:17,376 - pyskl - INFO - Epoch [37][1200/2506] lr: 2.153e-02, eta: 18:43:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 1.0273, loss: 1.0273 +2023-12-23 19:54:39,947 - pyskl - INFO - Epoch [37][1300/2506] lr: 2.152e-02, eta: 18:43:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9675, loss_cls: 1.1430, loss: 1.1430 +2023-12-23 19:55:02,562 - pyskl - INFO - Epoch [37][1400/2506] lr: 2.151e-02, eta: 18:42:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 1.0480, loss: 1.0480 +2023-12-23 19:55:25,197 - pyskl - INFO - Epoch [37][1500/2506] lr: 2.150e-02, eta: 18:42:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9738, loss_cls: 1.0128, loss: 1.0128 +2023-12-23 19:55:47,781 - pyskl - INFO - Epoch [37][1600/2506] lr: 2.150e-02, eta: 18:41:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9694, loss_cls: 1.0924, loss: 1.0924 +2023-12-23 19:56:10,377 - pyskl - INFO - Epoch [37][1700/2506] lr: 2.149e-02, eta: 18:41:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9619, loss_cls: 1.1440, loss: 1.1440 +2023-12-23 19:56:33,006 - pyskl - INFO - Epoch [37][1800/2506] lr: 2.148e-02, eta: 18:40:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9669, loss_cls: 1.0524, loss: 1.0524 +2023-12-23 19:56:55,818 - pyskl - INFO - Epoch [37][1900/2506] lr: 2.148e-02, eta: 18:40:19, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 1.0742, loss: 1.0742 +2023-12-23 19:57:18,475 - pyskl - INFO - Epoch [37][2000/2506] lr: 2.147e-02, eta: 18:39:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9744, loss_cls: 1.0128, loss: 1.0128 +2023-12-23 19:57:41,049 - pyskl - INFO - Epoch [37][2100/2506] lr: 2.146e-02, eta: 18:39:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9694, loss_cls: 1.0894, loss: 1.0894 +2023-12-23 19:58:03,649 - pyskl - INFO - Epoch [37][2200/2506] lr: 2.145e-02, eta: 18:38:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9613, loss_cls: 1.0876, loss: 1.0876 +2023-12-23 19:58:26,261 - pyskl - INFO - Epoch [37][2300/2506] lr: 2.145e-02, eta: 18:38:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 1.0871, loss: 1.0871 +2023-12-23 19:58:48,841 - pyskl - INFO - Epoch [37][2400/2506] lr: 2.144e-02, eta: 18:38:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9750, loss_cls: 1.0706, loss: 1.0706 +2023-12-23 19:59:11,404 - pyskl - INFO - Epoch [37][2500/2506] lr: 2.143e-02, eta: 18:37:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9700, loss_cls: 1.0462, loss: 1.0462 +2023-12-23 19:59:13,218 - pyskl - INFO - Saving checkpoint at 37 epochs +2023-12-23 20:00:32,125 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 20:00:32,198 - pyskl - INFO - +top1_acc 0.7559 +top5_acc 0.9458 +2023-12-23 20:00:32,201 - pyskl - INFO - Epoch(val) [37][1031] top1_acc: 0.7559, top5_acc: 0.9458 +2023-12-23 20:01:13,521 - pyskl - INFO - Epoch [38][100/2506] lr: 2.142e-02, eta: 18:38:01, time: 0.413, data_time: 0.187, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9663, loss_cls: 1.1196, loss: 1.1196 +2023-12-23 20:01:36,092 - pyskl - INFO - Epoch [38][200/2506] lr: 2.142e-02, eta: 18:37:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9725, loss_cls: 1.0946, loss: 1.0946 +2023-12-23 20:01:58,770 - pyskl - INFO - Epoch [38][300/2506] lr: 2.141e-02, eta: 18:37:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 1.1035, loss: 1.1035 +2023-12-23 20:02:21,372 - pyskl - INFO - Epoch [38][400/2506] lr: 2.140e-02, eta: 18:36:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 1.0466, loss: 1.0466 +2023-12-23 20:02:44,109 - pyskl - INFO - Epoch [38][500/2506] lr: 2.139e-02, eta: 18:36:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9675, loss_cls: 1.0515, loss: 1.0515 +2023-12-23 20:03:06,962 - pyskl - INFO - Epoch [38][600/2506] lr: 2.139e-02, eta: 18:35:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 1.0218, loss: 1.0218 +2023-12-23 20:03:29,670 - pyskl - INFO - Epoch [38][700/2506] lr: 2.138e-02, eta: 18:35:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 0.9922, loss: 0.9922 +2023-12-23 20:03:52,442 - pyskl - INFO - Epoch [38][800/2506] lr: 2.137e-02, eta: 18:34:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9656, loss_cls: 1.1402, loss: 1.1402 +2023-12-23 20:04:15,174 - pyskl - INFO - Epoch [38][900/2506] lr: 2.136e-02, eta: 18:34:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9781, loss_cls: 0.9817, loss: 0.9817 +2023-12-23 20:04:38,032 - pyskl - INFO - Epoch [38][1000/2506] lr: 2.136e-02, eta: 18:34:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 1.0942, loss: 1.0942 +2023-12-23 20:05:00,808 - pyskl - INFO - Epoch [38][1100/2506] lr: 2.135e-02, eta: 18:33:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9688, loss_cls: 1.0585, loss: 1.0585 +2023-12-23 20:05:23,541 - pyskl - INFO - Epoch [38][1200/2506] lr: 2.134e-02, eta: 18:33:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9738, loss_cls: 1.0341, loss: 1.0341 +2023-12-23 20:05:46,334 - pyskl - INFO - Epoch [38][1300/2506] lr: 2.134e-02, eta: 18:32:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9725, loss_cls: 1.0346, loss: 1.0346 +2023-12-23 20:06:08,889 - pyskl - INFO - Epoch [38][1400/2506] lr: 2.133e-02, eta: 18:32:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 0.9406, loss: 0.9406 +2023-12-23 20:06:31,608 - pyskl - INFO - Epoch [38][1500/2506] lr: 2.132e-02, eta: 18:31:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9762, loss_cls: 0.9880, loss: 0.9880 +2023-12-23 20:06:54,375 - pyskl - INFO - Epoch [38][1600/2506] lr: 2.131e-02, eta: 18:31:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9731, loss_cls: 1.0567, loss: 1.0567 +2023-12-23 20:07:17,112 - pyskl - INFO - Epoch [38][1700/2506] lr: 2.131e-02, eta: 18:30:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9750, loss_cls: 1.0448, loss: 1.0448 +2023-12-23 20:07:39,872 - pyskl - INFO - Epoch [38][1800/2506] lr: 2.130e-02, eta: 18:30:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 1.0295, loss: 1.0295 +2023-12-23 20:08:02,452 - pyskl - INFO - Epoch [38][1900/2506] lr: 2.129e-02, eta: 18:30:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9762, loss_cls: 1.0494, loss: 1.0494 +2023-12-23 20:08:25,132 - pyskl - INFO - Epoch [38][2000/2506] lr: 2.128e-02, eta: 18:29:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9694, loss_cls: 1.0704, loss: 1.0704 +2023-12-23 20:08:47,918 - pyskl - INFO - Epoch [38][2100/2506] lr: 2.128e-02, eta: 18:29:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 1.0067, loss: 1.0067 +2023-12-23 20:09:10,687 - pyskl - INFO - Epoch [38][2200/2506] lr: 2.127e-02, eta: 18:28:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9700, loss_cls: 1.1232, loss: 1.1232 +2023-12-23 20:09:33,408 - pyskl - INFO - Epoch [38][2300/2506] lr: 2.126e-02, eta: 18:28:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9669, loss_cls: 1.0639, loss: 1.0639 +2023-12-23 20:09:56,041 - pyskl - INFO - Epoch [38][2400/2506] lr: 2.125e-02, eta: 18:27:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 1.0576, loss: 1.0576 +2023-12-23 20:10:18,707 - pyskl - INFO - Epoch [38][2500/2506] lr: 2.125e-02, eta: 18:27:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 1.0905, loss: 1.0905 +2023-12-23 20:10:20,524 - pyskl - INFO - Saving checkpoint at 38 epochs +2023-12-23 20:11:39,740 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 20:11:39,817 - pyskl - INFO - +top1_acc 0.7126 +top5_acc 0.9461 +2023-12-23 20:11:39,821 - pyskl - INFO - Epoch(val) [38][1031] top1_acc: 0.7126, top5_acc: 0.9461 +2023-12-23 20:12:20,827 - pyskl - INFO - Epoch [39][100/2506] lr: 2.124e-02, eta: 18:27:45, time: 0.410, data_time: 0.184, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9744, loss_cls: 0.9939, loss: 0.9939 +2023-12-23 20:12:43,402 - pyskl - INFO - Epoch [39][200/2506] lr: 2.123e-02, eta: 18:27:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 1.0638, loss: 1.0638 +2023-12-23 20:13:05,988 - pyskl - INFO - Epoch [39][300/2506] lr: 2.122e-02, eta: 18:26:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 0.9640, loss: 0.9640 +2023-12-23 20:13:28,752 - pyskl - INFO - Epoch [39][400/2506] lr: 2.122e-02, eta: 18:26:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9788, loss_cls: 0.9944, loss: 0.9944 +2023-12-23 20:13:51,456 - pyskl - INFO - Epoch [39][500/2506] lr: 2.121e-02, eta: 18:25:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9650, loss_cls: 1.0794, loss: 1.0794 +2023-12-23 20:14:14,186 - pyskl - INFO - Epoch [39][600/2506] lr: 2.120e-02, eta: 18:25:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9712, loss_cls: 1.0585, loss: 1.0585 +2023-12-23 20:14:36,972 - pyskl - INFO - Epoch [39][700/2506] lr: 2.119e-02, eta: 18:25:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9688, loss_cls: 1.0115, loss: 1.0115 +2023-12-23 20:14:59,710 - pyskl - INFO - Epoch [39][800/2506] lr: 2.119e-02, eta: 18:24:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9744, loss_cls: 1.0250, loss: 1.0250 +2023-12-23 20:15:22,397 - pyskl - INFO - Epoch [39][900/2506] lr: 2.118e-02, eta: 18:24:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9712, loss_cls: 0.9329, loss: 0.9329 +2023-12-23 20:15:45,032 - pyskl - INFO - Epoch [39][1000/2506] lr: 2.117e-02, eta: 18:23:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9650, loss_cls: 1.0899, loss: 1.0899 +2023-12-23 20:16:07,674 - pyskl - INFO - Epoch [39][1100/2506] lr: 2.116e-02, eta: 18:23:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9800, loss_cls: 1.0170, loss: 1.0170 +2023-12-23 20:16:30,452 - pyskl - INFO - Epoch [39][1200/2506] lr: 2.116e-02, eta: 18:22:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9575, loss_cls: 1.1615, loss: 1.1615 +2023-12-23 20:16:53,101 - pyskl - INFO - Epoch [39][1300/2506] lr: 2.115e-02, eta: 18:22:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 1.0416, loss: 1.0416 +2023-12-23 20:17:15,771 - pyskl - INFO - Epoch [39][1400/2506] lr: 2.114e-02, eta: 18:21:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9762, loss_cls: 1.0403, loss: 1.0403 +2023-12-23 20:17:38,418 - pyskl - INFO - Epoch [39][1500/2506] lr: 2.113e-02, eta: 18:21:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9706, loss_cls: 1.0609, loss: 1.0609 +2023-12-23 20:18:01,138 - pyskl - INFO - Epoch [39][1600/2506] lr: 2.113e-02, eta: 18:21:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9750, loss_cls: 1.0404, loss: 1.0404 +2023-12-23 20:18:23,757 - pyskl - INFO - Epoch [39][1700/2506] lr: 2.112e-02, eta: 18:20:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9681, loss_cls: 1.0630, loss: 1.0630 +2023-12-23 20:18:46,551 - pyskl - INFO - Epoch [39][1800/2506] lr: 2.111e-02, eta: 18:20:13, time: 0.228, data_time: 0.001, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9706, loss_cls: 1.0287, loss: 1.0287 +2023-12-23 20:19:09,204 - pyskl - INFO - Epoch [39][1900/2506] lr: 2.110e-02, eta: 18:19:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9681, loss_cls: 1.0954, loss: 1.0954 +2023-12-23 20:19:31,697 - pyskl - INFO - Epoch [39][2000/2506] lr: 2.110e-02, eta: 18:19:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9663, loss_cls: 1.0287, loss: 1.0287 +2023-12-23 20:19:54,294 - pyskl - INFO - Epoch [39][2100/2506] lr: 2.109e-02, eta: 18:18:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 1.0326, loss: 1.0326 +2023-12-23 20:20:17,040 - pyskl - INFO - Epoch [39][2200/2506] lr: 2.108e-02, eta: 18:18:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9719, loss_cls: 1.1205, loss: 1.1205 +2023-12-23 20:20:39,729 - pyskl - INFO - Epoch [39][2300/2506] lr: 2.107e-02, eta: 18:18:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 1.0541, loss: 1.0541 +2023-12-23 20:21:02,416 - pyskl - INFO - Epoch [39][2400/2506] lr: 2.106e-02, eta: 18:17:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9831, loss_cls: 0.9325, loss: 0.9325 +2023-12-23 20:21:25,103 - pyskl - INFO - Epoch [39][2500/2506] lr: 2.106e-02, eta: 18:17:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9663, loss_cls: 1.0177, loss: 1.0177 +2023-12-23 20:21:26,897 - pyskl - INFO - Saving checkpoint at 39 epochs +2023-12-23 20:22:46,175 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 20:22:46,248 - pyskl - INFO - +top1_acc 0.7537 +top5_acc 0.9530 +2023-12-23 20:22:46,252 - pyskl - INFO - Epoch(val) [39][1031] top1_acc: 0.7537, top5_acc: 0.9530 +2023-12-23 20:23:27,593 - pyskl - INFO - Epoch [40][100/2506] lr: 2.105e-02, eta: 18:17:28, time: 0.413, data_time: 0.187, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9706, loss_cls: 0.9733, loss: 0.9733 +2023-12-23 20:23:50,274 - pyskl - INFO - Epoch [40][200/2506] lr: 2.104e-02, eta: 18:17:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9719, loss_cls: 1.0137, loss: 1.0137 +2023-12-23 20:24:12,884 - pyskl - INFO - Epoch [40][300/2506] lr: 2.103e-02, eta: 18:16:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9719, loss_cls: 0.9956, loss: 0.9956 +2023-12-23 20:24:35,520 - pyskl - INFO - Epoch [40][400/2506] lr: 2.103e-02, eta: 18:16:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9756, loss_cls: 0.9844, loss: 0.9844 +2023-12-23 20:24:58,182 - pyskl - INFO - Epoch [40][500/2506] lr: 2.102e-02, eta: 18:15:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9606, loss_cls: 1.0624, loss: 1.0624 +2023-12-23 20:25:20,856 - pyskl - INFO - Epoch [40][600/2506] lr: 2.101e-02, eta: 18:15:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9769, loss_cls: 1.0337, loss: 1.0337 +2023-12-23 20:25:43,614 - pyskl - INFO - Epoch [40][700/2506] lr: 2.100e-02, eta: 18:14:49, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9688, loss_cls: 1.0117, loss: 1.0117 +2023-12-23 20:26:06,247 - pyskl - INFO - Epoch [40][800/2506] lr: 2.100e-02, eta: 18:14:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 0.9625, loss: 0.9625 +2023-12-23 20:26:28,912 - pyskl - INFO - Epoch [40][900/2506] lr: 2.099e-02, eta: 18:13:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9694, loss_cls: 1.0263, loss: 1.0263 +2023-12-23 20:26:51,728 - pyskl - INFO - Epoch [40][1000/2506] lr: 2.098e-02, eta: 18:13:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 1.0304, loss: 1.0304 +2023-12-23 20:27:14,443 - pyskl - INFO - Epoch [40][1100/2506] lr: 2.097e-02, eta: 18:13:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 1.0363, loss: 1.0363 +2023-12-23 20:27:37,093 - pyskl - INFO - Epoch [40][1200/2506] lr: 2.097e-02, eta: 18:12:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 1.0161, loss: 1.0161 +2023-12-23 20:27:59,715 - pyskl - INFO - Epoch [40][1300/2506] lr: 2.096e-02, eta: 18:12:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 1.0369, loss: 1.0369 +2023-12-23 20:28:22,311 - pyskl - INFO - Epoch [40][1400/2506] lr: 2.095e-02, eta: 18:11:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9681, loss_cls: 1.0817, loss: 1.0817 +2023-12-23 20:28:44,951 - pyskl - INFO - Epoch [40][1500/2506] lr: 2.094e-02, eta: 18:11:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 1.0964, loss: 1.0964 +2023-12-23 20:29:07,528 - pyskl - INFO - Epoch [40][1600/2506] lr: 2.093e-02, eta: 18:10:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9625, loss_cls: 1.0675, loss: 1.0675 +2023-12-23 20:29:30,100 - pyskl - INFO - Epoch [40][1700/2506] lr: 2.093e-02, eta: 18:10:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 0.9917, loss: 0.9917 +2023-12-23 20:29:52,866 - pyskl - INFO - Epoch [40][1800/2506] lr: 2.092e-02, eta: 18:09:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9738, loss_cls: 0.9997, loss: 0.9997 +2023-12-23 20:30:15,481 - pyskl - INFO - Epoch [40][1900/2506] lr: 2.091e-02, eta: 18:09:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 1.0599, loss: 1.0599 +2023-12-23 20:30:38,241 - pyskl - INFO - Epoch [40][2000/2506] lr: 2.090e-02, eta: 18:09:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9750, loss_cls: 0.9847, loss: 0.9847 +2023-12-23 20:31:00,981 - pyskl - INFO - Epoch [40][2100/2506] lr: 2.090e-02, eta: 18:08:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9700, loss_cls: 1.0210, loss: 1.0210 +2023-12-23 20:31:23,674 - pyskl - INFO - Epoch [40][2200/2506] lr: 2.089e-02, eta: 18:08:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9769, loss_cls: 1.0481, loss: 1.0481 +2023-12-23 20:31:46,367 - pyskl - INFO - Epoch [40][2300/2506] lr: 2.088e-02, eta: 18:07:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9694, loss_cls: 1.1168, loss: 1.1168 +2023-12-23 20:32:09,100 - pyskl - INFO - Epoch [40][2400/2506] lr: 2.087e-02, eta: 18:07:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9744, loss_cls: 1.0018, loss: 1.0018 +2023-12-23 20:32:31,823 - pyskl - INFO - Epoch [40][2500/2506] lr: 2.086e-02, eta: 18:06:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9750, loss_cls: 1.0233, loss: 1.0233 +2023-12-23 20:32:33,709 - pyskl - INFO - Saving checkpoint at 40 epochs +2023-12-23 20:33:53,375 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 20:33:53,447 - pyskl - INFO - +top1_acc 0.7584 +top5_acc 0.9551 +2023-12-23 20:33:53,451 - pyskl - INFO - Epoch(val) [40][1031] top1_acc: 0.7584, top5_acc: 0.9551 +2023-12-23 20:34:34,543 - pyskl - INFO - Epoch [41][100/2506] lr: 2.086e-02, eta: 18:07:13, time: 0.411, data_time: 0.184, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 1.0153, loss: 1.0153 +2023-12-23 20:34:57,249 - pyskl - INFO - Epoch [41][200/2506] lr: 2.085e-02, eta: 18:06:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 0.9382, loss: 0.9382 +2023-12-23 20:35:19,993 - pyskl - INFO - Epoch [41][300/2506] lr: 2.084e-02, eta: 18:06:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 0.9733, loss: 0.9733 +2023-12-23 20:35:42,534 - pyskl - INFO - Epoch [41][400/2506] lr: 2.083e-02, eta: 18:05:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 0.9269, loss: 0.9269 +2023-12-23 20:36:05,178 - pyskl - INFO - Epoch [41][500/2506] lr: 2.083e-02, eta: 18:05:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9756, loss_cls: 1.0416, loss: 1.0416 +2023-12-23 20:36:27,927 - pyskl - INFO - Epoch [41][600/2506] lr: 2.082e-02, eta: 18:05:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9788, loss_cls: 0.9363, loss: 0.9363 +2023-12-23 20:36:50,567 - pyskl - INFO - Epoch [41][700/2506] lr: 2.081e-02, eta: 18:04:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9719, loss_cls: 1.0762, loss: 1.0762 +2023-12-23 20:37:13,242 - pyskl - INFO - Epoch [41][800/2506] lr: 2.080e-02, eta: 18:04:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9744, loss_cls: 1.0274, loss: 1.0274 +2023-12-23 20:37:35,999 - pyskl - INFO - Epoch [41][900/2506] lr: 2.079e-02, eta: 18:03:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9656, loss_cls: 1.1064, loss: 1.1064 +2023-12-23 20:37:58,691 - pyskl - INFO - Epoch [41][1000/2506] lr: 2.079e-02, eta: 18:03:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9631, loss_cls: 1.0475, loss: 1.0475 +2023-12-23 20:38:21,311 - pyskl - INFO - Epoch [41][1100/2506] lr: 2.078e-02, eta: 18:02:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 1.0049, loss: 1.0049 +2023-12-23 20:38:43,944 - pyskl - INFO - Epoch [41][1200/2506] lr: 2.077e-02, eta: 18:02:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 1.0428, loss: 1.0428 +2023-12-23 20:39:06,564 - pyskl - INFO - Epoch [41][1300/2506] lr: 2.076e-02, eta: 18:01:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9762, loss_cls: 1.0142, loss: 1.0142 +2023-12-23 20:39:29,137 - pyskl - INFO - Epoch [41][1400/2506] lr: 2.075e-02, eta: 18:01:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9744, loss_cls: 0.9799, loss: 0.9799 +2023-12-23 20:39:51,784 - pyskl - INFO - Epoch [41][1500/2506] lr: 2.075e-02, eta: 18:01:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9844, loss_cls: 0.9259, loss: 0.9259 +2023-12-23 20:40:14,448 - pyskl - INFO - Epoch [41][1600/2506] lr: 2.074e-02, eta: 18:00:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 1.0353, loss: 1.0353 +2023-12-23 20:40:37,076 - pyskl - INFO - Epoch [41][1700/2506] lr: 2.073e-02, eta: 18:00:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 0.9894, loss: 0.9894 +2023-12-23 20:40:59,713 - pyskl - INFO - Epoch [41][1800/2506] lr: 2.072e-02, eta: 17:59:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9738, loss_cls: 1.0335, loss: 1.0335 +2023-12-23 20:41:22,392 - pyskl - INFO - Epoch [41][1900/2506] lr: 2.072e-02, eta: 17:59:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9725, loss_cls: 1.0342, loss: 1.0342 +2023-12-23 20:41:44,988 - pyskl - INFO - Epoch [41][2000/2506] lr: 2.071e-02, eta: 17:58:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9675, loss_cls: 1.1173, loss: 1.1173 +2023-12-23 20:42:07,620 - pyskl - INFO - Epoch [41][2100/2506] lr: 2.070e-02, eta: 17:58:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 0.9740, loss: 0.9740 +2023-12-23 20:42:30,203 - pyskl - INFO - Epoch [41][2200/2506] lr: 2.069e-02, eta: 17:57:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 1.0558, loss: 1.0558 +2023-12-23 20:42:52,932 - pyskl - INFO - Epoch [41][2300/2506] lr: 2.068e-02, eta: 17:57:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9769, loss_cls: 1.0267, loss: 1.0267 +2023-12-23 20:43:15,642 - pyskl - INFO - Epoch [41][2400/2506] lr: 2.068e-02, eta: 17:57:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 1.0131, loss: 1.0131 +2023-12-23 20:43:38,322 - pyskl - INFO - Epoch [41][2500/2506] lr: 2.067e-02, eta: 17:56:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9731, loss_cls: 1.0641, loss: 1.0641 +2023-12-23 20:43:40,201 - pyskl - INFO - Saving checkpoint at 41 epochs +2023-12-23 20:44:59,289 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 20:44:59,360 - pyskl - INFO - +top1_acc 0.7591 +top5_acc 0.9578 +2023-12-23 20:44:59,364 - pyskl - INFO - Epoch(val) [41][1031] top1_acc: 0.7591, top5_acc: 0.9578 +2023-12-23 20:45:40,145 - pyskl - INFO - Epoch [42][100/2506] lr: 2.066e-02, eta: 17:56:56, time: 0.408, data_time: 0.181, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9700, loss_cls: 1.0085, loss: 1.0085 +2023-12-23 20:46:02,681 - pyskl - INFO - Epoch [42][200/2506] lr: 2.065e-02, eta: 17:56:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9762, loss_cls: 1.0083, loss: 1.0083 +2023-12-23 20:46:25,338 - pyskl - INFO - Epoch [42][300/2506] lr: 2.064e-02, eta: 17:56:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9681, loss_cls: 0.9987, loss: 0.9987 +2023-12-23 20:46:47,970 - pyskl - INFO - Epoch [42][400/2506] lr: 2.064e-02, eta: 17:55:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9775, loss_cls: 0.9985, loss: 0.9985 +2023-12-23 20:47:10,596 - pyskl - INFO - Epoch [42][500/2506] lr: 2.063e-02, eta: 17:55:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9744, loss_cls: 1.0329, loss: 1.0329 +2023-12-23 20:47:33,186 - pyskl - INFO - Epoch [42][600/2506] lr: 2.062e-02, eta: 17:54:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 1.0099, loss: 1.0099 +2023-12-23 20:47:55,817 - pyskl - INFO - Epoch [42][700/2506] lr: 2.061e-02, eta: 17:54:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 1.0014, loss: 1.0014 +2023-12-23 20:48:18,411 - pyskl - INFO - Epoch [42][800/2506] lr: 2.060e-02, eta: 17:53:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9788, loss_cls: 0.9470, loss: 0.9470 +2023-12-23 20:48:41,049 - pyskl - INFO - Epoch [42][900/2506] lr: 2.060e-02, eta: 17:53:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9712, loss_cls: 0.9651, loss: 0.9651 +2023-12-23 20:49:03,751 - pyskl - INFO - Epoch [42][1000/2506] lr: 2.059e-02, eta: 17:52:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9750, loss_cls: 1.0595, loss: 1.0595 +2023-12-23 20:49:26,420 - pyskl - INFO - Epoch [42][1100/2506] lr: 2.058e-02, eta: 17:52:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9663, loss_cls: 1.0850, loss: 1.0850 +2023-12-23 20:49:49,095 - pyskl - INFO - Epoch [42][1200/2506] lr: 2.057e-02, eta: 17:52:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9800, loss_cls: 0.9821, loss: 0.9821 +2023-12-23 20:50:11,807 - pyskl - INFO - Epoch [42][1300/2506] lr: 2.056e-02, eta: 17:51:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9738, loss_cls: 1.0781, loss: 1.0781 +2023-12-23 20:50:34,595 - pyskl - INFO - Epoch [42][1400/2506] lr: 2.056e-02, eta: 17:51:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9731, loss_cls: 1.0130, loss: 1.0130 +2023-12-23 20:50:57,292 - pyskl - INFO - Epoch [42][1500/2506] lr: 2.055e-02, eta: 17:50:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9769, loss_cls: 1.0145, loss: 1.0145 +2023-12-23 20:51:19,905 - pyskl - INFO - Epoch [42][1600/2506] lr: 2.054e-02, eta: 17:50:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 0.9383, loss: 0.9383 +2023-12-23 20:51:42,588 - pyskl - INFO - Epoch [42][1700/2506] lr: 2.053e-02, eta: 17:49:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9738, loss_cls: 1.0277, loss: 1.0277 +2023-12-23 20:52:05,223 - pyskl - INFO - Epoch [42][1800/2506] lr: 2.052e-02, eta: 17:49:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9694, loss_cls: 1.0907, loss: 1.0907 +2023-12-23 20:52:27,883 - pyskl - INFO - Epoch [42][1900/2506] lr: 2.052e-02, eta: 17:49:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9719, loss_cls: 1.0144, loss: 1.0144 +2023-12-23 20:52:50,609 - pyskl - INFO - Epoch [42][2000/2506] lr: 2.051e-02, eta: 17:48:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9769, loss_cls: 0.9560, loss: 0.9560 +2023-12-23 20:53:13,311 - pyskl - INFO - Epoch [42][2100/2506] lr: 2.050e-02, eta: 17:48:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 0.9564, loss: 0.9564 +2023-12-23 20:53:36,015 - pyskl - INFO - Epoch [42][2200/2506] lr: 2.049e-02, eta: 17:47:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9756, loss_cls: 1.0272, loss: 1.0272 +2023-12-23 20:53:58,659 - pyskl - INFO - Epoch [42][2300/2506] lr: 2.048e-02, eta: 17:47:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9700, loss_cls: 1.0697, loss: 1.0697 +2023-12-23 20:54:21,338 - pyskl - INFO - Epoch [42][2400/2506] lr: 2.048e-02, eta: 17:46:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9756, loss_cls: 1.0441, loss: 1.0441 +2023-12-23 20:54:43,913 - pyskl - INFO - Epoch [42][2500/2506] lr: 2.047e-02, eta: 17:46:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 1.0059, loss: 1.0059 +2023-12-23 20:54:45,722 - pyskl - INFO - Saving checkpoint at 42 epochs +2023-12-23 20:56:05,007 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 20:56:05,077 - pyskl - INFO - +top1_acc 0.7622 +top5_acc 0.9528 +2023-12-23 20:56:05,082 - pyskl - INFO - Epoch(val) [42][1031] top1_acc: 0.7622, top5_acc: 0.9528 +2023-12-23 20:56:46,458 - pyskl - INFO - Epoch [43][100/2506] lr: 2.046e-02, eta: 17:46:43, time: 0.414, data_time: 0.187, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9744, loss_cls: 0.9667, loss: 0.9667 +2023-12-23 20:57:09,027 - pyskl - INFO - Epoch [43][200/2506] lr: 2.045e-02, eta: 17:46:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9756, loss_cls: 1.0051, loss: 1.0051 +2023-12-23 20:57:31,690 - pyskl - INFO - Epoch [43][300/2506] lr: 2.044e-02, eta: 17:45:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9750, loss_cls: 0.9622, loss: 0.9622 +2023-12-23 20:57:54,564 - pyskl - INFO - Epoch [43][400/2506] lr: 2.044e-02, eta: 17:45:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9694, loss_cls: 1.0163, loss: 1.0163 +2023-12-23 20:58:17,287 - pyskl - INFO - Epoch [43][500/2506] lr: 2.043e-02, eta: 17:44:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9744, loss_cls: 0.9670, loss: 0.9670 +2023-12-23 20:58:40,186 - pyskl - INFO - Epoch [43][600/2506] lr: 2.042e-02, eta: 17:44:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9600, loss_cls: 1.0313, loss: 1.0313 +2023-12-23 20:59:03,007 - pyskl - INFO - Epoch [43][700/2506] lr: 2.041e-02, eta: 17:44:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 1.0554, loss: 1.0554 +2023-12-23 20:59:25,720 - pyskl - INFO - Epoch [43][800/2506] lr: 2.040e-02, eta: 17:43:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 0.9289, loss: 0.9289 +2023-12-23 20:59:48,514 - pyskl - INFO - Epoch [43][900/2506] lr: 2.040e-02, eta: 17:43:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9756, loss_cls: 0.9622, loss: 0.9622 +2023-12-23 21:00:11,210 - pyskl - INFO - Epoch [43][1000/2506] lr: 2.039e-02, eta: 17:42:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 1.0117, loss: 1.0117 +2023-12-23 21:00:33,913 - pyskl - INFO - Epoch [43][1100/2506] lr: 2.038e-02, eta: 17:42:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9800, loss_cls: 0.9785, loss: 0.9785 +2023-12-23 21:00:56,629 - pyskl - INFO - Epoch [43][1200/2506] lr: 2.037e-02, eta: 17:41:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 0.9973, loss: 0.9973 +2023-12-23 21:01:19,331 - pyskl - INFO - Epoch [43][1300/2506] lr: 2.036e-02, eta: 17:41:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 0.9711, loss: 0.9711 +2023-12-23 21:01:42,028 - pyskl - INFO - Epoch [43][1400/2506] lr: 2.035e-02, eta: 17:41:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9781, loss_cls: 0.9621, loss: 0.9621 +2023-12-23 21:02:04,780 - pyskl - INFO - Epoch [43][1500/2506] lr: 2.035e-02, eta: 17:40:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9712, loss_cls: 0.9857, loss: 0.9857 +2023-12-23 21:02:27,543 - pyskl - INFO - Epoch [43][1600/2506] lr: 2.034e-02, eta: 17:40:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9637, loss_cls: 1.0658, loss: 1.0658 +2023-12-23 21:02:50,224 - pyskl - INFO - Epoch [43][1700/2506] lr: 2.033e-02, eta: 17:39:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9688, loss_cls: 1.0821, loss: 1.0821 +2023-12-23 21:03:12,857 - pyskl - INFO - Epoch [43][1800/2506] lr: 2.032e-02, eta: 17:39:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 1.0091, loss: 1.0091 +2023-12-23 21:03:35,543 - pyskl - INFO - Epoch [43][1900/2506] lr: 2.031e-02, eta: 17:38:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 1.0965, loss: 1.0965 +2023-12-23 21:03:58,243 - pyskl - INFO - Epoch [43][2000/2506] lr: 2.031e-02, eta: 17:38:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9663, loss_cls: 1.0434, loss: 1.0434 +2023-12-23 21:04:20,983 - pyskl - INFO - Epoch [43][2100/2506] lr: 2.030e-02, eta: 17:38:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9725, loss_cls: 1.0115, loss: 1.0115 +2023-12-23 21:04:43,692 - pyskl - INFO - Epoch [43][2200/2506] lr: 2.029e-02, eta: 17:37:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9756, loss_cls: 1.0479, loss: 1.0479 +2023-12-23 21:05:06,367 - pyskl - INFO - Epoch [43][2300/2506] lr: 2.028e-02, eta: 17:37:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9688, loss_cls: 1.0231, loss: 1.0231 +2023-12-23 21:05:29,104 - pyskl - INFO - Epoch [43][2400/2506] lr: 2.027e-02, eta: 17:36:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 0.9635, loss: 0.9635 +2023-12-23 21:05:51,815 - pyskl - INFO - Epoch [43][2500/2506] lr: 2.026e-02, eta: 17:36:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9719, loss_cls: 0.9322, loss: 0.9322 +2023-12-23 21:05:53,761 - pyskl - INFO - Saving checkpoint at 43 epochs +2023-12-23 21:07:13,103 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 21:07:13,178 - pyskl - INFO - +top1_acc 0.7425 +top5_acc 0.9583 +2023-12-23 21:07:13,183 - pyskl - INFO - Epoch(val) [43][1031] top1_acc: 0.7425, top5_acc: 0.9583 +2023-12-23 21:07:53,896 - pyskl - INFO - Epoch [44][100/2506] lr: 2.026e-02, eta: 17:36:33, time: 0.407, data_time: 0.181, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 0.9757, loss: 0.9757 +2023-12-23 21:08:16,553 - pyskl - INFO - Epoch [44][200/2506] lr: 2.025e-02, eta: 17:36:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9812, loss_cls: 0.9301, loss: 0.9301 +2023-12-23 21:08:39,171 - pyskl - INFO - Epoch [44][300/2506] lr: 2.024e-02, eta: 17:35:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9675, loss_cls: 1.0130, loss: 1.0130 +2023-12-23 21:09:01,794 - pyskl - INFO - Epoch [44][400/2506] lr: 2.023e-02, eta: 17:35:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 0.9839, loss: 0.9839 +2023-12-23 21:09:24,542 - pyskl - INFO - Epoch [44][500/2506] lr: 2.022e-02, eta: 17:34:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9750, loss_cls: 0.9942, loss: 0.9942 +2023-12-23 21:09:47,298 - pyskl - INFO - Epoch [44][600/2506] lr: 2.022e-02, eta: 17:34:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9775, loss_cls: 1.0318, loss: 1.0318 +2023-12-23 21:10:09,822 - pyskl - INFO - Epoch [44][700/2506] lr: 2.021e-02, eta: 17:33:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 0.9307, loss: 0.9307 +2023-12-23 21:10:32,420 - pyskl - INFO - Epoch [44][800/2506] lr: 2.020e-02, eta: 17:33:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 0.8996, loss: 0.8996 +2023-12-23 21:10:55,100 - pyskl - INFO - Epoch [44][900/2506] lr: 2.019e-02, eta: 17:33:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 0.9830, loss: 0.9830 +2023-12-23 21:11:17,722 - pyskl - INFO - Epoch [44][1000/2506] lr: 2.018e-02, eta: 17:32:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9750, loss_cls: 1.0444, loss: 1.0444 +2023-12-23 21:11:40,405 - pyskl - INFO - Epoch [44][1100/2506] lr: 2.017e-02, eta: 17:32:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 0.9987, loss: 0.9987 +2023-12-23 21:12:03,055 - pyskl - INFO - Epoch [44][1200/2506] lr: 2.017e-02, eta: 17:31:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9719, loss_cls: 1.0847, loss: 1.0847 +2023-12-23 21:12:25,680 - pyskl - INFO - Epoch [44][1300/2506] lr: 2.016e-02, eta: 17:31:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9663, loss_cls: 1.0055, loss: 1.0055 +2023-12-23 21:12:48,494 - pyskl - INFO - Epoch [44][1400/2506] lr: 2.015e-02, eta: 17:30:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9712, loss_cls: 0.9734, loss: 0.9734 +2023-12-23 21:13:11,140 - pyskl - INFO - Epoch [44][1500/2506] lr: 2.014e-02, eta: 17:30:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 1.0628, loss: 1.0628 +2023-12-23 21:13:33,732 - pyskl - INFO - Epoch [44][1600/2506] lr: 2.013e-02, eta: 17:30:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 1.0407, loss: 1.0407 +2023-12-23 21:13:56,389 - pyskl - INFO - Epoch [44][1700/2506] lr: 2.012e-02, eta: 17:29:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 0.9867, loss: 0.9867 +2023-12-23 21:14:19,031 - pyskl - INFO - Epoch [44][1800/2506] lr: 2.012e-02, eta: 17:29:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 1.0091, loss: 1.0091 +2023-12-23 21:14:41,687 - pyskl - INFO - Epoch [44][1900/2506] lr: 2.011e-02, eta: 17:28:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 0.9228, loss: 0.9228 +2023-12-23 21:15:04,312 - pyskl - INFO - Epoch [44][2000/2506] lr: 2.010e-02, eta: 17:28:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9762, loss_cls: 0.9570, loss: 0.9570 +2023-12-23 21:15:26,888 - pyskl - INFO - Epoch [44][2100/2506] lr: 2.009e-02, eta: 17:27:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 1.0129, loss: 1.0129 +2023-12-23 21:15:49,518 - pyskl - INFO - Epoch [44][2200/2506] lr: 2.008e-02, eta: 17:27:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9781, loss_cls: 0.9928, loss: 0.9928 +2023-12-23 21:16:12,101 - pyskl - INFO - Epoch [44][2300/2506] lr: 2.007e-02, eta: 17:26:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9712, loss_cls: 1.0169, loss: 1.0169 +2023-12-23 21:16:34,718 - pyskl - INFO - Epoch [44][2400/2506] lr: 2.007e-02, eta: 17:26:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9663, loss_cls: 1.0732, loss: 1.0732 +2023-12-23 21:16:57,340 - pyskl - INFO - Epoch [44][2500/2506] lr: 2.006e-02, eta: 17:26:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 0.9094, loss: 0.9094 +2023-12-23 21:16:59,182 - pyskl - INFO - Saving checkpoint at 44 epochs +2023-12-23 21:18:18,663 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 21:18:18,733 - pyskl - INFO - +top1_acc 0.7747 +top5_acc 0.9532 +2023-12-23 21:18:18,737 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/bm/best_top1_acc_epoch_34.pth was removed +2023-12-23 21:18:18,969 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_44.pth. +2023-12-23 21:18:18,970 - pyskl - INFO - Best top1_acc is 0.7747 at 44 epoch. +2023-12-23 21:18:18,974 - pyskl - INFO - Epoch(val) [44][1031] top1_acc: 0.7747, top5_acc: 0.9532 +2023-12-23 21:18:59,764 - pyskl - INFO - Epoch [45][100/2506] lr: 2.005e-02, eta: 17:26:20, time: 0.408, data_time: 0.182, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 0.9416, loss: 0.9416 +2023-12-23 21:19:22,403 - pyskl - INFO - Epoch [45][200/2506] lr: 2.004e-02, eta: 17:25:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 0.9179, loss: 0.9179 +2023-12-23 21:19:44,967 - pyskl - INFO - Epoch [45][300/2506] lr: 2.003e-02, eta: 17:25:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9800, loss_cls: 1.0078, loss: 1.0078 +2023-12-23 21:20:07,517 - pyskl - INFO - Epoch [45][400/2506] lr: 2.002e-02, eta: 17:25:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 1.0661, loss: 1.0661 +2023-12-23 21:20:30,230 - pyskl - INFO - Epoch [45][500/2506] lr: 2.002e-02, eta: 17:24:36, time: 0.227, data_time: 0.001, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 0.9714, loss: 0.9714 +2023-12-23 21:20:52,869 - pyskl - INFO - Epoch [45][600/2506] lr: 2.001e-02, eta: 17:24:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 0.9997, loss: 0.9997 +2023-12-23 21:21:15,452 - pyskl - INFO - Epoch [45][700/2506] lr: 2.000e-02, eta: 17:23:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9769, loss_cls: 0.9698, loss: 0.9698 +2023-12-23 21:21:38,149 - pyskl - INFO - Epoch [45][800/2506] lr: 1.999e-02, eta: 17:23:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9762, loss_cls: 1.0171, loss: 1.0171 +2023-12-23 21:22:00,736 - pyskl - INFO - Epoch [45][900/2506] lr: 1.998e-02, eta: 17:22:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9706, loss_cls: 0.9388, loss: 0.9388 +2023-12-23 21:22:23,373 - pyskl - INFO - Epoch [45][1000/2506] lr: 1.997e-02, eta: 17:22:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 0.9682, loss: 0.9682 +2023-12-23 21:22:45,903 - pyskl - INFO - Epoch [45][1100/2506] lr: 1.997e-02, eta: 17:21:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9731, loss_cls: 1.0204, loss: 1.0204 +2023-12-23 21:23:08,531 - pyskl - INFO - Epoch [45][1200/2506] lr: 1.996e-02, eta: 17:21:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9725, loss_cls: 0.9773, loss: 0.9773 +2023-12-23 21:23:31,120 - pyskl - INFO - Epoch [45][1300/2506] lr: 1.995e-02, eta: 17:21:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9788, loss_cls: 0.9322, loss: 0.9322 +2023-12-23 21:23:53,660 - pyskl - INFO - Epoch [45][1400/2506] lr: 1.994e-02, eta: 17:20:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9744, loss_cls: 0.9940, loss: 0.9940 +2023-12-23 21:24:16,348 - pyskl - INFO - Epoch [45][1500/2506] lr: 1.993e-02, eta: 17:20:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 0.9879, loss: 0.9879 +2023-12-23 21:24:38,922 - pyskl - INFO - Epoch [45][1600/2506] lr: 1.992e-02, eta: 17:19:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 0.9122, loss: 0.9122 +2023-12-23 21:25:01,665 - pyskl - INFO - Epoch [45][1700/2506] lr: 1.992e-02, eta: 17:19:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 0.9399, loss: 0.9399 +2023-12-23 21:25:24,378 - pyskl - INFO - Epoch [45][1800/2506] lr: 1.991e-02, eta: 17:18:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9725, loss_cls: 0.9218, loss: 0.9218 +2023-12-23 21:25:47,021 - pyskl - INFO - Epoch [45][1900/2506] lr: 1.990e-02, eta: 17:18:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9694, loss_cls: 1.0282, loss: 1.0282 +2023-12-23 21:26:09,571 - pyskl - INFO - Epoch [45][2000/2506] lr: 1.989e-02, eta: 17:18:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9744, loss_cls: 1.0290, loss: 1.0290 +2023-12-23 21:26:32,198 - pyskl - INFO - Epoch [45][2100/2506] lr: 1.988e-02, eta: 17:17:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 1.0238, loss: 1.0238 +2023-12-23 21:26:54,961 - pyskl - INFO - Epoch [45][2200/2506] lr: 1.987e-02, eta: 17:17:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 0.9681, loss: 0.9681 +2023-12-23 21:27:17,585 - pyskl - INFO - Epoch [45][2300/2506] lr: 1.986e-02, eta: 17:16:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9631, loss_cls: 1.0776, loss: 1.0776 +2023-12-23 21:27:40,191 - pyskl - INFO - Epoch [45][2400/2506] lr: 1.986e-02, eta: 17:16:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 0.9562, loss: 0.9562 +2023-12-23 21:28:02,789 - pyskl - INFO - Epoch [45][2500/2506] lr: 1.985e-02, eta: 17:15:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9625, loss_cls: 0.9989, loss: 0.9989 +2023-12-23 21:28:04,609 - pyskl - INFO - Saving checkpoint at 45 epochs +2023-12-23 21:29:23,506 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 21:29:23,579 - pyskl - INFO - +top1_acc 0.7516 +top5_acc 0.9537 +2023-12-23 21:29:23,583 - pyskl - INFO - Epoch(val) [45][1031] top1_acc: 0.7516, top5_acc: 0.9537 +2023-12-23 21:30:04,264 - pyskl - INFO - Epoch [46][100/2506] lr: 1.984e-02, eta: 17:16:07, time: 0.407, data_time: 0.180, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9781, loss_cls: 0.9706, loss: 0.9706 +2023-12-23 21:30:26,983 - pyskl - INFO - Epoch [46][200/2506] lr: 1.983e-02, eta: 17:15:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 0.9625, loss: 0.9625 +2023-12-23 21:30:49,699 - pyskl - INFO - Epoch [46][300/2506] lr: 1.982e-02, eta: 17:15:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9812, loss_cls: 0.9763, loss: 0.9763 +2023-12-23 21:31:12,401 - pyskl - INFO - Epoch [46][400/2506] lr: 1.981e-02, eta: 17:14:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 0.8774, loss: 0.8774 +2023-12-23 21:31:35,103 - pyskl - INFO - Epoch [46][500/2506] lr: 1.981e-02, eta: 17:14:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9675, loss_cls: 1.0017, loss: 1.0017 +2023-12-23 21:31:57,760 - pyskl - INFO - Epoch [46][600/2506] lr: 1.980e-02, eta: 17:13:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9775, loss_cls: 0.9642, loss: 0.9642 +2023-12-23 21:32:20,424 - pyskl - INFO - Epoch [46][700/2506] lr: 1.979e-02, eta: 17:13:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9769, loss_cls: 0.9465, loss: 0.9465 +2023-12-23 21:32:43,140 - pyskl - INFO - Epoch [46][800/2506] lr: 1.978e-02, eta: 17:13:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9719, loss_cls: 1.0423, loss: 1.0423 +2023-12-23 21:33:05,808 - pyskl - INFO - Epoch [46][900/2506] lr: 1.977e-02, eta: 17:12:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9762, loss_cls: 0.9893, loss: 0.9893 +2023-12-23 21:33:28,433 - pyskl - INFO - Epoch [46][1000/2506] lr: 1.976e-02, eta: 17:12:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9844, loss_cls: 0.9072, loss: 0.9072 +2023-12-23 21:33:50,961 - pyskl - INFO - Epoch [46][1100/2506] lr: 1.975e-02, eta: 17:11:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 0.9413, loss: 0.9413 +2023-12-23 21:34:13,570 - pyskl - INFO - Epoch [46][1200/2506] lr: 1.975e-02, eta: 17:11:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 0.8986, loss: 0.8986 +2023-12-23 21:34:36,159 - pyskl - INFO - Epoch [46][1300/2506] lr: 1.974e-02, eta: 17:10:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9712, loss_cls: 0.9623, loss: 0.9623 +2023-12-23 21:34:58,791 - pyskl - INFO - Epoch [46][1400/2506] lr: 1.973e-02, eta: 17:10:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9800, loss_cls: 0.9543, loss: 0.9543 +2023-12-23 21:35:21,546 - pyskl - INFO - Epoch [46][1500/2506] lr: 1.972e-02, eta: 17:10:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 1.0321, loss: 1.0321 +2023-12-23 21:35:44,357 - pyskl - INFO - Epoch [46][1600/2506] lr: 1.971e-02, eta: 17:09:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9725, loss_cls: 1.0017, loss: 1.0017 +2023-12-23 21:36:07,041 - pyskl - INFO - Epoch [46][1700/2506] lr: 1.970e-02, eta: 17:09:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 0.9316, loss: 0.9316 +2023-12-23 21:36:29,620 - pyskl - INFO - Epoch [46][1800/2506] lr: 1.969e-02, eta: 17:08:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9663, loss_cls: 1.0652, loss: 1.0652 +2023-12-23 21:36:52,205 - pyskl - INFO - Epoch [46][1900/2506] lr: 1.969e-02, eta: 17:08:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 0.9816, loss: 0.9816 +2023-12-23 21:37:14,873 - pyskl - INFO - Epoch [46][2000/2506] lr: 1.968e-02, eta: 17:07:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9663, loss_cls: 1.0093, loss: 1.0093 +2023-12-23 21:37:37,579 - pyskl - INFO - Epoch [46][2100/2506] lr: 1.967e-02, eta: 17:07:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9744, loss_cls: 1.0287, loss: 1.0287 +2023-12-23 21:38:00,239 - pyskl - INFO - Epoch [46][2200/2506] lr: 1.966e-02, eta: 17:07:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 1.0157, loss: 1.0157 +2023-12-23 21:38:23,021 - pyskl - INFO - Epoch [46][2300/2506] lr: 1.965e-02, eta: 17:06:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9656, loss_cls: 1.0270, loss: 1.0270 +2023-12-23 21:38:45,635 - pyskl - INFO - Epoch [46][2400/2506] lr: 1.964e-02, eta: 17:06:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9731, loss_cls: 0.9867, loss: 0.9867 +2023-12-23 21:39:08,310 - pyskl - INFO - Epoch [46][2500/2506] lr: 1.963e-02, eta: 17:05:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9663, loss_cls: 1.0371, loss: 1.0371 +2023-12-23 21:39:10,096 - pyskl - INFO - Saving checkpoint at 46 epochs +2023-12-23 21:40:29,670 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 21:40:29,744 - pyskl - INFO - +top1_acc 0.7590 +top5_acc 0.9588 +2023-12-23 21:40:29,747 - pyskl - INFO - Epoch(val) [46][1031] top1_acc: 0.7590, top5_acc: 0.9588 +2023-12-23 21:41:10,812 - pyskl - INFO - Epoch [47][100/2506] lr: 1.963e-02, eta: 17:05:58, time: 0.411, data_time: 0.184, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9800, loss_cls: 0.8924, loss: 0.8924 +2023-12-23 21:41:33,477 - pyskl - INFO - Epoch [47][200/2506] lr: 1.962e-02, eta: 17:05:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9794, loss_cls: 0.9487, loss: 0.9487 +2023-12-23 21:41:56,073 - pyskl - INFO - Epoch [47][300/2506] lr: 1.961e-02, eta: 17:05:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9750, loss_cls: 0.9723, loss: 0.9723 +2023-12-23 21:42:18,677 - pyskl - INFO - Epoch [47][400/2506] lr: 1.960e-02, eta: 17:04:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9731, loss_cls: 0.9892, loss: 0.9892 +2023-12-23 21:42:41,299 - pyskl - INFO - Epoch [47][500/2506] lr: 1.959e-02, eta: 17:04:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9769, loss_cls: 1.0457, loss: 1.0457 +2023-12-23 21:43:03,857 - pyskl - INFO - Epoch [47][600/2506] lr: 1.958e-02, eta: 17:03:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9756, loss_cls: 1.0085, loss: 1.0085 +2023-12-23 21:43:26,630 - pyskl - INFO - Epoch [47][700/2506] lr: 1.957e-02, eta: 17:03:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9794, loss_cls: 0.9467, loss: 0.9467 +2023-12-23 21:43:49,401 - pyskl - INFO - Epoch [47][800/2506] lr: 1.957e-02, eta: 17:02:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 0.9553, loss: 0.9553 +2023-12-23 21:44:12,034 - pyskl - INFO - Epoch [47][900/2506] lr: 1.956e-02, eta: 17:02:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9744, loss_cls: 1.0456, loss: 1.0456 +2023-12-23 21:44:34,734 - pyskl - INFO - Epoch [47][1000/2506] lr: 1.955e-02, eta: 17:02:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9794, loss_cls: 0.9595, loss: 0.9595 +2023-12-23 21:44:57,362 - pyskl - INFO - Epoch [47][1100/2506] lr: 1.954e-02, eta: 17:01:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9744, loss_cls: 0.9880, loss: 0.9880 +2023-12-23 21:45:20,012 - pyskl - INFO - Epoch [47][1200/2506] lr: 1.953e-02, eta: 17:01:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 0.9847, loss: 0.9847 +2023-12-23 21:45:42,675 - pyskl - INFO - Epoch [47][1300/2506] lr: 1.952e-02, eta: 17:00:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9644, loss_cls: 0.9685, loss: 0.9685 +2023-12-23 21:46:05,333 - pyskl - INFO - Epoch [47][1400/2506] lr: 1.951e-02, eta: 17:00:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9700, loss_cls: 0.9508, loss: 0.9508 +2023-12-23 21:46:27,945 - pyskl - INFO - Epoch [47][1500/2506] lr: 1.950e-02, eta: 16:59:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9750, loss_cls: 1.0030, loss: 1.0030 +2023-12-23 21:46:50,563 - pyskl - INFO - Epoch [47][1600/2506] lr: 1.950e-02, eta: 16:59:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 1.0191, loss: 1.0191 +2023-12-23 21:47:13,402 - pyskl - INFO - Epoch [47][1700/2506] lr: 1.949e-02, eta: 16:59:06, time: 0.228, data_time: 0.001, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 1.0271, loss: 1.0271 +2023-12-23 21:47:36,084 - pyskl - INFO - Epoch [47][1800/2506] lr: 1.948e-02, eta: 16:58:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9738, loss_cls: 1.0446, loss: 1.0446 +2023-12-23 21:47:58,721 - pyskl - INFO - Epoch [47][1900/2506] lr: 1.947e-02, eta: 16:58:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9738, loss_cls: 0.9843, loss: 0.9843 +2023-12-23 21:48:21,351 - pyskl - INFO - Epoch [47][2000/2506] lr: 1.946e-02, eta: 16:57:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9750, loss_cls: 0.9676, loss: 0.9676 +2023-12-23 21:48:44,123 - pyskl - INFO - Epoch [47][2100/2506] lr: 1.945e-02, eta: 16:57:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9756, loss_cls: 0.9311, loss: 0.9311 +2023-12-23 21:49:06,872 - pyskl - INFO - Epoch [47][2200/2506] lr: 1.944e-02, eta: 16:56:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9762, loss_cls: 0.9876, loss: 0.9876 +2023-12-23 21:49:29,506 - pyskl - INFO - Epoch [47][2300/2506] lr: 1.944e-02, eta: 16:56:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 0.9669, loss: 0.9669 +2023-12-23 21:49:52,152 - pyskl - INFO - Epoch [47][2400/2506] lr: 1.943e-02, eta: 16:56:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 0.9884, loss: 0.9884 +2023-12-23 21:50:14,855 - pyskl - INFO - Epoch [47][2500/2506] lr: 1.942e-02, eta: 16:55:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 0.9071, loss: 0.9071 +2023-12-23 21:50:16,771 - pyskl - INFO - Saving checkpoint at 47 epochs +2023-12-23 21:51:36,068 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 21:51:36,147 - pyskl - INFO - +top1_acc 0.6122 +top5_acc 0.8879 +2023-12-23 21:51:36,153 - pyskl - INFO - Epoch(val) [47][1031] top1_acc: 0.6122, top5_acc: 0.8879 +2023-12-23 21:52:16,728 - pyskl - INFO - Epoch [48][100/2506] lr: 1.941e-02, eta: 16:55:50, time: 0.406, data_time: 0.180, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 0.9249, loss: 0.9249 +2023-12-23 21:52:39,288 - pyskl - INFO - Epoch [48][200/2506] lr: 1.940e-02, eta: 16:55:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 0.9900, loss: 0.9900 +2023-12-23 21:53:01,789 - pyskl - INFO - Epoch [48][300/2506] lr: 1.939e-02, eta: 16:54:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 0.9249, loss: 0.9249 +2023-12-23 21:53:24,576 - pyskl - INFO - Epoch [48][400/2506] lr: 1.938e-02, eta: 16:54:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9781, loss_cls: 0.9612, loss: 0.9612 +2023-12-23 21:53:47,339 - pyskl - INFO - Epoch [48][500/2506] lr: 1.937e-02, eta: 16:54:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9844, loss_cls: 0.9061, loss: 0.9061 +2023-12-23 21:54:10,083 - pyskl - INFO - Epoch [48][600/2506] lr: 1.937e-02, eta: 16:53:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 0.9409, loss: 0.9409 +2023-12-23 21:54:32,743 - pyskl - INFO - Epoch [48][700/2506] lr: 1.936e-02, eta: 16:53:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 0.9652, loss: 0.9652 +2023-12-23 21:54:55,565 - pyskl - INFO - Epoch [48][800/2506] lr: 1.935e-02, eta: 16:52:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9825, loss_cls: 0.9270, loss: 0.9270 +2023-12-23 21:55:18,126 - pyskl - INFO - Epoch [48][900/2506] lr: 1.934e-02, eta: 16:52:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9725, loss_cls: 0.9066, loss: 0.9066 +2023-12-23 21:55:40,704 - pyskl - INFO - Epoch [48][1000/2506] lr: 1.933e-02, eta: 16:51:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9762, loss_cls: 0.9325, loss: 0.9325 +2023-12-23 21:56:03,342 - pyskl - INFO - Epoch [48][1100/2506] lr: 1.932e-02, eta: 16:51:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9675, loss_cls: 0.9758, loss: 0.9758 +2023-12-23 21:56:26,028 - pyskl - INFO - Epoch [48][1200/2506] lr: 1.931e-02, eta: 16:51:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9800, loss_cls: 0.9644, loss: 0.9644 +2023-12-23 21:56:48,670 - pyskl - INFO - Epoch [48][1300/2506] lr: 1.930e-02, eta: 16:50:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 0.9391, loss: 0.9391 +2023-12-23 21:57:11,261 - pyskl - INFO - Epoch [48][1400/2506] lr: 1.930e-02, eta: 16:50:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9744, loss_cls: 0.9902, loss: 0.9902 +2023-12-23 21:57:34,033 - pyskl - INFO - Epoch [48][1500/2506] lr: 1.929e-02, eta: 16:49:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 0.9505, loss: 0.9505 +2023-12-23 21:57:56,684 - pyskl - INFO - Epoch [48][1600/2506] lr: 1.928e-02, eta: 16:49:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 0.9258, loss: 0.9258 +2023-12-23 21:58:19,364 - pyskl - INFO - Epoch [48][1700/2506] lr: 1.927e-02, eta: 16:48:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 1.0090, loss: 1.0090 +2023-12-23 21:58:41,967 - pyskl - INFO - Epoch [48][1800/2506] lr: 1.926e-02, eta: 16:48:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 0.9568, loss: 0.9568 +2023-12-23 21:59:04,583 - pyskl - INFO - Epoch [48][1900/2506] lr: 1.925e-02, eta: 16:48:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9613, loss_cls: 1.0571, loss: 1.0571 +2023-12-23 21:59:27,253 - pyskl - INFO - Epoch [48][2000/2506] lr: 1.924e-02, eta: 16:47:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9775, loss_cls: 0.9624, loss: 0.9624 +2023-12-23 21:59:49,922 - pyskl - INFO - Epoch [48][2100/2506] lr: 1.923e-02, eta: 16:47:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9731, loss_cls: 1.0114, loss: 1.0114 +2023-12-23 22:00:12,568 - pyskl - INFO - Epoch [48][2200/2506] lr: 1.922e-02, eta: 16:46:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 0.9821, loss: 0.9821 +2023-12-23 22:00:35,188 - pyskl - INFO - Epoch [48][2300/2506] lr: 1.922e-02, eta: 16:46:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 0.9538, loss: 0.9538 +2023-12-23 22:00:57,752 - pyskl - INFO - Epoch [48][2400/2506] lr: 1.921e-02, eta: 16:45:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 0.9193, loss: 0.9193 +2023-12-23 22:01:20,362 - pyskl - INFO - Epoch [48][2500/2506] lr: 1.920e-02, eta: 16:45:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9731, loss_cls: 0.9962, loss: 0.9962 +2023-12-23 22:01:22,180 - pyskl - INFO - Saving checkpoint at 48 epochs +2023-12-23 22:02:41,048 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 22:02:41,120 - pyskl - INFO - +top1_acc 0.7681 +top5_acc 0.9528 +2023-12-23 22:02:41,124 - pyskl - INFO - Epoch(val) [48][1031] top1_acc: 0.7681, top5_acc: 0.9528 +2023-12-23 22:03:22,110 - pyskl - INFO - Epoch [49][100/2506] lr: 1.919e-02, eta: 16:45:42, time: 0.410, data_time: 0.184, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 0.8926, loss: 0.8926 +2023-12-23 22:03:44,864 - pyskl - INFO - Epoch [49][200/2506] lr: 1.918e-02, eta: 16:45:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 0.8992, loss: 0.8992 +2023-12-23 22:04:07,461 - pyskl - INFO - Epoch [49][300/2506] lr: 1.917e-02, eta: 16:44:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 0.9771, loss: 0.9771 +2023-12-23 22:04:30,023 - pyskl - INFO - Epoch [49][400/2506] lr: 1.916e-02, eta: 16:44:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9806, loss_cls: 0.9223, loss: 0.9223 +2023-12-23 22:04:52,725 - pyskl - INFO - Epoch [49][500/2506] lr: 1.915e-02, eta: 16:44:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 0.9526, loss: 0.9526 +2023-12-23 22:05:15,535 - pyskl - INFO - Epoch [49][600/2506] lr: 1.914e-02, eta: 16:43:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9794, loss_cls: 0.9632, loss: 0.9632 +2023-12-23 22:05:38,212 - pyskl - INFO - Epoch [49][700/2506] lr: 1.914e-02, eta: 16:43:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 0.9747, loss: 0.9747 +2023-12-23 22:06:00,931 - pyskl - INFO - Epoch [49][800/2506] lr: 1.913e-02, eta: 16:42:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 1.0148, loss: 1.0148 +2023-12-23 22:06:23,596 - pyskl - INFO - Epoch [49][900/2506] lr: 1.912e-02, eta: 16:42:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 0.9008, loss: 0.9008 +2023-12-23 22:06:46,184 - pyskl - INFO - Epoch [49][1000/2506] lr: 1.911e-02, eta: 16:41:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 0.9126, loss: 0.9126 +2023-12-23 22:07:08,807 - pyskl - INFO - Epoch [49][1100/2506] lr: 1.910e-02, eta: 16:41:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9762, loss_cls: 0.9736, loss: 0.9736 +2023-12-23 22:07:31,437 - pyskl - INFO - Epoch [49][1200/2506] lr: 1.909e-02, eta: 16:41:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 0.9740, loss: 0.9740 +2023-12-23 22:07:54,107 - pyskl - INFO - Epoch [49][1300/2506] lr: 1.908e-02, eta: 16:40:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 0.9601, loss: 0.9601 +2023-12-23 22:08:16,711 - pyskl - INFO - Epoch [49][1400/2506] lr: 1.907e-02, eta: 16:40:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 0.9902, loss: 0.9902 +2023-12-23 22:08:39,267 - pyskl - INFO - Epoch [49][1500/2506] lr: 1.907e-02, eta: 16:39:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9794, loss_cls: 0.9921, loss: 0.9921 +2023-12-23 22:09:02,119 - pyskl - INFO - Epoch [49][1600/2506] lr: 1.906e-02, eta: 16:39:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 0.9860, loss: 0.9860 +2023-12-23 22:09:24,822 - pyskl - INFO - Epoch [49][1700/2506] lr: 1.905e-02, eta: 16:38:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9637, loss_cls: 1.0112, loss: 1.0112 +2023-12-23 22:09:47,493 - pyskl - INFO - Epoch [49][1800/2506] lr: 1.904e-02, eta: 16:38:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 1.0178, loss: 1.0178 +2023-12-23 22:10:10,176 - pyskl - INFO - Epoch [49][1900/2506] lr: 1.903e-02, eta: 16:38:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9788, loss_cls: 0.9411, loss: 0.9411 +2023-12-23 22:10:32,917 - pyskl - INFO - Epoch [49][2000/2506] lr: 1.902e-02, eta: 16:37:36, time: 0.227, data_time: 0.001, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 0.9374, loss: 0.9374 +2023-12-23 22:10:55,616 - pyskl - INFO - Epoch [49][2100/2506] lr: 1.901e-02, eta: 16:37:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9738, loss_cls: 0.9819, loss: 0.9819 +2023-12-23 22:11:18,283 - pyskl - INFO - Epoch [49][2200/2506] lr: 1.900e-02, eta: 16:36:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 0.9326, loss: 0.9326 +2023-12-23 22:11:40,908 - pyskl - INFO - Epoch [49][2300/2506] lr: 1.899e-02, eta: 16:36:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9794, loss_cls: 0.9239, loss: 0.9239 +2023-12-23 22:12:03,497 - pyskl - INFO - Epoch [49][2400/2506] lr: 1.898e-02, eta: 16:35:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 0.9880, loss: 0.9880 +2023-12-23 22:12:26,100 - pyskl - INFO - Epoch [49][2500/2506] lr: 1.898e-02, eta: 16:35:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9738, loss_cls: 0.9821, loss: 0.9821 +2023-12-23 22:12:27,937 - pyskl - INFO - Saving checkpoint at 49 epochs +2023-12-23 22:13:47,034 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 22:13:47,103 - pyskl - INFO - +top1_acc 0.7863 +top5_acc 0.9662 +2023-12-23 22:13:47,107 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/bm/best_top1_acc_epoch_44.pth was removed +2023-12-23 22:13:47,247 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_49.pth. +2023-12-23 22:13:47,247 - pyskl - INFO - Best top1_acc is 0.7863 at 49 epoch. +2023-12-23 22:13:47,252 - pyskl - INFO - Epoch(val) [49][1031] top1_acc: 0.7863, top5_acc: 0.9662 +2023-12-23 22:14:28,382 - pyskl - INFO - Epoch [50][100/2506] lr: 1.897e-02, eta: 16:35:36, time: 0.411, data_time: 0.184, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 0.9338, loss: 0.9338 +2023-12-23 22:14:51,102 - pyskl - INFO - Epoch [50][200/2506] lr: 1.896e-02, eta: 16:35:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 0.9145, loss: 0.9145 +2023-12-23 22:15:13,743 - pyskl - INFO - Epoch [50][300/2506] lr: 1.895e-02, eta: 16:34:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9812, loss_cls: 0.8679, loss: 0.8679 +2023-12-23 22:15:36,367 - pyskl - INFO - Epoch [50][400/2506] lr: 1.894e-02, eta: 16:34:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 0.9152, loss: 0.9152 +2023-12-23 22:15:58,997 - pyskl - INFO - Epoch [50][500/2506] lr: 1.893e-02, eta: 16:33:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 0.9220, loss: 0.9220 +2023-12-23 22:16:21,597 - pyskl - INFO - Epoch [50][600/2506] lr: 1.892e-02, eta: 16:33:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9725, loss_cls: 0.9807, loss: 0.9807 +2023-12-23 22:16:44,208 - pyskl - INFO - Epoch [50][700/2506] lr: 1.891e-02, eta: 16:33:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 0.9843, loss: 0.9843 +2023-12-23 22:17:06,707 - pyskl - INFO - Epoch [50][800/2506] lr: 1.890e-02, eta: 16:32:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 1.0269, loss: 1.0269 +2023-12-23 22:17:29,296 - pyskl - INFO - Epoch [50][900/2506] lr: 1.889e-02, eta: 16:32:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 1.0040, loss: 1.0040 +2023-12-23 22:17:51,905 - pyskl - INFO - Epoch [50][1000/2506] lr: 1.889e-02, eta: 16:31:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9775, loss_cls: 0.9542, loss: 0.9542 +2023-12-23 22:18:14,521 - pyskl - INFO - Epoch [50][1100/2506] lr: 1.888e-02, eta: 16:31:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9775, loss_cls: 0.8904, loss: 0.8904 +2023-12-23 22:18:37,124 - pyskl - INFO - Epoch [50][1200/2506] lr: 1.887e-02, eta: 16:30:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 0.9425, loss: 0.9425 +2023-12-23 22:18:59,702 - pyskl - INFO - Epoch [50][1300/2506] lr: 1.886e-02, eta: 16:30:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 0.9936, loss: 0.9936 +2023-12-23 22:19:22,292 - pyskl - INFO - Epoch [50][1400/2506] lr: 1.885e-02, eta: 16:30:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 0.9764, loss: 0.9764 +2023-12-23 22:19:44,910 - pyskl - INFO - Epoch [50][1500/2506] lr: 1.884e-02, eta: 16:29:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 0.8824, loss: 0.8824 +2023-12-23 22:20:07,479 - pyskl - INFO - Epoch [50][1600/2506] lr: 1.883e-02, eta: 16:29:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9738, loss_cls: 0.8926, loss: 0.8926 +2023-12-23 22:20:30,026 - pyskl - INFO - Epoch [50][1700/2506] lr: 1.882e-02, eta: 16:28:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9775, loss_cls: 0.9520, loss: 0.9520 +2023-12-23 22:20:52,675 - pyskl - INFO - Epoch [50][1800/2506] lr: 1.881e-02, eta: 16:28:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 0.9756, loss: 0.9756 +2023-12-23 22:21:15,262 - pyskl - INFO - Epoch [50][1900/2506] lr: 1.880e-02, eta: 16:27:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9819, loss_cls: 0.8539, loss: 0.8539 +2023-12-23 22:21:37,886 - pyskl - INFO - Epoch [50][2000/2506] lr: 1.880e-02, eta: 16:27:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 0.9598, loss: 0.9598 +2023-12-23 22:22:00,490 - pyskl - INFO - Epoch [50][2100/2506] lr: 1.879e-02, eta: 16:27:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 0.9041, loss: 0.9041 +2023-12-23 22:22:23,019 - pyskl - INFO - Epoch [50][2200/2506] lr: 1.878e-02, eta: 16:26:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 0.9276, loss: 0.9276 +2023-12-23 22:22:45,529 - pyskl - INFO - Epoch [50][2300/2506] lr: 1.877e-02, eta: 16:26:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9675, loss_cls: 1.0988, loss: 1.0988 +2023-12-23 22:23:08,164 - pyskl - INFO - Epoch [50][2400/2506] lr: 1.876e-02, eta: 16:25:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 0.9881, loss: 0.9881 +2023-12-23 22:23:30,812 - pyskl - INFO - Epoch [50][2500/2506] lr: 1.875e-02, eta: 16:25:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 1.0476, loss: 1.0476 +2023-12-23 22:23:32,654 - pyskl - INFO - Saving checkpoint at 50 epochs +2023-12-23 22:24:51,363 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 22:24:51,436 - pyskl - INFO - +top1_acc 0.7668 +top5_acc 0.9573 +2023-12-23 22:24:51,440 - pyskl - INFO - Epoch(val) [50][1031] top1_acc: 0.7668, top5_acc: 0.9573 +2023-12-23 22:25:32,377 - pyskl - INFO - Epoch [51][100/2506] lr: 1.874e-02, eta: 16:25:28, time: 0.409, data_time: 0.184, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 0.8911, loss: 0.8911 +2023-12-23 22:25:55,044 - pyskl - INFO - Epoch [51][200/2506] lr: 1.873e-02, eta: 16:25:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9688, loss_cls: 0.9506, loss: 0.9506 +2023-12-23 22:26:17,619 - pyskl - INFO - Epoch [51][300/2506] lr: 1.872e-02, eta: 16:24:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 1.0291, loss: 1.0291 +2023-12-23 22:26:40,212 - pyskl - INFO - Epoch [51][400/2506] lr: 1.871e-02, eta: 16:24:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 1.0156, loss: 1.0156 +2023-12-23 22:27:02,848 - pyskl - INFO - Epoch [51][500/2506] lr: 1.870e-02, eta: 16:23:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 0.9170, loss: 0.9170 +2023-12-23 22:27:25,489 - pyskl - INFO - Epoch [51][600/2506] lr: 1.870e-02, eta: 16:23:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 0.9039, loss: 0.9039 +2023-12-23 22:27:48,043 - pyskl - INFO - Epoch [51][700/2506] lr: 1.869e-02, eta: 16:22:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9806, loss_cls: 0.8969, loss: 0.8969 +2023-12-23 22:28:10,785 - pyskl - INFO - Epoch [51][800/2506] lr: 1.868e-02, eta: 16:22:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9850, loss_cls: 0.8988, loss: 0.8988 +2023-12-23 22:28:33,491 - pyskl - INFO - Epoch [51][900/2506] lr: 1.867e-02, eta: 16:22:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 0.9489, loss: 0.9489 +2023-12-23 22:28:56,128 - pyskl - INFO - Epoch [51][1000/2506] lr: 1.866e-02, eta: 16:21:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9706, loss_cls: 0.9120, loss: 0.9120 +2023-12-23 22:29:18,756 - pyskl - INFO - Epoch [51][1100/2506] lr: 1.865e-02, eta: 16:21:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9781, loss_cls: 0.9724, loss: 0.9724 +2023-12-23 22:29:41,342 - pyskl - INFO - Epoch [51][1200/2506] lr: 1.864e-02, eta: 16:20:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9788, loss_cls: 0.9152, loss: 0.9152 +2023-12-23 22:30:03,986 - pyskl - INFO - Epoch [51][1300/2506] lr: 1.863e-02, eta: 16:20:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9762, loss_cls: 0.9407, loss: 0.9407 +2023-12-23 22:30:26,599 - pyskl - INFO - Epoch [51][1400/2506] lr: 1.862e-02, eta: 16:19:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 0.9138, loss: 0.9138 +2023-12-23 22:30:49,230 - pyskl - INFO - Epoch [51][1500/2506] lr: 1.861e-02, eta: 16:19:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9738, loss_cls: 0.9431, loss: 0.9431 +2023-12-23 22:31:11,870 - pyskl - INFO - Epoch [51][1600/2506] lr: 1.860e-02, eta: 16:19:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 0.8862, loss: 0.8862 +2023-12-23 22:31:34,586 - pyskl - INFO - Epoch [51][1700/2506] lr: 1.860e-02, eta: 16:18:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9744, loss_cls: 0.9623, loss: 0.9623 +2023-12-23 22:31:57,272 - pyskl - INFO - Epoch [51][1800/2506] lr: 1.859e-02, eta: 16:18:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 0.9694, loss: 0.9694 +2023-12-23 22:32:19,854 - pyskl - INFO - Epoch [51][1900/2506] lr: 1.858e-02, eta: 16:17:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9738, loss_cls: 0.9872, loss: 0.9872 +2023-12-23 22:32:42,414 - pyskl - INFO - Epoch [51][2000/2506] lr: 1.857e-02, eta: 16:17:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 0.9413, loss: 0.9413 +2023-12-23 22:33:05,073 - pyskl - INFO - Epoch [51][2100/2506] lr: 1.856e-02, eta: 16:16:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 0.9739, loss: 0.9739 +2023-12-23 22:33:27,713 - pyskl - INFO - Epoch [51][2200/2506] lr: 1.855e-02, eta: 16:16:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9769, loss_cls: 0.9562, loss: 0.9562 +2023-12-23 22:33:50,306 - pyskl - INFO - Epoch [51][2300/2506] lr: 1.854e-02, eta: 16:16:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 0.9198, loss: 0.9198 +2023-12-23 22:34:12,893 - pyskl - INFO - Epoch [51][2400/2506] lr: 1.853e-02, eta: 16:15:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 0.9684, loss: 0.9684 +2023-12-23 22:34:35,513 - pyskl - INFO - Epoch [51][2500/2506] lr: 1.852e-02, eta: 16:15:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9656, loss_cls: 1.0791, loss: 1.0791 +2023-12-23 22:34:37,350 - pyskl - INFO - Saving checkpoint at 51 epochs +2023-12-23 22:35:55,959 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 22:35:56,032 - pyskl - INFO - +top1_acc 0.6612 +top5_acc 0.9050 +2023-12-23 22:35:56,036 - pyskl - INFO - Epoch(val) [51][1031] top1_acc: 0.6612, top5_acc: 0.9050 +2023-12-23 22:36:37,461 - pyskl - INFO - Epoch [52][100/2506] lr: 1.851e-02, eta: 16:15:23, time: 0.414, data_time: 0.187, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 0.8774, loss: 0.8774 +2023-12-23 22:37:00,258 - pyskl - INFO - Epoch [52][200/2506] lr: 1.850e-02, eta: 16:14:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 0.8400, loss: 0.8400 +2023-12-23 22:37:22,887 - pyskl - INFO - Epoch [52][300/2506] lr: 1.849e-02, eta: 16:14:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9688, loss_cls: 0.9356, loss: 0.9356 +2023-12-23 22:37:45,638 - pyskl - INFO - Epoch [52][400/2506] lr: 1.849e-02, eta: 16:14:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 0.9457, loss: 0.9457 +2023-12-23 22:38:08,408 - pyskl - INFO - Epoch [52][500/2506] lr: 1.848e-02, eta: 16:13:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9825, loss_cls: 0.8215, loss: 0.8215 +2023-12-23 22:38:31,103 - pyskl - INFO - Epoch [52][600/2506] lr: 1.847e-02, eta: 16:13:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 0.8787, loss: 0.8787 +2023-12-23 22:38:53,749 - pyskl - INFO - Epoch [52][700/2506] lr: 1.846e-02, eta: 16:12:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9762, loss_cls: 0.9429, loss: 0.9429 +2023-12-23 22:39:16,439 - pyskl - INFO - Epoch [52][800/2506] lr: 1.845e-02, eta: 16:12:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 1.0042, loss: 1.0042 +2023-12-23 22:39:39,068 - pyskl - INFO - Epoch [52][900/2506] lr: 1.844e-02, eta: 16:12:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9700, loss_cls: 1.0082, loss: 1.0082 +2023-12-23 22:40:01,647 - pyskl - INFO - Epoch [52][1000/2506] lr: 1.843e-02, eta: 16:11:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 1.0147, loss: 1.0147 +2023-12-23 22:40:24,305 - pyskl - INFO - Epoch [52][1100/2506] lr: 1.842e-02, eta: 16:11:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9794, loss_cls: 0.8910, loss: 0.8910 +2023-12-23 22:40:46,925 - pyskl - INFO - Epoch [52][1200/2506] lr: 1.841e-02, eta: 16:10:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9744, loss_cls: 0.9094, loss: 0.9094 +2023-12-23 22:41:09,564 - pyskl - INFO - Epoch [52][1300/2506] lr: 1.840e-02, eta: 16:10:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 0.9451, loss: 0.9451 +2023-12-23 22:41:32,236 - pyskl - INFO - Epoch [52][1400/2506] lr: 1.839e-02, eta: 16:09:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9812, loss_cls: 0.8749, loss: 0.8749 +2023-12-23 22:41:54,945 - pyskl - INFO - Epoch [52][1500/2506] lr: 1.838e-02, eta: 16:09:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9775, loss_cls: 0.9683, loss: 0.9683 +2023-12-23 22:42:17,593 - pyskl - INFO - Epoch [52][1600/2506] lr: 1.838e-02, eta: 16:09:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9819, loss_cls: 0.8573, loss: 0.8573 +2023-12-23 22:42:40,315 - pyskl - INFO - Epoch [52][1700/2506] lr: 1.837e-02, eta: 16:08:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 0.8871, loss: 0.8871 +2023-12-23 22:43:03,009 - pyskl - INFO - Epoch [52][1800/2506] lr: 1.836e-02, eta: 16:08:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9712, loss_cls: 1.0167, loss: 1.0167 +2023-12-23 22:43:25,690 - pyskl - INFO - Epoch [52][1900/2506] lr: 1.835e-02, eta: 16:07:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 0.8902, loss: 0.8902 +2023-12-23 22:43:48,376 - pyskl - INFO - Epoch [52][2000/2506] lr: 1.834e-02, eta: 16:07:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 0.9504, loss: 0.9504 +2023-12-23 22:44:10,977 - pyskl - INFO - Epoch [52][2100/2506] lr: 1.833e-02, eta: 16:06:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9819, loss_cls: 0.8530, loss: 0.8530 +2023-12-23 22:44:33,656 - pyskl - INFO - Epoch [52][2200/2506] lr: 1.832e-02, eta: 16:06:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9719, loss_cls: 1.0670, loss: 1.0670 +2023-12-23 22:44:56,331 - pyskl - INFO - Epoch [52][2300/2506] lr: 1.831e-02, eta: 16:06:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 0.9267, loss: 0.9267 +2023-12-23 22:45:19,065 - pyskl - INFO - Epoch [52][2400/2506] lr: 1.830e-02, eta: 16:05:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 0.9898, loss: 0.9898 +2023-12-23 22:45:41,697 - pyskl - INFO - Epoch [52][2500/2506] lr: 1.829e-02, eta: 16:05:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9712, loss_cls: 0.9316, loss: 0.9316 +2023-12-23 22:45:43,512 - pyskl - INFO - Saving checkpoint at 52 epochs +2023-12-23 22:47:02,591 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 22:47:02,664 - pyskl - INFO - +top1_acc 0.7720 +top5_acc 0.9557 +2023-12-23 22:47:02,669 - pyskl - INFO - Epoch(val) [52][1031] top1_acc: 0.7720, top5_acc: 0.9557 +2023-12-23 22:47:43,803 - pyskl - INFO - Epoch [53][100/2506] lr: 1.828e-02, eta: 16:05:20, time: 0.411, data_time: 0.185, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9825, loss_cls: 0.8804, loss: 0.8804 +2023-12-23 22:48:06,362 - pyskl - INFO - Epoch [53][200/2506] lr: 1.827e-02, eta: 16:04:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9819, loss_cls: 0.9161, loss: 0.9161 +2023-12-23 22:48:28,967 - pyskl - INFO - Epoch [53][300/2506] lr: 1.826e-02, eta: 16:04:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 0.9659, loss: 0.9659 +2023-12-23 22:48:51,586 - pyskl - INFO - Epoch [53][400/2506] lr: 1.825e-02, eta: 16:04:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 0.9058, loss: 0.9058 +2023-12-23 22:49:14,336 - pyskl - INFO - Epoch [53][500/2506] lr: 1.824e-02, eta: 16:03:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9825, loss_cls: 0.8623, loss: 0.8623 +2023-12-23 22:49:36,975 - pyskl - INFO - Epoch [53][600/2506] lr: 1.824e-02, eta: 16:03:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 0.9584, loss: 0.9584 +2023-12-23 22:49:59,737 - pyskl - INFO - Epoch [53][700/2506] lr: 1.823e-02, eta: 16:02:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9781, loss_cls: 0.8958, loss: 0.8958 +2023-12-23 22:50:22,433 - pyskl - INFO - Epoch [53][800/2506] lr: 1.822e-02, eta: 16:02:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 0.9221, loss: 0.9221 +2023-12-23 22:50:45,068 - pyskl - INFO - Epoch [53][900/2506] lr: 1.821e-02, eta: 16:01:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9806, loss_cls: 0.9368, loss: 0.9368 +2023-12-23 22:51:07,581 - pyskl - INFO - Epoch [53][1000/2506] lr: 1.820e-02, eta: 16:01:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9762, loss_cls: 0.9821, loss: 0.9821 +2023-12-23 22:51:30,130 - pyskl - INFO - Epoch [53][1100/2506] lr: 1.819e-02, eta: 16:01:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9800, loss_cls: 0.9349, loss: 0.9349 +2023-12-23 22:51:52,824 - pyskl - INFO - Epoch [53][1200/2506] lr: 1.818e-02, eta: 16:00:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 0.9353, loss: 0.9353 +2023-12-23 22:52:15,446 - pyskl - INFO - Epoch [53][1300/2506] lr: 1.817e-02, eta: 16:00:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 0.8968, loss: 0.8968 +2023-12-23 22:52:38,180 - pyskl - INFO - Epoch [53][1400/2506] lr: 1.816e-02, eta: 15:59:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 0.9416, loss: 0.9416 +2023-12-23 22:53:00,829 - pyskl - INFO - Epoch [53][1500/2506] lr: 1.815e-02, eta: 15:59:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 0.9393, loss: 0.9393 +2023-12-23 22:53:23,423 - pyskl - INFO - Epoch [53][1600/2506] lr: 1.814e-02, eta: 15:59:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 0.9243, loss: 0.9243 +2023-12-23 22:53:46,059 - pyskl - INFO - Epoch [53][1700/2506] lr: 1.813e-02, eta: 15:58:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9762, loss_cls: 0.9378, loss: 0.9378 +2023-12-23 22:54:08,726 - pyskl - INFO - Epoch [53][1800/2506] lr: 1.812e-02, eta: 15:58:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 0.8511, loss: 0.8511 +2023-12-23 22:54:31,407 - pyskl - INFO - Epoch [53][1900/2506] lr: 1.811e-02, eta: 15:57:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9706, loss_cls: 1.0070, loss: 1.0070 +2023-12-23 22:54:54,051 - pyskl - INFO - Epoch [53][2000/2506] lr: 1.811e-02, eta: 15:57:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9788, loss_cls: 0.9653, loss: 0.9653 +2023-12-23 22:55:16,759 - pyskl - INFO - Epoch [53][2100/2506] lr: 1.810e-02, eta: 15:56:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 0.9076, loss: 0.9076 +2023-12-23 22:55:39,345 - pyskl - INFO - Epoch [53][2200/2506] lr: 1.809e-02, eta: 15:56:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9694, loss_cls: 0.9822, loss: 0.9822 +2023-12-23 22:56:02,052 - pyskl - INFO - Epoch [53][2300/2506] lr: 1.808e-02, eta: 15:56:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9762, loss_cls: 0.9052, loss: 0.9052 +2023-12-23 22:56:24,727 - pyskl - INFO - Epoch [53][2400/2506] lr: 1.807e-02, eta: 15:55:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 0.8961, loss: 0.8961 +2023-12-23 22:56:47,450 - pyskl - INFO - Epoch [53][2500/2506] lr: 1.806e-02, eta: 15:55:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9681, loss_cls: 0.9766, loss: 0.9766 +2023-12-23 22:56:49,296 - pyskl - INFO - Saving checkpoint at 53 epochs +2023-12-23 22:58:08,132 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 22:58:08,201 - pyskl - INFO - +top1_acc 0.7807 +top5_acc 0.9578 +2023-12-23 22:58:08,205 - pyskl - INFO - Epoch(val) [53][1031] top1_acc: 0.7807, top5_acc: 0.9578 +2023-12-23 22:58:48,775 - pyskl - INFO - Epoch [54][100/2506] lr: 1.805e-02, eta: 15:55:16, time: 0.406, data_time: 0.180, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 0.8800, loss: 0.8800 +2023-12-23 22:59:11,395 - pyskl - INFO - Epoch [54][200/2506] lr: 1.804e-02, eta: 15:54:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 0.9054, loss: 0.9054 +2023-12-23 22:59:34,068 - pyskl - INFO - Epoch [54][300/2506] lr: 1.803e-02, eta: 15:54:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 0.8320, loss: 0.8320 +2023-12-23 22:59:56,650 - pyskl - INFO - Epoch [54][400/2506] lr: 1.802e-02, eta: 15:54:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9769, loss_cls: 0.8463, loss: 0.8463 +2023-12-23 23:00:19,333 - pyskl - INFO - Epoch [54][500/2506] lr: 1.801e-02, eta: 15:53:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 0.8955, loss: 0.8955 +2023-12-23 23:00:42,008 - pyskl - INFO - Epoch [54][600/2506] lr: 1.800e-02, eta: 15:53:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9825, loss_cls: 0.8576, loss: 0.8576 +2023-12-23 23:01:04,625 - pyskl - INFO - Epoch [54][700/2506] lr: 1.799e-02, eta: 15:52:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 0.9138, loss: 0.9138 +2023-12-23 23:01:27,284 - pyskl - INFO - Epoch [54][800/2506] lr: 1.798e-02, eta: 15:52:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 0.9430, loss: 0.9430 +2023-12-23 23:01:49,942 - pyskl - INFO - Epoch [54][900/2506] lr: 1.797e-02, eta: 15:51:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9819, loss_cls: 0.8960, loss: 0.8960 +2023-12-23 23:02:12,545 - pyskl - INFO - Epoch [54][1000/2506] lr: 1.796e-02, eta: 15:51:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9756, loss_cls: 0.9645, loss: 0.9645 +2023-12-23 23:02:35,103 - pyskl - INFO - Epoch [54][1100/2506] lr: 1.795e-02, eta: 15:51:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 0.9967, loss: 0.9967 +2023-12-23 23:02:57,791 - pyskl - INFO - Epoch [54][1200/2506] lr: 1.795e-02, eta: 15:50:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 0.8625, loss: 0.8625 +2023-12-23 23:03:20,413 - pyskl - INFO - Epoch [54][1300/2506] lr: 1.794e-02, eta: 15:50:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9794, loss_cls: 0.8667, loss: 0.8667 +2023-12-23 23:03:43,034 - pyskl - INFO - Epoch [54][1400/2506] lr: 1.793e-02, eta: 15:49:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 0.8526, loss: 0.8526 +2023-12-23 23:04:05,694 - pyskl - INFO - Epoch [54][1500/2506] lr: 1.792e-02, eta: 15:49:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9769, loss_cls: 0.9320, loss: 0.9320 +2023-12-23 23:04:28,365 - pyskl - INFO - Epoch [54][1600/2506] lr: 1.791e-02, eta: 15:48:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9750, loss_cls: 0.9718, loss: 0.9718 +2023-12-23 23:04:51,002 - pyskl - INFO - Epoch [54][1700/2506] lr: 1.790e-02, eta: 15:48:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 0.9714, loss: 0.9714 +2023-12-23 23:05:13,862 - pyskl - INFO - Epoch [54][1800/2506] lr: 1.789e-02, eta: 15:48:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 0.9689, loss: 0.9689 +2023-12-23 23:05:36,445 - pyskl - INFO - Epoch [54][1900/2506] lr: 1.788e-02, eta: 15:47:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9800, loss_cls: 0.9685, loss: 0.9685 +2023-12-23 23:05:59,151 - pyskl - INFO - Epoch [54][2000/2506] lr: 1.787e-02, eta: 15:47:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9688, loss_cls: 1.0029, loss: 1.0029 +2023-12-23 23:06:21,765 - pyskl - INFO - Epoch [54][2100/2506] lr: 1.786e-02, eta: 15:46:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9794, loss_cls: 0.9878, loss: 0.9878 +2023-12-23 23:06:44,344 - pyskl - INFO - Epoch [54][2200/2506] lr: 1.785e-02, eta: 15:46:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9788, loss_cls: 0.9442, loss: 0.9442 +2023-12-23 23:07:07,018 - pyskl - INFO - Epoch [54][2300/2506] lr: 1.784e-02, eta: 15:46:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 1.0352, loss: 1.0352 +2023-12-23 23:07:29,695 - pyskl - INFO - Epoch [54][2400/2506] lr: 1.783e-02, eta: 15:45:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9819, loss_cls: 0.8670, loss: 0.8670 +2023-12-23 23:07:52,399 - pyskl - INFO - Epoch [54][2500/2506] lr: 1.782e-02, eta: 15:45:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 0.9684, loss: 0.9684 +2023-12-23 23:07:54,219 - pyskl - INFO - Saving checkpoint at 54 epochs +2023-12-23 23:09:13,808 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 23:09:13,878 - pyskl - INFO - +top1_acc 0.7484 +top5_acc 0.9476 +2023-12-23 23:09:13,881 - pyskl - INFO - Epoch(val) [54][1031] top1_acc: 0.7484, top5_acc: 0.9476 +2023-12-23 23:09:55,177 - pyskl - INFO - Epoch [55][100/2506] lr: 1.781e-02, eta: 15:45:14, time: 0.413, data_time: 0.185, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 0.7769, loss: 0.7769 +2023-12-23 23:10:17,793 - pyskl - INFO - Epoch [55][200/2506] lr: 1.780e-02, eta: 15:44:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9819, loss_cls: 0.8386, loss: 0.8386 +2023-12-23 23:10:40,433 - pyskl - INFO - Epoch [55][300/2506] lr: 1.779e-02, eta: 15:44:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 0.8846, loss: 0.8846 +2023-12-23 23:11:03,141 - pyskl - INFO - Epoch [55][400/2506] lr: 1.778e-02, eta: 15:43:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9781, loss_cls: 0.9265, loss: 0.9265 +2023-12-23 23:11:25,843 - pyskl - INFO - Epoch [55][500/2506] lr: 1.778e-02, eta: 15:43:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 0.9015, loss: 0.9015 +2023-12-23 23:11:48,414 - pyskl - INFO - Epoch [55][600/2506] lr: 1.777e-02, eta: 15:43:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 0.9269, loss: 0.9269 +2023-12-23 23:12:11,011 - pyskl - INFO - Epoch [55][700/2506] lr: 1.776e-02, eta: 15:42:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 0.9172, loss: 0.9172 +2023-12-23 23:12:33,752 - pyskl - INFO - Epoch [55][800/2506] lr: 1.775e-02, eta: 15:42:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9762, loss_cls: 0.9297, loss: 0.9297 +2023-12-23 23:12:56,341 - pyskl - INFO - Epoch [55][900/2506] lr: 1.774e-02, eta: 15:41:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 0.9325, loss: 0.9325 +2023-12-23 23:13:18,993 - pyskl - INFO - Epoch [55][1000/2506] lr: 1.773e-02, eta: 15:41:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 0.8522, loss: 0.8522 +2023-12-23 23:13:41,723 - pyskl - INFO - Epoch [55][1100/2506] lr: 1.772e-02, eta: 15:41:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 0.8652, loss: 0.8652 +2023-12-23 23:14:04,406 - pyskl - INFO - Epoch [55][1200/2506] lr: 1.771e-02, eta: 15:40:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9738, loss_cls: 0.8835, loss: 0.8835 +2023-12-23 23:14:27,104 - pyskl - INFO - Epoch [55][1300/2506] lr: 1.770e-02, eta: 15:40:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9794, loss_cls: 0.8838, loss: 0.8838 +2023-12-23 23:14:49,745 - pyskl - INFO - Epoch [55][1400/2506] lr: 1.769e-02, eta: 15:39:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 0.8464, loss: 0.8464 +2023-12-23 23:15:12,515 - pyskl - INFO - Epoch [55][1500/2506] lr: 1.768e-02, eta: 15:39:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9769, loss_cls: 1.0030, loss: 1.0030 +2023-12-23 23:15:35,058 - pyskl - INFO - Epoch [55][1600/2506] lr: 1.767e-02, eta: 15:38:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 0.9445, loss: 0.9445 +2023-12-23 23:15:57,694 - pyskl - INFO - Epoch [55][1700/2506] lr: 1.766e-02, eta: 15:38:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9800, loss_cls: 0.8474, loss: 0.8474 +2023-12-23 23:16:20,372 - pyskl - INFO - Epoch [55][1800/2506] lr: 1.765e-02, eta: 15:38:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9762, loss_cls: 0.9746, loss: 0.9746 +2023-12-23 23:16:43,039 - pyskl - INFO - Epoch [55][1900/2506] lr: 1.764e-02, eta: 15:37:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9769, loss_cls: 0.9369, loss: 0.9369 +2023-12-23 23:17:05,623 - pyskl - INFO - Epoch [55][2000/2506] lr: 1.763e-02, eta: 15:37:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 0.9469, loss: 0.9469 +2023-12-23 23:17:28,154 - pyskl - INFO - Epoch [55][2100/2506] lr: 1.762e-02, eta: 15:36:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 0.9432, loss: 0.9432 +2023-12-23 23:17:50,780 - pyskl - INFO - Epoch [55][2200/2506] lr: 1.761e-02, eta: 15:36:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 1.0078, loss: 1.0078 +2023-12-23 23:18:13,289 - pyskl - INFO - Epoch [55][2300/2506] lr: 1.760e-02, eta: 15:35:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9694, loss_cls: 0.9711, loss: 0.9711 +2023-12-23 23:18:35,886 - pyskl - INFO - Epoch [55][2400/2506] lr: 1.759e-02, eta: 15:35:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9750, loss_cls: 0.9463, loss: 0.9463 +2023-12-23 23:18:58,548 - pyskl - INFO - Epoch [55][2500/2506] lr: 1.758e-02, eta: 15:35:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9850, loss_cls: 0.8256, loss: 0.8256 +2023-12-23 23:19:00,372 - pyskl - INFO - Saving checkpoint at 55 epochs +2023-12-23 23:20:19,474 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 23:20:19,543 - pyskl - INFO - +top1_acc 0.7764 +top5_acc 0.9599 +2023-12-23 23:20:19,547 - pyskl - INFO - Epoch(val) [55][1031] top1_acc: 0.7764, top5_acc: 0.9599 +2023-12-23 23:21:00,659 - pyskl - INFO - Epoch [56][100/2506] lr: 1.757e-02, eta: 15:35:12, time: 0.411, data_time: 0.186, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9812, loss_cls: 0.8717, loss: 0.8717 +2023-12-23 23:21:23,247 - pyskl - INFO - Epoch [56][200/2506] lr: 1.757e-02, eta: 15:34:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 0.8621, loss: 0.8621 +2023-12-23 23:21:45,860 - pyskl - INFO - Epoch [56][300/2506] lr: 1.756e-02, eta: 15:34:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9781, loss_cls: 0.9087, loss: 0.9087 +2023-12-23 23:22:08,533 - pyskl - INFO - Epoch [56][400/2506] lr: 1.755e-02, eta: 15:33:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 0.8346, loss: 0.8346 +2023-12-23 23:22:31,207 - pyskl - INFO - Epoch [56][500/2506] lr: 1.754e-02, eta: 15:33:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9744, loss_cls: 0.9468, loss: 0.9468 +2023-12-23 23:22:53,868 - pyskl - INFO - Epoch [56][600/2506] lr: 1.753e-02, eta: 15:33:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9800, loss_cls: 0.9097, loss: 0.9097 +2023-12-23 23:23:16,439 - pyskl - INFO - Epoch [56][700/2506] lr: 1.752e-02, eta: 15:32:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 0.9001, loss: 0.9001 +2023-12-23 23:23:39,193 - pyskl - INFO - Epoch [56][800/2506] lr: 1.751e-02, eta: 15:32:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 0.8725, loss: 0.8725 +2023-12-23 23:24:01,978 - pyskl - INFO - Epoch [56][900/2506] lr: 1.750e-02, eta: 15:31:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 0.8923, loss: 0.8923 +2023-12-23 23:24:24,602 - pyskl - INFO - Epoch [56][1000/2506] lr: 1.749e-02, eta: 15:31:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 0.8859, loss: 0.8859 +2023-12-23 23:24:47,148 - pyskl - INFO - Epoch [56][1100/2506] lr: 1.748e-02, eta: 15:31:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9738, loss_cls: 0.9504, loss: 0.9504 +2023-12-23 23:25:09,684 - pyskl - INFO - Epoch [56][1200/2506] lr: 1.747e-02, eta: 15:30:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9788, loss_cls: 0.9028, loss: 0.9028 +2023-12-23 23:25:32,420 - pyskl - INFO - Epoch [56][1300/2506] lr: 1.746e-02, eta: 15:30:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 0.9211, loss: 0.9211 +2023-12-23 23:25:55,079 - pyskl - INFO - Epoch [56][1400/2506] lr: 1.745e-02, eta: 15:29:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9781, loss_cls: 0.8938, loss: 0.8938 +2023-12-23 23:26:17,777 - pyskl - INFO - Epoch [56][1500/2506] lr: 1.744e-02, eta: 15:29:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9731, loss_cls: 0.9918, loss: 0.9918 +2023-12-23 23:26:40,445 - pyskl - INFO - Epoch [56][1600/2506] lr: 1.743e-02, eta: 15:28:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9700, loss_cls: 0.9438, loss: 0.9438 +2023-12-23 23:27:03,199 - pyskl - INFO - Epoch [56][1700/2506] lr: 1.742e-02, eta: 15:28:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 0.9092, loss: 0.9092 +2023-12-23 23:27:25,877 - pyskl - INFO - Epoch [56][1800/2506] lr: 1.741e-02, eta: 15:28:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9794, loss_cls: 0.8576, loss: 0.8576 +2023-12-23 23:27:48,599 - pyskl - INFO - Epoch [56][1900/2506] lr: 1.740e-02, eta: 15:27:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9806, loss_cls: 0.9313, loss: 0.9313 +2023-12-23 23:28:11,250 - pyskl - INFO - Epoch [56][2000/2506] lr: 1.739e-02, eta: 15:27:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9788, loss_cls: 0.9416, loss: 0.9416 +2023-12-23 23:28:33,889 - pyskl - INFO - Epoch [56][2100/2506] lr: 1.738e-02, eta: 15:26:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9781, loss_cls: 0.9449, loss: 0.9449 +2023-12-23 23:28:56,711 - pyskl - INFO - Epoch [56][2200/2506] lr: 1.737e-02, eta: 15:26:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 0.9113, loss: 0.9113 +2023-12-23 23:29:19,434 - pyskl - INFO - Epoch [56][2300/2506] lr: 1.736e-02, eta: 15:25:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9762, loss_cls: 0.9455, loss: 0.9455 +2023-12-23 23:29:42,071 - pyskl - INFO - Epoch [56][2400/2506] lr: 1.735e-02, eta: 15:25:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9675, loss_cls: 1.0216, loss: 1.0216 +2023-12-23 23:30:04,790 - pyskl - INFO - Epoch [56][2500/2506] lr: 1.734e-02, eta: 15:25:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 0.9164, loss: 0.9164 +2023-12-23 23:30:06,647 - pyskl - INFO - Saving checkpoint at 56 epochs +2023-12-23 23:31:25,615 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 23:31:25,685 - pyskl - INFO - +top1_acc 0.7542 +top5_acc 0.9504 +2023-12-23 23:31:25,688 - pyskl - INFO - Epoch(val) [56][1031] top1_acc: 0.7542, top5_acc: 0.9504 +2023-12-23 23:32:06,784 - pyskl - INFO - Epoch [57][100/2506] lr: 1.733e-02, eta: 15:25:11, time: 0.411, data_time: 0.184, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9844, loss_cls: 0.7875, loss: 0.7875 +2023-12-23 23:32:29,455 - pyskl - INFO - Epoch [57][200/2506] lr: 1.732e-02, eta: 15:24:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 0.8775, loss: 0.8775 +2023-12-23 23:32:52,163 - pyskl - INFO - Epoch [57][300/2506] lr: 1.732e-02, eta: 15:24:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9788, loss_cls: 0.8928, loss: 0.8928 +2023-12-23 23:33:14,907 - pyskl - INFO - Epoch [57][400/2506] lr: 1.731e-02, eta: 15:23:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 0.9138, loss: 0.9138 +2023-12-23 23:33:37,652 - pyskl - INFO - Epoch [57][500/2506] lr: 1.730e-02, eta: 15:23:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 0.8191, loss: 0.8191 +2023-12-23 23:34:00,319 - pyskl - INFO - Epoch [57][600/2506] lr: 1.729e-02, eta: 15:23:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 0.8980, loss: 0.8980 +2023-12-23 23:34:23,079 - pyskl - INFO - Epoch [57][700/2506] lr: 1.728e-02, eta: 15:22:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9838, loss_cls: 0.8658, loss: 0.8658 +2023-12-23 23:34:45,921 - pyskl - INFO - Epoch [57][800/2506] lr: 1.727e-02, eta: 15:22:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 0.8707, loss: 0.8707 +2023-12-23 23:35:08,719 - pyskl - INFO - Epoch [57][900/2506] lr: 1.726e-02, eta: 15:21:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 0.9647, loss: 0.9647 +2023-12-23 23:35:31,519 - pyskl - INFO - Epoch [57][1000/2506] lr: 1.725e-02, eta: 15:21:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9719, loss_cls: 0.8758, loss: 0.8758 +2023-12-23 23:35:54,200 - pyskl - INFO - Epoch [57][1100/2506] lr: 1.724e-02, eta: 15:21:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9750, loss_cls: 0.9468, loss: 0.9468 +2023-12-23 23:36:16,895 - pyskl - INFO - Epoch [57][1200/2506] lr: 1.723e-02, eta: 15:20:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9725, loss_cls: 0.8790, loss: 0.8790 +2023-12-23 23:36:39,528 - pyskl - INFO - Epoch [57][1300/2506] lr: 1.722e-02, eta: 15:20:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9812, loss_cls: 0.8518, loss: 0.8518 +2023-12-23 23:37:02,267 - pyskl - INFO - Epoch [57][1400/2506] lr: 1.721e-02, eta: 15:19:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9725, loss_cls: 0.8828, loss: 0.8828 +2023-12-23 23:37:24,960 - pyskl - INFO - Epoch [57][1500/2506] lr: 1.720e-02, eta: 15:19:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9706, loss_cls: 1.0130, loss: 1.0130 +2023-12-23 23:37:47,727 - pyskl - INFO - Epoch [57][1600/2506] lr: 1.719e-02, eta: 15:18:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9775, loss_cls: 0.9477, loss: 0.9477 +2023-12-23 23:38:10,387 - pyskl - INFO - Epoch [57][1700/2506] lr: 1.718e-02, eta: 15:18:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 0.9142, loss: 0.9142 +2023-12-23 23:38:33,118 - pyskl - INFO - Epoch [57][1800/2506] lr: 1.717e-02, eta: 15:18:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9769, loss_cls: 0.9614, loss: 0.9614 +2023-12-23 23:38:55,944 - pyskl - INFO - Epoch [57][1900/2506] lr: 1.716e-02, eta: 15:17:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9762, loss_cls: 0.9258, loss: 0.9258 +2023-12-23 23:39:18,806 - pyskl - INFO - Epoch [57][2000/2506] lr: 1.715e-02, eta: 15:17:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9794, loss_cls: 0.8768, loss: 0.8768 +2023-12-23 23:39:41,525 - pyskl - INFO - Epoch [57][2100/2506] lr: 1.714e-02, eta: 15:16:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 0.8530, loss: 0.8530 +2023-12-23 23:40:04,273 - pyskl - INFO - Epoch [57][2200/2506] lr: 1.713e-02, eta: 15:16:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9812, loss_cls: 0.8658, loss: 0.8658 +2023-12-23 23:40:26,989 - pyskl - INFO - Epoch [57][2300/2506] lr: 1.712e-02, eta: 15:16:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9788, loss_cls: 0.8948, loss: 0.8948 +2023-12-23 23:40:49,860 - pyskl - INFO - Epoch [57][2400/2506] lr: 1.711e-02, eta: 15:15:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 0.9445, loss: 0.9445 +2023-12-23 23:41:12,571 - pyskl - INFO - Epoch [57][2500/2506] lr: 1.710e-02, eta: 15:15:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 0.9091, loss: 0.9091 +2023-12-23 23:41:14,359 - pyskl - INFO - Saving checkpoint at 57 epochs +2023-12-23 23:42:33,237 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 23:42:33,311 - pyskl - INFO - +top1_acc 0.7369 +top5_acc 0.9410 +2023-12-23 23:42:33,315 - pyskl - INFO - Epoch(val) [57][1031] top1_acc: 0.7369, top5_acc: 0.9410 +2023-12-23 23:43:14,302 - pyskl - INFO - Epoch [58][100/2506] lr: 1.709e-02, eta: 15:15:14, time: 0.410, data_time: 0.184, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 0.8293, loss: 0.8293 +2023-12-23 23:43:36,978 - pyskl - INFO - Epoch [58][200/2506] lr: 1.708e-02, eta: 15:14:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 0.8991, loss: 0.8991 +2023-12-23 23:43:59,675 - pyskl - INFO - Epoch [58][300/2506] lr: 1.707e-02, eta: 15:14:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 0.7715, loss: 0.7715 +2023-12-23 23:44:22,335 - pyskl - INFO - Epoch [58][400/2506] lr: 1.706e-02, eta: 15:13:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9850, loss_cls: 0.7874, loss: 0.7874 +2023-12-23 23:44:44,882 - pyskl - INFO - Epoch [58][500/2506] lr: 1.705e-02, eta: 15:13:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9788, loss_cls: 0.8544, loss: 0.8544 +2023-12-23 23:45:07,474 - pyskl - INFO - Epoch [58][600/2506] lr: 1.704e-02, eta: 15:13:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9794, loss_cls: 0.9267, loss: 0.9267 +2023-12-23 23:45:30,118 - pyskl - INFO - Epoch [58][700/2506] lr: 1.703e-02, eta: 15:12:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9775, loss_cls: 0.9399, loss: 0.9399 +2023-12-23 23:45:52,761 - pyskl - INFO - Epoch [58][800/2506] lr: 1.702e-02, eta: 15:12:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 0.9088, loss: 0.9088 +2023-12-23 23:46:15,338 - pyskl - INFO - Epoch [58][900/2506] lr: 1.701e-02, eta: 15:11:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9788, loss_cls: 0.9233, loss: 0.9233 +2023-12-23 23:46:37,958 - pyskl - INFO - Epoch [58][1000/2506] lr: 1.700e-02, eta: 15:11:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 0.9132, loss: 0.9132 +2023-12-23 23:47:00,647 - pyskl - INFO - Epoch [58][1100/2506] lr: 1.699e-02, eta: 15:11:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 0.9415, loss: 0.9415 +2023-12-23 23:47:23,285 - pyskl - INFO - Epoch [58][1200/2506] lr: 1.698e-02, eta: 15:10:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 0.8482, loss: 0.8482 +2023-12-23 23:47:45,847 - pyskl - INFO - Epoch [58][1300/2506] lr: 1.698e-02, eta: 15:10:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9862, loss_cls: 0.8602, loss: 0.8602 +2023-12-23 23:48:08,419 - pyskl - INFO - Epoch [58][1400/2506] lr: 1.697e-02, eta: 15:09:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 0.8465, loss: 0.8465 +2023-12-23 23:48:30,976 - pyskl - INFO - Epoch [58][1500/2506] lr: 1.696e-02, eta: 15:09:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9831, loss_cls: 0.8646, loss: 0.8646 +2023-12-23 23:48:53,693 - pyskl - INFO - Epoch [58][1600/2506] lr: 1.695e-02, eta: 15:08:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9812, loss_cls: 0.8864, loss: 0.8864 +2023-12-23 23:49:16,397 - pyskl - INFO - Epoch [58][1700/2506] lr: 1.694e-02, eta: 15:08:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9819, loss_cls: 0.8891, loss: 0.8891 +2023-12-23 23:49:39,013 - pyskl - INFO - Epoch [58][1800/2506] lr: 1.693e-02, eta: 15:08:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 0.9544, loss: 0.9544 +2023-12-23 23:50:01,634 - pyskl - INFO - Epoch [58][1900/2506] lr: 1.692e-02, eta: 15:07:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 0.8744, loss: 0.8744 +2023-12-23 23:50:24,226 - pyskl - INFO - Epoch [58][2000/2506] lr: 1.691e-02, eta: 15:07:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 0.9264, loss: 0.9264 +2023-12-23 23:50:46,859 - pyskl - INFO - Epoch [58][2100/2506] lr: 1.690e-02, eta: 15:06:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9663, loss_cls: 1.0111, loss: 1.0111 +2023-12-23 23:51:09,521 - pyskl - INFO - Epoch [58][2200/2506] lr: 1.689e-02, eta: 15:06:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 0.8732, loss: 0.8732 +2023-12-23 23:51:32,146 - pyskl - INFO - Epoch [58][2300/2506] lr: 1.688e-02, eta: 15:06:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 0.8934, loss: 0.8934 +2023-12-23 23:51:54,755 - pyskl - INFO - Epoch [58][2400/2506] lr: 1.687e-02, eta: 15:05:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 0.9445, loss: 0.9445 +2023-12-23 23:52:17,387 - pyskl - INFO - Epoch [58][2500/2506] lr: 1.686e-02, eta: 15:05:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 0.8695, loss: 0.8695 +2023-12-23 23:52:19,153 - pyskl - INFO - Saving checkpoint at 58 epochs +2023-12-23 23:53:37,744 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 23:53:37,813 - pyskl - INFO - +top1_acc 0.7730 +top5_acc 0.9625 +2023-12-23 23:53:37,817 - pyskl - INFO - Epoch(val) [58][1031] top1_acc: 0.7730, top5_acc: 0.9625 +2023-12-23 23:54:18,648 - pyskl - INFO - Epoch [59][100/2506] lr: 1.685e-02, eta: 15:05:12, time: 0.408, data_time: 0.182, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9850, loss_cls: 0.7792, loss: 0.7792 +2023-12-23 23:54:41,242 - pyskl - INFO - Epoch [59][200/2506] lr: 1.684e-02, eta: 15:04:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 0.8560, loss: 0.8560 +2023-12-23 23:55:03,837 - pyskl - INFO - Epoch [59][300/2506] lr: 1.683e-02, eta: 15:04:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 0.9029, loss: 0.9029 +2023-12-23 23:55:26,471 - pyskl - INFO - Epoch [59][400/2506] lr: 1.682e-02, eta: 15:03:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9831, loss_cls: 0.8406, loss: 0.8406 +2023-12-23 23:55:49,159 - pyskl - INFO - Epoch [59][500/2506] lr: 1.681e-02, eta: 15:03:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9819, loss_cls: 0.8353, loss: 0.8353 +2023-12-23 23:56:11,929 - pyskl - INFO - Epoch [59][600/2506] lr: 1.680e-02, eta: 15:03:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 0.8395, loss: 0.8395 +2023-12-23 23:56:34,527 - pyskl - INFO - Epoch [59][700/2506] lr: 1.679e-02, eta: 15:02:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9681, loss_cls: 0.9626, loss: 0.9626 +2023-12-23 23:56:57,064 - pyskl - INFO - Epoch [59][800/2506] lr: 1.678e-02, eta: 15:02:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 0.8550, loss: 0.8550 +2023-12-23 23:57:19,663 - pyskl - INFO - Epoch [59][900/2506] lr: 1.677e-02, eta: 15:01:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 0.8533, loss: 0.8533 +2023-12-23 23:57:42,239 - pyskl - INFO - Epoch [59][1000/2506] lr: 1.676e-02, eta: 15:01:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9712, loss_cls: 0.9649, loss: 0.9649 +2023-12-23 23:58:04,948 - pyskl - INFO - Epoch [59][1100/2506] lr: 1.675e-02, eta: 15:01:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 0.9146, loss: 0.9146 +2023-12-23 23:58:27,602 - pyskl - INFO - Epoch [59][1200/2506] lr: 1.674e-02, eta: 15:00:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 0.7874, loss: 0.7874 +2023-12-23 23:58:50,245 - pyskl - INFO - Epoch [59][1300/2506] lr: 1.673e-02, eta: 15:00:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9738, loss_cls: 0.9695, loss: 0.9695 +2023-12-23 23:59:12,888 - pyskl - INFO - Epoch [59][1400/2506] lr: 1.672e-02, eta: 14:59:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 0.9244, loss: 0.9244 +2023-12-23 23:59:35,656 - pyskl - INFO - Epoch [59][1500/2506] lr: 1.671e-02, eta: 14:59:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 0.9900, loss: 0.9900 +2023-12-23 23:59:58,328 - pyskl - INFO - Epoch [59][1600/2506] lr: 1.670e-02, eta: 14:58:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9719, loss_cls: 0.8689, loss: 0.8689 +2023-12-24 00:00:21,009 - pyskl - INFO - Epoch [59][1700/2506] lr: 1.669e-02, eta: 14:58:32, time: 0.227, data_time: 0.001, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 0.8750, loss: 0.8750 +2023-12-24 00:00:43,658 - pyskl - INFO - Epoch [59][1800/2506] lr: 1.668e-02, eta: 14:58:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9781, loss_cls: 0.9271, loss: 0.9271 +2023-12-24 00:01:06,208 - pyskl - INFO - Epoch [59][1900/2506] lr: 1.667e-02, eta: 14:57:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9831, loss_cls: 0.8645, loss: 0.8645 +2023-12-24 00:01:28,780 - pyskl - INFO - Epoch [59][2000/2506] lr: 1.666e-02, eta: 14:57:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9806, loss_cls: 0.8802, loss: 0.8802 +2023-12-24 00:01:51,432 - pyskl - INFO - Epoch [59][2100/2506] lr: 1.665e-02, eta: 14:56:52, time: 0.227, data_time: 0.001, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9756, loss_cls: 0.9227, loss: 0.9227 +2023-12-24 00:02:13,967 - pyskl - INFO - Epoch [59][2200/2506] lr: 1.664e-02, eta: 14:56:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 0.9624, loss: 0.9624 +2023-12-24 00:02:36,557 - pyskl - INFO - Epoch [59][2300/2506] lr: 1.663e-02, eta: 14:56:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9769, loss_cls: 0.9682, loss: 0.9682 +2023-12-24 00:02:59,080 - pyskl - INFO - Epoch [59][2400/2506] lr: 1.662e-02, eta: 14:55:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 0.9216, loss: 0.9216 +2023-12-24 00:03:21,626 - pyskl - INFO - Epoch [59][2500/2506] lr: 1.661e-02, eta: 14:55:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9794, loss_cls: 0.9158, loss: 0.9158 +2023-12-24 00:03:23,411 - pyskl - INFO - Saving checkpoint at 59 epochs +2023-12-24 00:04:42,561 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 00:04:42,633 - pyskl - INFO - +top1_acc 0.7806 +top5_acc 0.9641 +2023-12-24 00:04:42,637 - pyskl - INFO - Epoch(val) [59][1031] top1_acc: 0.7806, top5_acc: 0.9641 +2023-12-24 00:05:35,265 - pyskl - INFO - Epoch [60][100/2506] lr: 1.660e-02, eta: 14:55:29, time: 0.526, data_time: 0.183, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9850, loss_cls: 0.8028, loss: 0.8028 +2023-12-24 00:06:09,571 - pyskl - INFO - Epoch [60][200/2506] lr: 1.659e-02, eta: 14:55:22, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9806, loss_cls: 0.8627, loss: 0.8627 +2023-12-24 00:06:43,956 - pyskl - INFO - Epoch [60][300/2506] lr: 1.658e-02, eta: 14:55:15, time: 0.344, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 0.8309, loss: 0.8309 +2023-12-24 00:07:18,253 - pyskl - INFO - Epoch [60][400/2506] lr: 1.657e-02, eta: 14:55:08, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9750, loss_cls: 0.8713, loss: 0.8713 +2023-12-24 00:07:52,579 - pyskl - INFO - Epoch [60][500/2506] lr: 1.656e-02, eta: 14:55:01, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9812, loss_cls: 0.8553, loss: 0.8553 +2023-12-24 00:08:26,913 - pyskl - INFO - Epoch [60][600/2506] lr: 1.655e-02, eta: 14:54:54, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 0.8057, loss: 0.8057 +2023-12-24 00:09:01,240 - pyskl - INFO - Epoch [60][700/2506] lr: 1.654e-02, eta: 14:54:47, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 0.8639, loss: 0.8639 +2023-12-24 00:09:35,589 - pyskl - INFO - Epoch [60][800/2506] lr: 1.653e-02, eta: 14:54:39, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 0.8022, loss: 0.8022 +2023-12-24 00:10:09,869 - pyskl - INFO - Epoch [60][900/2506] lr: 1.652e-02, eta: 14:54:32, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 0.7973, loss: 0.7973 +2023-12-24 00:10:44,143 - pyskl - INFO - Epoch [60][1000/2506] lr: 1.651e-02, eta: 14:54:25, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9825, loss_cls: 0.8345, loss: 0.8345 +2023-12-24 00:11:18,442 - pyskl - INFO - Epoch [60][1100/2506] lr: 1.650e-02, eta: 14:54:17, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 0.9483, loss: 0.9483 +2023-12-24 00:11:52,737 - pyskl - INFO - Epoch [60][1200/2506] lr: 1.649e-02, eta: 14:54:10, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9800, loss_cls: 0.9102, loss: 0.9102 +2023-12-24 00:12:27,061 - pyskl - INFO - Epoch [60][1300/2506] lr: 1.648e-02, eta: 14:54:02, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9831, loss_cls: 0.8333, loss: 0.8333 +2023-12-24 00:13:01,452 - pyskl - INFO - Epoch [60][1400/2506] lr: 1.647e-02, eta: 14:53:55, time: 0.344, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9794, loss_cls: 0.8400, loss: 0.8400 +2023-12-24 00:13:35,790 - pyskl - INFO - Epoch [60][1500/2506] lr: 1.646e-02, eta: 14:53:48, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9744, loss_cls: 0.9889, loss: 0.9889 +2023-12-24 00:14:10,127 - pyskl - INFO - Epoch [60][1600/2506] lr: 1.645e-02, eta: 14:53:40, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 0.9428, loss: 0.9428 +2023-12-24 00:14:44,513 - pyskl - INFO - Epoch [60][1700/2506] lr: 1.644e-02, eta: 14:53:33, time: 0.344, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 0.9081, loss: 0.9081 +2023-12-24 00:15:18,814 - pyskl - INFO - Epoch [60][1800/2506] lr: 1.643e-02, eta: 14:53:25, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 0.9225, loss: 0.9225 +2023-12-24 00:15:53,182 - pyskl - INFO - Epoch [60][1900/2506] lr: 1.642e-02, eta: 14:53:17, time: 0.344, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9806, loss_cls: 0.8653, loss: 0.8653 +2023-12-24 00:16:27,468 - pyskl - INFO - Epoch [60][2000/2506] lr: 1.641e-02, eta: 14:53:10, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 0.8711, loss: 0.8711 +2023-12-24 00:17:01,716 - pyskl - INFO - Epoch [60][2100/2506] lr: 1.640e-02, eta: 14:53:02, time: 0.342, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 0.8426, loss: 0.8426 +2023-12-24 00:17:36,087 - pyskl - INFO - Epoch [60][2200/2506] lr: 1.639e-02, eta: 14:52:54, time: 0.344, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9750, loss_cls: 0.9766, loss: 0.9766 +2023-12-24 00:18:10,342 - pyskl - INFO - Epoch [60][2300/2506] lr: 1.638e-02, eta: 14:52:46, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 0.8621, loss: 0.8621 +2023-12-24 00:18:44,624 - pyskl - INFO - Epoch [60][2400/2506] lr: 1.637e-02, eta: 14:52:38, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9819, loss_cls: 0.8376, loss: 0.8376 +2023-12-24 00:19:18,933 - pyskl - INFO - Epoch [60][2500/2506] lr: 1.636e-02, eta: 14:52:30, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 0.9366, loss: 0.9366 +2023-12-24 00:19:21,416 - pyskl - INFO - Saving checkpoint at 60 epochs +2023-12-24 00:21:24,995 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 00:21:25,063 - pyskl - INFO - +top1_acc 0.7882 +top5_acc 0.9668 +2023-12-24 00:21:25,068 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/bm/best_top1_acc_epoch_49.pth was removed +2023-12-24 00:21:25,195 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_60.pth. +2023-12-24 00:21:25,196 - pyskl - INFO - Best top1_acc is 0.7882 at 60 epoch. +2023-12-24 00:21:25,200 - pyskl - INFO - Epoch(val) [60][1031] top1_acc: 0.7882, top5_acc: 0.9668 +2023-12-24 00:22:06,016 - pyskl - INFO - Epoch [61][100/2506] lr: 1.635e-02, eta: 14:52:29, time: 0.408, data_time: 0.182, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 0.8408, loss: 0.8408 +2023-12-24 00:22:28,472 - pyskl - INFO - Epoch [61][200/2506] lr: 1.634e-02, eta: 14:52:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9825, loss_cls: 0.8953, loss: 0.8953 +2023-12-24 00:22:51,043 - pyskl - INFO - Epoch [61][300/2506] lr: 1.633e-02, eta: 14:51:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 0.8255, loss: 0.8255 +2023-12-24 00:23:13,615 - pyskl - INFO - Epoch [61][400/2506] lr: 1.632e-02, eta: 14:51:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9831, loss_cls: 0.8084, loss: 0.8084 +2023-12-24 00:23:36,202 - pyskl - INFO - Epoch [61][500/2506] lr: 1.631e-02, eta: 14:50:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 0.8204, loss: 0.8204 +2023-12-24 00:23:58,773 - pyskl - INFO - Epoch [61][600/2506] lr: 1.630e-02, eta: 14:50:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 0.9236, loss: 0.9236 +2023-12-24 00:24:21,386 - pyskl - INFO - Epoch [61][700/2506] lr: 1.629e-02, eta: 14:49:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9744, loss_cls: 0.9329, loss: 0.9329 +2023-12-24 00:24:43,940 - pyskl - INFO - Epoch [61][800/2506] lr: 1.628e-02, eta: 14:49:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 0.8574, loss: 0.8574 +2023-12-24 00:25:06,486 - pyskl - INFO - Epoch [61][900/2506] lr: 1.627e-02, eta: 14:49:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9819, loss_cls: 0.8793, loss: 0.8793 +2023-12-24 00:25:28,998 - pyskl - INFO - Epoch [61][1000/2506] lr: 1.626e-02, eta: 14:48:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 0.8470, loss: 0.8470 +2023-12-24 00:25:51,524 - pyskl - INFO - Epoch [61][1100/2506] lr: 1.625e-02, eta: 14:48:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 0.9273, loss: 0.9273 +2023-12-24 00:26:14,076 - pyskl - INFO - Epoch [61][1200/2506] lr: 1.624e-02, eta: 14:47:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9831, loss_cls: 0.8182, loss: 0.8182 +2023-12-24 00:26:36,812 - pyskl - INFO - Epoch [61][1300/2506] lr: 1.623e-02, eta: 14:47:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9794, loss_cls: 0.8688, loss: 0.8688 +2023-12-24 00:26:59,499 - pyskl - INFO - Epoch [61][1400/2506] lr: 1.622e-02, eta: 14:46:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 0.9693, loss: 0.9693 +2023-12-24 00:27:22,184 - pyskl - INFO - Epoch [61][1500/2506] lr: 1.621e-02, eta: 14:46:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9856, loss_cls: 0.8201, loss: 0.8201 +2023-12-24 00:27:44,748 - pyskl - INFO - Epoch [61][1600/2506] lr: 1.620e-02, eta: 14:46:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 0.8686, loss: 0.8686 +2023-12-24 00:28:07,352 - pyskl - INFO - Epoch [61][1700/2506] lr: 1.619e-02, eta: 14:45:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 0.8153, loss: 0.8153 +2023-12-24 00:28:30,069 - pyskl - INFO - Epoch [61][1800/2506] lr: 1.618e-02, eta: 14:45:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 0.9202, loss: 0.9202 +2023-12-24 00:28:52,575 - pyskl - INFO - Epoch [61][1900/2506] lr: 1.617e-02, eta: 14:44:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9844, loss_cls: 0.8318, loss: 0.8318 +2023-12-24 00:29:15,129 - pyskl - INFO - Epoch [61][2000/2506] lr: 1.616e-02, eta: 14:44:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9738, loss_cls: 0.9373, loss: 0.9373 +2023-12-24 00:29:37,767 - pyskl - INFO - Epoch [61][2100/2506] lr: 1.615e-02, eta: 14:44:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 0.8459, loss: 0.8459 +2023-12-24 00:30:00,388 - pyskl - INFO - Epoch [61][2200/2506] lr: 1.614e-02, eta: 14:43:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9775, loss_cls: 0.8603, loss: 0.8603 +2023-12-24 00:30:23,014 - pyskl - INFO - Epoch [61][2300/2506] lr: 1.613e-02, eta: 14:43:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 0.8650, loss: 0.8650 +2023-12-24 00:30:45,636 - pyskl - INFO - Epoch [61][2400/2506] lr: 1.612e-02, eta: 14:42:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9806, loss_cls: 0.8409, loss: 0.8409 +2023-12-24 00:31:08,310 - pyskl - INFO - Epoch [61][2500/2506] lr: 1.611e-02, eta: 14:42:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 0.9396, loss: 0.9396 +2023-12-24 00:31:10,132 - pyskl - INFO - Saving checkpoint at 61 epochs +2023-12-24 00:32:29,540 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 00:32:29,610 - pyskl - INFO - +top1_acc 0.7693 +top5_acc 0.9583 +2023-12-24 00:32:29,614 - pyskl - INFO - Epoch(val) [61][1031] top1_acc: 0.7693, top5_acc: 0.9583 +2023-12-24 00:33:10,644 - pyskl - INFO - Epoch [62][100/2506] lr: 1.610e-02, eta: 14:42:16, time: 0.410, data_time: 0.184, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9838, loss_cls: 0.7847, loss: 0.7847 +2023-12-24 00:33:33,290 - pyskl - INFO - Epoch [62][200/2506] lr: 1.609e-02, eta: 14:41:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 0.8336, loss: 0.8336 +2023-12-24 00:33:55,890 - pyskl - INFO - Epoch [62][300/2506] lr: 1.608e-02, eta: 14:41:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 0.8734, loss: 0.8734 +2023-12-24 00:34:18,594 - pyskl - INFO - Epoch [62][400/2506] lr: 1.607e-02, eta: 14:41:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9762, loss_cls: 0.8072, loss: 0.8072 +2023-12-24 00:34:41,304 - pyskl - INFO - Epoch [62][500/2506] lr: 1.606e-02, eta: 14:40:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9775, loss_cls: 0.9111, loss: 0.9111 +2023-12-24 00:35:04,035 - pyskl - INFO - Epoch [62][600/2506] lr: 1.605e-02, eta: 14:40:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9750, loss_cls: 0.8342, loss: 0.8342 +2023-12-24 00:35:26,742 - pyskl - INFO - Epoch [62][700/2506] lr: 1.604e-02, eta: 14:39:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 0.8491, loss: 0.8491 +2023-12-24 00:35:49,369 - pyskl - INFO - Epoch [62][800/2506] lr: 1.603e-02, eta: 14:39:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 0.8842, loss: 0.8842 +2023-12-24 00:36:11,968 - pyskl - INFO - Epoch [62][900/2506] lr: 1.602e-02, eta: 14:38:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 0.9147, loss: 0.9147 +2023-12-24 00:36:34,649 - pyskl - INFO - Epoch [62][1000/2506] lr: 1.601e-02, eta: 14:38:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 0.8601, loss: 0.8601 +2023-12-24 00:36:57,294 - pyskl - INFO - Epoch [62][1100/2506] lr: 1.600e-02, eta: 14:38:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 0.8266, loss: 0.8266 +2023-12-24 00:37:20,066 - pyskl - INFO - Epoch [62][1200/2506] lr: 1.599e-02, eta: 14:37:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9794, loss_cls: 0.8397, loss: 0.8397 +2023-12-24 00:37:42,710 - pyskl - INFO - Epoch [62][1300/2506] lr: 1.598e-02, eta: 14:37:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 0.8302, loss: 0.8302 +2023-12-24 00:38:05,300 - pyskl - INFO - Epoch [62][1400/2506] lr: 1.597e-02, eta: 14:36:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9800, loss_cls: 0.8904, loss: 0.8904 +2023-12-24 00:38:27,920 - pyskl - INFO - Epoch [62][1500/2506] lr: 1.596e-02, eta: 14:36:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 0.7925, loss: 0.7925 +2023-12-24 00:38:50,506 - pyskl - INFO - Epoch [62][1600/2506] lr: 1.595e-02, eta: 14:35:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 0.7846, loss: 0.7846 +2023-12-24 00:39:13,199 - pyskl - INFO - Epoch [62][1700/2506] lr: 1.594e-02, eta: 14:35:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 0.8790, loss: 0.8790 +2023-12-24 00:39:35,909 - pyskl - INFO - Epoch [62][1800/2506] lr: 1.593e-02, eta: 14:35:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 0.8565, loss: 0.8565 +2023-12-24 00:39:58,571 - pyskl - INFO - Epoch [62][1900/2506] lr: 1.592e-02, eta: 14:34:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 0.8811, loss: 0.8811 +2023-12-24 00:40:21,407 - pyskl - INFO - Epoch [62][2000/2506] lr: 1.591e-02, eta: 14:34:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9825, loss_cls: 0.8173, loss: 0.8173 +2023-12-24 00:40:44,086 - pyskl - INFO - Epoch [62][2100/2506] lr: 1.590e-02, eta: 14:33:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 0.8622, loss: 0.8622 +2023-12-24 00:41:06,650 - pyskl - INFO - Epoch [62][2200/2506] lr: 1.589e-02, eta: 14:33:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9794, loss_cls: 0.8411, loss: 0.8411 +2023-12-24 00:41:29,254 - pyskl - INFO - Epoch [62][2300/2506] lr: 1.588e-02, eta: 14:33:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 0.9049, loss: 0.9049 +2023-12-24 00:41:51,888 - pyskl - INFO - Epoch [62][2400/2506] lr: 1.587e-02, eta: 14:32:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 0.7628, loss: 0.7628 +2023-12-24 00:42:14,723 - pyskl - INFO - Epoch [62][2500/2506] lr: 1.586e-02, eta: 14:32:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 0.9187, loss: 0.9187 +2023-12-24 00:42:16,567 - pyskl - INFO - Saving checkpoint at 62 epochs +2023-12-24 00:43:35,744 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 00:43:35,813 - pyskl - INFO - +top1_acc 0.7204 +top5_acc 0.9239 +2023-12-24 00:43:35,818 - pyskl - INFO - Epoch(val) [62][1031] top1_acc: 0.7204, top5_acc: 0.9239 +2023-12-24 00:44:17,524 - pyskl - INFO - Epoch [63][100/2506] lr: 1.585e-02, eta: 14:32:08, time: 0.417, data_time: 0.190, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 0.7971, loss: 0.7971 +2023-12-24 00:44:40,083 - pyskl - INFO - Epoch [63][200/2506] lr: 1.584e-02, eta: 14:31:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9819, loss_cls: 0.8250, loss: 0.8250 +2023-12-24 00:45:02,731 - pyskl - INFO - Epoch [63][300/2506] lr: 1.583e-02, eta: 14:31:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 0.8865, loss: 0.8865 +2023-12-24 00:45:25,341 - pyskl - INFO - Epoch [63][400/2506] lr: 1.582e-02, eta: 14:30:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9788, loss_cls: 0.8650, loss: 0.8650 +2023-12-24 00:45:47,942 - pyskl - INFO - Epoch [63][500/2506] lr: 1.581e-02, eta: 14:30:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 0.7844, loss: 0.7844 +2023-12-24 00:46:10,693 - pyskl - INFO - Epoch [63][600/2506] lr: 1.580e-02, eta: 14:30:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 0.8238, loss: 0.8238 +2023-12-24 00:46:33,333 - pyskl - INFO - Epoch [63][700/2506] lr: 1.579e-02, eta: 14:29:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9819, loss_cls: 0.7917, loss: 0.7917 +2023-12-24 00:46:56,015 - pyskl - INFO - Epoch [63][800/2506] lr: 1.578e-02, eta: 14:29:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 0.8570, loss: 0.8570 +2023-12-24 00:47:18,599 - pyskl - INFO - Epoch [63][900/2506] lr: 1.577e-02, eta: 14:28:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 0.8829, loss: 0.8829 +2023-12-24 00:47:41,237 - pyskl - INFO - Epoch [63][1000/2506] lr: 1.576e-02, eta: 14:28:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 0.7841, loss: 0.7841 +2023-12-24 00:48:03,839 - pyskl - INFO - Epoch [63][1100/2506] lr: 1.575e-02, eta: 14:27:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 0.7986, loss: 0.7986 +2023-12-24 00:48:26,378 - pyskl - INFO - Epoch [63][1200/2506] lr: 1.574e-02, eta: 14:27:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9725, loss_cls: 0.9338, loss: 0.9338 +2023-12-24 00:48:49,086 - pyskl - INFO - Epoch [63][1300/2506] lr: 1.573e-02, eta: 14:27:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9844, loss_cls: 0.7985, loss: 0.7985 +2023-12-24 00:49:11,804 - pyskl - INFO - Epoch [63][1400/2506] lr: 1.572e-02, eta: 14:26:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 0.8137, loss: 0.8137 +2023-12-24 00:49:34,510 - pyskl - INFO - Epoch [63][1500/2506] lr: 1.571e-02, eta: 14:26:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 0.9225, loss: 0.9225 +2023-12-24 00:49:57,158 - pyskl - INFO - Epoch [63][1600/2506] lr: 1.570e-02, eta: 14:25:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9831, loss_cls: 0.8537, loss: 0.8537 +2023-12-24 00:50:19,881 - pyskl - INFO - Epoch [63][1700/2506] lr: 1.569e-02, eta: 14:25:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 0.8718, loss: 0.8718 +2023-12-24 00:50:42,678 - pyskl - INFO - Epoch [63][1800/2506] lr: 1.568e-02, eta: 14:24:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 0.8174, loss: 0.8174 +2023-12-24 00:51:05,287 - pyskl - INFO - Epoch [63][1900/2506] lr: 1.567e-02, eta: 14:24:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 0.8575, loss: 0.8575 +2023-12-24 00:51:27,886 - pyskl - INFO - Epoch [63][2000/2506] lr: 1.566e-02, eta: 14:24:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 0.9270, loss: 0.9270 +2023-12-24 00:51:50,580 - pyskl - INFO - Epoch [63][2100/2506] lr: 1.565e-02, eta: 14:23:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 0.9052, loss: 0.9052 +2023-12-24 00:52:13,398 - pyskl - INFO - Epoch [63][2200/2506] lr: 1.564e-02, eta: 14:23:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 0.8698, loss: 0.8698 +2023-12-24 00:52:36,109 - pyskl - INFO - Epoch [63][2300/2506] lr: 1.563e-02, eta: 14:22:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 0.8084, loss: 0.8084 +2023-12-24 00:52:58,661 - pyskl - INFO - Epoch [63][2400/2506] lr: 1.562e-02, eta: 14:22:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 0.9308, loss: 0.9308 +2023-12-24 00:53:21,166 - pyskl - INFO - Epoch [63][2500/2506] lr: 1.561e-02, eta: 14:22:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 0.8308, loss: 0.8308 +2023-12-24 00:53:23,006 - pyskl - INFO - Saving checkpoint at 63 epochs +2023-12-24 00:54:42,293 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 00:54:42,369 - pyskl - INFO - +top1_acc 0.7709 +top5_acc 0.9558 +2023-12-24 00:54:42,373 - pyskl - INFO - Epoch(val) [63][1031] top1_acc: 0.7709, top5_acc: 0.9558 +2023-12-24 00:55:23,315 - pyskl - INFO - Epoch [64][100/2506] lr: 1.560e-02, eta: 14:21:59, time: 0.409, data_time: 0.183, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 0.8005, loss: 0.8005 +2023-12-24 00:55:45,956 - pyskl - INFO - Epoch [64][200/2506] lr: 1.559e-02, eta: 14:21:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 0.8609, loss: 0.8609 +2023-12-24 00:56:08,568 - pyskl - INFO - Epoch [64][300/2506] lr: 1.558e-02, eta: 14:21:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 0.7857, loss: 0.7857 +2023-12-24 00:56:31,188 - pyskl - INFO - Epoch [64][400/2506] lr: 1.557e-02, eta: 14:20:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 0.8452, loss: 0.8452 +2023-12-24 00:56:53,770 - pyskl - INFO - Epoch [64][500/2506] lr: 1.556e-02, eta: 14:20:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 0.8528, loss: 0.8528 +2023-12-24 00:57:16,310 - pyskl - INFO - Epoch [64][600/2506] lr: 1.555e-02, eta: 14:19:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 0.8041, loss: 0.8041 +2023-12-24 00:57:38,887 - pyskl - INFO - Epoch [64][700/2506] lr: 1.554e-02, eta: 14:19:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9856, loss_cls: 0.8180, loss: 0.8180 +2023-12-24 00:58:01,431 - pyskl - INFO - Epoch [64][800/2506] lr: 1.553e-02, eta: 14:19:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 0.8667, loss: 0.8667 +2023-12-24 00:58:24,005 - pyskl - INFO - Epoch [64][900/2506] lr: 1.552e-02, eta: 14:18:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 0.8732, loss: 0.8732 +2023-12-24 00:58:46,681 - pyskl - INFO - Epoch [64][1000/2506] lr: 1.551e-02, eta: 14:18:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9844, loss_cls: 0.8436, loss: 0.8436 +2023-12-24 00:59:09,296 - pyskl - INFO - Epoch [64][1100/2506] lr: 1.550e-02, eta: 14:17:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 0.8467, loss: 0.8467 +2023-12-24 00:59:31,933 - pyskl - INFO - Epoch [64][1200/2506] lr: 1.549e-02, eta: 14:17:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 0.8532, loss: 0.8532 +2023-12-24 00:59:54,670 - pyskl - INFO - Epoch [64][1300/2506] lr: 1.548e-02, eta: 14:16:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9788, loss_cls: 0.8567, loss: 0.8567 +2023-12-24 01:00:17,314 - pyskl - INFO - Epoch [64][1400/2506] lr: 1.547e-02, eta: 14:16:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 0.8463, loss: 0.8463 +2023-12-24 01:00:40,047 - pyskl - INFO - Epoch [64][1500/2506] lr: 1.546e-02, eta: 14:16:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 0.8457, loss: 0.8457 +2023-12-24 01:01:02,721 - pyskl - INFO - Epoch [64][1600/2506] lr: 1.545e-02, eta: 14:15:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 0.8719, loss: 0.8719 +2023-12-24 01:01:25,433 - pyskl - INFO - Epoch [64][1700/2506] lr: 1.544e-02, eta: 14:15:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9844, loss_cls: 0.7515, loss: 0.7515 +2023-12-24 01:01:48,090 - pyskl - INFO - Epoch [64][1800/2506] lr: 1.543e-02, eta: 14:14:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 0.8228, loss: 0.8228 +2023-12-24 01:02:10,771 - pyskl - INFO - Epoch [64][1900/2506] lr: 1.542e-02, eta: 14:14:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9750, loss_cls: 0.8009, loss: 0.8009 +2023-12-24 01:02:33,413 - pyskl - INFO - Epoch [64][2000/2506] lr: 1.541e-02, eta: 14:14:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9794, loss_cls: 0.8986, loss: 0.8986 +2023-12-24 01:02:55,966 - pyskl - INFO - Epoch [64][2100/2506] lr: 1.540e-02, eta: 14:13:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 0.7802, loss: 0.7802 +2023-12-24 01:03:18,571 - pyskl - INFO - Epoch [64][2200/2506] lr: 1.539e-02, eta: 14:13:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 0.8794, loss: 0.8794 +2023-12-24 01:03:41,170 - pyskl - INFO - Epoch [64][2300/2506] lr: 1.538e-02, eta: 14:12:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 0.9041, loss: 0.9041 +2023-12-24 01:04:03,830 - pyskl - INFO - Epoch [64][2400/2506] lr: 1.537e-02, eta: 14:12:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 0.9043, loss: 0.9043 +2023-12-24 01:04:26,564 - pyskl - INFO - Epoch [64][2500/2506] lr: 1.536e-02, eta: 14:11:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 0.9062, loss: 0.9062 +2023-12-24 01:04:28,420 - pyskl - INFO - Saving checkpoint at 64 epochs +2023-12-24 01:05:47,632 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 01:05:47,701 - pyskl - INFO - +top1_acc 0.7947 +top5_acc 0.9664 +2023-12-24 01:05:47,704 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/bm/best_top1_acc_epoch_60.pth was removed +2023-12-24 01:05:47,830 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_64.pth. +2023-12-24 01:05:47,831 - pyskl - INFO - Best top1_acc is 0.7947 at 64 epoch. +2023-12-24 01:05:47,834 - pyskl - INFO - Epoch(val) [64][1031] top1_acc: 0.7947, top5_acc: 0.9664 +2023-12-24 01:06:29,888 - pyskl - INFO - Epoch [65][100/2506] lr: 1.534e-02, eta: 14:11:51, time: 0.420, data_time: 0.192, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 0.7525, loss: 0.7525 +2023-12-24 01:06:52,554 - pyskl - INFO - Epoch [65][200/2506] lr: 1.533e-02, eta: 14:11:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 0.8353, loss: 0.8353 +2023-12-24 01:07:15,258 - pyskl - INFO - Epoch [65][300/2506] lr: 1.532e-02, eta: 14:11:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 0.7488, loss: 0.7488 +2023-12-24 01:07:37,899 - pyskl - INFO - Epoch [65][400/2506] lr: 1.531e-02, eta: 14:10:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 0.8248, loss: 0.8248 +2023-12-24 01:08:00,609 - pyskl - INFO - Epoch [65][500/2506] lr: 1.530e-02, eta: 14:10:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9744, loss_cls: 0.8118, loss: 0.8118 +2023-12-24 01:08:23,374 - pyskl - INFO - Epoch [65][600/2506] lr: 1.529e-02, eta: 14:09:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 0.8652, loss: 0.8652 +2023-12-24 01:08:46,026 - pyskl - INFO - Epoch [65][700/2506] lr: 1.528e-02, eta: 14:09:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 0.8488, loss: 0.8488 +2023-12-24 01:09:08,672 - pyskl - INFO - Epoch [65][800/2506] lr: 1.527e-02, eta: 14:08:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 0.7881, loss: 0.7881 +2023-12-24 01:09:31,444 - pyskl - INFO - Epoch [65][900/2506] lr: 1.526e-02, eta: 14:08:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9719, loss_cls: 0.8889, loss: 0.8889 +2023-12-24 01:09:54,275 - pyskl - INFO - Epoch [65][1000/2506] lr: 1.525e-02, eta: 14:08:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9838, loss_cls: 0.7556, loss: 0.7556 +2023-12-24 01:10:16,945 - pyskl - INFO - Epoch [65][1100/2506] lr: 1.524e-02, eta: 14:07:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 0.7995, loss: 0.7995 +2023-12-24 01:10:39,684 - pyskl - INFO - Epoch [65][1200/2506] lr: 1.523e-02, eta: 14:07:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9850, loss_cls: 0.7827, loss: 0.7827 +2023-12-24 01:11:02,432 - pyskl - INFO - Epoch [65][1300/2506] lr: 1.522e-02, eta: 14:06:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 0.8088, loss: 0.8088 +2023-12-24 01:11:25,296 - pyskl - INFO - Epoch [65][1400/2506] lr: 1.521e-02, eta: 14:06:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 0.8493, loss: 0.8493 +2023-12-24 01:11:48,105 - pyskl - INFO - Epoch [65][1500/2506] lr: 1.520e-02, eta: 14:06:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 0.8297, loss: 0.8297 +2023-12-24 01:12:10,805 - pyskl - INFO - Epoch [65][1600/2506] lr: 1.519e-02, eta: 14:05:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 0.8664, loss: 0.8664 +2023-12-24 01:12:33,626 - pyskl - INFO - Epoch [65][1700/2506] lr: 1.518e-02, eta: 14:05:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 0.8435, loss: 0.8435 +2023-12-24 01:12:56,341 - pyskl - INFO - Epoch [65][1800/2506] lr: 1.517e-02, eta: 14:04:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9800, loss_cls: 0.8921, loss: 0.8921 +2023-12-24 01:13:19,054 - pyskl - INFO - Epoch [65][1900/2506] lr: 1.516e-02, eta: 14:04:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9850, loss_cls: 0.7951, loss: 0.7951 +2023-12-24 01:13:41,860 - pyskl - INFO - Epoch [65][2000/2506] lr: 1.515e-02, eta: 14:03:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9781, loss_cls: 0.9173, loss: 0.9173 +2023-12-24 01:14:04,801 - pyskl - INFO - Epoch [65][2100/2506] lr: 1.514e-02, eta: 14:03:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9769, loss_cls: 0.9622, loss: 0.9622 +2023-12-24 01:14:27,506 - pyskl - INFO - Epoch [65][2200/2506] lr: 1.513e-02, eta: 14:03:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9750, loss_cls: 0.8661, loss: 0.8661 +2023-12-24 01:14:50,209 - pyskl - INFO - Epoch [65][2300/2506] lr: 1.512e-02, eta: 14:02:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 0.8446, loss: 0.8446 +2023-12-24 01:15:12,906 - pyskl - INFO - Epoch [65][2400/2506] lr: 1.511e-02, eta: 14:02:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 0.7375, loss: 0.7375 +2023-12-24 01:15:35,649 - pyskl - INFO - Epoch [65][2500/2506] lr: 1.510e-02, eta: 14:01:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9744, loss_cls: 0.8506, loss: 0.8506 +2023-12-24 01:15:37,522 - pyskl - INFO - Saving checkpoint at 65 epochs +2023-12-24 01:16:57,117 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 01:16:57,190 - pyskl - INFO - +top1_acc 0.7619 +top5_acc 0.9481 +2023-12-24 01:16:57,194 - pyskl - INFO - Epoch(val) [65][1031] top1_acc: 0.7619, top5_acc: 0.9481 +2023-12-24 01:17:39,321 - pyskl - INFO - Epoch [66][100/2506] lr: 1.509e-02, eta: 14:01:48, time: 0.421, data_time: 0.194, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9819, loss_cls: 0.8208, loss: 0.8208 +2023-12-24 01:18:01,985 - pyskl - INFO - Epoch [66][200/2506] lr: 1.508e-02, eta: 14:01:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 0.7531, loss: 0.7531 +2023-12-24 01:18:24,613 - pyskl - INFO - Epoch [66][300/2506] lr: 1.507e-02, eta: 14:00:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9844, loss_cls: 0.7640, loss: 0.7640 +2023-12-24 01:18:47,311 - pyskl - INFO - Epoch [66][400/2506] lr: 1.506e-02, eta: 14:00:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 0.8018, loss: 0.8018 +2023-12-24 01:19:09,985 - pyskl - INFO - Epoch [66][500/2506] lr: 1.505e-02, eta: 14:00:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 0.7540, loss: 0.7540 +2023-12-24 01:19:32,556 - pyskl - INFO - Epoch [66][600/2506] lr: 1.504e-02, eta: 13:59:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 0.8552, loss: 0.8552 +2023-12-24 01:19:55,186 - pyskl - INFO - Epoch [66][700/2506] lr: 1.503e-02, eta: 13:59:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 0.9134, loss: 0.9134 +2023-12-24 01:20:17,866 - pyskl - INFO - Epoch [66][800/2506] lr: 1.502e-02, eta: 13:58:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 0.7589, loss: 0.7589 +2023-12-24 01:20:40,659 - pyskl - INFO - Epoch [66][900/2506] lr: 1.501e-02, eta: 13:58:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 0.8291, loss: 0.8291 +2023-12-24 01:21:03,312 - pyskl - INFO - Epoch [66][1000/2506] lr: 1.500e-02, eta: 13:58:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 0.8730, loss: 0.8730 +2023-12-24 01:21:25,964 - pyskl - INFO - Epoch [66][1100/2506] lr: 1.499e-02, eta: 13:57:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 0.8511, loss: 0.8511 +2023-12-24 01:21:48,517 - pyskl - INFO - Epoch [66][1200/2506] lr: 1.498e-02, eta: 13:57:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9819, loss_cls: 0.8275, loss: 0.8275 +2023-12-24 01:22:11,335 - pyskl - INFO - Epoch [66][1300/2506] lr: 1.497e-02, eta: 13:56:47, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 0.8062, loss: 0.8062 +2023-12-24 01:22:34,064 - pyskl - INFO - Epoch [66][1400/2506] lr: 1.496e-02, eta: 13:56:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 0.8844, loss: 0.8844 +2023-12-24 01:22:56,786 - pyskl - INFO - Epoch [66][1500/2506] lr: 1.495e-02, eta: 13:55:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9831, loss_cls: 0.8425, loss: 0.8425 +2023-12-24 01:23:19,438 - pyskl - INFO - Epoch [66][1600/2506] lr: 1.494e-02, eta: 13:55:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9825, loss_cls: 0.8628, loss: 0.8628 +2023-12-24 01:23:42,112 - pyskl - INFO - Epoch [66][1700/2506] lr: 1.493e-02, eta: 13:55:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9850, loss_cls: 0.7809, loss: 0.7809 +2023-12-24 01:24:04,841 - pyskl - INFO - Epoch [66][1800/2506] lr: 1.491e-02, eta: 13:54:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 0.8791, loss: 0.8791 +2023-12-24 01:24:27,619 - pyskl - INFO - Epoch [66][1900/2506] lr: 1.490e-02, eta: 13:54:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 0.7923, loss: 0.7923 +2023-12-24 01:24:50,281 - pyskl - INFO - Epoch [66][2000/2506] lr: 1.489e-02, eta: 13:53:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9844, loss_cls: 0.7547, loss: 0.7547 +2023-12-24 01:25:13,171 - pyskl - INFO - Epoch [66][2100/2506] lr: 1.488e-02, eta: 13:53:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 0.8404, loss: 0.8404 +2023-12-24 01:25:35,797 - pyskl - INFO - Epoch [66][2200/2506] lr: 1.487e-02, eta: 13:53:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9850, loss_cls: 0.7933, loss: 0.7933 +2023-12-24 01:25:58,534 - pyskl - INFO - Epoch [66][2300/2506] lr: 1.486e-02, eta: 13:52:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 0.8499, loss: 0.8499 +2023-12-24 01:26:21,155 - pyskl - INFO - Epoch [66][2400/2506] lr: 1.485e-02, eta: 13:52:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 0.9152, loss: 0.9152 +2023-12-24 01:26:43,724 - pyskl - INFO - Epoch [66][2500/2506] lr: 1.484e-02, eta: 13:51:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 0.8190, loss: 0.8190 +2023-12-24 01:26:45,565 - pyskl - INFO - Saving checkpoint at 66 epochs +2023-12-24 01:28:05,118 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 01:28:05,188 - pyskl - INFO - +top1_acc 0.7731 +top5_acc 0.9537 +2023-12-24 01:28:05,192 - pyskl - INFO - Epoch(val) [66][1031] top1_acc: 0.7731, top5_acc: 0.9537 +2023-12-24 01:28:46,774 - pyskl - INFO - Epoch [67][100/2506] lr: 1.483e-02, eta: 13:51:42, time: 0.416, data_time: 0.190, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 0.7736, loss: 0.7736 +2023-12-24 01:29:09,357 - pyskl - INFO - Epoch [67][200/2506] lr: 1.482e-02, eta: 13:51:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 0.8295, loss: 0.8295 +2023-12-24 01:29:31,938 - pyskl - INFO - Epoch [67][300/2506] lr: 1.481e-02, eta: 13:50:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9838, loss_cls: 0.8385, loss: 0.8385 +2023-12-24 01:29:54,556 - pyskl - INFO - Epoch [67][400/2506] lr: 1.480e-02, eta: 13:50:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9725, loss_cls: 0.8316, loss: 0.8316 +2023-12-24 01:30:17,244 - pyskl - INFO - Epoch [67][500/2506] lr: 1.479e-02, eta: 13:50:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9788, loss_cls: 0.8361, loss: 0.8361 +2023-12-24 01:30:39,905 - pyskl - INFO - Epoch [67][600/2506] lr: 1.478e-02, eta: 13:49:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9869, loss_cls: 0.7815, loss: 0.7815 +2023-12-24 01:31:02,497 - pyskl - INFO - Epoch [67][700/2506] lr: 1.477e-02, eta: 13:49:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 0.8160, loss: 0.8160 +2023-12-24 01:31:25,142 - pyskl - INFO - Epoch [67][800/2506] lr: 1.476e-02, eta: 13:48:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9881, loss_cls: 0.7381, loss: 0.7381 +2023-12-24 01:31:47,799 - pyskl - INFO - Epoch [67][900/2506] lr: 1.475e-02, eta: 13:48:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 0.8306, loss: 0.8306 +2023-12-24 01:32:10,483 - pyskl - INFO - Epoch [67][1000/2506] lr: 1.474e-02, eta: 13:47:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 0.7822, loss: 0.7822 +2023-12-24 01:32:33,261 - pyskl - INFO - Epoch [67][1100/2506] lr: 1.473e-02, eta: 13:47:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 0.8668, loss: 0.8668 +2023-12-24 01:32:55,928 - pyskl - INFO - Epoch [67][1200/2506] lr: 1.472e-02, eta: 13:47:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9731, loss_cls: 0.8262, loss: 0.8262 +2023-12-24 01:33:18,618 - pyskl - INFO - Epoch [67][1300/2506] lr: 1.471e-02, eta: 13:46:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 0.8270, loss: 0.8270 +2023-12-24 01:33:41,392 - pyskl - INFO - Epoch [67][1400/2506] lr: 1.470e-02, eta: 13:46:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 0.8673, loss: 0.8673 +2023-12-24 01:34:04,029 - pyskl - INFO - Epoch [67][1500/2506] lr: 1.469e-02, eta: 13:45:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 0.7790, loss: 0.7790 +2023-12-24 01:34:26,668 - pyskl - INFO - Epoch [67][1600/2506] lr: 1.468e-02, eta: 13:45:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9825, loss_cls: 0.8077, loss: 0.8077 +2023-12-24 01:34:49,481 - pyskl - INFO - Epoch [67][1700/2506] lr: 1.467e-02, eta: 13:45:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 0.8116, loss: 0.8116 +2023-12-24 01:35:12,156 - pyskl - INFO - Epoch [67][1800/2506] lr: 1.466e-02, eta: 13:44:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 0.7950, loss: 0.7950 +2023-12-24 01:35:34,791 - pyskl - INFO - Epoch [67][1900/2506] lr: 1.465e-02, eta: 13:44:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 0.7700, loss: 0.7700 +2023-12-24 01:35:57,525 - pyskl - INFO - Epoch [67][2000/2506] lr: 1.464e-02, eta: 13:43:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 0.8458, loss: 0.8458 +2023-12-24 01:36:20,145 - pyskl - INFO - Epoch [67][2100/2506] lr: 1.463e-02, eta: 13:43:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 0.9211, loss: 0.9211 +2023-12-24 01:36:42,746 - pyskl - INFO - Epoch [67][2200/2506] lr: 1.462e-02, eta: 13:42:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 0.8547, loss: 0.8547 +2023-12-24 01:37:05,433 - pyskl - INFO - Epoch [67][2300/2506] lr: 1.461e-02, eta: 13:42:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9825, loss_cls: 0.8333, loss: 0.8333 +2023-12-24 01:37:28,271 - pyskl - INFO - Epoch [67][2400/2506] lr: 1.460e-02, eta: 13:42:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 0.8093, loss: 0.8093 +2023-12-24 01:37:50,909 - pyskl - INFO - Epoch [67][2500/2506] lr: 1.459e-02, eta: 13:41:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 0.8811, loss: 0.8811 +2023-12-24 01:37:52,743 - pyskl - INFO - Saving checkpoint at 67 epochs +2023-12-24 01:39:12,265 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 01:39:12,335 - pyskl - INFO - +top1_acc 0.7975 +top5_acc 0.9635 +2023-12-24 01:39:12,339 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/bm/best_top1_acc_epoch_64.pth was removed +2023-12-24 01:39:12,467 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_67.pth. +2023-12-24 01:39:12,468 - pyskl - INFO - Best top1_acc is 0.7975 at 67 epoch. +2023-12-24 01:39:12,472 - pyskl - INFO - Epoch(val) [67][1031] top1_acc: 0.7975, top5_acc: 0.9635 +2023-12-24 01:39:54,531 - pyskl - INFO - Epoch [68][100/2506] lr: 1.457e-02, eta: 13:41:38, time: 0.421, data_time: 0.195, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9869, loss_cls: 0.7849, loss: 0.7849 +2023-12-24 01:40:17,151 - pyskl - INFO - Epoch [68][200/2506] lr: 1.456e-02, eta: 13:41:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 0.7604, loss: 0.7604 +2023-12-24 01:40:39,689 - pyskl - INFO - Epoch [68][300/2506] lr: 1.455e-02, eta: 13:40:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9856, loss_cls: 0.8056, loss: 0.8056 +2023-12-24 01:41:02,406 - pyskl - INFO - Epoch [68][400/2506] lr: 1.454e-02, eta: 13:40:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 0.8285, loss: 0.8285 +2023-12-24 01:41:25,097 - pyskl - INFO - Epoch [68][500/2506] lr: 1.453e-02, eta: 13:39:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 0.8906, loss: 0.8906 +2023-12-24 01:41:47,914 - pyskl - INFO - Epoch [68][600/2506] lr: 1.452e-02, eta: 13:39:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 0.7479, loss: 0.7479 +2023-12-24 01:42:10,715 - pyskl - INFO - Epoch [68][700/2506] lr: 1.451e-02, eta: 13:39:08, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9856, loss_cls: 0.7657, loss: 0.7657 +2023-12-24 01:42:33,307 - pyskl - INFO - Epoch [68][800/2506] lr: 1.450e-02, eta: 13:38:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 0.7177, loss: 0.7177 +2023-12-24 01:42:55,867 - pyskl - INFO - Epoch [68][900/2506] lr: 1.449e-02, eta: 13:38:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9875, loss_cls: 0.7363, loss: 0.7363 +2023-12-24 01:43:18,354 - pyskl - INFO - Epoch [68][1000/2506] lr: 1.448e-02, eta: 13:37:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 0.8415, loss: 0.8415 +2023-12-24 01:43:40,907 - pyskl - INFO - Epoch [68][1100/2506] lr: 1.447e-02, eta: 13:37:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 0.7881, loss: 0.7881 +2023-12-24 01:44:03,485 - pyskl - INFO - Epoch [68][1200/2506] lr: 1.446e-02, eta: 13:37:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9838, loss_cls: 0.8038, loss: 0.8038 +2023-12-24 01:44:26,213 - pyskl - INFO - Epoch [68][1300/2506] lr: 1.445e-02, eta: 13:36:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 0.7826, loss: 0.7826 +2023-12-24 01:44:48,954 - pyskl - INFO - Epoch [68][1400/2506] lr: 1.444e-02, eta: 13:36:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 0.7533, loss: 0.7533 +2023-12-24 01:45:11,693 - pyskl - INFO - Epoch [68][1500/2506] lr: 1.443e-02, eta: 13:35:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 0.8721, loss: 0.8721 +2023-12-24 01:45:34,325 - pyskl - INFO - Epoch [68][1600/2506] lr: 1.442e-02, eta: 13:35:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 0.7698, loss: 0.7698 +2023-12-24 01:45:57,096 - pyskl - INFO - Epoch [68][1700/2506] lr: 1.441e-02, eta: 13:34:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9706, loss_cls: 0.8670, loss: 0.8670 +2023-12-24 01:46:19,753 - pyskl - INFO - Epoch [68][1800/2506] lr: 1.440e-02, eta: 13:34:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 0.8537, loss: 0.8537 +2023-12-24 01:46:42,361 - pyskl - INFO - Epoch [68][1900/2506] lr: 1.439e-02, eta: 13:34:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 0.8842, loss: 0.8842 +2023-12-24 01:47:05,023 - pyskl - INFO - Epoch [68][2000/2506] lr: 1.438e-02, eta: 13:33:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9831, loss_cls: 0.8192, loss: 0.8192 +2023-12-24 01:47:27,617 - pyskl - INFO - Epoch [68][2100/2506] lr: 1.437e-02, eta: 13:33:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 0.7986, loss: 0.7986 +2023-12-24 01:47:50,263 - pyskl - INFO - Epoch [68][2200/2506] lr: 1.436e-02, eta: 13:32:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9806, loss_cls: 0.8271, loss: 0.8271 +2023-12-24 01:48:12,966 - pyskl - INFO - Epoch [68][2300/2506] lr: 1.435e-02, eta: 13:32:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 0.7433, loss: 0.7433 +2023-12-24 01:48:35,587 - pyskl - INFO - Epoch [68][2400/2506] lr: 1.434e-02, eta: 13:32:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 0.8286, loss: 0.8286 +2023-12-24 01:48:58,239 - pyskl - INFO - Epoch [68][2500/2506] lr: 1.433e-02, eta: 13:31:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 0.8563, loss: 0.8563 +2023-12-24 01:49:00,106 - pyskl - INFO - Saving checkpoint at 68 epochs +2023-12-24 01:50:19,826 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 01:50:19,901 - pyskl - INFO - +top1_acc 0.7641 +top5_acc 0.9483 +2023-12-24 01:50:19,905 - pyskl - INFO - Epoch(val) [68][1031] top1_acc: 0.7641, top5_acc: 0.9483 +2023-12-24 01:51:01,647 - pyskl - INFO - Epoch [69][100/2506] lr: 1.432e-02, eta: 13:31:33, time: 0.417, data_time: 0.192, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9844, loss_cls: 0.7617, loss: 0.7617 +2023-12-24 01:51:24,201 - pyskl - INFO - Epoch [69][200/2506] lr: 1.431e-02, eta: 13:31:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9838, loss_cls: 0.8191, loss: 0.8191 +2023-12-24 01:51:46,750 - pyskl - INFO - Epoch [69][300/2506] lr: 1.430e-02, eta: 13:30:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9806, loss_cls: 0.8190, loss: 0.8190 +2023-12-24 01:52:09,279 - pyskl - INFO - Epoch [69][400/2506] lr: 1.428e-02, eta: 13:30:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 0.8171, loss: 0.8171 +2023-12-24 01:52:31,821 - pyskl - INFO - Epoch [69][500/2506] lr: 1.427e-02, eta: 13:29:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 0.7403, loss: 0.7403 +2023-12-24 01:52:54,543 - pyskl - INFO - Epoch [69][600/2506] lr: 1.426e-02, eta: 13:29:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 0.8020, loss: 0.8020 +2023-12-24 01:53:17,274 - pyskl - INFO - Epoch [69][700/2506] lr: 1.425e-02, eta: 13:29:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 0.7959, loss: 0.7959 +2023-12-24 01:53:39,899 - pyskl - INFO - Epoch [69][800/2506] lr: 1.424e-02, eta: 13:28:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 0.7701, loss: 0.7701 +2023-12-24 01:54:02,499 - pyskl - INFO - Epoch [69][900/2506] lr: 1.423e-02, eta: 13:28:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 0.7812, loss: 0.7812 +2023-12-24 01:54:25,012 - pyskl - INFO - Epoch [69][1000/2506] lr: 1.422e-02, eta: 13:27:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9875, loss_cls: 0.8145, loss: 0.8145 +2023-12-24 01:54:47,546 - pyskl - INFO - Epoch [69][1100/2506] lr: 1.421e-02, eta: 13:27:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 0.7776, loss: 0.7776 +2023-12-24 01:55:10,088 - pyskl - INFO - Epoch [69][1200/2506] lr: 1.420e-02, eta: 13:26:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 0.7580, loss: 0.7580 +2023-12-24 01:55:32,778 - pyskl - INFO - Epoch [69][1300/2506] lr: 1.419e-02, eta: 13:26:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9856, loss_cls: 0.7239, loss: 0.7239 +2023-12-24 01:55:55,537 - pyskl - INFO - Epoch [69][1400/2506] lr: 1.418e-02, eta: 13:26:08, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9906, loss_cls: 0.6625, loss: 0.6625 +2023-12-24 01:56:18,200 - pyskl - INFO - Epoch [69][1500/2506] lr: 1.417e-02, eta: 13:25:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9769, loss_cls: 0.7834, loss: 0.7834 +2023-12-24 01:56:40,980 - pyskl - INFO - Epoch [69][1600/2506] lr: 1.416e-02, eta: 13:25:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9812, loss_cls: 0.8818, loss: 0.8818 +2023-12-24 01:57:03,683 - pyskl - INFO - Epoch [69][1700/2506] lr: 1.415e-02, eta: 13:24:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 0.8001, loss: 0.8001 +2023-12-24 01:57:26,294 - pyskl - INFO - Epoch [69][1800/2506] lr: 1.414e-02, eta: 13:24:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 0.7563, loss: 0.7563 +2023-12-24 01:57:48,884 - pyskl - INFO - Epoch [69][1900/2506] lr: 1.413e-02, eta: 13:24:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 0.8531, loss: 0.8531 +2023-12-24 01:58:11,430 - pyskl - INFO - Epoch [69][2000/2506] lr: 1.412e-02, eta: 13:23:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9812, loss_cls: 0.8315, loss: 0.8315 +2023-12-24 01:58:34,018 - pyskl - INFO - Epoch [69][2100/2506] lr: 1.411e-02, eta: 13:23:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 0.7983, loss: 0.7983 +2023-12-24 01:58:56,651 - pyskl - INFO - Epoch [69][2200/2506] lr: 1.410e-02, eta: 13:22:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9831, loss_cls: 0.8361, loss: 0.8361 +2023-12-24 01:59:19,373 - pyskl - INFO - Epoch [69][2300/2506] lr: 1.409e-02, eta: 13:22:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 0.8316, loss: 0.8316 +2023-12-24 01:59:41,943 - pyskl - INFO - Epoch [69][2400/2506] lr: 1.408e-02, eta: 13:21:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 0.8292, loss: 0.8292 +2023-12-24 02:00:04,619 - pyskl - INFO - Epoch [69][2500/2506] lr: 1.407e-02, eta: 13:21:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 0.8254, loss: 0.8254 +2023-12-24 02:00:06,477 - pyskl - INFO - Saving checkpoint at 69 epochs +2023-12-24 02:01:26,011 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 02:01:26,081 - pyskl - INFO - +top1_acc 0.7911 +top5_acc 0.9600 +2023-12-24 02:01:26,085 - pyskl - INFO - Epoch(val) [69][1031] top1_acc: 0.7911, top5_acc: 0.9600 +2023-12-24 02:02:07,994 - pyskl - INFO - Epoch [70][100/2506] lr: 1.406e-02, eta: 13:21:28, time: 0.419, data_time: 0.192, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 0.7314, loss: 0.7314 +2023-12-24 02:02:30,636 - pyskl - INFO - Epoch [70][200/2506] lr: 1.405e-02, eta: 13:21:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 0.7173, loss: 0.7173 +2023-12-24 02:02:53,288 - pyskl - INFO - Epoch [70][300/2506] lr: 1.404e-02, eta: 13:20:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 0.7820, loss: 0.7820 +2023-12-24 02:03:15,985 - pyskl - INFO - Epoch [70][400/2506] lr: 1.403e-02, eta: 13:20:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9850, loss_cls: 0.7915, loss: 0.7915 +2023-12-24 02:03:38,634 - pyskl - INFO - Epoch [70][500/2506] lr: 1.401e-02, eta: 13:19:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 0.7474, loss: 0.7474 +2023-12-24 02:04:01,377 - pyskl - INFO - Epoch [70][600/2506] lr: 1.400e-02, eta: 13:19:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 0.7040, loss: 0.7040 +2023-12-24 02:04:24,151 - pyskl - INFO - Epoch [70][700/2506] lr: 1.399e-02, eta: 13:18:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 0.8087, loss: 0.8087 +2023-12-24 02:04:46,855 - pyskl - INFO - Epoch [70][800/2506] lr: 1.398e-02, eta: 13:18:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9862, loss_cls: 0.7098, loss: 0.7098 +2023-12-24 02:05:09,502 - pyskl - INFO - Epoch [70][900/2506] lr: 1.397e-02, eta: 13:18:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 0.7298, loss: 0.7298 +2023-12-24 02:05:32,100 - pyskl - INFO - Epoch [70][1000/2506] lr: 1.396e-02, eta: 13:17:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 0.7192, loss: 0.7192 +2023-12-24 02:05:54,849 - pyskl - INFO - Epoch [70][1100/2506] lr: 1.395e-02, eta: 13:17:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 0.7658, loss: 0.7658 +2023-12-24 02:06:17,633 - pyskl - INFO - Epoch [70][1200/2506] lr: 1.394e-02, eta: 13:16:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9838, loss_cls: 0.7830, loss: 0.7830 +2023-12-24 02:06:40,360 - pyskl - INFO - Epoch [70][1300/2506] lr: 1.393e-02, eta: 13:16:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 0.8011, loss: 0.8011 +2023-12-24 02:07:03,023 - pyskl - INFO - Epoch [70][1400/2506] lr: 1.392e-02, eta: 13:16:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 0.7708, loss: 0.7708 +2023-12-24 02:07:25,720 - pyskl - INFO - Epoch [70][1500/2506] lr: 1.391e-02, eta: 13:15:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9838, loss_cls: 0.7876, loss: 0.7876 +2023-12-24 02:07:48,465 - pyskl - INFO - Epoch [70][1600/2506] lr: 1.390e-02, eta: 13:15:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 0.7791, loss: 0.7791 +2023-12-24 02:08:11,041 - pyskl - INFO - Epoch [70][1700/2506] lr: 1.389e-02, eta: 13:14:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 0.8415, loss: 0.8415 +2023-12-24 02:08:33,649 - pyskl - INFO - Epoch [70][1800/2506] lr: 1.388e-02, eta: 13:14:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9744, loss_cls: 0.8475, loss: 0.8475 +2023-12-24 02:08:56,246 - pyskl - INFO - Epoch [70][1900/2506] lr: 1.387e-02, eta: 13:14:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9838, loss_cls: 0.7935, loss: 0.7935 +2023-12-24 02:09:18,954 - pyskl - INFO - Epoch [70][2000/2506] lr: 1.386e-02, eta: 13:13:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 0.8043, loss: 0.8043 +2023-12-24 02:09:41,753 - pyskl - INFO - Epoch [70][2100/2506] lr: 1.385e-02, eta: 13:13:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 0.8871, loss: 0.8871 +2023-12-24 02:10:04,390 - pyskl - INFO - Epoch [70][2200/2506] lr: 1.384e-02, eta: 13:12:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 0.8607, loss: 0.8607 +2023-12-24 02:10:26,963 - pyskl - INFO - Epoch [70][2300/2506] lr: 1.383e-02, eta: 13:12:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9800, loss_cls: 0.8962, loss: 0.8962 +2023-12-24 02:10:49,609 - pyskl - INFO - Epoch [70][2400/2506] lr: 1.382e-02, eta: 13:11:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9812, loss_cls: 0.8768, loss: 0.8768 +2023-12-24 02:11:12,159 - pyskl - INFO - Epoch [70][2500/2506] lr: 1.381e-02, eta: 13:11:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 0.8119, loss: 0.8119 +2023-12-24 02:11:13,970 - pyskl - INFO - Saving checkpoint at 70 epochs +2023-12-24 02:12:33,200 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 02:12:33,269 - pyskl - INFO - +top1_acc 0.8094 +top5_acc 0.9692 +2023-12-24 02:12:33,273 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/bm/best_top1_acc_epoch_67.pth was removed +2023-12-24 02:12:33,400 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_70.pth. +2023-12-24 02:12:33,400 - pyskl - INFO - Best top1_acc is 0.8094 at 70 epoch. +2023-12-24 02:12:33,404 - pyskl - INFO - Epoch(val) [70][1031] top1_acc: 0.8094, top5_acc: 0.9692 +2023-12-24 02:13:15,381 - pyskl - INFO - Epoch [71][100/2506] lr: 1.380e-02, eta: 13:11:25, time: 0.420, data_time: 0.192, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 0.7517, loss: 0.7517 +2023-12-24 02:13:38,023 - pyskl - INFO - Epoch [71][200/2506] lr: 1.379e-02, eta: 13:11:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9831, loss_cls: 0.7653, loss: 0.7653 +2023-12-24 02:14:00,667 - pyskl - INFO - Epoch [71][300/2506] lr: 1.378e-02, eta: 13:10:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 0.6778, loss: 0.6778 +2023-12-24 02:14:23,273 - pyskl - INFO - Epoch [71][400/2506] lr: 1.377e-02, eta: 13:10:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 0.7926, loss: 0.7926 +2023-12-24 02:14:45,870 - pyskl - INFO - Epoch [71][500/2506] lr: 1.375e-02, eta: 13:09:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 0.7599, loss: 0.7599 +2023-12-24 02:15:08,458 - pyskl - INFO - Epoch [71][600/2506] lr: 1.374e-02, eta: 13:09:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 0.7492, loss: 0.7492 +2023-12-24 02:15:31,083 - pyskl - INFO - Epoch [71][700/2506] lr: 1.373e-02, eta: 13:08:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9869, loss_cls: 0.8284, loss: 0.8284 +2023-12-24 02:15:53,785 - pyskl - INFO - Epoch [71][800/2506] lr: 1.372e-02, eta: 13:08:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 0.7605, loss: 0.7605 +2023-12-24 02:16:16,499 - pyskl - INFO - Epoch [71][900/2506] lr: 1.371e-02, eta: 13:08:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9831, loss_cls: 0.7764, loss: 0.7764 +2023-12-24 02:16:39,106 - pyskl - INFO - Epoch [71][1000/2506] lr: 1.370e-02, eta: 13:07:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 0.7723, loss: 0.7723 +2023-12-24 02:17:01,759 - pyskl - INFO - Epoch [71][1100/2506] lr: 1.369e-02, eta: 13:07:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 0.7766, loss: 0.7766 +2023-12-24 02:17:24,406 - pyskl - INFO - Epoch [71][1200/2506] lr: 1.368e-02, eta: 13:06:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9825, loss_cls: 0.7850, loss: 0.7850 +2023-12-24 02:17:47,001 - pyskl - INFO - Epoch [71][1300/2506] lr: 1.367e-02, eta: 13:06:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 0.8021, loss: 0.8021 +2023-12-24 02:18:09,602 - pyskl - INFO - Epoch [71][1400/2506] lr: 1.366e-02, eta: 13:06:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 0.7907, loss: 0.7907 +2023-12-24 02:18:32,199 - pyskl - INFO - Epoch [71][1500/2506] lr: 1.365e-02, eta: 13:05:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 0.7877, loss: 0.7877 +2023-12-24 02:18:54,824 - pyskl - INFO - Epoch [71][1600/2506] lr: 1.364e-02, eta: 13:05:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 0.8337, loss: 0.8337 +2023-12-24 02:19:17,586 - pyskl - INFO - Epoch [71][1700/2506] lr: 1.363e-02, eta: 13:04:47, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 0.7701, loss: 0.7701 +2023-12-24 02:19:40,203 - pyskl - INFO - Epoch [71][1800/2506] lr: 1.362e-02, eta: 13:04:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 0.8752, loss: 0.8752 +2023-12-24 02:20:02,838 - pyskl - INFO - Epoch [71][1900/2506] lr: 1.361e-02, eta: 13:03:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 0.7562, loss: 0.7562 +2023-12-24 02:20:25,571 - pyskl - INFO - Epoch [71][2000/2506] lr: 1.360e-02, eta: 13:03:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 0.8463, loss: 0.8463 +2023-12-24 02:20:48,311 - pyskl - INFO - Epoch [71][2100/2506] lr: 1.359e-02, eta: 13:03:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 0.8597, loss: 0.8597 +2023-12-24 02:21:10,929 - pyskl - INFO - Epoch [71][2200/2506] lr: 1.358e-02, eta: 13:02:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 0.7506, loss: 0.7506 +2023-12-24 02:21:33,632 - pyskl - INFO - Epoch [71][2300/2506] lr: 1.357e-02, eta: 13:02:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 0.8141, loss: 0.8141 +2023-12-24 02:21:56,382 - pyskl - INFO - Epoch [71][2400/2506] lr: 1.356e-02, eta: 13:01:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9781, loss_cls: 0.7998, loss: 0.7998 +2023-12-24 02:22:19,022 - pyskl - INFO - Epoch [71][2500/2506] lr: 1.355e-02, eta: 13:01:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 0.8087, loss: 0.8087 +2023-12-24 02:22:20,855 - pyskl - INFO - Saving checkpoint at 71 epochs +2023-12-24 02:23:40,150 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 02:23:40,219 - pyskl - INFO - +top1_acc 0.8148 +top5_acc 0.9672 +2023-12-24 02:23:40,223 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/bm/best_top1_acc_epoch_70.pth was removed +2023-12-24 02:23:40,348 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_71.pth. +2023-12-24 02:23:40,348 - pyskl - INFO - Best top1_acc is 0.8148 at 71 epoch. +2023-12-24 02:23:40,352 - pyskl - INFO - Epoch(val) [71][1031] top1_acc: 0.8148, top5_acc: 0.9672 +2023-12-24 02:24:22,232 - pyskl - INFO - Epoch [72][100/2506] lr: 1.354e-02, eta: 13:01:22, time: 0.419, data_time: 0.192, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 0.6979, loss: 0.6979 +2023-12-24 02:24:44,904 - pyskl - INFO - Epoch [72][200/2506] lr: 1.353e-02, eta: 13:00:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 0.7846, loss: 0.7846 +2023-12-24 02:25:07,539 - pyskl - INFO - Epoch [72][300/2506] lr: 1.351e-02, eta: 13:00:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 0.6550, loss: 0.6550 +2023-12-24 02:25:30,122 - pyskl - INFO - Epoch [72][400/2506] lr: 1.350e-02, eta: 13:00:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 0.7244, loss: 0.7244 +2023-12-24 02:25:52,736 - pyskl - INFO - Epoch [72][500/2506] lr: 1.349e-02, eta: 12:59:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 0.7349, loss: 0.7349 +2023-12-24 02:26:15,364 - pyskl - INFO - Epoch [72][600/2506] lr: 1.348e-02, eta: 12:59:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 0.7821, loss: 0.7821 +2023-12-24 02:26:37,913 - pyskl - INFO - Epoch [72][700/2506] lr: 1.347e-02, eta: 12:58:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 0.7474, loss: 0.7474 +2023-12-24 02:27:00,475 - pyskl - INFO - Epoch [72][800/2506] lr: 1.346e-02, eta: 12:58:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 0.7410, loss: 0.7410 +2023-12-24 02:27:23,161 - pyskl - INFO - Epoch [72][900/2506] lr: 1.345e-02, eta: 12:58:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 0.7615, loss: 0.7615 +2023-12-24 02:27:45,865 - pyskl - INFO - Epoch [72][1000/2506] lr: 1.344e-02, eta: 12:57:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 0.7055, loss: 0.7055 +2023-12-24 02:28:08,637 - pyskl - INFO - Epoch [72][1100/2506] lr: 1.343e-02, eta: 12:57:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9788, loss_cls: 0.7733, loss: 0.7733 +2023-12-24 02:28:31,508 - pyskl - INFO - Epoch [72][1200/2506] lr: 1.342e-02, eta: 12:56:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 0.7727, loss: 0.7727 +2023-12-24 02:28:54,260 - pyskl - INFO - Epoch [72][1300/2506] lr: 1.341e-02, eta: 12:56:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 0.8187, loss: 0.8187 +2023-12-24 02:29:16,959 - pyskl - INFO - Epoch [72][1400/2506] lr: 1.340e-02, eta: 12:55:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 0.8049, loss: 0.8049 +2023-12-24 02:29:39,835 - pyskl - INFO - Epoch [72][1500/2506] lr: 1.339e-02, eta: 12:55:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 0.8170, loss: 0.8170 +2023-12-24 02:30:02,463 - pyskl - INFO - Epoch [72][1600/2506] lr: 1.338e-02, eta: 12:55:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 0.8979, loss: 0.8979 +2023-12-24 02:30:25,138 - pyskl - INFO - Epoch [72][1700/2506] lr: 1.337e-02, eta: 12:54:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 0.9029, loss: 0.9029 +2023-12-24 02:30:47,814 - pyskl - INFO - Epoch [72][1800/2506] lr: 1.336e-02, eta: 12:54:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9862, loss_cls: 0.7800, loss: 0.7800 +2023-12-24 02:31:10,423 - pyskl - INFO - Epoch [72][1900/2506] lr: 1.335e-02, eta: 12:53:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 0.7956, loss: 0.7956 +2023-12-24 02:31:33,099 - pyskl - INFO - Epoch [72][2000/2506] lr: 1.334e-02, eta: 12:53:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 0.7549, loss: 0.7549 +2023-12-24 02:31:55,721 - pyskl - INFO - Epoch [72][2100/2506] lr: 1.333e-02, eta: 12:53:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9756, loss_cls: 0.7525, loss: 0.7525 +2023-12-24 02:32:18,429 - pyskl - INFO - Epoch [72][2200/2506] lr: 1.332e-02, eta: 12:52:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 0.8072, loss: 0.8072 +2023-12-24 02:32:40,995 - pyskl - INFO - Epoch [72][2300/2506] lr: 1.331e-02, eta: 12:52:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 0.7991, loss: 0.7991 +2023-12-24 02:33:03,810 - pyskl - INFO - Epoch [72][2400/2506] lr: 1.330e-02, eta: 12:51:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 0.8554, loss: 0.8554 +2023-12-24 02:33:26,622 - pyskl - INFO - Epoch [72][2500/2506] lr: 1.329e-02, eta: 12:51:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 0.7565, loss: 0.7565 +2023-12-24 02:33:28,528 - pyskl - INFO - Saving checkpoint at 72 epochs +2023-12-24 02:34:47,915 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 02:34:47,986 - pyskl - INFO - +top1_acc 0.8044 +top5_acc 0.9649 +2023-12-24 02:34:47,990 - pyskl - INFO - Epoch(val) [72][1031] top1_acc: 0.8044, top5_acc: 0.9649 +2023-12-24 02:35:30,164 - pyskl - INFO - Epoch [73][100/2506] lr: 1.327e-02, eta: 12:51:20, time: 0.422, data_time: 0.194, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9881, loss_cls: 0.6976, loss: 0.6976 +2023-12-24 02:35:52,816 - pyskl - INFO - Epoch [73][200/2506] lr: 1.326e-02, eta: 12:50:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 0.7134, loss: 0.7134 +2023-12-24 02:36:15,428 - pyskl - INFO - Epoch [73][300/2506] lr: 1.325e-02, eta: 12:50:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9869, loss_cls: 0.7151, loss: 0.7151 +2023-12-24 02:36:38,173 - pyskl - INFO - Epoch [73][400/2506] lr: 1.324e-02, eta: 12:50:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 0.6935, loss: 0.6935 +2023-12-24 02:37:00,901 - pyskl - INFO - Epoch [73][500/2506] lr: 1.323e-02, eta: 12:49:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 0.7159, loss: 0.7159 +2023-12-24 02:37:23,630 - pyskl - INFO - Epoch [73][600/2506] lr: 1.322e-02, eta: 12:49:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 0.7393, loss: 0.7393 +2023-12-24 02:37:46,322 - pyskl - INFO - Epoch [73][700/2506] lr: 1.321e-02, eta: 12:48:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9844, loss_cls: 0.8122, loss: 0.8122 +2023-12-24 02:38:09,132 - pyskl - INFO - Epoch [73][800/2506] lr: 1.320e-02, eta: 12:48:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 0.7020, loss: 0.7020 +2023-12-24 02:38:31,845 - pyskl - INFO - Epoch [73][900/2506] lr: 1.319e-02, eta: 12:48:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 0.6687, loss: 0.6687 +2023-12-24 02:38:54,538 - pyskl - INFO - Epoch [73][1000/2506] lr: 1.318e-02, eta: 12:47:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 0.7339, loss: 0.7339 +2023-12-24 02:39:17,175 - pyskl - INFO - Epoch [73][1100/2506] lr: 1.317e-02, eta: 12:47:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9838, loss_cls: 0.7501, loss: 0.7501 +2023-12-24 02:39:39,989 - pyskl - INFO - Epoch [73][1200/2506] lr: 1.316e-02, eta: 12:46:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 0.8389, loss: 0.8389 +2023-12-24 02:40:02,738 - pyskl - INFO - Epoch [73][1300/2506] lr: 1.315e-02, eta: 12:46:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9812, loss_cls: 0.8202, loss: 0.8202 +2023-12-24 02:40:25,495 - pyskl - INFO - Epoch [73][1400/2506] lr: 1.314e-02, eta: 12:45:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 0.7114, loss: 0.7114 +2023-12-24 02:40:48,169 - pyskl - INFO - Epoch [73][1500/2506] lr: 1.313e-02, eta: 12:45:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9862, loss_cls: 0.7472, loss: 0.7472 +2023-12-24 02:41:10,899 - pyskl - INFO - Epoch [73][1600/2506] lr: 1.312e-02, eta: 12:45:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9844, loss_cls: 0.7885, loss: 0.7885 +2023-12-24 02:41:33,609 - pyskl - INFO - Epoch [73][1700/2506] lr: 1.311e-02, eta: 12:44:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 0.7591, loss: 0.7591 +2023-12-24 02:41:56,196 - pyskl - INFO - Epoch [73][1800/2506] lr: 1.310e-02, eta: 12:44:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9775, loss_cls: 0.8549, loss: 0.8549 +2023-12-24 02:42:18,850 - pyskl - INFO - Epoch [73][1900/2506] lr: 1.309e-02, eta: 12:43:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 0.7855, loss: 0.7855 +2023-12-24 02:42:41,564 - pyskl - INFO - Epoch [73][2000/2506] lr: 1.308e-02, eta: 12:43:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 0.8654, loss: 0.8654 +2023-12-24 02:43:04,189 - pyskl - INFO - Epoch [73][2100/2506] lr: 1.307e-02, eta: 12:43:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 0.8099, loss: 0.8099 +2023-12-24 02:43:26,807 - pyskl - INFO - Epoch [73][2200/2506] lr: 1.306e-02, eta: 12:42:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 0.8390, loss: 0.8390 +2023-12-24 02:43:49,440 - pyskl - INFO - Epoch [73][2300/2506] lr: 1.305e-02, eta: 12:42:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9806, loss_cls: 0.8513, loss: 0.8513 +2023-12-24 02:44:12,130 - pyskl - INFO - Epoch [73][2400/2506] lr: 1.303e-02, eta: 12:41:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 0.8131, loss: 0.8131 +2023-12-24 02:44:34,800 - pyskl - INFO - Epoch [73][2500/2506] lr: 1.302e-02, eta: 12:41:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9888, loss_cls: 0.7680, loss: 0.7680 +2023-12-24 02:44:36,714 - pyskl - INFO - Saving checkpoint at 73 epochs +2023-12-24 02:45:56,254 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 02:45:56,323 - pyskl - INFO - +top1_acc 0.7687 +top5_acc 0.9538 +2023-12-24 02:45:56,327 - pyskl - INFO - Epoch(val) [73][1031] top1_acc: 0.7687, top5_acc: 0.9538 +2023-12-24 02:46:38,229 - pyskl - INFO - Epoch [74][100/2506] lr: 1.301e-02, eta: 12:41:19, time: 0.419, data_time: 0.192, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 0.7089, loss: 0.7089 +2023-12-24 02:47:00,822 - pyskl - INFO - Epoch [74][200/2506] lr: 1.300e-02, eta: 12:40:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 0.6809, loss: 0.6809 +2023-12-24 02:47:23,484 - pyskl - INFO - Epoch [74][300/2506] lr: 1.299e-02, eta: 12:40:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 0.6593, loss: 0.6593 +2023-12-24 02:47:46,159 - pyskl - INFO - Epoch [74][400/2506] lr: 1.298e-02, eta: 12:40:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9875, loss_cls: 0.7292, loss: 0.7292 +2023-12-24 02:48:08,777 - pyskl - INFO - Epoch [74][500/2506] lr: 1.297e-02, eta: 12:39:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 0.7341, loss: 0.7341 +2023-12-24 02:48:31,490 - pyskl - INFO - Epoch [74][600/2506] lr: 1.296e-02, eta: 12:39:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9856, loss_cls: 0.7472, loss: 0.7472 +2023-12-24 02:48:54,154 - pyskl - INFO - Epoch [74][700/2506] lr: 1.295e-02, eta: 12:38:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 0.7583, loss: 0.7583 +2023-12-24 02:49:16,820 - pyskl - INFO - Epoch [74][800/2506] lr: 1.294e-02, eta: 12:38:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 0.9080, loss: 0.9080 +2023-12-24 02:49:39,408 - pyskl - INFO - Epoch [74][900/2506] lr: 1.293e-02, eta: 12:38:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9844, loss_cls: 0.7608, loss: 0.7608 +2023-12-24 02:50:02,026 - pyskl - INFO - Epoch [74][1000/2506] lr: 1.292e-02, eta: 12:37:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 0.7213, loss: 0.7213 +2023-12-24 02:50:24,606 - pyskl - INFO - Epoch [74][1100/2506] lr: 1.291e-02, eta: 12:37:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 0.7808, loss: 0.7808 +2023-12-24 02:50:47,310 - pyskl - INFO - Epoch [74][1200/2506] lr: 1.290e-02, eta: 12:36:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 0.6056, loss: 0.6056 +2023-12-24 02:51:10,005 - pyskl - INFO - Epoch [74][1300/2506] lr: 1.289e-02, eta: 12:36:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 0.7380, loss: 0.7380 +2023-12-24 02:51:32,546 - pyskl - INFO - Epoch [74][1400/2506] lr: 1.288e-02, eta: 12:35:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 0.7906, loss: 0.7906 +2023-12-24 02:51:55,236 - pyskl - INFO - Epoch [74][1500/2506] lr: 1.287e-02, eta: 12:35:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 0.7587, loss: 0.7587 +2023-12-24 02:52:18,001 - pyskl - INFO - Epoch [74][1600/2506] lr: 1.286e-02, eta: 12:35:08, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 0.7552, loss: 0.7552 +2023-12-24 02:52:40,657 - pyskl - INFO - Epoch [74][1700/2506] lr: 1.285e-02, eta: 12:34:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9850, loss_cls: 0.7835, loss: 0.7835 +2023-12-24 02:53:03,200 - pyskl - INFO - Epoch [74][1800/2506] lr: 1.284e-02, eta: 12:34:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 0.7946, loss: 0.7946 +2023-12-24 02:53:25,932 - pyskl - INFO - Epoch [74][1900/2506] lr: 1.283e-02, eta: 12:33:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 0.6442, loss: 0.6442 +2023-12-24 02:53:48,655 - pyskl - INFO - Epoch [74][2000/2506] lr: 1.281e-02, eta: 12:33:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 0.7714, loss: 0.7714 +2023-12-24 02:54:11,199 - pyskl - INFO - Epoch [74][2100/2506] lr: 1.280e-02, eta: 12:33:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9819, loss_cls: 0.8602, loss: 0.8602 +2023-12-24 02:54:33,848 - pyskl - INFO - Epoch [74][2200/2506] lr: 1.279e-02, eta: 12:32:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 0.8265, loss: 0.8265 +2023-12-24 02:54:56,560 - pyskl - INFO - Epoch [74][2300/2506] lr: 1.278e-02, eta: 12:32:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 0.7855, loss: 0.7855 +2023-12-24 02:55:19,373 - pyskl - INFO - Epoch [74][2400/2506] lr: 1.277e-02, eta: 12:31:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 0.9026, loss: 0.9026 +2023-12-24 02:55:42,179 - pyskl - INFO - Epoch [74][2500/2506] lr: 1.276e-02, eta: 12:31:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9838, loss_cls: 0.8064, loss: 0.8064 +2023-12-24 02:55:44,062 - pyskl - INFO - Saving checkpoint at 74 epochs +2023-12-24 02:57:03,843 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 02:57:03,913 - pyskl - INFO - +top1_acc 0.8015 +top5_acc 0.9654 +2023-12-24 02:57:03,918 - pyskl - INFO - Epoch(val) [74][1031] top1_acc: 0.8015, top5_acc: 0.9654 +2023-12-24 02:57:45,899 - pyskl - INFO - Epoch [75][100/2506] lr: 1.275e-02, eta: 12:31:18, time: 0.420, data_time: 0.192, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 0.7052, loss: 0.7052 +2023-12-24 02:58:08,439 - pyskl - INFO - Epoch [75][200/2506] lr: 1.274e-02, eta: 12:30:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 0.6457, loss: 0.6457 +2023-12-24 02:58:30,970 - pyskl - INFO - Epoch [75][300/2506] lr: 1.273e-02, eta: 12:30:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9875, loss_cls: 0.6895, loss: 0.6895 +2023-12-24 02:58:53,754 - pyskl - INFO - Epoch [75][400/2506] lr: 1.272e-02, eta: 12:30:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 0.7309, loss: 0.7309 +2023-12-24 02:59:16,386 - pyskl - INFO - Epoch [75][500/2506] lr: 1.271e-02, eta: 12:29:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 0.7467, loss: 0.7467 +2023-12-24 02:59:39,026 - pyskl - INFO - Epoch [75][600/2506] lr: 1.270e-02, eta: 12:29:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 0.7582, loss: 0.7582 +2023-12-24 03:00:01,627 - pyskl - INFO - Epoch [75][700/2506] lr: 1.269e-02, eta: 12:28:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9869, loss_cls: 0.7509, loss: 0.7509 +2023-12-24 03:00:24,309 - pyskl - INFO - Epoch [75][800/2506] lr: 1.268e-02, eta: 12:28:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 0.7783, loss: 0.7783 +2023-12-24 03:00:46,957 - pyskl - INFO - Epoch [75][900/2506] lr: 1.267e-02, eta: 12:28:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 0.7296, loss: 0.7296 +2023-12-24 03:01:09,524 - pyskl - INFO - Epoch [75][1000/2506] lr: 1.266e-02, eta: 12:27:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 0.7683, loss: 0.7683 +2023-12-24 03:01:32,348 - pyskl - INFO - Epoch [75][1100/2506] lr: 1.265e-02, eta: 12:27:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9881, loss_cls: 0.7038, loss: 0.7038 +2023-12-24 03:01:55,090 - pyskl - INFO - Epoch [75][1200/2506] lr: 1.264e-02, eta: 12:26:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 0.7254, loss: 0.7254 +2023-12-24 03:02:17,767 - pyskl - INFO - Epoch [75][1300/2506] lr: 1.263e-02, eta: 12:26:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 0.8159, loss: 0.8159 +2023-12-24 03:02:40,417 - pyskl - INFO - Epoch [75][1400/2506] lr: 1.262e-02, eta: 12:25:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9869, loss_cls: 0.7277, loss: 0.7277 +2023-12-24 03:03:03,084 - pyskl - INFO - Epoch [75][1500/2506] lr: 1.261e-02, eta: 12:25:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9794, loss_cls: 0.7490, loss: 0.7490 +2023-12-24 03:03:25,792 - pyskl - INFO - Epoch [75][1600/2506] lr: 1.259e-02, eta: 12:25:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9894, loss_cls: 0.6819, loss: 0.6819 +2023-12-24 03:03:48,433 - pyskl - INFO - Epoch [75][1700/2506] lr: 1.258e-02, eta: 12:24:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9875, loss_cls: 0.7208, loss: 0.7208 +2023-12-24 03:04:11,071 - pyskl - INFO - Epoch [75][1800/2506] lr: 1.257e-02, eta: 12:24:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 0.8064, loss: 0.8064 +2023-12-24 03:04:33,661 - pyskl - INFO - Epoch [75][1900/2506] lr: 1.256e-02, eta: 12:23:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 0.7524, loss: 0.7524 +2023-12-24 03:04:56,278 - pyskl - INFO - Epoch [75][2000/2506] lr: 1.255e-02, eta: 12:23:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9869, loss_cls: 0.7582, loss: 0.7582 +2023-12-24 03:05:18,996 - pyskl - INFO - Epoch [75][2100/2506] lr: 1.254e-02, eta: 12:23:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 0.7637, loss: 0.7637 +2023-12-24 03:05:41,719 - pyskl - INFO - Epoch [75][2200/2506] lr: 1.253e-02, eta: 12:22:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 0.7312, loss: 0.7312 +2023-12-24 03:06:04,387 - pyskl - INFO - Epoch [75][2300/2506] lr: 1.252e-02, eta: 12:22:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9862, loss_cls: 0.7340, loss: 0.7340 +2023-12-24 03:06:26,991 - pyskl - INFO - Epoch [75][2400/2506] lr: 1.251e-02, eta: 12:21:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 0.8170, loss: 0.8170 +2023-12-24 03:06:49,676 - pyskl - INFO - Epoch [75][2500/2506] lr: 1.250e-02, eta: 12:21:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 0.6872, loss: 0.6872 +2023-12-24 03:06:51,521 - pyskl - INFO - Saving checkpoint at 75 epochs +2023-12-24 03:08:11,036 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 03:08:11,107 - pyskl - INFO - +top1_acc 0.8180 +top5_acc 0.9682 +2023-12-24 03:08:11,111 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/bm/best_top1_acc_epoch_71.pth was removed +2023-12-24 03:08:11,237 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_75.pth. +2023-12-24 03:08:11,238 - pyskl - INFO - Best top1_acc is 0.8180 at 75 epoch. +2023-12-24 03:08:11,242 - pyskl - INFO - Epoch(val) [75][1031] top1_acc: 0.8180, top5_acc: 0.9682 +2023-12-24 03:08:52,928 - pyskl - INFO - Epoch [76][100/2506] lr: 1.249e-02, eta: 12:21:16, time: 0.417, data_time: 0.191, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 0.6873, loss: 0.6873 +2023-12-24 03:09:15,516 - pyskl - INFO - Epoch [76][200/2506] lr: 1.248e-02, eta: 12:20:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 0.7165, loss: 0.7165 +2023-12-24 03:09:38,147 - pyskl - INFO - Epoch [76][300/2506] lr: 1.247e-02, eta: 12:20:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 0.7010, loss: 0.7010 +2023-12-24 03:10:00,862 - pyskl - INFO - Epoch [76][400/2506] lr: 1.246e-02, eta: 12:20:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 0.8047, loss: 0.8047 +2023-12-24 03:10:23,498 - pyskl - INFO - Epoch [76][500/2506] lr: 1.245e-02, eta: 12:19:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 0.6672, loss: 0.6672 +2023-12-24 03:10:46,159 - pyskl - INFO - Epoch [76][600/2506] lr: 1.244e-02, eta: 12:19:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9862, loss_cls: 0.7645, loss: 0.7645 +2023-12-24 03:11:08,753 - pyskl - INFO - Epoch [76][700/2506] lr: 1.243e-02, eta: 12:18:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 0.7574, loss: 0.7574 +2023-12-24 03:11:31,433 - pyskl - INFO - Epoch [76][800/2506] lr: 1.242e-02, eta: 12:18:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 0.7058, loss: 0.7058 +2023-12-24 03:11:54,141 - pyskl - INFO - Epoch [76][900/2506] lr: 1.241e-02, eta: 12:17:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 0.6039, loss: 0.6039 +2023-12-24 03:12:16,875 - pyskl - INFO - Epoch [76][1000/2506] lr: 1.240e-02, eta: 12:17:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 0.7718, loss: 0.7718 +2023-12-24 03:12:39,604 - pyskl - INFO - Epoch [76][1100/2506] lr: 1.239e-02, eta: 12:17:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 0.7029, loss: 0.7029 +2023-12-24 03:13:02,301 - pyskl - INFO - Epoch [76][1200/2506] lr: 1.237e-02, eta: 12:16:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9850, loss_cls: 0.7905, loss: 0.7905 +2023-12-24 03:13:24,950 - pyskl - INFO - Epoch [76][1300/2506] lr: 1.236e-02, eta: 12:16:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 0.7504, loss: 0.7504 +2023-12-24 03:13:47,593 - pyskl - INFO - Epoch [76][1400/2506] lr: 1.235e-02, eta: 12:15:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9856, loss_cls: 0.7464, loss: 0.7464 +2023-12-24 03:14:10,249 - pyskl - INFO - Epoch [76][1500/2506] lr: 1.234e-02, eta: 12:15:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 0.7773, loss: 0.7773 +2023-12-24 03:14:32,902 - pyskl - INFO - Epoch [76][1600/2506] lr: 1.233e-02, eta: 12:15:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 0.8162, loss: 0.8162 +2023-12-24 03:14:55,585 - pyskl - INFO - Epoch [76][1700/2506] lr: 1.232e-02, eta: 12:14:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 0.7367, loss: 0.7367 +2023-12-24 03:15:18,323 - pyskl - INFO - Epoch [76][1800/2506] lr: 1.231e-02, eta: 12:14:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 0.7948, loss: 0.7948 +2023-12-24 03:15:40,971 - pyskl - INFO - Epoch [76][1900/2506] lr: 1.230e-02, eta: 12:13:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9881, loss_cls: 0.7128, loss: 0.7128 +2023-12-24 03:16:03,633 - pyskl - INFO - Epoch [76][2000/2506] lr: 1.229e-02, eta: 12:13:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 0.7191, loss: 0.7191 +2023-12-24 03:16:26,306 - pyskl - INFO - Epoch [76][2100/2506] lr: 1.228e-02, eta: 12:13:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 0.7856, loss: 0.7856 +2023-12-24 03:16:48,895 - pyskl - INFO - Epoch [76][2200/2506] lr: 1.227e-02, eta: 12:12:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 0.7891, loss: 0.7891 +2023-12-24 03:17:11,481 - pyskl - INFO - Epoch [76][2300/2506] lr: 1.226e-02, eta: 12:12:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9800, loss_cls: 0.8502, loss: 0.8502 +2023-12-24 03:17:34,104 - pyskl - INFO - Epoch [76][2400/2506] lr: 1.225e-02, eta: 12:11:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 0.7790, loss: 0.7790 +2023-12-24 03:17:56,766 - pyskl - INFO - Epoch [76][2500/2506] lr: 1.224e-02, eta: 12:11:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9800, loss_cls: 0.7245, loss: 0.7245 +2023-12-24 03:17:58,657 - pyskl - INFO - Saving checkpoint at 76 epochs +2023-12-24 03:19:18,357 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 03:19:18,426 - pyskl - INFO - +top1_acc 0.7257 +top5_acc 0.9364 +2023-12-24 03:19:18,429 - pyskl - INFO - Epoch(val) [76][1031] top1_acc: 0.7257, top5_acc: 0.9364 +2023-12-24 03:20:00,339 - pyskl - INFO - Epoch [77][100/2506] lr: 1.223e-02, eta: 12:11:16, time: 0.419, data_time: 0.193, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9819, loss_cls: 0.6724, loss: 0.6724 +2023-12-24 03:20:22,929 - pyskl - INFO - Epoch [77][200/2506] lr: 1.222e-02, eta: 12:10:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9838, loss_cls: 0.7383, loss: 0.7383 +2023-12-24 03:20:45,516 - pyskl - INFO - Epoch [77][300/2506] lr: 1.221e-02, eta: 12:10:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9794, loss_cls: 0.6775, loss: 0.6775 +2023-12-24 03:21:08,103 - pyskl - INFO - Epoch [77][400/2506] lr: 1.220e-02, eta: 12:10:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 0.6908, loss: 0.6908 +2023-12-24 03:21:30,763 - pyskl - INFO - Epoch [77][500/2506] lr: 1.219e-02, eta: 12:09:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 0.6327, loss: 0.6327 +2023-12-24 03:21:53,383 - pyskl - INFO - Epoch [77][600/2506] lr: 1.218e-02, eta: 12:09:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 0.7326, loss: 0.7326 +2023-12-24 03:22:16,035 - pyskl - INFO - Epoch [77][700/2506] lr: 1.217e-02, eta: 12:08:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 0.7196, loss: 0.7196 +2023-12-24 03:22:38,705 - pyskl - INFO - Epoch [77][800/2506] lr: 1.215e-02, eta: 12:08:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 0.7582, loss: 0.7582 +2023-12-24 03:23:01,358 - pyskl - INFO - Epoch [77][900/2506] lr: 1.214e-02, eta: 12:07:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 0.7412, loss: 0.7412 +2023-12-24 03:23:23,925 - pyskl - INFO - Epoch [77][1000/2506] lr: 1.213e-02, eta: 12:07:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 0.7740, loss: 0.7740 +2023-12-24 03:23:46,563 - pyskl - INFO - Epoch [77][1100/2506] lr: 1.212e-02, eta: 12:07:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9894, loss_cls: 0.7465, loss: 0.7465 +2023-12-24 03:24:09,142 - pyskl - INFO - Epoch [77][1200/2506] lr: 1.211e-02, eta: 12:06:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 0.7382, loss: 0.7382 +2023-12-24 03:24:31,889 - pyskl - INFO - Epoch [77][1300/2506] lr: 1.210e-02, eta: 12:06:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 0.7530, loss: 0.7530 +2023-12-24 03:24:54,674 - pyskl - INFO - Epoch [77][1400/2506] lr: 1.209e-02, eta: 12:05:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 0.7394, loss: 0.7394 +2023-12-24 03:25:17,332 - pyskl - INFO - Epoch [77][1500/2506] lr: 1.208e-02, eta: 12:05:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 0.6803, loss: 0.6803 +2023-12-24 03:25:40,024 - pyskl - INFO - Epoch [77][1600/2506] lr: 1.207e-02, eta: 12:05:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 0.7539, loss: 0.7539 +2023-12-24 03:26:02,631 - pyskl - INFO - Epoch [77][1700/2506] lr: 1.206e-02, eta: 12:04:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 0.7435, loss: 0.7435 +2023-12-24 03:26:25,200 - pyskl - INFO - Epoch [77][1800/2506] lr: 1.205e-02, eta: 12:04:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9769, loss_cls: 0.7727, loss: 0.7727 +2023-12-24 03:26:47,743 - pyskl - INFO - Epoch [77][1900/2506] lr: 1.204e-02, eta: 12:03:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9844, loss_cls: 0.7503, loss: 0.7503 +2023-12-24 03:27:10,424 - pyskl - INFO - Epoch [77][2000/2506] lr: 1.203e-02, eta: 12:03:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 0.7246, loss: 0.7246 +2023-12-24 03:27:32,949 - pyskl - INFO - Epoch [77][2100/2506] lr: 1.202e-02, eta: 12:03:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 0.7586, loss: 0.7586 +2023-12-24 03:27:55,571 - pyskl - INFO - Epoch [77][2200/2506] lr: 1.201e-02, eta: 12:02:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9769, loss_cls: 0.7289, loss: 0.7289 +2023-12-24 03:28:18,170 - pyskl - INFO - Epoch [77][2300/2506] lr: 1.200e-02, eta: 12:02:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 0.7565, loss: 0.7565 +2023-12-24 03:28:40,751 - pyskl - INFO - Epoch [77][2400/2506] lr: 1.199e-02, eta: 12:01:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 0.7574, loss: 0.7574 +2023-12-24 03:29:03,412 - pyskl - INFO - Epoch [77][2500/2506] lr: 1.198e-02, eta: 12:01:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 0.7725, loss: 0.7725 +2023-12-24 03:29:05,347 - pyskl - INFO - Saving checkpoint at 77 epochs +2023-12-24 03:30:24,696 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 03:30:24,765 - pyskl - INFO - +top1_acc 0.7952 +top5_acc 0.9660 +2023-12-24 03:30:24,769 - pyskl - INFO - Epoch(val) [77][1031] top1_acc: 0.7952, top5_acc: 0.9660 +2023-12-24 03:31:06,727 - pyskl - INFO - Epoch [78][100/2506] lr: 1.197e-02, eta: 12:01:15, time: 0.420, data_time: 0.194, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 0.7720, loss: 0.7720 +2023-12-24 03:31:29,336 - pyskl - INFO - Epoch [78][200/2506] lr: 1.196e-02, eta: 12:00:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9875, loss_cls: 0.7047, loss: 0.7047 +2023-12-24 03:31:51,973 - pyskl - INFO - Epoch [78][300/2506] lr: 1.195e-02, eta: 12:00:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9906, loss_cls: 0.6270, loss: 0.6270 +2023-12-24 03:32:14,494 - pyskl - INFO - Epoch [78][400/2506] lr: 1.193e-02, eta: 12:00:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9875, loss_cls: 0.7037, loss: 0.7037 +2023-12-24 03:32:37,052 - pyskl - INFO - Epoch [78][500/2506] lr: 1.192e-02, eta: 11:59:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9781, loss_cls: 0.6835, loss: 0.6835 +2023-12-24 03:32:59,832 - pyskl - INFO - Epoch [78][600/2506] lr: 1.191e-02, eta: 11:59:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 0.7333, loss: 0.7333 +2023-12-24 03:33:22,418 - pyskl - INFO - Epoch [78][700/2506] lr: 1.190e-02, eta: 11:58:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9888, loss_cls: 0.6808, loss: 0.6808 +2023-12-24 03:33:45,066 - pyskl - INFO - Epoch [78][800/2506] lr: 1.189e-02, eta: 11:58:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9762, loss_cls: 0.7882, loss: 0.7882 +2023-12-24 03:34:07,617 - pyskl - INFO - Epoch [78][900/2506] lr: 1.188e-02, eta: 11:57:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 0.6962, loss: 0.6962 +2023-12-24 03:34:30,378 - pyskl - INFO - Epoch [78][1000/2506] lr: 1.187e-02, eta: 11:57:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 0.7753, loss: 0.7753 +2023-12-24 03:34:52,996 - pyskl - INFO - Epoch [78][1100/2506] lr: 1.186e-02, eta: 11:57:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 0.6884, loss: 0.6884 +2023-12-24 03:35:15,601 - pyskl - INFO - Epoch [78][1200/2506] lr: 1.185e-02, eta: 11:56:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 0.7191, loss: 0.7191 +2023-12-24 03:35:38,297 - pyskl - INFO - Epoch [78][1300/2506] lr: 1.184e-02, eta: 11:56:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 0.7676, loss: 0.7676 +2023-12-24 03:36:00,856 - pyskl - INFO - Epoch [78][1400/2506] lr: 1.183e-02, eta: 11:55:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 0.6348, loss: 0.6348 +2023-12-24 03:36:23,411 - pyskl - INFO - Epoch [78][1500/2506] lr: 1.182e-02, eta: 11:55:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 0.7645, loss: 0.7645 +2023-12-24 03:36:46,063 - pyskl - INFO - Epoch [78][1600/2506] lr: 1.181e-02, eta: 11:55:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 0.7468, loss: 0.7468 +2023-12-24 03:37:08,859 - pyskl - INFO - Epoch [78][1700/2506] lr: 1.180e-02, eta: 11:54:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9881, loss_cls: 0.7453, loss: 0.7453 +2023-12-24 03:37:31,444 - pyskl - INFO - Epoch [78][1800/2506] lr: 1.179e-02, eta: 11:54:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 0.6513, loss: 0.6513 +2023-12-24 03:37:54,087 - pyskl - INFO - Epoch [78][1900/2506] lr: 1.178e-02, eta: 11:53:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 0.6889, loss: 0.6889 +2023-12-24 03:38:16,641 - pyskl - INFO - Epoch [78][2000/2506] lr: 1.177e-02, eta: 11:53:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 0.6989, loss: 0.6989 +2023-12-24 03:38:39,225 - pyskl - INFO - Epoch [78][2100/2506] lr: 1.176e-02, eta: 11:53:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 0.7668, loss: 0.7668 +2023-12-24 03:39:01,753 - pyskl - INFO - Epoch [78][2200/2506] lr: 1.175e-02, eta: 11:52:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 0.6908, loss: 0.6908 +2023-12-24 03:39:24,345 - pyskl - INFO - Epoch [78][2300/2506] lr: 1.174e-02, eta: 11:52:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 0.7129, loss: 0.7129 +2023-12-24 03:39:46,983 - pyskl - INFO - Epoch [78][2400/2506] lr: 1.173e-02, eta: 11:51:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 0.7645, loss: 0.7645 +2023-12-24 03:40:09,630 - pyskl - INFO - Epoch [78][2500/2506] lr: 1.172e-02, eta: 11:51:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9881, loss_cls: 0.7316, loss: 0.7316 +2023-12-24 03:40:11,486 - pyskl - INFO - Saving checkpoint at 78 epochs +2023-12-24 03:41:30,872 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 03:41:30,942 - pyskl - INFO - +top1_acc 0.8046 +top5_acc 0.9662 +2023-12-24 03:41:30,946 - pyskl - INFO - Epoch(val) [78][1031] top1_acc: 0.8046, top5_acc: 0.9662 +2023-12-24 03:42:12,883 - pyskl - INFO - Epoch [79][100/2506] lr: 1.170e-02, eta: 11:51:14, time: 0.419, data_time: 0.193, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 0.6158, loss: 0.6158 +2023-12-24 03:42:35,581 - pyskl - INFO - Epoch [79][200/2506] lr: 1.169e-02, eta: 11:50:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9894, loss_cls: 0.6620, loss: 0.6620 +2023-12-24 03:42:58,231 - pyskl - INFO - Epoch [79][300/2506] lr: 1.168e-02, eta: 11:50:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 0.6574, loss: 0.6574 +2023-12-24 03:43:20,806 - pyskl - INFO - Epoch [79][400/2506] lr: 1.167e-02, eta: 11:50:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 0.6863, loss: 0.6863 +2023-12-24 03:43:43,420 - pyskl - INFO - Epoch [79][500/2506] lr: 1.166e-02, eta: 11:49:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9894, loss_cls: 0.6543, loss: 0.6543 +2023-12-24 03:44:05,980 - pyskl - INFO - Epoch [79][600/2506] lr: 1.165e-02, eta: 11:49:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 0.6830, loss: 0.6830 +2023-12-24 03:44:28,543 - pyskl - INFO - Epoch [79][700/2506] lr: 1.164e-02, eta: 11:48:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 0.6134, loss: 0.6134 +2023-12-24 03:44:51,139 - pyskl - INFO - Epoch [79][800/2506] lr: 1.163e-02, eta: 11:48:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9894, loss_cls: 0.6844, loss: 0.6844 +2023-12-24 03:45:13,720 - pyskl - INFO - Epoch [79][900/2506] lr: 1.162e-02, eta: 11:47:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 0.5880, loss: 0.5880 +2023-12-24 03:45:36,401 - pyskl - INFO - Epoch [79][1000/2506] lr: 1.161e-02, eta: 11:47:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9856, loss_cls: 0.7501, loss: 0.7501 +2023-12-24 03:45:59,106 - pyskl - INFO - Epoch [79][1100/2506] lr: 1.160e-02, eta: 11:47:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9869, loss_cls: 0.7361, loss: 0.7361 +2023-12-24 03:46:21,903 - pyskl - INFO - Epoch [79][1200/2506] lr: 1.159e-02, eta: 11:46:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 0.6967, loss: 0.6967 +2023-12-24 03:46:44,580 - pyskl - INFO - Epoch [79][1300/2506] lr: 1.158e-02, eta: 11:46:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 0.7225, loss: 0.7225 +2023-12-24 03:47:07,213 - pyskl - INFO - Epoch [79][1400/2506] lr: 1.157e-02, eta: 11:45:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 0.6840, loss: 0.6840 +2023-12-24 03:47:29,890 - pyskl - INFO - Epoch [79][1500/2506] lr: 1.156e-02, eta: 11:45:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 0.7153, loss: 0.7153 +2023-12-24 03:47:52,614 - pyskl - INFO - Epoch [79][1600/2506] lr: 1.155e-02, eta: 11:45:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 0.8424, loss: 0.8424 +2023-12-24 03:48:15,379 - pyskl - INFO - Epoch [79][1700/2506] lr: 1.154e-02, eta: 11:44:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 0.7749, loss: 0.7749 +2023-12-24 03:48:38,049 - pyskl - INFO - Epoch [79][1800/2506] lr: 1.153e-02, eta: 11:44:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 0.7128, loss: 0.7128 +2023-12-24 03:49:00,679 - pyskl - INFO - Epoch [79][1900/2506] lr: 1.152e-02, eta: 11:43:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9856, loss_cls: 0.7311, loss: 0.7311 +2023-12-24 03:49:23,377 - pyskl - INFO - Epoch [79][2000/2506] lr: 1.151e-02, eta: 11:43:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 0.7386, loss: 0.7386 +2023-12-24 03:49:46,107 - pyskl - INFO - Epoch [79][2100/2506] lr: 1.150e-02, eta: 11:43:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9800, loss_cls: 0.6936, loss: 0.6936 +2023-12-24 03:50:08,713 - pyskl - INFO - Epoch [79][2200/2506] lr: 1.149e-02, eta: 11:42:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 0.7560, loss: 0.7560 +2023-12-24 03:50:31,514 - pyskl - INFO - Epoch [79][2300/2506] lr: 1.148e-02, eta: 11:42:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9775, loss_cls: 0.7262, loss: 0.7262 +2023-12-24 03:50:54,234 - pyskl - INFO - Epoch [79][2400/2506] lr: 1.147e-02, eta: 11:41:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 0.7156, loss: 0.7156 +2023-12-24 03:51:16,952 - pyskl - INFO - Epoch [79][2500/2506] lr: 1.145e-02, eta: 11:41:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 0.7722, loss: 0.7722 +2023-12-24 03:51:18,789 - pyskl - INFO - Saving checkpoint at 79 epochs +2023-12-24 03:52:38,056 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 03:52:38,126 - pyskl - INFO - +top1_acc 0.7903 +top5_acc 0.9626 +2023-12-24 03:52:38,130 - pyskl - INFO - Epoch(val) [79][1031] top1_acc: 0.7903, top5_acc: 0.9626 +2023-12-24 03:53:20,113 - pyskl - INFO - Epoch [80][100/2506] lr: 1.144e-02, eta: 11:41:15, time: 0.420, data_time: 0.194, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 0.6922, loss: 0.6922 +2023-12-24 03:53:42,751 - pyskl - INFO - Epoch [80][200/2506] lr: 1.143e-02, eta: 11:40:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 0.6652, loss: 0.6652 +2023-12-24 03:54:05,400 - pyskl - INFO - Epoch [80][300/2506] lr: 1.142e-02, eta: 11:40:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 0.6765, loss: 0.6765 +2023-12-24 03:54:28,119 - pyskl - INFO - Epoch [80][400/2506] lr: 1.141e-02, eta: 11:40:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9825, loss_cls: 0.6468, loss: 0.6468 +2023-12-24 03:54:50,839 - pyskl - INFO - Epoch [80][500/2506] lr: 1.140e-02, eta: 11:39:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 0.6770, loss: 0.6770 +2023-12-24 03:55:13,534 - pyskl - INFO - Epoch [80][600/2506] lr: 1.139e-02, eta: 11:39:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 0.6707, loss: 0.6707 +2023-12-24 03:55:36,199 - pyskl - INFO - Epoch [80][700/2506] lr: 1.138e-02, eta: 11:38:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9888, loss_cls: 0.6712, loss: 0.6712 +2023-12-24 03:55:58,773 - pyskl - INFO - Epoch [80][800/2506] lr: 1.137e-02, eta: 11:38:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 0.7532, loss: 0.7532 +2023-12-24 03:56:21,482 - pyskl - INFO - Epoch [80][900/2506] lr: 1.136e-02, eta: 11:37:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 0.7646, loss: 0.7646 +2023-12-24 03:56:44,085 - pyskl - INFO - Epoch [80][1000/2506] lr: 1.135e-02, eta: 11:37:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 0.6663, loss: 0.6663 +2023-12-24 03:57:06,586 - pyskl - INFO - Epoch [80][1100/2506] lr: 1.134e-02, eta: 11:37:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 0.7745, loss: 0.7745 +2023-12-24 03:57:29,272 - pyskl - INFO - Epoch [80][1200/2506] lr: 1.133e-02, eta: 11:36:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9850, loss_cls: 0.7186, loss: 0.7186 +2023-12-24 03:57:51,945 - pyskl - INFO - Epoch [80][1300/2506] lr: 1.132e-02, eta: 11:36:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 0.6455, loss: 0.6455 +2023-12-24 03:58:14,616 - pyskl - INFO - Epoch [80][1400/2506] lr: 1.131e-02, eta: 11:35:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9875, loss_cls: 0.6988, loss: 0.6988 +2023-12-24 03:58:37,276 - pyskl - INFO - Epoch [80][1500/2506] lr: 1.130e-02, eta: 11:35:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 0.7134, loss: 0.7134 +2023-12-24 03:58:59,961 - pyskl - INFO - Epoch [80][1600/2506] lr: 1.129e-02, eta: 11:35:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 0.7170, loss: 0.7170 +2023-12-24 03:59:22,626 - pyskl - INFO - Epoch [80][1700/2506] lr: 1.128e-02, eta: 11:34:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9794, loss_cls: 0.6951, loss: 0.6951 +2023-12-24 03:59:45,323 - pyskl - INFO - Epoch [80][1800/2506] lr: 1.127e-02, eta: 11:34:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 0.7179, loss: 0.7179 +2023-12-24 04:00:07,974 - pyskl - INFO - Epoch [80][1900/2506] lr: 1.126e-02, eta: 11:33:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 0.6562, loss: 0.6562 +2023-12-24 04:00:30,536 - pyskl - INFO - Epoch [80][2000/2506] lr: 1.125e-02, eta: 11:33:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9875, loss_cls: 0.6870, loss: 0.6870 +2023-12-24 04:00:53,141 - pyskl - INFO - Epoch [80][2100/2506] lr: 1.124e-02, eta: 11:33:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 0.7618, loss: 0.7618 +2023-12-24 04:01:15,732 - pyskl - INFO - Epoch [80][2200/2506] lr: 1.123e-02, eta: 11:32:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 0.6785, loss: 0.6785 +2023-12-24 04:01:38,371 - pyskl - INFO - Epoch [80][2300/2506] lr: 1.121e-02, eta: 11:32:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 0.6970, loss: 0.6970 +2023-12-24 04:02:00,978 - pyskl - INFO - Epoch [80][2400/2506] lr: 1.120e-02, eta: 11:31:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 0.8013, loss: 0.8013 +2023-12-24 04:02:23,730 - pyskl - INFO - Epoch [80][2500/2506] lr: 1.119e-02, eta: 11:31:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 0.6665, loss: 0.6665 +2023-12-24 04:02:25,589 - pyskl - INFO - Saving checkpoint at 80 epochs +2023-12-24 04:03:45,087 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 04:03:45,162 - pyskl - INFO - +top1_acc 0.7390 +top5_acc 0.9366 +2023-12-24 04:03:45,168 - pyskl - INFO - Epoch(val) [80][1031] top1_acc: 0.7390, top5_acc: 0.9366 +2023-12-24 04:04:27,013 - pyskl - INFO - Epoch [81][100/2506] lr: 1.118e-02, eta: 11:31:15, time: 0.418, data_time: 0.192, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 0.6503, loss: 0.6503 +2023-12-24 04:04:49,598 - pyskl - INFO - Epoch [81][200/2506] lr: 1.117e-02, eta: 11:30:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 0.6821, loss: 0.6821 +2023-12-24 04:05:12,097 - pyskl - INFO - Epoch [81][300/2506] lr: 1.116e-02, eta: 11:30:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 0.6494, loss: 0.6494 +2023-12-24 04:05:34,640 - pyskl - INFO - Epoch [81][400/2506] lr: 1.115e-02, eta: 11:30:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9888, loss_cls: 0.6363, loss: 0.6363 +2023-12-24 04:05:57,202 - pyskl - INFO - Epoch [81][500/2506] lr: 1.114e-02, eta: 11:29:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 0.6407, loss: 0.6407 +2023-12-24 04:06:19,770 - pyskl - INFO - Epoch [81][600/2506] lr: 1.113e-02, eta: 11:29:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9900, loss_cls: 0.6687, loss: 0.6687 +2023-12-24 04:06:42,269 - pyskl - INFO - Epoch [81][700/2506] lr: 1.112e-02, eta: 11:28:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 0.6854, loss: 0.6854 +2023-12-24 04:07:04,965 - pyskl - INFO - Epoch [81][800/2506] lr: 1.111e-02, eta: 11:28:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 0.6298, loss: 0.6298 +2023-12-24 04:07:27,529 - pyskl - INFO - Epoch [81][900/2506] lr: 1.110e-02, eta: 11:27:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 0.7136, loss: 0.7136 +2023-12-24 04:07:50,286 - pyskl - INFO - Epoch [81][1000/2506] lr: 1.109e-02, eta: 11:27:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 0.6641, loss: 0.6641 +2023-12-24 04:08:12,917 - pyskl - INFO - Epoch [81][1100/2506] lr: 1.108e-02, eta: 11:27:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 0.7092, loss: 0.7092 +2023-12-24 04:08:35,587 - pyskl - INFO - Epoch [81][1200/2506] lr: 1.107e-02, eta: 11:26:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 0.6560, loss: 0.6560 +2023-12-24 04:08:58,330 - pyskl - INFO - Epoch [81][1300/2506] lr: 1.106e-02, eta: 11:26:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 0.6104, loss: 0.6104 +2023-12-24 04:09:20,990 - pyskl - INFO - Epoch [81][1400/2506] lr: 1.105e-02, eta: 11:25:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9825, loss_cls: 0.6335, loss: 0.6335 +2023-12-24 04:09:43,784 - pyskl - INFO - Epoch [81][1500/2506] lr: 1.104e-02, eta: 11:25:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9850, loss_cls: 0.7598, loss: 0.7598 +2023-12-24 04:10:06,367 - pyskl - INFO - Epoch [81][1600/2506] lr: 1.103e-02, eta: 11:25:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 0.6934, loss: 0.6934 +2023-12-24 04:10:29,007 - pyskl - INFO - Epoch [81][1700/2506] lr: 1.102e-02, eta: 11:24:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 0.6721, loss: 0.6721 +2023-12-24 04:10:51,678 - pyskl - INFO - Epoch [81][1800/2506] lr: 1.101e-02, eta: 11:24:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 0.7125, loss: 0.7125 +2023-12-24 04:11:14,269 - pyskl - INFO - Epoch [81][1900/2506] lr: 1.100e-02, eta: 11:23:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 0.7019, loss: 0.7019 +2023-12-24 04:11:36,865 - pyskl - INFO - Epoch [81][2000/2506] lr: 1.099e-02, eta: 11:23:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 0.6804, loss: 0.6804 +2023-12-24 04:11:59,423 - pyskl - INFO - Epoch [81][2100/2506] lr: 1.098e-02, eta: 11:23:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 0.7601, loss: 0.7601 +2023-12-24 04:12:22,061 - pyskl - INFO - Epoch [81][2200/2506] lr: 1.097e-02, eta: 11:22:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 0.6322, loss: 0.6322 +2023-12-24 04:12:44,818 - pyskl - INFO - Epoch [81][2300/2506] lr: 1.095e-02, eta: 11:22:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9831, loss_cls: 0.7854, loss: 0.7854 +2023-12-24 04:13:07,499 - pyskl - INFO - Epoch [81][2400/2506] lr: 1.094e-02, eta: 11:21:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 0.7335, loss: 0.7335 +2023-12-24 04:13:30,064 - pyskl - INFO - Epoch [81][2500/2506] lr: 1.093e-02, eta: 11:21:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 0.7103, loss: 0.7103 +2023-12-24 04:13:32,071 - pyskl - INFO - Saving checkpoint at 81 epochs +2023-12-24 04:14:51,810 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 04:14:51,881 - pyskl - INFO - +top1_acc 0.6734 +top5_acc 0.9221 +2023-12-24 04:14:51,885 - pyskl - INFO - Epoch(val) [81][1031] top1_acc: 0.6734, top5_acc: 0.9221 +2023-12-24 04:15:33,715 - pyskl - INFO - Epoch [82][100/2506] lr: 1.092e-02, eta: 11:21:15, time: 0.418, data_time: 0.192, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9912, loss_cls: 0.5692, loss: 0.5692 +2023-12-24 04:15:56,307 - pyskl - INFO - Epoch [82][200/2506] lr: 1.091e-02, eta: 11:20:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 0.5712, loss: 0.5712 +2023-12-24 04:16:18,898 - pyskl - INFO - Epoch [82][300/2506] lr: 1.090e-02, eta: 11:20:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 0.6746, loss: 0.6746 +2023-12-24 04:16:41,442 - pyskl - INFO - Epoch [82][400/2506] lr: 1.089e-02, eta: 11:20:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9906, loss_cls: 0.6070, loss: 0.6070 +2023-12-24 04:17:04,110 - pyskl - INFO - Epoch [82][500/2506] lr: 1.088e-02, eta: 11:19:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 0.7049, loss: 0.7049 +2023-12-24 04:17:26,681 - pyskl - INFO - Epoch [82][600/2506] lr: 1.087e-02, eta: 11:19:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 0.6537, loss: 0.6537 +2023-12-24 04:17:49,336 - pyskl - INFO - Epoch [82][700/2506] lr: 1.086e-02, eta: 11:18:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 0.6698, loss: 0.6698 +2023-12-24 04:18:11,921 - pyskl - INFO - Epoch [82][800/2506] lr: 1.085e-02, eta: 11:18:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 0.5636, loss: 0.5636 +2023-12-24 04:18:34,599 - pyskl - INFO - Epoch [82][900/2506] lr: 1.084e-02, eta: 11:17:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 0.6072, loss: 0.6072 +2023-12-24 04:18:57,261 - pyskl - INFO - Epoch [82][1000/2506] lr: 1.083e-02, eta: 11:17:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9781, loss_cls: 0.7057, loss: 0.7057 +2023-12-24 04:19:19,939 - pyskl - INFO - Epoch [82][1100/2506] lr: 1.082e-02, eta: 11:17:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9869, loss_cls: 0.6862, loss: 0.6862 +2023-12-24 04:19:42,531 - pyskl - INFO - Epoch [82][1200/2506] lr: 1.081e-02, eta: 11:16:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9869, loss_cls: 0.6839, loss: 0.6839 +2023-12-24 04:20:05,113 - pyskl - INFO - Epoch [82][1300/2506] lr: 1.080e-02, eta: 11:16:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9756, loss_cls: 0.7623, loss: 0.7623 +2023-12-24 04:20:27,726 - pyskl - INFO - Epoch [82][1400/2506] lr: 1.079e-02, eta: 11:15:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 0.6975, loss: 0.6975 +2023-12-24 04:20:50,448 - pyskl - INFO - Epoch [82][1500/2506] lr: 1.078e-02, eta: 11:15:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 0.7727, loss: 0.7727 +2023-12-24 04:21:13,162 - pyskl - INFO - Epoch [82][1600/2506] lr: 1.077e-02, eta: 11:15:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 0.6807, loss: 0.6807 +2023-12-24 04:21:35,818 - pyskl - INFO - Epoch [82][1700/2506] lr: 1.076e-02, eta: 11:14:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 0.6931, loss: 0.6931 +2023-12-24 04:21:58,486 - pyskl - INFO - Epoch [82][1800/2506] lr: 1.075e-02, eta: 11:14:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 0.7019, loss: 0.7019 +2023-12-24 04:22:21,111 - pyskl - INFO - Epoch [82][1900/2506] lr: 1.074e-02, eta: 11:13:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 0.7217, loss: 0.7217 +2023-12-24 04:22:43,841 - pyskl - INFO - Epoch [82][2000/2506] lr: 1.073e-02, eta: 11:13:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 0.6438, loss: 0.6438 +2023-12-24 04:23:06,416 - pyskl - INFO - Epoch [82][2100/2506] lr: 1.072e-02, eta: 11:13:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9812, loss_cls: 0.7035, loss: 0.7035 +2023-12-24 04:23:29,183 - pyskl - INFO - Epoch [82][2200/2506] lr: 1.071e-02, eta: 11:12:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 0.7425, loss: 0.7425 +2023-12-24 04:23:51,920 - pyskl - INFO - Epoch [82][2300/2506] lr: 1.070e-02, eta: 11:12:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 0.6981, loss: 0.6981 +2023-12-24 04:24:14,584 - pyskl - INFO - Epoch [82][2400/2506] lr: 1.069e-02, eta: 11:11:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9794, loss_cls: 0.7181, loss: 0.7181 +2023-12-24 04:24:37,304 - pyskl - INFO - Epoch [82][2500/2506] lr: 1.067e-02, eta: 11:11:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 0.7262, loss: 0.7262 +2023-12-24 04:24:39,160 - pyskl - INFO - Saving checkpoint at 82 epochs +2023-12-24 04:25:58,545 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 04:25:58,616 - pyskl - INFO - +top1_acc 0.8101 +top5_acc 0.9694 +2023-12-24 04:25:58,621 - pyskl - INFO - Epoch(val) [82][1031] top1_acc: 0.8101, top5_acc: 0.9694 +2023-12-24 04:26:40,868 - pyskl - INFO - Epoch [83][100/2506] lr: 1.066e-02, eta: 11:11:17, time: 0.422, data_time: 0.197, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9900, loss_cls: 0.6516, loss: 0.6516 +2023-12-24 04:27:03,521 - pyskl - INFO - Epoch [83][200/2506] lr: 1.065e-02, eta: 11:10:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9831, loss_cls: 0.6021, loss: 0.6021 +2023-12-24 04:27:26,177 - pyskl - INFO - Epoch [83][300/2506] lr: 1.064e-02, eta: 11:10:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 0.6857, loss: 0.6857 +2023-12-24 04:27:48,775 - pyskl - INFO - Epoch [83][400/2506] lr: 1.063e-02, eta: 11:10:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 0.6633, loss: 0.6633 +2023-12-24 04:28:11,553 - pyskl - INFO - Epoch [83][500/2506] lr: 1.062e-02, eta: 11:09:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 0.6825, loss: 0.6825 +2023-12-24 04:28:34,284 - pyskl - INFO - Epoch [83][600/2506] lr: 1.061e-02, eta: 11:09:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 0.7268, loss: 0.7268 +2023-12-24 04:28:56,934 - pyskl - INFO - Epoch [83][700/2506] lr: 1.060e-02, eta: 11:08:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 0.6439, loss: 0.6439 +2023-12-24 04:29:19,661 - pyskl - INFO - Epoch [83][800/2506] lr: 1.059e-02, eta: 11:08:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9875, loss_cls: 0.6786, loss: 0.6786 +2023-12-24 04:29:42,351 - pyskl - INFO - Epoch [83][900/2506] lr: 1.058e-02, eta: 11:08:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 0.7492, loss: 0.7492 +2023-12-24 04:30:04,905 - pyskl - INFO - Epoch [83][1000/2506] lr: 1.057e-02, eta: 11:07:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 0.6034, loss: 0.6034 +2023-12-24 04:30:27,537 - pyskl - INFO - Epoch [83][1100/2506] lr: 1.056e-02, eta: 11:07:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9906, loss_cls: 0.6226, loss: 0.6226 +2023-12-24 04:30:50,131 - pyskl - INFO - Epoch [83][1200/2506] lr: 1.055e-02, eta: 11:06:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 0.6702, loss: 0.6702 +2023-12-24 04:31:12,831 - pyskl - INFO - Epoch [83][1300/2506] lr: 1.054e-02, eta: 11:06:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 0.6500, loss: 0.6500 +2023-12-24 04:31:35,545 - pyskl - INFO - Epoch [83][1400/2506] lr: 1.053e-02, eta: 11:05:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 0.7060, loss: 0.7060 +2023-12-24 04:31:58,082 - pyskl - INFO - Epoch [83][1500/2506] lr: 1.052e-02, eta: 11:05:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 0.6870, loss: 0.6870 +2023-12-24 04:32:20,724 - pyskl - INFO - Epoch [83][1600/2506] lr: 1.051e-02, eta: 11:05:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9888, loss_cls: 0.6607, loss: 0.6607 +2023-12-24 04:32:43,356 - pyskl - INFO - Epoch [83][1700/2506] lr: 1.050e-02, eta: 11:04:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 0.6376, loss: 0.6376 +2023-12-24 04:33:05,927 - pyskl - INFO - Epoch [83][1800/2506] lr: 1.049e-02, eta: 11:04:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 0.7540, loss: 0.7540 +2023-12-24 04:33:28,631 - pyskl - INFO - Epoch [83][1900/2506] lr: 1.048e-02, eta: 11:03:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 0.6623, loss: 0.6623 +2023-12-24 04:33:51,376 - pyskl - INFO - Epoch [83][2000/2506] lr: 1.047e-02, eta: 11:03:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9919, loss_cls: 0.6027, loss: 0.6027 +2023-12-24 04:34:14,029 - pyskl - INFO - Epoch [83][2100/2506] lr: 1.046e-02, eta: 11:03:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 0.7210, loss: 0.7210 +2023-12-24 04:34:36,737 - pyskl - INFO - Epoch [83][2200/2506] lr: 1.045e-02, eta: 11:02:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 0.7104, loss: 0.7104 +2023-12-24 04:34:59,440 - pyskl - INFO - Epoch [83][2300/2506] lr: 1.044e-02, eta: 11:02:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 0.6299, loss: 0.6299 +2023-12-24 04:35:22,119 - pyskl - INFO - Epoch [83][2400/2506] lr: 1.043e-02, eta: 11:01:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 0.7435, loss: 0.7435 +2023-12-24 04:35:44,709 - pyskl - INFO - Epoch [83][2500/2506] lr: 1.042e-02, eta: 11:01:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9869, loss_cls: 0.7183, loss: 0.7183 +2023-12-24 04:35:46,619 - pyskl - INFO - Saving checkpoint at 83 epochs +2023-12-24 04:37:06,001 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 04:37:06,073 - pyskl - INFO - +top1_acc 0.7978 +top5_acc 0.9648 +2023-12-24 04:37:06,077 - pyskl - INFO - Epoch(val) [83][1031] top1_acc: 0.7978, top5_acc: 0.9648 +2023-12-24 04:37:48,111 - pyskl - INFO - Epoch [84][100/2506] lr: 1.041e-02, eta: 11:01:19, time: 0.420, data_time: 0.190, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9912, loss_cls: 0.5657, loss: 0.5657 +2023-12-24 04:38:11,013 - pyskl - INFO - Epoch [84][200/2506] lr: 1.039e-02, eta: 11:00:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 0.5413, loss: 0.5413 +2023-12-24 04:38:33,946 - pyskl - INFO - Epoch [84][300/2506] lr: 1.038e-02, eta: 11:00:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 0.6783, loss: 0.6783 +2023-12-24 04:38:56,851 - pyskl - INFO - Epoch [84][400/2506] lr: 1.037e-02, eta: 11:00:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 0.5791, loss: 0.5791 +2023-12-24 04:39:19,797 - pyskl - INFO - Epoch [84][500/2506] lr: 1.036e-02, eta: 10:59:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 0.5347, loss: 0.5347 +2023-12-24 04:39:42,675 - pyskl - INFO - Epoch [84][600/2506] lr: 1.035e-02, eta: 10:59:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9900, loss_cls: 0.6323, loss: 0.6323 +2023-12-24 04:40:05,707 - pyskl - INFO - Epoch [84][700/2506] lr: 1.034e-02, eta: 10:58:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9900, loss_cls: 0.6599, loss: 0.6599 +2023-12-24 04:40:28,758 - pyskl - INFO - Epoch [84][800/2506] lr: 1.033e-02, eta: 10:58:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 0.6355, loss: 0.6355 +2023-12-24 04:40:51,798 - pyskl - INFO - Epoch [84][900/2506] lr: 1.032e-02, eta: 10:58:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 0.6517, loss: 0.6517 +2023-12-24 04:41:14,839 - pyskl - INFO - Epoch [84][1000/2506] lr: 1.031e-02, eta: 10:57:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 0.6494, loss: 0.6494 +2023-12-24 04:41:37,873 - pyskl - INFO - Epoch [84][1100/2506] lr: 1.030e-02, eta: 10:57:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9894, loss_cls: 0.6636, loss: 0.6636 +2023-12-24 04:42:00,828 - pyskl - INFO - Epoch [84][1200/2506] lr: 1.029e-02, eta: 10:56:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9900, loss_cls: 0.6516, loss: 0.6516 +2023-12-24 04:42:23,864 - pyskl - INFO - Epoch [84][1300/2506] lr: 1.028e-02, eta: 10:56:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9888, loss_cls: 0.6453, loss: 0.6453 +2023-12-24 04:42:46,742 - pyskl - INFO - Epoch [84][1400/2506] lr: 1.027e-02, eta: 10:56:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 0.7080, loss: 0.7080 +2023-12-24 04:43:09,616 - pyskl - INFO - Epoch [84][1500/2506] lr: 1.026e-02, eta: 10:55:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9862, loss_cls: 0.6888, loss: 0.6888 +2023-12-24 04:43:32,597 - pyskl - INFO - Epoch [84][1600/2506] lr: 1.025e-02, eta: 10:55:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 0.7195, loss: 0.7195 +2023-12-24 04:43:55,539 - pyskl - INFO - Epoch [84][1700/2506] lr: 1.024e-02, eta: 10:54:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 0.6839, loss: 0.6839 +2023-12-24 04:44:18,413 - pyskl - INFO - Epoch [84][1800/2506] lr: 1.023e-02, eta: 10:54:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 0.6775, loss: 0.6775 +2023-12-24 04:44:41,314 - pyskl - INFO - Epoch [84][1900/2506] lr: 1.022e-02, eta: 10:54:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9819, loss_cls: 0.6053, loss: 0.6053 +2023-12-24 04:45:04,192 - pyskl - INFO - Epoch [84][2000/2506] lr: 1.021e-02, eta: 10:53:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 0.6969, loss: 0.6969 +2023-12-24 04:45:27,199 - pyskl - INFO - Epoch [84][2100/2506] lr: 1.020e-02, eta: 10:53:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 0.7112, loss: 0.7112 +2023-12-24 04:45:50,179 - pyskl - INFO - Epoch [84][2200/2506] lr: 1.019e-02, eta: 10:52:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9869, loss_cls: 0.7199, loss: 0.7199 +2023-12-24 04:46:13,063 - pyskl - INFO - Epoch [84][2300/2506] lr: 1.018e-02, eta: 10:52:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 0.7120, loss: 0.7120 +2023-12-24 04:46:35,932 - pyskl - INFO - Epoch [84][2400/2506] lr: 1.017e-02, eta: 10:52:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 0.6625, loss: 0.6625 +2023-12-24 04:46:58,831 - pyskl - INFO - Epoch [84][2500/2506] lr: 1.016e-02, eta: 10:51:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 0.6892, loss: 0.6892 +2023-12-24 04:47:00,821 - pyskl - INFO - Saving checkpoint at 84 epochs +2023-12-24 04:48:20,136 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 04:48:20,210 - pyskl - INFO - +top1_acc 0.8008 +top5_acc 0.9700 +2023-12-24 04:48:20,213 - pyskl - INFO - Epoch(val) [84][1031] top1_acc: 0.8008, top5_acc: 0.9700 +2023-12-24 04:49:02,236 - pyskl - INFO - Epoch [85][100/2506] lr: 1.015e-02, eta: 10:51:26, time: 0.420, data_time: 0.193, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9881, loss_cls: 0.6539, loss: 0.6539 +2023-12-24 04:49:24,833 - pyskl - INFO - Epoch [85][200/2506] lr: 1.014e-02, eta: 10:51:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9881, loss_cls: 0.7029, loss: 0.7029 +2023-12-24 04:49:47,400 - pyskl - INFO - Epoch [85][300/2506] lr: 1.013e-02, eta: 10:50:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 0.5814, loss: 0.5814 +2023-12-24 04:50:09,974 - pyskl - INFO - Epoch [85][400/2506] lr: 1.012e-02, eta: 10:50:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 0.6509, loss: 0.6509 +2023-12-24 04:50:32,470 - pyskl - INFO - Epoch [85][500/2506] lr: 1.011e-02, eta: 10:49:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 0.6428, loss: 0.6428 +2023-12-24 04:50:55,069 - pyskl - INFO - Epoch [85][600/2506] lr: 1.010e-02, eta: 10:49:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 0.6540, loss: 0.6540 +2023-12-24 04:51:17,629 - pyskl - INFO - Epoch [85][700/2506] lr: 1.009e-02, eta: 10:48:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 0.6382, loss: 0.6382 +2023-12-24 04:51:40,259 - pyskl - INFO - Epoch [85][800/2506] lr: 1.008e-02, eta: 10:48:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 0.6214, loss: 0.6214 +2023-12-24 04:52:02,988 - pyskl - INFO - Epoch [85][900/2506] lr: 1.007e-02, eta: 10:48:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 0.5675, loss: 0.5675 +2023-12-24 04:52:25,604 - pyskl - INFO - Epoch [85][1000/2506] lr: 1.006e-02, eta: 10:47:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 0.6325, loss: 0.6325 +2023-12-24 04:52:48,245 - pyskl - INFO - Epoch [85][1100/2506] lr: 1.005e-02, eta: 10:47:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 0.5610, loss: 0.5610 +2023-12-24 04:53:11,081 - pyskl - INFO - Epoch [85][1200/2506] lr: 1.003e-02, eta: 10:46:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9894, loss_cls: 0.6312, loss: 0.6312 +2023-12-24 04:53:33,725 - pyskl - INFO - Epoch [85][1300/2506] lr: 1.002e-02, eta: 10:46:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 0.6483, loss: 0.6483 +2023-12-24 04:53:56,326 - pyskl - INFO - Epoch [85][1400/2506] lr: 1.001e-02, eta: 10:46:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 0.6828, loss: 0.6828 +2023-12-24 04:54:18,988 - pyskl - INFO - Epoch [85][1500/2506] lr: 1.000e-02, eta: 10:45:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 0.6136, loss: 0.6136 +2023-12-24 04:54:41,641 - pyskl - INFO - Epoch [85][1600/2506] lr: 9.994e-03, eta: 10:45:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 0.6825, loss: 0.6825 +2023-12-24 04:55:04,184 - pyskl - INFO - Epoch [85][1700/2506] lr: 9.984e-03, eta: 10:44:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9794, loss_cls: 0.6546, loss: 0.6546 +2023-12-24 04:55:26,831 - pyskl - INFO - Epoch [85][1800/2506] lr: 9.973e-03, eta: 10:44:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9856, loss_cls: 0.7045, loss: 0.7045 +2023-12-24 04:55:49,401 - pyskl - INFO - Epoch [85][1900/2506] lr: 9.963e-03, eta: 10:44:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9819, loss_cls: 0.5990, loss: 0.5990 +2023-12-24 04:56:11,928 - pyskl - INFO - Epoch [85][2000/2506] lr: 9.953e-03, eta: 10:43:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 0.6436, loss: 0.6436 +2023-12-24 04:56:34,552 - pyskl - INFO - Epoch [85][2100/2506] lr: 9.943e-03, eta: 10:43:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 0.7342, loss: 0.7342 +2023-12-24 04:56:57,074 - pyskl - INFO - Epoch [85][2200/2506] lr: 9.932e-03, eta: 10:42:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 0.6522, loss: 0.6522 +2023-12-24 04:57:19,730 - pyskl - INFO - Epoch [85][2300/2506] lr: 9.922e-03, eta: 10:42:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 0.6499, loss: 0.6499 +2023-12-24 04:57:42,520 - pyskl - INFO - Epoch [85][2400/2506] lr: 9.912e-03, eta: 10:42:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 0.6536, loss: 0.6536 +2023-12-24 04:58:05,178 - pyskl - INFO - Epoch [85][2500/2506] lr: 9.902e-03, eta: 10:41:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 0.7232, loss: 0.7232 +2023-12-24 04:58:06,983 - pyskl - INFO - Saving checkpoint at 85 epochs +2023-12-24 04:59:26,676 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 04:59:26,746 - pyskl - INFO - +top1_acc 0.8159 +top5_acc 0.9677 +2023-12-24 04:59:26,750 - pyskl - INFO - Epoch(val) [85][1031] top1_acc: 0.8159, top5_acc: 0.9677 +2023-12-24 05:00:09,092 - pyskl - INFO - Epoch [86][100/2506] lr: 9.891e-03, eta: 10:41:28, time: 0.423, data_time: 0.197, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 0.6455, loss: 0.6455 +2023-12-24 05:00:31,791 - pyskl - INFO - Epoch [86][200/2506] lr: 9.881e-03, eta: 10:41:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 0.5720, loss: 0.5720 +2023-12-24 05:00:54,395 - pyskl - INFO - Epoch [86][300/2506] lr: 9.871e-03, eta: 10:40:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 0.6088, loss: 0.6088 +2023-12-24 05:01:17,092 - pyskl - INFO - Epoch [86][400/2506] lr: 9.860e-03, eta: 10:40:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 0.6152, loss: 0.6152 +2023-12-24 05:01:39,745 - pyskl - INFO - Epoch [86][500/2506] lr: 9.850e-03, eta: 10:39:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 0.5932, loss: 0.5932 +2023-12-24 05:02:02,450 - pyskl - INFO - Epoch [86][600/2506] lr: 9.840e-03, eta: 10:39:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 0.6344, loss: 0.6344 +2023-12-24 05:02:25,019 - pyskl - INFO - Epoch [86][700/2506] lr: 9.830e-03, eta: 10:39:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9894, loss_cls: 0.6445, loss: 0.6445 +2023-12-24 05:02:47,636 - pyskl - INFO - Epoch [86][800/2506] lr: 9.820e-03, eta: 10:38:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9888, loss_cls: 0.6529, loss: 0.6529 +2023-12-24 05:03:10,374 - pyskl - INFO - Epoch [86][900/2506] lr: 9.809e-03, eta: 10:38:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 0.6741, loss: 0.6741 +2023-12-24 05:03:33,109 - pyskl - INFO - Epoch [86][1000/2506] lr: 9.799e-03, eta: 10:37:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9900, loss_cls: 0.6033, loss: 0.6033 +2023-12-24 05:03:55,821 - pyskl - INFO - Epoch [86][1100/2506] lr: 9.789e-03, eta: 10:37:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9881, loss_cls: 0.6648, loss: 0.6648 +2023-12-24 05:04:18,453 - pyskl - INFO - Epoch [86][1200/2506] lr: 9.779e-03, eta: 10:37:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 0.6111, loss: 0.6111 +2023-12-24 05:04:41,031 - pyskl - INFO - Epoch [86][1300/2506] lr: 9.769e-03, eta: 10:36:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9862, loss_cls: 0.5836, loss: 0.5836 +2023-12-24 05:05:03,691 - pyskl - INFO - Epoch [86][1400/2506] lr: 9.758e-03, eta: 10:36:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 0.6821, loss: 0.6821 +2023-12-24 05:05:26,437 - pyskl - INFO - Epoch [86][1500/2506] lr: 9.748e-03, eta: 10:35:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 0.6584, loss: 0.6584 +2023-12-24 05:05:49,131 - pyskl - INFO - Epoch [86][1600/2506] lr: 9.738e-03, eta: 10:35:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 0.6824, loss: 0.6824 +2023-12-24 05:06:11,708 - pyskl - INFO - Epoch [86][1700/2506] lr: 9.728e-03, eta: 10:34:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 0.5753, loss: 0.5753 +2023-12-24 05:06:34,453 - pyskl - INFO - Epoch [86][1800/2506] lr: 9.718e-03, eta: 10:34:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 0.7222, loss: 0.7222 +2023-12-24 05:06:57,137 - pyskl - INFO - Epoch [86][1900/2506] lr: 9.707e-03, eta: 10:34:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 0.7082, loss: 0.7082 +2023-12-24 05:07:19,699 - pyskl - INFO - Epoch [86][2000/2506] lr: 9.697e-03, eta: 10:33:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 0.6641, loss: 0.6641 +2023-12-24 05:07:42,391 - pyskl - INFO - Epoch [86][2100/2506] lr: 9.687e-03, eta: 10:33:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 0.6914, loss: 0.6914 +2023-12-24 05:08:04,949 - pyskl - INFO - Epoch [86][2200/2506] lr: 9.677e-03, eta: 10:32:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 0.6827, loss: 0.6827 +2023-12-24 05:08:27,545 - pyskl - INFO - Epoch [86][2300/2506] lr: 9.667e-03, eta: 10:32:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 0.6362, loss: 0.6362 +2023-12-24 05:08:50,165 - pyskl - INFO - Epoch [86][2400/2506] lr: 9.656e-03, eta: 10:32:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 0.6124, loss: 0.6124 +2023-12-24 05:09:12,701 - pyskl - INFO - Epoch [86][2500/2506] lr: 9.646e-03, eta: 10:31:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 0.6494, loss: 0.6494 +2023-12-24 05:09:14,527 - pyskl - INFO - Saving checkpoint at 86 epochs +2023-12-24 05:10:34,124 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 05:10:34,198 - pyskl - INFO - +top1_acc 0.7940 +top5_acc 0.9650 +2023-12-24 05:10:34,203 - pyskl - INFO - Epoch(val) [86][1031] top1_acc: 0.7940, top5_acc: 0.9650 +2023-12-24 05:11:16,079 - pyskl - INFO - Epoch [87][100/2506] lr: 9.636e-03, eta: 10:31:30, time: 0.419, data_time: 0.192, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 0.5627, loss: 0.5627 +2023-12-24 05:11:38,659 - pyskl - INFO - Epoch [87][200/2506] lr: 9.625e-03, eta: 10:31:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 0.5137, loss: 0.5137 +2023-12-24 05:12:01,315 - pyskl - INFO - Epoch [87][300/2506] lr: 9.615e-03, eta: 10:30:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 0.5773, loss: 0.5773 +2023-12-24 05:12:23,839 - pyskl - INFO - Epoch [87][400/2506] lr: 9.605e-03, eta: 10:30:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 0.5562, loss: 0.5562 +2023-12-24 05:12:46,460 - pyskl - INFO - Epoch [87][500/2506] lr: 9.595e-03, eta: 10:29:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 0.5959, loss: 0.5959 +2023-12-24 05:13:09,195 - pyskl - INFO - Epoch [87][600/2506] lr: 9.585e-03, eta: 10:29:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9875, loss_cls: 0.6538, loss: 0.6538 +2023-12-24 05:13:31,714 - pyskl - INFO - Epoch [87][700/2506] lr: 9.575e-03, eta: 10:29:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9906, loss_cls: 0.5793, loss: 0.5793 +2023-12-24 05:13:54,312 - pyskl - INFO - Epoch [87][800/2506] lr: 9.564e-03, eta: 10:28:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 0.5426, loss: 0.5426 +2023-12-24 05:14:16,950 - pyskl - INFO - Epoch [87][900/2506] lr: 9.554e-03, eta: 10:28:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 0.6072, loss: 0.6072 +2023-12-24 05:14:39,633 - pyskl - INFO - Epoch [87][1000/2506] lr: 9.544e-03, eta: 10:27:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 0.6245, loss: 0.6245 +2023-12-24 05:15:02,270 - pyskl - INFO - Epoch [87][1100/2506] lr: 9.534e-03, eta: 10:27:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 0.5810, loss: 0.5810 +2023-12-24 05:15:24,886 - pyskl - INFO - Epoch [87][1200/2506] lr: 9.524e-03, eta: 10:27:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 0.6193, loss: 0.6193 +2023-12-24 05:15:47,539 - pyskl - INFO - Epoch [87][1300/2506] lr: 9.514e-03, eta: 10:26:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 0.6978, loss: 0.6978 +2023-12-24 05:16:10,165 - pyskl - INFO - Epoch [87][1400/2506] lr: 9.504e-03, eta: 10:26:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9831, loss_cls: 0.6355, loss: 0.6355 +2023-12-24 05:16:32,889 - pyskl - INFO - Epoch [87][1500/2506] lr: 9.493e-03, eta: 10:25:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9900, loss_cls: 0.6298, loss: 0.6298 +2023-12-24 05:16:55,496 - pyskl - INFO - Epoch [87][1600/2506] lr: 9.483e-03, eta: 10:25:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 0.6657, loss: 0.6657 +2023-12-24 05:17:18,152 - pyskl - INFO - Epoch [87][1700/2506] lr: 9.473e-03, eta: 10:25:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 0.7502, loss: 0.7502 +2023-12-24 05:17:40,825 - pyskl - INFO - Epoch [87][1800/2506] lr: 9.463e-03, eta: 10:24:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 0.6616, loss: 0.6616 +2023-12-24 05:18:03,359 - pyskl - INFO - Epoch [87][1900/2506] lr: 9.453e-03, eta: 10:24:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 0.6389, loss: 0.6389 +2023-12-24 05:18:26,096 - pyskl - INFO - Epoch [87][2000/2506] lr: 9.443e-03, eta: 10:23:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 0.5569, loss: 0.5569 +2023-12-24 05:18:48,693 - pyskl - INFO - Epoch [87][2100/2506] lr: 9.433e-03, eta: 10:23:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 0.6301, loss: 0.6301 +2023-12-24 05:19:11,341 - pyskl - INFO - Epoch [87][2200/2506] lr: 9.422e-03, eta: 10:22:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 0.6001, loss: 0.6001 +2023-12-24 05:19:34,046 - pyskl - INFO - Epoch [87][2300/2506] lr: 9.412e-03, eta: 10:22:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 0.5969, loss: 0.5969 +2023-12-24 05:19:56,684 - pyskl - INFO - Epoch [87][2400/2506] lr: 9.402e-03, eta: 10:22:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 0.6329, loss: 0.6329 +2023-12-24 05:20:19,318 - pyskl - INFO - Epoch [87][2500/2506] lr: 9.392e-03, eta: 10:21:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9881, loss_cls: 0.7012, loss: 0.7012 +2023-12-24 05:20:21,230 - pyskl - INFO - Saving checkpoint at 87 epochs +2023-12-24 05:21:40,967 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 05:21:41,037 - pyskl - INFO - +top1_acc 0.8088 +top5_acc 0.9668 +2023-12-24 05:21:41,041 - pyskl - INFO - Epoch(val) [87][1031] top1_acc: 0.8088, top5_acc: 0.9668 +2023-12-24 05:22:23,265 - pyskl - INFO - Epoch [88][100/2506] lr: 9.381e-03, eta: 10:21:33, time: 0.422, data_time: 0.196, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 0.5870, loss: 0.5870 +2023-12-24 05:22:45,866 - pyskl - INFO - Epoch [88][200/2506] lr: 9.371e-03, eta: 10:21:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 0.5703, loss: 0.5703 +2023-12-24 05:23:08,558 - pyskl - INFO - Epoch [88][300/2506] lr: 9.361e-03, eta: 10:20:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9900, loss_cls: 0.5822, loss: 0.5822 +2023-12-24 05:23:31,192 - pyskl - INFO - Epoch [88][400/2506] lr: 9.351e-03, eta: 10:20:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 0.6401, loss: 0.6401 +2023-12-24 05:23:53,798 - pyskl - INFO - Epoch [88][500/2506] lr: 9.341e-03, eta: 10:19:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 0.5442, loss: 0.5442 +2023-12-24 05:24:16,427 - pyskl - INFO - Epoch [88][600/2506] lr: 9.331e-03, eta: 10:19:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 0.5975, loss: 0.5975 +2023-12-24 05:24:39,032 - pyskl - INFO - Epoch [88][700/2506] lr: 9.321e-03, eta: 10:19:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 0.5816, loss: 0.5816 +2023-12-24 05:25:01,708 - pyskl - INFO - Epoch [88][800/2506] lr: 9.311e-03, eta: 10:18:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 0.6168, loss: 0.6168 +2023-12-24 05:25:24,356 - pyskl - INFO - Epoch [88][900/2506] lr: 9.300e-03, eta: 10:18:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 0.6263, loss: 0.6263 +2023-12-24 05:25:47,023 - pyskl - INFO - Epoch [88][1000/2506] lr: 9.290e-03, eta: 10:17:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9912, loss_cls: 0.6397, loss: 0.6397 +2023-12-24 05:26:09,785 - pyskl - INFO - Epoch [88][1100/2506] lr: 9.280e-03, eta: 10:17:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 0.5746, loss: 0.5746 +2023-12-24 05:26:32,403 - pyskl - INFO - Epoch [88][1200/2506] lr: 9.270e-03, eta: 10:17:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9919, loss_cls: 0.5991, loss: 0.5991 +2023-12-24 05:26:55,065 - pyskl - INFO - Epoch [88][1300/2506] lr: 9.260e-03, eta: 10:16:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 0.6305, loss: 0.6305 +2023-12-24 05:27:17,723 - pyskl - INFO - Epoch [88][1400/2506] lr: 9.250e-03, eta: 10:16:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 0.5821, loss: 0.5821 +2023-12-24 05:27:40,477 - pyskl - INFO - Epoch [88][1500/2506] lr: 9.240e-03, eta: 10:15:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9900, loss_cls: 0.6192, loss: 0.6192 +2023-12-24 05:28:03,051 - pyskl - INFO - Epoch [88][1600/2506] lr: 9.230e-03, eta: 10:15:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9875, loss_cls: 0.6780, loss: 0.6780 +2023-12-24 05:28:25,649 - pyskl - INFO - Epoch [88][1700/2506] lr: 9.220e-03, eta: 10:15:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 0.6327, loss: 0.6327 +2023-12-24 05:28:48,289 - pyskl - INFO - Epoch [88][1800/2506] lr: 9.210e-03, eta: 10:14:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 0.6005, loss: 0.6005 +2023-12-24 05:29:10,889 - pyskl - INFO - Epoch [88][1900/2506] lr: 9.200e-03, eta: 10:14:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 0.6392, loss: 0.6392 +2023-12-24 05:29:33,566 - pyskl - INFO - Epoch [88][2000/2506] lr: 9.190e-03, eta: 10:13:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 0.6257, loss: 0.6257 +2023-12-24 05:29:56,206 - pyskl - INFO - Epoch [88][2100/2506] lr: 9.179e-03, eta: 10:13:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 0.6410, loss: 0.6410 +2023-12-24 05:30:18,853 - pyskl - INFO - Epoch [88][2200/2506] lr: 9.169e-03, eta: 10:13:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 0.6852, loss: 0.6852 +2023-12-24 05:30:41,485 - pyskl - INFO - Epoch [88][2300/2506] lr: 9.159e-03, eta: 10:12:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 0.6138, loss: 0.6138 +2023-12-24 05:31:04,086 - pyskl - INFO - Epoch [88][2400/2506] lr: 9.149e-03, eta: 10:12:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9906, loss_cls: 0.6293, loss: 0.6293 +2023-12-24 05:31:26,681 - pyskl - INFO - Epoch [88][2500/2506] lr: 9.139e-03, eta: 10:11:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 0.6490, loss: 0.6490 +2023-12-24 05:31:28,538 - pyskl - INFO - Saving checkpoint at 88 epochs +2023-12-24 05:32:47,769 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 05:32:47,841 - pyskl - INFO - +top1_acc 0.7818 +top5_acc 0.9563 +2023-12-24 05:32:47,845 - pyskl - INFO - Epoch(val) [88][1031] top1_acc: 0.7818, top5_acc: 0.9563 +2023-12-24 05:33:29,813 - pyskl - INFO - Epoch [89][100/2506] lr: 9.129e-03, eta: 10:11:36, time: 0.420, data_time: 0.193, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 0.5566, loss: 0.5566 +2023-12-24 05:33:52,556 - pyskl - INFO - Epoch [89][200/2506] lr: 9.118e-03, eta: 10:11:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 0.5801, loss: 0.5801 +2023-12-24 05:34:15,101 - pyskl - INFO - Epoch [89][300/2506] lr: 9.108e-03, eta: 10:10:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 0.6254, loss: 0.6254 +2023-12-24 05:34:37,777 - pyskl - INFO - Epoch [89][400/2506] lr: 9.098e-03, eta: 10:10:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 0.6056, loss: 0.6056 +2023-12-24 05:35:00,440 - pyskl - INFO - Epoch [89][500/2506] lr: 9.088e-03, eta: 10:09:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 0.5995, loss: 0.5995 +2023-12-24 05:35:23,058 - pyskl - INFO - Epoch [89][600/2506] lr: 9.078e-03, eta: 10:09:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 0.5539, loss: 0.5539 +2023-12-24 05:35:45,650 - pyskl - INFO - Epoch [89][700/2506] lr: 9.068e-03, eta: 10:09:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 0.5441, loss: 0.5441 +2023-12-24 05:36:08,312 - pyskl - INFO - Epoch [89][800/2506] lr: 9.058e-03, eta: 10:08:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9888, loss_cls: 0.5873, loss: 0.5873 +2023-12-24 05:36:30,935 - pyskl - INFO - Epoch [89][900/2506] lr: 9.048e-03, eta: 10:08:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 0.5768, loss: 0.5768 +2023-12-24 05:36:53,567 - pyskl - INFO - Epoch [89][1000/2506] lr: 9.038e-03, eta: 10:07:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9856, loss_cls: 0.5838, loss: 0.5838 +2023-12-24 05:37:16,116 - pyskl - INFO - Epoch [89][1100/2506] lr: 9.028e-03, eta: 10:07:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9850, loss_cls: 0.5494, loss: 0.5494 +2023-12-24 05:37:38,871 - pyskl - INFO - Epoch [89][1200/2506] lr: 9.018e-03, eta: 10:07:08, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 0.6423, loss: 0.6423 +2023-12-24 05:38:01,535 - pyskl - INFO - Epoch [89][1300/2506] lr: 9.008e-03, eta: 10:06:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 0.5970, loss: 0.5970 +2023-12-24 05:38:24,155 - pyskl - INFO - Epoch [89][1400/2506] lr: 8.998e-03, eta: 10:06:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 0.5926, loss: 0.5926 +2023-12-24 05:38:46,860 - pyskl - INFO - Epoch [89][1500/2506] lr: 8.988e-03, eta: 10:05:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 0.5839, loss: 0.5839 +2023-12-24 05:39:09,399 - pyskl - INFO - Epoch [89][1600/2506] lr: 8.978e-03, eta: 10:05:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9900, loss_cls: 0.6077, loss: 0.6077 +2023-12-24 05:39:31,967 - pyskl - INFO - Epoch [89][1700/2506] lr: 8.968e-03, eta: 10:05:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9912, loss_cls: 0.6266, loss: 0.6266 +2023-12-24 05:39:54,634 - pyskl - INFO - Epoch [89][1800/2506] lr: 8.958e-03, eta: 10:04:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 0.6715, loss: 0.6715 +2023-12-24 05:40:17,280 - pyskl - INFO - Epoch [89][1900/2506] lr: 8.948e-03, eta: 10:04:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9756, loss_cls: 0.7364, loss: 0.7364 +2023-12-24 05:40:39,939 - pyskl - INFO - Epoch [89][2000/2506] lr: 8.938e-03, eta: 10:03:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9875, loss_cls: 0.6564, loss: 0.6564 +2023-12-24 05:41:02,676 - pyskl - INFO - Epoch [89][2100/2506] lr: 8.928e-03, eta: 10:03:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 0.6490, loss: 0.6490 +2023-12-24 05:41:25,295 - pyskl - INFO - Epoch [89][2200/2506] lr: 8.918e-03, eta: 10:03:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 0.6792, loss: 0.6792 +2023-12-24 05:41:47,995 - pyskl - INFO - Epoch [89][2300/2506] lr: 8.908e-03, eta: 10:02:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 0.6375, loss: 0.6375 +2023-12-24 05:42:10,615 - pyskl - INFO - Epoch [89][2400/2506] lr: 8.898e-03, eta: 10:02:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 0.6273, loss: 0.6273 +2023-12-24 05:42:33,145 - pyskl - INFO - Epoch [89][2500/2506] lr: 8.888e-03, eta: 10:01:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 0.6369, loss: 0.6369 +2023-12-24 05:42:35,009 - pyskl - INFO - Saving checkpoint at 89 epochs +2023-12-24 05:43:54,393 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 05:43:54,468 - pyskl - INFO - +top1_acc 0.7924 +top5_acc 0.9608 +2023-12-24 05:43:54,473 - pyskl - INFO - Epoch(val) [89][1031] top1_acc: 0.7924, top5_acc: 0.9608 +2023-12-24 05:44:36,323 - pyskl - INFO - Epoch [90][100/2506] lr: 8.877e-03, eta: 10:01:39, time: 0.418, data_time: 0.192, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 0.5375, loss: 0.5375 +2023-12-24 05:44:58,851 - pyskl - INFO - Epoch [90][200/2506] lr: 8.867e-03, eta: 10:01:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 0.6262, loss: 0.6262 +2023-12-24 05:45:21,526 - pyskl - INFO - Epoch [90][300/2506] lr: 8.857e-03, eta: 10:00:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9900, loss_cls: 0.6541, loss: 0.6541 +2023-12-24 05:45:44,157 - pyskl - INFO - Epoch [90][400/2506] lr: 8.847e-03, eta: 10:00:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9938, loss_cls: 0.5000, loss: 0.5000 +2023-12-24 05:46:06,755 - pyskl - INFO - Epoch [90][500/2506] lr: 8.837e-03, eta: 10:00:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9944, loss_cls: 0.5235, loss: 0.5235 +2023-12-24 05:46:29,349 - pyskl - INFO - Epoch [90][600/2506] lr: 8.827e-03, eta: 9:59:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 0.5212, loss: 0.5212 +2023-12-24 05:46:52,125 - pyskl - INFO - Epoch [90][700/2506] lr: 8.817e-03, eta: 9:59:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 0.5895, loss: 0.5895 +2023-12-24 05:47:14,775 - pyskl - INFO - Epoch [90][800/2506] lr: 8.807e-03, eta: 9:58:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9856, loss_cls: 0.5447, loss: 0.5447 +2023-12-24 05:47:37,427 - pyskl - INFO - Epoch [90][900/2506] lr: 8.797e-03, eta: 9:58:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 0.5438, loss: 0.5438 +2023-12-24 05:48:00,210 - pyskl - INFO - Epoch [90][1000/2506] lr: 8.787e-03, eta: 9:58:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 0.5769, loss: 0.5769 +2023-12-24 05:48:22,828 - pyskl - INFO - Epoch [90][1100/2506] lr: 8.777e-03, eta: 9:57:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 0.5277, loss: 0.5277 +2023-12-24 05:48:45,423 - pyskl - INFO - Epoch [90][1200/2506] lr: 8.767e-03, eta: 9:57:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 0.6802, loss: 0.6802 +2023-12-24 05:49:08,030 - pyskl - INFO - Epoch [90][1300/2506] lr: 8.757e-03, eta: 9:56:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9900, loss_cls: 0.6513, loss: 0.6513 +2023-12-24 05:49:30,727 - pyskl - INFO - Epoch [90][1400/2506] lr: 8.747e-03, eta: 9:56:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 0.5920, loss: 0.5920 +2023-12-24 05:49:53,276 - pyskl - INFO - Epoch [90][1500/2506] lr: 8.737e-03, eta: 9:55:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 0.6245, loss: 0.6245 +2023-12-24 05:50:15,876 - pyskl - INFO - Epoch [90][1600/2506] lr: 8.728e-03, eta: 9:55:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 0.5812, loss: 0.5812 +2023-12-24 05:50:38,585 - pyskl - INFO - Epoch [90][1700/2506] lr: 8.718e-03, eta: 9:55:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9919, loss_cls: 0.6228, loss: 0.6228 +2023-12-24 05:51:01,237 - pyskl - INFO - Epoch [90][1800/2506] lr: 8.708e-03, eta: 9:54:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 0.6185, loss: 0.6185 +2023-12-24 05:51:23,778 - pyskl - INFO - Epoch [90][1900/2506] lr: 8.698e-03, eta: 9:54:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 0.5729, loss: 0.5729 +2023-12-24 05:51:46,282 - pyskl - INFO - Epoch [90][2000/2506] lr: 8.688e-03, eta: 9:53:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 0.6559, loss: 0.6559 +2023-12-24 05:52:08,745 - pyskl - INFO - Epoch [90][2100/2506] lr: 8.678e-03, eta: 9:53:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 0.6370, loss: 0.6370 +2023-12-24 05:52:31,388 - pyskl - INFO - Epoch [90][2200/2506] lr: 8.668e-03, eta: 9:53:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9894, loss_cls: 0.5978, loss: 0.5978 +2023-12-24 05:52:53,987 - pyskl - INFO - Epoch [90][2300/2506] lr: 8.658e-03, eta: 9:52:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 0.6409, loss: 0.6409 +2023-12-24 05:53:16,671 - pyskl - INFO - Epoch [90][2400/2506] lr: 8.648e-03, eta: 9:52:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 0.6826, loss: 0.6826 +2023-12-24 05:53:39,280 - pyskl - INFO - Epoch [90][2500/2506] lr: 8.638e-03, eta: 9:51:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 0.5715, loss: 0.5715 +2023-12-24 05:53:41,108 - pyskl - INFO - Saving checkpoint at 90 epochs +2023-12-24 05:55:00,115 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 05:55:00,185 - pyskl - INFO - +top1_acc 0.8038 +top5_acc 0.9632 +2023-12-24 05:55:00,189 - pyskl - INFO - Epoch(val) [90][1031] top1_acc: 0.8038, top5_acc: 0.9632 +2023-12-24 05:55:42,034 - pyskl - INFO - Epoch [91][100/2506] lr: 8.627e-03, eta: 9:51:42, time: 0.418, data_time: 0.192, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 0.4681, loss: 0.4681 +2023-12-24 05:56:04,649 - pyskl - INFO - Epoch [91][200/2506] lr: 8.618e-03, eta: 9:51:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 0.4576, loss: 0.4576 +2023-12-24 05:56:27,168 - pyskl - INFO - Epoch [91][300/2506] lr: 8.608e-03, eta: 9:50:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 0.5136, loss: 0.5136 +2023-12-24 05:56:49,768 - pyskl - INFO - Epoch [91][400/2506] lr: 8.598e-03, eta: 9:50:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 0.4998, loss: 0.4998 +2023-12-24 05:57:12,497 - pyskl - INFO - Epoch [91][500/2506] lr: 8.588e-03, eta: 9:50:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 0.5390, loss: 0.5390 +2023-12-24 05:57:35,029 - pyskl - INFO - Epoch [91][600/2506] lr: 8.578e-03, eta: 9:49:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 0.5582, loss: 0.5582 +2023-12-24 05:57:57,680 - pyskl - INFO - Epoch [91][700/2506] lr: 8.568e-03, eta: 9:49:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 0.5558, loss: 0.5558 +2023-12-24 05:58:20,287 - pyskl - INFO - Epoch [91][800/2506] lr: 8.558e-03, eta: 9:48:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9931, loss_cls: 0.5212, loss: 0.5212 +2023-12-24 05:58:42,875 - pyskl - INFO - Epoch [91][900/2506] lr: 8.548e-03, eta: 9:48:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 0.5557, loss: 0.5557 +2023-12-24 05:59:05,422 - pyskl - INFO - Epoch [91][1000/2506] lr: 8.538e-03, eta: 9:48:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 0.5518, loss: 0.5518 +2023-12-24 05:59:28,124 - pyskl - INFO - Epoch [91][1100/2506] lr: 8.528e-03, eta: 9:47:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 0.5458, loss: 0.5458 +2023-12-24 05:59:50,636 - pyskl - INFO - Epoch [91][1200/2506] lr: 8.518e-03, eta: 9:47:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9862, loss_cls: 0.5607, loss: 0.5607 +2023-12-24 06:00:13,129 - pyskl - INFO - Epoch [91][1300/2506] lr: 8.508e-03, eta: 9:46:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 0.5590, loss: 0.5590 +2023-12-24 06:00:35,689 - pyskl - INFO - Epoch [91][1400/2506] lr: 8.499e-03, eta: 9:46:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 0.6100, loss: 0.6100 +2023-12-24 06:00:58,305 - pyskl - INFO - Epoch [91][1500/2506] lr: 8.489e-03, eta: 9:46:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9912, loss_cls: 0.5714, loss: 0.5714 +2023-12-24 06:01:21,009 - pyskl - INFO - Epoch [91][1600/2506] lr: 8.479e-03, eta: 9:45:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9900, loss_cls: 0.5967, loss: 0.5967 +2023-12-24 06:01:43,712 - pyskl - INFO - Epoch [91][1700/2506] lr: 8.469e-03, eta: 9:45:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 0.6405, loss: 0.6405 +2023-12-24 06:02:06,441 - pyskl - INFO - Epoch [91][1800/2506] lr: 8.459e-03, eta: 9:44:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9812, loss_cls: 0.6302, loss: 0.6302 +2023-12-24 06:02:29,080 - pyskl - INFO - Epoch [91][1900/2506] lr: 8.449e-03, eta: 9:44:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 0.6024, loss: 0.6024 +2023-12-24 06:02:51,589 - pyskl - INFO - Epoch [91][2000/2506] lr: 8.439e-03, eta: 9:44:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 0.6542, loss: 0.6542 +2023-12-24 06:03:14,204 - pyskl - INFO - Epoch [91][2100/2506] lr: 8.429e-03, eta: 9:43:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 0.6174, loss: 0.6174 +2023-12-24 06:03:36,911 - pyskl - INFO - Epoch [91][2200/2506] lr: 8.419e-03, eta: 9:43:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 0.5698, loss: 0.5698 +2023-12-24 06:03:59,438 - pyskl - INFO - Epoch [91][2300/2506] lr: 8.410e-03, eta: 9:42:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 0.6246, loss: 0.6246 +2023-12-24 06:04:22,048 - pyskl - INFO - Epoch [91][2400/2506] lr: 8.400e-03, eta: 9:42:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 0.6277, loss: 0.6277 +2023-12-24 06:04:44,659 - pyskl - INFO - Epoch [91][2500/2506] lr: 8.390e-03, eta: 9:41:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 0.6109, loss: 0.6109 +2023-12-24 06:04:46,449 - pyskl - INFO - Saving checkpoint at 91 epochs +2023-12-24 06:06:05,110 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 06:06:05,192 - pyskl - INFO - +top1_acc 0.7140 +top5_acc 0.9295 +2023-12-24 06:06:05,196 - pyskl - INFO - Epoch(val) [91][1031] top1_acc: 0.7140, top5_acc: 0.9295 +2023-12-24 06:06:46,570 - pyskl - INFO - Epoch [92][100/2506] lr: 8.379e-03, eta: 9:41:44, time: 0.414, data_time: 0.188, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 0.5052, loss: 0.5052 +2023-12-24 06:07:09,261 - pyskl - INFO - Epoch [92][200/2506] lr: 8.370e-03, eta: 9:41:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 0.5632, loss: 0.5632 +2023-12-24 06:07:32,013 - pyskl - INFO - Epoch [92][300/2506] lr: 8.360e-03, eta: 9:40:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 0.5617, loss: 0.5617 +2023-12-24 06:07:54,645 - pyskl - INFO - Epoch [92][400/2506] lr: 8.350e-03, eta: 9:40:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 0.5160, loss: 0.5160 +2023-12-24 06:08:17,270 - pyskl - INFO - Epoch [92][500/2506] lr: 8.340e-03, eta: 9:40:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 0.4967, loss: 0.4967 +2023-12-24 06:08:39,847 - pyskl - INFO - Epoch [92][600/2506] lr: 8.330e-03, eta: 9:39:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 0.5437, loss: 0.5437 +2023-12-24 06:09:02,541 - pyskl - INFO - Epoch [92][700/2506] lr: 8.320e-03, eta: 9:39:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 0.5542, loss: 0.5542 +2023-12-24 06:09:25,105 - pyskl - INFO - Epoch [92][800/2506] lr: 8.310e-03, eta: 9:38:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 0.5753, loss: 0.5753 +2023-12-24 06:09:47,810 - pyskl - INFO - Epoch [92][900/2506] lr: 8.301e-03, eta: 9:38:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9838, loss_cls: 0.6021, loss: 0.6021 +2023-12-24 06:10:10,316 - pyskl - INFO - Epoch [92][1000/2506] lr: 8.291e-03, eta: 9:38:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 0.6140, loss: 0.6140 +2023-12-24 06:10:32,968 - pyskl - INFO - Epoch [92][1100/2506] lr: 8.281e-03, eta: 9:37:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 0.5070, loss: 0.5070 +2023-12-24 06:10:55,714 - pyskl - INFO - Epoch [92][1200/2506] lr: 8.271e-03, eta: 9:37:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 0.5684, loss: 0.5684 +2023-12-24 06:11:18,233 - pyskl - INFO - Epoch [92][1300/2506] lr: 8.261e-03, eta: 9:36:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 0.5280, loss: 0.5280 +2023-12-24 06:11:40,858 - pyskl - INFO - Epoch [92][1400/2506] lr: 8.251e-03, eta: 9:36:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9900, loss_cls: 0.6165, loss: 0.6165 +2023-12-24 06:12:03,468 - pyskl - INFO - Epoch [92][1500/2506] lr: 8.242e-03, eta: 9:36:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 0.6361, loss: 0.6361 +2023-12-24 06:12:26,237 - pyskl - INFO - Epoch [92][1600/2506] lr: 8.232e-03, eta: 9:35:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 0.5464, loss: 0.5464 +2023-12-24 06:12:48,932 - pyskl - INFO - Epoch [92][1700/2506] lr: 8.222e-03, eta: 9:35:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 0.5131, loss: 0.5131 +2023-12-24 06:13:11,588 - pyskl - INFO - Epoch [92][1800/2506] lr: 8.212e-03, eta: 9:34:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 0.6273, loss: 0.6273 +2023-12-24 06:13:34,243 - pyskl - INFO - Epoch [92][1900/2506] lr: 8.202e-03, eta: 9:34:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9906, loss_cls: 0.5722, loss: 0.5722 +2023-12-24 06:13:56,850 - pyskl - INFO - Epoch [92][2000/2506] lr: 8.193e-03, eta: 9:34:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 0.6078, loss: 0.6078 +2023-12-24 06:14:19,415 - pyskl - INFO - Epoch [92][2100/2506] lr: 8.183e-03, eta: 9:33:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9862, loss_cls: 0.5509, loss: 0.5509 +2023-12-24 06:14:41,983 - pyskl - INFO - Epoch [92][2200/2506] lr: 8.173e-03, eta: 9:33:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 0.6903, loss: 0.6903 +2023-12-24 06:15:04,558 - pyskl - INFO - Epoch [92][2300/2506] lr: 8.163e-03, eta: 9:32:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 0.5910, loss: 0.5910 +2023-12-24 06:15:27,214 - pyskl - INFO - Epoch [92][2400/2506] lr: 8.153e-03, eta: 9:32:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 0.5578, loss: 0.5578 +2023-12-24 06:15:49,906 - pyskl - INFO - Epoch [92][2500/2506] lr: 8.144e-03, eta: 9:32:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 0.6256, loss: 0.6256 +2023-12-24 06:15:51,786 - pyskl - INFO - Saving checkpoint at 92 epochs +2023-12-24 06:17:10,882 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 06:17:10,957 - pyskl - INFO - +top1_acc 0.8313 +top5_acc 0.9710 +2023-12-24 06:17:10,961 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/bm/best_top1_acc_epoch_75.pth was removed +2023-12-24 06:17:11,101 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_92.pth. +2023-12-24 06:17:11,102 - pyskl - INFO - Best top1_acc is 0.8313 at 92 epoch. +2023-12-24 06:17:11,107 - pyskl - INFO - Epoch(val) [92][1031] top1_acc: 0.8313, top5_acc: 0.9710 +2023-12-24 06:17:52,518 - pyskl - INFO - Epoch [93][100/2506] lr: 8.133e-03, eta: 9:31:48, time: 0.414, data_time: 0.188, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 0.5282, loss: 0.5282 +2023-12-24 06:18:15,112 - pyskl - INFO - Epoch [93][200/2506] lr: 8.123e-03, eta: 9:31:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 0.5186, loss: 0.5186 +2023-12-24 06:18:37,726 - pyskl - INFO - Epoch [93][300/2506] lr: 8.114e-03, eta: 9:30:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 0.5133, loss: 0.5133 +2023-12-24 06:19:00,312 - pyskl - INFO - Epoch [93][400/2506] lr: 8.104e-03, eta: 9:30:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9881, loss_cls: 0.5074, loss: 0.5074 +2023-12-24 06:19:22,994 - pyskl - INFO - Epoch [93][500/2506] lr: 8.094e-03, eta: 9:30:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9931, loss_cls: 0.5374, loss: 0.5374 +2023-12-24 06:19:45,596 - pyskl - INFO - Epoch [93][600/2506] lr: 8.084e-03, eta: 9:29:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 0.4926, loss: 0.4926 +2023-12-24 06:20:08,270 - pyskl - INFO - Epoch [93][700/2506] lr: 8.074e-03, eta: 9:29:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 0.5457, loss: 0.5457 +2023-12-24 06:20:30,915 - pyskl - INFO - Epoch [93][800/2506] lr: 8.065e-03, eta: 9:28:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9925, loss_cls: 0.5650, loss: 0.5650 +2023-12-24 06:20:53,469 - pyskl - INFO - Epoch [93][900/2506] lr: 8.055e-03, eta: 9:28:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9938, loss_cls: 0.5241, loss: 0.5241 +2023-12-24 06:21:16,070 - pyskl - INFO - Epoch [93][1000/2506] lr: 8.045e-03, eta: 9:28:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 0.5808, loss: 0.5808 +2023-12-24 06:21:38,727 - pyskl - INFO - Epoch [93][1100/2506] lr: 8.035e-03, eta: 9:27:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 0.5216, loss: 0.5216 +2023-12-24 06:22:01,351 - pyskl - INFO - Epoch [93][1200/2506] lr: 8.026e-03, eta: 9:27:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 0.5586, loss: 0.5586 +2023-12-24 06:22:24,076 - pyskl - INFO - Epoch [93][1300/2506] lr: 8.016e-03, eta: 9:26:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 0.6078, loss: 0.6078 +2023-12-24 06:22:46,730 - pyskl - INFO - Epoch [93][1400/2506] lr: 8.006e-03, eta: 9:26:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9931, loss_cls: 0.5501, loss: 0.5501 +2023-12-24 06:23:09,361 - pyskl - INFO - Epoch [93][1500/2506] lr: 7.996e-03, eta: 9:26:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9938, loss_cls: 0.5404, loss: 0.5404 +2023-12-24 06:23:31,984 - pyskl - INFO - Epoch [93][1600/2506] lr: 7.987e-03, eta: 9:25:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 0.6018, loss: 0.6018 +2023-12-24 06:23:54,643 - pyskl - INFO - Epoch [93][1700/2506] lr: 7.977e-03, eta: 9:25:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 0.5582, loss: 0.5582 +2023-12-24 06:24:17,335 - pyskl - INFO - Epoch [93][1800/2506] lr: 7.967e-03, eta: 9:24:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 0.5644, loss: 0.5644 +2023-12-24 06:24:39,955 - pyskl - INFO - Epoch [93][1900/2506] lr: 7.957e-03, eta: 9:24:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 0.5073, loss: 0.5073 +2023-12-24 06:25:02,557 - pyskl - INFO - Epoch [93][2000/2506] lr: 7.948e-03, eta: 9:24:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 0.5727, loss: 0.5727 +2023-12-24 06:25:25,230 - pyskl - INFO - Epoch [93][2100/2506] lr: 7.938e-03, eta: 9:23:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9900, loss_cls: 0.6013, loss: 0.6013 +2023-12-24 06:25:47,820 - pyskl - INFO - Epoch [93][2200/2506] lr: 7.928e-03, eta: 9:23:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 0.5517, loss: 0.5517 +2023-12-24 06:26:10,469 - pyskl - INFO - Epoch [93][2300/2506] lr: 7.919e-03, eta: 9:22:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 0.5993, loss: 0.5993 +2023-12-24 06:26:33,139 - pyskl - INFO - Epoch [93][2400/2506] lr: 7.909e-03, eta: 9:22:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 0.6065, loss: 0.6065 +2023-12-24 06:26:55,869 - pyskl - INFO - Epoch [93][2500/2506] lr: 7.899e-03, eta: 9:22:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 0.6247, loss: 0.6247 +2023-12-24 06:26:57,716 - pyskl - INFO - Saving checkpoint at 93 epochs +2023-12-24 06:28:16,883 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 06:28:16,955 - pyskl - INFO - +top1_acc 0.8128 +top5_acc 0.9664 +2023-12-24 06:28:16,959 - pyskl - INFO - Epoch(val) [93][1031] top1_acc: 0.8128, top5_acc: 0.9664 +2023-12-24 06:28:58,727 - pyskl - INFO - Epoch [94][100/2506] lr: 7.889e-03, eta: 9:21:51, time: 0.418, data_time: 0.191, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 0.5490, loss: 0.5490 +2023-12-24 06:29:21,246 - pyskl - INFO - Epoch [94][200/2506] lr: 7.879e-03, eta: 9:21:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 0.5047, loss: 0.5047 +2023-12-24 06:29:43,837 - pyskl - INFO - Epoch [94][300/2506] lr: 7.869e-03, eta: 9:21:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9944, loss_cls: 0.5214, loss: 0.5214 +2023-12-24 06:30:06,353 - pyskl - INFO - Epoch [94][400/2506] lr: 7.860e-03, eta: 9:20:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9931, loss_cls: 0.5528, loss: 0.5528 +2023-12-24 06:30:29,047 - pyskl - INFO - Epoch [94][500/2506] lr: 7.850e-03, eta: 9:20:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 0.4552, loss: 0.4552 +2023-12-24 06:30:51,649 - pyskl - INFO - Epoch [94][600/2506] lr: 7.840e-03, eta: 9:19:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 0.5143, loss: 0.5143 +2023-12-24 06:31:14,297 - pyskl - INFO - Epoch [94][700/2506] lr: 7.831e-03, eta: 9:19:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 0.5004, loss: 0.5004 +2023-12-24 06:31:36,934 - pyskl - INFO - Epoch [94][800/2506] lr: 7.821e-03, eta: 9:19:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 0.5471, loss: 0.5471 +2023-12-24 06:31:59,565 - pyskl - INFO - Epoch [94][900/2506] lr: 7.811e-03, eta: 9:18:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 0.5286, loss: 0.5286 +2023-12-24 06:32:22,234 - pyskl - INFO - Epoch [94][1000/2506] lr: 7.802e-03, eta: 9:18:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 0.5059, loss: 0.5059 +2023-12-24 06:32:44,952 - pyskl - INFO - Epoch [94][1100/2506] lr: 7.792e-03, eta: 9:17:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 0.5151, loss: 0.5151 +2023-12-24 06:33:07,673 - pyskl - INFO - Epoch [94][1200/2506] lr: 7.782e-03, eta: 9:17:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 0.5548, loss: 0.5548 +2023-12-24 06:33:30,184 - pyskl - INFO - Epoch [94][1300/2506] lr: 7.773e-03, eta: 9:17:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 0.5821, loss: 0.5821 +2023-12-24 06:33:52,872 - pyskl - INFO - Epoch [94][1400/2506] lr: 7.763e-03, eta: 9:16:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9912, loss_cls: 0.5721, loss: 0.5721 +2023-12-24 06:34:15,379 - pyskl - INFO - Epoch [94][1500/2506] lr: 7.753e-03, eta: 9:16:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 0.5123, loss: 0.5123 +2023-12-24 06:34:38,092 - pyskl - INFO - Epoch [94][1600/2506] lr: 7.744e-03, eta: 9:15:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 0.5162, loss: 0.5162 +2023-12-24 06:35:00,785 - pyskl - INFO - Epoch [94][1700/2506] lr: 7.734e-03, eta: 9:15:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 0.5985, loss: 0.5985 +2023-12-24 06:35:23,371 - pyskl - INFO - Epoch [94][1800/2506] lr: 7.724e-03, eta: 9:15:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9825, loss_cls: 0.5274, loss: 0.5274 +2023-12-24 06:35:45,909 - pyskl - INFO - Epoch [94][1900/2506] lr: 7.715e-03, eta: 9:14:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 0.6134, loss: 0.6134 +2023-12-24 06:36:08,467 - pyskl - INFO - Epoch [94][2000/2506] lr: 7.705e-03, eta: 9:14:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 0.5947, loss: 0.5947 +2023-12-24 06:36:30,970 - pyskl - INFO - Epoch [94][2100/2506] lr: 7.695e-03, eta: 9:13:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 0.6396, loss: 0.6396 +2023-12-24 06:36:53,510 - pyskl - INFO - Epoch [94][2200/2506] lr: 7.686e-03, eta: 9:13:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9919, loss_cls: 0.5407, loss: 0.5407 +2023-12-24 06:37:16,067 - pyskl - INFO - Epoch [94][2300/2506] lr: 7.676e-03, eta: 9:12:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 0.5540, loss: 0.5540 +2023-12-24 06:37:38,775 - pyskl - INFO - Epoch [94][2400/2506] lr: 7.666e-03, eta: 9:12:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 0.5513, loss: 0.5513 +2023-12-24 06:38:01,496 - pyskl - INFO - Epoch [94][2500/2506] lr: 7.657e-03, eta: 9:12:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 0.5950, loss: 0.5950 +2023-12-24 06:38:03,305 - pyskl - INFO - Saving checkpoint at 94 epochs +2023-12-24 06:39:22,321 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 06:39:22,391 - pyskl - INFO - +top1_acc 0.8129 +top5_acc 0.9664 +2023-12-24 06:39:22,395 - pyskl - INFO - Epoch(val) [94][1031] top1_acc: 0.8129, top5_acc: 0.9664 +2023-12-24 06:40:03,879 - pyskl - INFO - Epoch [95][100/2506] lr: 7.647e-03, eta: 9:11:55, time: 0.415, data_time: 0.189, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 0.5586, loss: 0.5586 +2023-12-24 06:40:26,457 - pyskl - INFO - Epoch [95][200/2506] lr: 7.637e-03, eta: 9:11:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9950, loss_cls: 0.4699, loss: 0.4699 +2023-12-24 06:40:49,065 - pyskl - INFO - Epoch [95][300/2506] lr: 7.627e-03, eta: 9:11:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 0.5169, loss: 0.5169 +2023-12-24 06:41:11,627 - pyskl - INFO - Epoch [95][400/2506] lr: 7.618e-03, eta: 9:10:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 0.4882, loss: 0.4882 +2023-12-24 06:41:34,232 - pyskl - INFO - Epoch [95][500/2506] lr: 7.608e-03, eta: 9:10:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 0.5488, loss: 0.5488 +2023-12-24 06:41:56,868 - pyskl - INFO - Epoch [95][600/2506] lr: 7.598e-03, eta: 9:09:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 0.4883, loss: 0.4883 +2023-12-24 06:42:19,529 - pyskl - INFO - Epoch [95][700/2506] lr: 7.589e-03, eta: 9:09:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 0.5640, loss: 0.5640 +2023-12-24 06:42:42,137 - pyskl - INFO - Epoch [95][800/2506] lr: 7.579e-03, eta: 9:09:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 0.4644, loss: 0.4644 +2023-12-24 06:43:04,918 - pyskl - INFO - Epoch [95][900/2506] lr: 7.570e-03, eta: 9:08:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9950, loss_cls: 0.5095, loss: 0.5095 +2023-12-24 06:43:27,602 - pyskl - INFO - Epoch [95][1000/2506] lr: 7.560e-03, eta: 9:08:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9894, loss_cls: 0.5796, loss: 0.5796 +2023-12-24 06:43:50,255 - pyskl - INFO - Epoch [95][1100/2506] lr: 7.550e-03, eta: 9:07:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9925, loss_cls: 0.5200, loss: 0.5200 +2023-12-24 06:44:12,840 - pyskl - INFO - Epoch [95][1200/2506] lr: 7.541e-03, eta: 9:07:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 0.5181, loss: 0.5181 +2023-12-24 06:44:35,605 - pyskl - INFO - Epoch [95][1300/2506] lr: 7.531e-03, eta: 9:07:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 0.5420, loss: 0.5420 +2023-12-24 06:44:58,333 - pyskl - INFO - Epoch [95][1400/2506] lr: 7.522e-03, eta: 9:06:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 0.5886, loss: 0.5886 +2023-12-24 06:45:21,067 - pyskl - INFO - Epoch [95][1500/2506] lr: 7.512e-03, eta: 9:06:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 0.5265, loss: 0.5265 +2023-12-24 06:45:43,820 - pyskl - INFO - Epoch [95][1600/2506] lr: 7.502e-03, eta: 9:05:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 0.4832, loss: 0.4832 +2023-12-24 06:46:06,497 - pyskl - INFO - Epoch [95][1700/2506] lr: 7.493e-03, eta: 9:05:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9825, loss_cls: 0.6021, loss: 0.6021 +2023-12-24 06:46:29,065 - pyskl - INFO - Epoch [95][1800/2506] lr: 7.483e-03, eta: 9:05:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 0.5345, loss: 0.5345 +2023-12-24 06:46:51,700 - pyskl - INFO - Epoch [95][1900/2506] lr: 7.474e-03, eta: 9:04:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 0.6099, loss: 0.6099 +2023-12-24 06:47:14,423 - pyskl - INFO - Epoch [95][2000/2506] lr: 7.464e-03, eta: 9:04:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 0.5279, loss: 0.5279 +2023-12-24 06:47:36,984 - pyskl - INFO - Epoch [95][2100/2506] lr: 7.455e-03, eta: 9:03:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9906, loss_cls: 0.6280, loss: 0.6280 +2023-12-24 06:47:59,491 - pyskl - INFO - Epoch [95][2200/2506] lr: 7.445e-03, eta: 9:03:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 0.5458, loss: 0.5458 +2023-12-24 06:48:22,112 - pyskl - INFO - Epoch [95][2300/2506] lr: 7.436e-03, eta: 9:03:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 0.5520, loss: 0.5520 +2023-12-24 06:48:44,701 - pyskl - INFO - Epoch [95][2400/2506] lr: 7.426e-03, eta: 9:02:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9844, loss_cls: 0.5513, loss: 0.5513 +2023-12-24 06:49:07,434 - pyskl - INFO - Epoch [95][2500/2506] lr: 7.416e-03, eta: 9:02:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9912, loss_cls: 0.5924, loss: 0.5924 +2023-12-24 06:49:09,255 - pyskl - INFO - Saving checkpoint at 95 epochs +2023-12-24 06:50:28,354 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 06:50:28,432 - pyskl - INFO - +top1_acc 0.8051 +top5_acc 0.9615 +2023-12-24 06:50:28,437 - pyskl - INFO - Epoch(val) [95][1031] top1_acc: 0.8051, top5_acc: 0.9615 +2023-12-24 06:51:09,666 - pyskl - INFO - Epoch [96][100/2506] lr: 7.406e-03, eta: 9:01:59, time: 0.412, data_time: 0.186, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 0.4621, loss: 0.4621 +2023-12-24 06:51:32,272 - pyskl - INFO - Epoch [96][200/2506] lr: 7.397e-03, eta: 9:01:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 0.4615, loss: 0.4615 +2023-12-24 06:51:54,954 - pyskl - INFO - Epoch [96][300/2506] lr: 7.387e-03, eta: 9:01:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 0.4168, loss: 0.4168 +2023-12-24 06:52:17,572 - pyskl - INFO - Epoch [96][400/2506] lr: 7.378e-03, eta: 9:00:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 0.4853, loss: 0.4853 +2023-12-24 06:52:40,318 - pyskl - INFO - Epoch [96][500/2506] lr: 7.368e-03, eta: 9:00:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 0.5161, loss: 0.5161 +2023-12-24 06:53:02,885 - pyskl - INFO - Epoch [96][600/2506] lr: 7.359e-03, eta: 8:59:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 0.4864, loss: 0.4864 +2023-12-24 06:53:25,518 - pyskl - INFO - Epoch [96][700/2506] lr: 7.349e-03, eta: 8:59:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9925, loss_cls: 0.4931, loss: 0.4931 +2023-12-24 06:53:48,123 - pyskl - INFO - Epoch [96][800/2506] lr: 7.340e-03, eta: 8:59:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 0.5536, loss: 0.5536 +2023-12-24 06:54:10,832 - pyskl - INFO - Epoch [96][900/2506] lr: 7.330e-03, eta: 8:58:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9919, loss_cls: 0.5601, loss: 0.5601 +2023-12-24 06:54:33,410 - pyskl - INFO - Epoch [96][1000/2506] lr: 7.321e-03, eta: 8:58:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 0.5287, loss: 0.5287 +2023-12-24 06:54:56,128 - pyskl - INFO - Epoch [96][1100/2506] lr: 7.311e-03, eta: 8:57:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 0.4881, loss: 0.4881 +2023-12-24 06:55:18,780 - pyskl - INFO - Epoch [96][1200/2506] lr: 7.302e-03, eta: 8:57:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 0.5703, loss: 0.5703 +2023-12-24 06:55:41,452 - pyskl - INFO - Epoch [96][1300/2506] lr: 7.292e-03, eta: 8:57:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 0.5446, loss: 0.5446 +2023-12-24 06:56:04,116 - pyskl - INFO - Epoch [96][1400/2506] lr: 7.283e-03, eta: 8:56:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 0.5510, loss: 0.5510 +2023-12-24 06:56:26,768 - pyskl - INFO - Epoch [96][1500/2506] lr: 7.273e-03, eta: 8:56:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 0.5143, loss: 0.5143 +2023-12-24 06:56:49,529 - pyskl - INFO - Epoch [96][1600/2506] lr: 7.264e-03, eta: 8:55:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 0.4719, loss: 0.4719 +2023-12-24 06:57:12,174 - pyskl - INFO - Epoch [96][1700/2506] lr: 7.254e-03, eta: 8:55:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9931, loss_cls: 0.5464, loss: 0.5464 +2023-12-24 06:57:34,827 - pyskl - INFO - Epoch [96][1800/2506] lr: 7.245e-03, eta: 8:55:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9906, loss_cls: 0.5775, loss: 0.5775 +2023-12-24 06:57:57,415 - pyskl - INFO - Epoch [96][1900/2506] lr: 7.235e-03, eta: 8:54:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 0.5614, loss: 0.5614 +2023-12-24 06:58:20,021 - pyskl - INFO - Epoch [96][2000/2506] lr: 7.226e-03, eta: 8:54:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9850, loss_cls: 0.5374, loss: 0.5374 +2023-12-24 06:58:42,633 - pyskl - INFO - Epoch [96][2100/2506] lr: 7.216e-03, eta: 8:53:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 0.4977, loss: 0.4977 +2023-12-24 06:59:05,254 - pyskl - INFO - Epoch [96][2200/2506] lr: 7.207e-03, eta: 8:53:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 0.5434, loss: 0.5434 +2023-12-24 06:59:27,854 - pyskl - INFO - Epoch [96][2300/2506] lr: 7.197e-03, eta: 8:53:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 0.5971, loss: 0.5971 +2023-12-24 06:59:50,556 - pyskl - INFO - Epoch [96][2400/2506] lr: 7.188e-03, eta: 8:52:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9919, loss_cls: 0.5385, loss: 0.5385 +2023-12-24 07:00:13,079 - pyskl - INFO - Epoch [96][2500/2506] lr: 7.178e-03, eta: 8:52:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 0.6048, loss: 0.6048 +2023-12-24 07:00:14,854 - pyskl - INFO - Saving checkpoint at 96 epochs +2023-12-24 07:01:34,048 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 07:01:34,117 - pyskl - INFO - +top1_acc 0.8186 +top5_acc 0.9700 +2023-12-24 07:01:34,121 - pyskl - INFO - Epoch(val) [96][1031] top1_acc: 0.8186, top5_acc: 0.9700 +2023-12-24 07:02:15,288 - pyskl - INFO - Epoch [97][100/2506] lr: 7.168e-03, eta: 8:52:04, time: 0.412, data_time: 0.185, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 0.4634, loss: 0.4634 +2023-12-24 07:02:37,920 - pyskl - INFO - Epoch [97][200/2506] lr: 7.159e-03, eta: 8:51:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 0.5158, loss: 0.5158 +2023-12-24 07:03:00,510 - pyskl - INFO - Epoch [97][300/2506] lr: 7.150e-03, eta: 8:51:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 0.4914, loss: 0.4914 +2023-12-24 07:03:23,147 - pyskl - INFO - Epoch [97][400/2506] lr: 7.140e-03, eta: 8:50:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 0.4231, loss: 0.4231 +2023-12-24 07:03:45,792 - pyskl - INFO - Epoch [97][500/2506] lr: 7.131e-03, eta: 8:50:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 0.4702, loss: 0.4702 +2023-12-24 07:04:08,587 - pyskl - INFO - Epoch [97][600/2506] lr: 7.121e-03, eta: 8:50:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 0.4603, loss: 0.4603 +2023-12-24 07:04:31,301 - pyskl - INFO - Epoch [97][700/2506] lr: 7.112e-03, eta: 8:49:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 0.4697, loss: 0.4697 +2023-12-24 07:04:53,978 - pyskl - INFO - Epoch [97][800/2506] lr: 7.102e-03, eta: 8:49:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 0.4848, loss: 0.4848 +2023-12-24 07:05:16,599 - pyskl - INFO - Epoch [97][900/2506] lr: 7.093e-03, eta: 8:48:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 0.5557, loss: 0.5557 +2023-12-24 07:05:39,408 - pyskl - INFO - Epoch [97][1000/2506] lr: 7.084e-03, eta: 8:48:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 0.5295, loss: 0.5295 +2023-12-24 07:06:02,201 - pyskl - INFO - Epoch [97][1100/2506] lr: 7.074e-03, eta: 8:48:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 0.5358, loss: 0.5358 +2023-12-24 07:06:24,848 - pyskl - INFO - Epoch [97][1200/2506] lr: 7.065e-03, eta: 8:47:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 0.4780, loss: 0.4780 +2023-12-24 07:06:47,500 - pyskl - INFO - Epoch [97][1300/2506] lr: 7.055e-03, eta: 8:47:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9956, loss_cls: 0.4895, loss: 0.4895 +2023-12-24 07:07:10,184 - pyskl - INFO - Epoch [97][1400/2506] lr: 7.046e-03, eta: 8:46:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9925, loss_cls: 0.4951, loss: 0.4951 +2023-12-24 07:07:32,827 - pyskl - INFO - Epoch [97][1500/2506] lr: 7.036e-03, eta: 8:46:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9950, loss_cls: 0.4875, loss: 0.4875 +2023-12-24 07:07:55,498 - pyskl - INFO - Epoch [97][1600/2506] lr: 7.027e-03, eta: 8:46:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9831, loss_cls: 0.4973, loss: 0.4973 +2023-12-24 07:08:18,276 - pyskl - INFO - Epoch [97][1700/2506] lr: 7.018e-03, eta: 8:45:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 0.5783, loss: 0.5783 +2023-12-24 07:08:40,941 - pyskl - INFO - Epoch [97][1800/2506] lr: 7.008e-03, eta: 8:45:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9938, loss_cls: 0.5149, loss: 0.5149 +2023-12-24 07:09:03,621 - pyskl - INFO - Epoch [97][1900/2506] lr: 6.999e-03, eta: 8:44:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 0.4931, loss: 0.4931 +2023-12-24 07:09:26,261 - pyskl - INFO - Epoch [97][2000/2506] lr: 6.990e-03, eta: 8:44:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 0.5203, loss: 0.5203 +2023-12-24 07:09:48,860 - pyskl - INFO - Epoch [97][2100/2506] lr: 6.980e-03, eta: 8:44:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 0.5085, loss: 0.5085 +2023-12-24 07:10:11,359 - pyskl - INFO - Epoch [97][2200/2506] lr: 6.971e-03, eta: 8:43:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 0.4989, loss: 0.4989 +2023-12-24 07:10:33,915 - pyskl - INFO - Epoch [97][2300/2506] lr: 6.961e-03, eta: 8:43:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 0.5221, loss: 0.5221 +2023-12-24 07:10:56,545 - pyskl - INFO - Epoch [97][2400/2506] lr: 6.952e-03, eta: 8:42:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 0.5011, loss: 0.5011 +2023-12-24 07:11:19,158 - pyskl - INFO - Epoch [97][2500/2506] lr: 6.943e-03, eta: 8:42:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 0.5082, loss: 0.5082 +2023-12-24 07:11:21,008 - pyskl - INFO - Saving checkpoint at 97 epochs +2023-12-24 07:12:40,185 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 07:12:40,254 - pyskl - INFO - +top1_acc 0.8364 +top5_acc 0.9734 +2023-12-24 07:12:40,258 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/bm/best_top1_acc_epoch_92.pth was removed +2023-12-24 07:12:40,388 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_97.pth. +2023-12-24 07:12:40,388 - pyskl - INFO - Best top1_acc is 0.8364 at 97 epoch. +2023-12-24 07:12:40,392 - pyskl - INFO - Epoch(val) [97][1031] top1_acc: 0.8364, top5_acc: 0.9734 +2023-12-24 07:13:21,991 - pyskl - INFO - Epoch [98][100/2506] lr: 6.933e-03, eta: 8:42:09, time: 0.416, data_time: 0.190, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 0.4865, loss: 0.4865 +2023-12-24 07:13:44,583 - pyskl - INFO - Epoch [98][200/2506] lr: 6.923e-03, eta: 8:41:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 0.4939, loss: 0.4939 +2023-12-24 07:14:07,227 - pyskl - INFO - Epoch [98][300/2506] lr: 6.914e-03, eta: 8:41:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.4462, loss: 0.4462 +2023-12-24 07:14:29,845 - pyskl - INFO - Epoch [98][400/2506] lr: 6.905e-03, eta: 8:40:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 0.4440, loss: 0.4440 +2023-12-24 07:14:52,410 - pyskl - INFO - Epoch [98][500/2506] lr: 6.895e-03, eta: 8:40:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 0.4593, loss: 0.4593 +2023-12-24 07:15:15,039 - pyskl - INFO - Epoch [98][600/2506] lr: 6.886e-03, eta: 8:40:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9862, loss_cls: 0.5241, loss: 0.5241 +2023-12-24 07:15:37,692 - pyskl - INFO - Epoch [98][700/2506] lr: 6.877e-03, eta: 8:39:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 0.4288, loss: 0.4288 +2023-12-24 07:16:00,323 - pyskl - INFO - Epoch [98][800/2506] lr: 6.867e-03, eta: 8:39:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 0.5039, loss: 0.5039 +2023-12-24 07:16:22,968 - pyskl - INFO - Epoch [98][900/2506] lr: 6.858e-03, eta: 8:38:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 0.4976, loss: 0.4976 +2023-12-24 07:16:45,692 - pyskl - INFO - Epoch [98][1000/2506] lr: 6.849e-03, eta: 8:38:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 0.5577, loss: 0.5577 +2023-12-24 07:17:08,385 - pyskl - INFO - Epoch [98][1100/2506] lr: 6.839e-03, eta: 8:38:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 0.4960, loss: 0.4960 +2023-12-24 07:17:31,055 - pyskl - INFO - Epoch [98][1200/2506] lr: 6.830e-03, eta: 8:37:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9944, loss_cls: 0.5074, loss: 0.5074 +2023-12-24 07:17:53,712 - pyskl - INFO - Epoch [98][1300/2506] lr: 6.821e-03, eta: 8:37:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 0.5352, loss: 0.5352 +2023-12-24 07:18:16,306 - pyskl - INFO - Epoch [98][1400/2506] lr: 6.812e-03, eta: 8:36:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9944, loss_cls: 0.5109, loss: 0.5109 +2023-12-24 07:18:38,846 - pyskl - INFO - Epoch [98][1500/2506] lr: 6.802e-03, eta: 8:36:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 0.4685, loss: 0.4685 +2023-12-24 07:19:01,419 - pyskl - INFO - Epoch [98][1600/2506] lr: 6.793e-03, eta: 8:36:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 0.4728, loss: 0.4728 +2023-12-24 07:19:24,038 - pyskl - INFO - Epoch [98][1700/2506] lr: 6.784e-03, eta: 8:35:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9906, loss_cls: 0.5778, loss: 0.5778 +2023-12-24 07:19:46,550 - pyskl - INFO - Epoch [98][1800/2506] lr: 6.774e-03, eta: 8:35:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9875, loss_cls: 0.4904, loss: 0.4904 +2023-12-24 07:20:09,246 - pyskl - INFO - Epoch [98][1900/2506] lr: 6.765e-03, eta: 8:34:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 0.5602, loss: 0.5602 +2023-12-24 07:20:31,789 - pyskl - INFO - Epoch [98][2000/2506] lr: 6.756e-03, eta: 8:34:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 0.4615, loss: 0.4615 +2023-12-24 07:20:54,350 - pyskl - INFO - Epoch [98][2100/2506] lr: 6.747e-03, eta: 8:34:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 0.5259, loss: 0.5259 +2023-12-24 07:21:17,058 - pyskl - INFO - Epoch [98][2200/2506] lr: 6.737e-03, eta: 8:33:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 0.5257, loss: 0.5257 +2023-12-24 07:21:39,743 - pyskl - INFO - Epoch [98][2300/2506] lr: 6.728e-03, eta: 8:33:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 0.4451, loss: 0.4451 +2023-12-24 07:22:02,429 - pyskl - INFO - Epoch [98][2400/2506] lr: 6.719e-03, eta: 8:32:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 0.4751, loss: 0.4751 +2023-12-24 07:22:25,059 - pyskl - INFO - Epoch [98][2500/2506] lr: 6.709e-03, eta: 8:32:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 0.5043, loss: 0.5043 +2023-12-24 07:22:26,877 - pyskl - INFO - Saving checkpoint at 98 epochs +2023-12-24 07:23:45,804 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 07:23:45,874 - pyskl - INFO - +top1_acc 0.8340 +top5_acc 0.9756 +2023-12-24 07:23:45,878 - pyskl - INFO - Epoch(val) [98][1031] top1_acc: 0.8340, top5_acc: 0.9756 +2023-12-24 07:24:26,909 - pyskl - INFO - Epoch [99][100/2506] lr: 6.700e-03, eta: 8:32:13, time: 0.410, data_time: 0.185, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 0.4690, loss: 0.4690 +2023-12-24 07:24:49,477 - pyskl - INFO - Epoch [99][200/2506] lr: 6.690e-03, eta: 8:31:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9931, loss_cls: 0.4988, loss: 0.4988 +2023-12-24 07:25:12,002 - pyskl - INFO - Epoch [99][300/2506] lr: 6.681e-03, eta: 8:31:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9881, loss_cls: 0.5064, loss: 0.5064 +2023-12-24 07:25:34,582 - pyskl - INFO - Epoch [99][400/2506] lr: 6.672e-03, eta: 8:31:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 0.4674, loss: 0.4674 +2023-12-24 07:25:57,192 - pyskl - INFO - Epoch [99][500/2506] lr: 6.663e-03, eta: 8:30:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 0.4550, loss: 0.4550 +2023-12-24 07:26:19,736 - pyskl - INFO - Epoch [99][600/2506] lr: 6.653e-03, eta: 8:30:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 0.4686, loss: 0.4686 +2023-12-24 07:26:42,350 - pyskl - INFO - Epoch [99][700/2506] lr: 6.644e-03, eta: 8:29:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 0.4276, loss: 0.4276 +2023-12-24 07:27:04,941 - pyskl - INFO - Epoch [99][800/2506] lr: 6.635e-03, eta: 8:29:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 0.4914, loss: 0.4914 +2023-12-24 07:27:27,597 - pyskl - INFO - Epoch [99][900/2506] lr: 6.626e-03, eta: 8:29:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 0.4874, loss: 0.4874 +2023-12-24 07:27:50,266 - pyskl - INFO - Epoch [99][1000/2506] lr: 6.617e-03, eta: 8:28:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 0.4537, loss: 0.4537 +2023-12-24 07:28:12,804 - pyskl - INFO - Epoch [99][1100/2506] lr: 6.607e-03, eta: 8:28:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 0.4369, loss: 0.4369 +2023-12-24 07:28:35,433 - pyskl - INFO - Epoch [99][1200/2506] lr: 6.598e-03, eta: 8:27:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 0.4977, loss: 0.4977 +2023-12-24 07:28:58,066 - pyskl - INFO - Epoch [99][1300/2506] lr: 6.589e-03, eta: 8:27:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9888, loss_cls: 0.4807, loss: 0.4807 +2023-12-24 07:29:20,650 - pyskl - INFO - Epoch [99][1400/2506] lr: 6.580e-03, eta: 8:26:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 0.4915, loss: 0.4915 +2023-12-24 07:29:43,292 - pyskl - INFO - Epoch [99][1500/2506] lr: 6.570e-03, eta: 8:26:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 0.4871, loss: 0.4871 +2023-12-24 07:30:06,017 - pyskl - INFO - Epoch [99][1600/2506] lr: 6.561e-03, eta: 8:26:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 0.4334, loss: 0.4334 +2023-12-24 07:30:28,699 - pyskl - INFO - Epoch [99][1700/2506] lr: 6.552e-03, eta: 8:25:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 0.4665, loss: 0.4665 +2023-12-24 07:30:51,438 - pyskl - INFO - Epoch [99][1800/2506] lr: 6.543e-03, eta: 8:25:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9912, loss_cls: 0.5357, loss: 0.5357 +2023-12-24 07:31:14,041 - pyskl - INFO - Epoch [99][1900/2506] lr: 6.534e-03, eta: 8:24:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 0.5247, loss: 0.5247 +2023-12-24 07:31:36,671 - pyskl - INFO - Epoch [99][2000/2506] lr: 6.525e-03, eta: 8:24:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 0.5195, loss: 0.5195 +2023-12-24 07:31:59,275 - pyskl - INFO - Epoch [99][2100/2506] lr: 6.515e-03, eta: 8:24:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 0.5287, loss: 0.5287 +2023-12-24 07:32:21,989 - pyskl - INFO - Epoch [99][2200/2506] lr: 6.506e-03, eta: 8:23:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 0.4800, loss: 0.4800 +2023-12-24 07:32:44,627 - pyskl - INFO - Epoch [99][2300/2506] lr: 6.497e-03, eta: 8:23:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 0.5211, loss: 0.5211 +2023-12-24 07:33:07,410 - pyskl - INFO - Epoch [99][2400/2506] lr: 6.488e-03, eta: 8:22:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 0.4685, loss: 0.4685 +2023-12-24 07:33:30,054 - pyskl - INFO - Epoch [99][2500/2506] lr: 6.479e-03, eta: 8:22:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9938, loss_cls: 0.4526, loss: 0.4526 +2023-12-24 07:33:31,961 - pyskl - INFO - Saving checkpoint at 99 epochs +2023-12-24 07:34:51,015 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 07:34:51,093 - pyskl - INFO - +top1_acc 0.7759 +top5_acc 0.9445 +2023-12-24 07:34:51,099 - pyskl - INFO - Epoch(val) [99][1031] top1_acc: 0.7759, top5_acc: 0.9445 +2023-12-24 07:35:32,774 - pyskl - INFO - Epoch [100][100/2506] lr: 6.469e-03, eta: 8:22:18, time: 0.417, data_time: 0.192, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9900, loss_cls: 0.4545, loss: 0.4545 +2023-12-24 07:35:55,379 - pyskl - INFO - Epoch [100][200/2506] lr: 6.460e-03, eta: 8:21:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 0.3862, loss: 0.3862 +2023-12-24 07:36:17,997 - pyskl - INFO - Epoch [100][300/2506] lr: 6.451e-03, eta: 8:21:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 0.4404, loss: 0.4404 +2023-12-24 07:36:40,690 - pyskl - INFO - Epoch [100][400/2506] lr: 6.442e-03, eta: 8:21:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 0.4610, loss: 0.4610 +2023-12-24 07:37:03,340 - pyskl - INFO - Epoch [100][500/2506] lr: 6.432e-03, eta: 8:20:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9956, loss_cls: 0.4536, loss: 0.4536 +2023-12-24 07:37:26,132 - pyskl - INFO - Epoch [100][600/2506] lr: 6.423e-03, eta: 8:20:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 0.4628, loss: 0.4628 +2023-12-24 07:37:48,826 - pyskl - INFO - Epoch [100][700/2506] lr: 6.414e-03, eta: 8:19:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 0.5056, loss: 0.5056 +2023-12-24 07:38:11,444 - pyskl - INFO - Epoch [100][800/2506] lr: 6.405e-03, eta: 8:19:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 0.4248, loss: 0.4248 +2023-12-24 07:38:34,008 - pyskl - INFO - Epoch [100][900/2506] lr: 6.396e-03, eta: 8:19:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 0.4714, loss: 0.4714 +2023-12-24 07:38:56,618 - pyskl - INFO - Epoch [100][1000/2506] lr: 6.387e-03, eta: 8:18:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 0.4597, loss: 0.4597 +2023-12-24 07:39:19,214 - pyskl - INFO - Epoch [100][1100/2506] lr: 6.378e-03, eta: 8:18:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 0.4649, loss: 0.4649 +2023-12-24 07:39:41,895 - pyskl - INFO - Epoch [100][1200/2506] lr: 6.369e-03, eta: 8:17:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9931, loss_cls: 0.4811, loss: 0.4811 +2023-12-24 07:40:04,520 - pyskl - INFO - Epoch [100][1300/2506] lr: 6.360e-03, eta: 8:17:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 0.4256, loss: 0.4256 +2023-12-24 07:40:27,186 - pyskl - INFO - Epoch [100][1400/2506] lr: 6.350e-03, eta: 8:17:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 0.5151, loss: 0.5151 +2023-12-24 07:40:49,913 - pyskl - INFO - Epoch [100][1500/2506] lr: 6.341e-03, eta: 8:16:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 0.5085, loss: 0.5085 +2023-12-24 07:41:12,563 - pyskl - INFO - Epoch [100][1600/2506] lr: 6.332e-03, eta: 8:16:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 0.5330, loss: 0.5330 +2023-12-24 07:41:35,204 - pyskl - INFO - Epoch [100][1700/2506] lr: 6.323e-03, eta: 8:15:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 0.4661, loss: 0.4661 +2023-12-24 07:41:57,904 - pyskl - INFO - Epoch [100][1800/2506] lr: 6.314e-03, eta: 8:15:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9944, loss_cls: 0.4768, loss: 0.4768 +2023-12-24 07:42:20,629 - pyskl - INFO - Epoch [100][1900/2506] lr: 6.305e-03, eta: 8:15:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 0.5134, loss: 0.5134 +2023-12-24 07:42:43,314 - pyskl - INFO - Epoch [100][2000/2506] lr: 6.296e-03, eta: 8:14:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 0.4931, loss: 0.4931 +2023-12-24 07:43:05,939 - pyskl - INFO - Epoch [100][2100/2506] lr: 6.287e-03, eta: 8:14:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 0.5292, loss: 0.5292 +2023-12-24 07:43:28,599 - pyskl - INFO - Epoch [100][2200/2506] lr: 6.278e-03, eta: 8:13:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9831, loss_cls: 0.4970, loss: 0.4970 +2023-12-24 07:43:51,214 - pyskl - INFO - Epoch [100][2300/2506] lr: 6.269e-03, eta: 8:13:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 0.4874, loss: 0.4874 +2023-12-24 07:44:13,713 - pyskl - INFO - Epoch [100][2400/2506] lr: 6.260e-03, eta: 8:13:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 0.5319, loss: 0.5319 +2023-12-24 07:44:36,355 - pyskl - INFO - Epoch [100][2500/2506] lr: 6.251e-03, eta: 8:12:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9881, loss_cls: 0.4922, loss: 0.4922 +2023-12-24 07:44:38,170 - pyskl - INFO - Saving checkpoint at 100 epochs +2023-12-24 07:45:56,896 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 07:45:56,965 - pyskl - INFO - +top1_acc 0.8438 +top5_acc 0.9757 +2023-12-24 07:45:56,969 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/bm/best_top1_acc_epoch_97.pth was removed +2023-12-24 07:45:57,099 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_100.pth. +2023-12-24 07:45:57,100 - pyskl - INFO - Best top1_acc is 0.8438 at 100 epoch. +2023-12-24 07:45:57,104 - pyskl - INFO - Epoch(val) [100][1031] top1_acc: 0.8438, top5_acc: 0.9757 +2023-12-24 07:46:38,154 - pyskl - INFO - Epoch [101][100/2506] lr: 6.241e-03, eta: 8:12:23, time: 0.410, data_time: 0.184, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 0.3788, loss: 0.3788 +2023-12-24 07:47:00,708 - pyskl - INFO - Epoch [101][200/2506] lr: 6.232e-03, eta: 8:11:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9912, loss_cls: 0.4207, loss: 0.4207 +2023-12-24 07:47:23,314 - pyskl - INFO - Epoch [101][300/2506] lr: 6.223e-03, eta: 8:11:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 0.4291, loss: 0.4291 +2023-12-24 07:47:45,967 - pyskl - INFO - Epoch [101][400/2506] lr: 6.214e-03, eta: 8:11:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 0.4373, loss: 0.4373 +2023-12-24 07:48:08,632 - pyskl - INFO - Epoch [101][500/2506] lr: 6.205e-03, eta: 8:10:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 0.4075, loss: 0.4075 +2023-12-24 07:48:31,345 - pyskl - INFO - Epoch [101][600/2506] lr: 6.196e-03, eta: 8:10:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 0.4768, loss: 0.4768 +2023-12-24 07:48:53,875 - pyskl - INFO - Epoch [101][700/2506] lr: 6.187e-03, eta: 8:09:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 0.4690, loss: 0.4690 +2023-12-24 07:49:16,668 - pyskl - INFO - Epoch [101][800/2506] lr: 6.178e-03, eta: 8:09:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 0.4742, loss: 0.4742 +2023-12-24 07:49:39,258 - pyskl - INFO - Epoch [101][900/2506] lr: 6.169e-03, eta: 8:09:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 0.4915, loss: 0.4915 +2023-12-24 07:50:01,846 - pyskl - INFO - Epoch [101][1000/2506] lr: 6.160e-03, eta: 8:08:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9944, loss_cls: 0.4408, loss: 0.4408 +2023-12-24 07:50:24,454 - pyskl - INFO - Epoch [101][1100/2506] lr: 6.151e-03, eta: 8:08:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9888, loss_cls: 0.4573, loss: 0.4573 +2023-12-24 07:50:47,239 - pyskl - INFO - Epoch [101][1200/2506] lr: 6.142e-03, eta: 8:07:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9894, loss_cls: 0.5021, loss: 0.5021 +2023-12-24 07:51:09,885 - pyskl - INFO - Epoch [101][1300/2506] lr: 6.133e-03, eta: 8:07:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 0.4733, loss: 0.4733 +2023-12-24 07:51:32,425 - pyskl - INFO - Epoch [101][1400/2506] lr: 6.124e-03, eta: 8:07:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 0.4461, loss: 0.4461 +2023-12-24 07:51:55,034 - pyskl - INFO - Epoch [101][1500/2506] lr: 6.115e-03, eta: 8:06:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 0.4535, loss: 0.4535 +2023-12-24 07:52:17,628 - pyskl - INFO - Epoch [101][1600/2506] lr: 6.106e-03, eta: 8:06:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 0.4312, loss: 0.4312 +2023-12-24 07:52:40,252 - pyskl - INFO - Epoch [101][1700/2506] lr: 6.097e-03, eta: 8:05:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 0.4708, loss: 0.4708 +2023-12-24 07:53:02,946 - pyskl - INFO - Epoch [101][1800/2506] lr: 6.088e-03, eta: 8:05:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 0.5019, loss: 0.5019 +2023-12-24 07:53:25,628 - pyskl - INFO - Epoch [101][1900/2506] lr: 6.079e-03, eta: 8:05:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 0.4789, loss: 0.4789 +2023-12-24 07:53:48,284 - pyskl - INFO - Epoch [101][2000/2506] lr: 6.070e-03, eta: 8:04:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 0.5111, loss: 0.5111 +2023-12-24 07:54:11,060 - pyskl - INFO - Epoch [101][2100/2506] lr: 6.061e-03, eta: 8:04:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 0.4319, loss: 0.4319 +2023-12-24 07:54:33,756 - pyskl - INFO - Epoch [101][2200/2506] lr: 6.052e-03, eta: 8:03:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 0.5321, loss: 0.5321 +2023-12-24 07:54:56,380 - pyskl - INFO - Epoch [101][2300/2506] lr: 6.043e-03, eta: 8:03:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 0.4841, loss: 0.4841 +2023-12-24 07:55:18,956 - pyskl - INFO - Epoch [101][2400/2506] lr: 6.034e-03, eta: 8:03:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 0.4235, loss: 0.4235 +2023-12-24 07:55:41,624 - pyskl - INFO - Epoch [101][2500/2506] lr: 6.025e-03, eta: 8:02:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9919, loss_cls: 0.4125, loss: 0.4125 +2023-12-24 07:55:43,437 - pyskl - INFO - Saving checkpoint at 101 epochs +2023-12-24 07:57:02,440 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 07:57:02,511 - pyskl - INFO - +top1_acc 0.8280 +top5_acc 0.9700 +2023-12-24 07:57:02,514 - pyskl - INFO - Epoch(val) [101][1031] top1_acc: 0.8280, top5_acc: 0.9700 +2023-12-24 07:57:43,717 - pyskl - INFO - Epoch [102][100/2506] lr: 6.016e-03, eta: 8:02:29, time: 0.412, data_time: 0.187, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 0.3501, loss: 0.3501 +2023-12-24 07:58:06,335 - pyskl - INFO - Epoch [102][200/2506] lr: 6.007e-03, eta: 8:02:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9894, loss_cls: 0.4056, loss: 0.4056 +2023-12-24 07:58:28,891 - pyskl - INFO - Epoch [102][300/2506] lr: 5.998e-03, eta: 8:01:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 0.4153, loss: 0.4153 +2023-12-24 07:58:51,563 - pyskl - INFO - Epoch [102][400/2506] lr: 5.989e-03, eta: 8:01:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 0.4614, loss: 0.4614 +2023-12-24 07:59:14,114 - pyskl - INFO - Epoch [102][500/2506] lr: 5.980e-03, eta: 8:00:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9906, loss_cls: 0.4400, loss: 0.4400 +2023-12-24 07:59:36,782 - pyskl - INFO - Epoch [102][600/2506] lr: 5.971e-03, eta: 8:00:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9950, loss_cls: 0.4467, loss: 0.4467 +2023-12-24 07:59:59,470 - pyskl - INFO - Epoch [102][700/2506] lr: 5.962e-03, eta: 8:00:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 0.4729, loss: 0.4729 +2023-12-24 08:00:22,078 - pyskl - INFO - Epoch [102][800/2506] lr: 5.953e-03, eta: 7:59:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 0.4953, loss: 0.4953 +2023-12-24 08:00:44,744 - pyskl - INFO - Epoch [102][900/2506] lr: 5.945e-03, eta: 7:59:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 0.4526, loss: 0.4526 +2023-12-24 08:01:07,259 - pyskl - INFO - Epoch [102][1000/2506] lr: 5.936e-03, eta: 7:58:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 0.4535, loss: 0.4535 +2023-12-24 08:01:29,804 - pyskl - INFO - Epoch [102][1100/2506] lr: 5.927e-03, eta: 7:58:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 0.4166, loss: 0.4166 +2023-12-24 08:01:52,352 - pyskl - INFO - Epoch [102][1200/2506] lr: 5.918e-03, eta: 7:58:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9956, loss_cls: 0.4340, loss: 0.4340 +2023-12-24 08:02:14,954 - pyskl - INFO - Epoch [102][1300/2506] lr: 5.909e-03, eta: 7:57:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 0.4715, loss: 0.4715 +2023-12-24 08:02:37,559 - pyskl - INFO - Epoch [102][1400/2506] lr: 5.900e-03, eta: 7:57:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 0.4684, loss: 0.4684 +2023-12-24 08:03:00,228 - pyskl - INFO - Epoch [102][1500/2506] lr: 5.891e-03, eta: 7:56:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9881, loss_cls: 0.4941, loss: 0.4941 +2023-12-24 08:03:22,812 - pyskl - INFO - Epoch [102][1600/2506] lr: 5.882e-03, eta: 7:56:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 0.4805, loss: 0.4805 +2023-12-24 08:03:45,519 - pyskl - INFO - Epoch [102][1700/2506] lr: 5.873e-03, eta: 7:56:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 0.4541, loss: 0.4541 +2023-12-24 08:04:08,065 - pyskl - INFO - Epoch [102][1800/2506] lr: 5.865e-03, eta: 7:55:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9944, loss_cls: 0.4862, loss: 0.4862 +2023-12-24 08:04:30,703 - pyskl - INFO - Epoch [102][1900/2506] lr: 5.856e-03, eta: 7:55:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 0.4298, loss: 0.4298 +2023-12-24 08:04:53,349 - pyskl - INFO - Epoch [102][2000/2506] lr: 5.847e-03, eta: 7:54:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9894, loss_cls: 0.4389, loss: 0.4389 +2023-12-24 08:05:15,969 - pyskl - INFO - Epoch [102][2100/2506] lr: 5.838e-03, eta: 7:54:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9950, loss_cls: 0.4511, loss: 0.4511 +2023-12-24 08:05:38,569 - pyskl - INFO - Epoch [102][2200/2506] lr: 5.829e-03, eta: 7:54:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 0.4638, loss: 0.4638 +2023-12-24 08:06:01,224 - pyskl - INFO - Epoch [102][2300/2506] lr: 5.820e-03, eta: 7:53:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 0.4972, loss: 0.4972 +2023-12-24 08:06:23,820 - pyskl - INFO - Epoch [102][2400/2506] lr: 5.812e-03, eta: 7:53:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 0.4718, loss: 0.4718 +2023-12-24 08:06:46,351 - pyskl - INFO - Epoch [102][2500/2506] lr: 5.803e-03, eta: 7:52:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 0.4524, loss: 0.4524 +2023-12-24 08:06:48,178 - pyskl - INFO - Saving checkpoint at 102 epochs +2023-12-24 08:08:06,951 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 08:08:07,023 - pyskl - INFO - +top1_acc 0.8438 +top5_acc 0.9742 +2023-12-24 08:08:07,027 - pyskl - INFO - Epoch(val) [102][1031] top1_acc: 0.8438, top5_acc: 0.9742 +2023-12-24 08:08:48,279 - pyskl - INFO - Epoch [103][100/2506] lr: 5.793e-03, eta: 7:52:34, time: 0.412, data_time: 0.186, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 0.4275, loss: 0.4275 +2023-12-24 08:09:10,786 - pyskl - INFO - Epoch [103][200/2506] lr: 5.785e-03, eta: 7:52:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 0.4153, loss: 0.4153 +2023-12-24 08:09:33,507 - pyskl - INFO - Epoch [103][300/2506] lr: 5.776e-03, eta: 7:51:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 0.4512, loss: 0.4512 +2023-12-24 08:09:56,082 - pyskl - INFO - Epoch [103][400/2506] lr: 5.767e-03, eta: 7:51:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 0.4216, loss: 0.4216 +2023-12-24 08:10:18,674 - pyskl - INFO - Epoch [103][500/2506] lr: 5.758e-03, eta: 7:50:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 0.3998, loss: 0.3998 +2023-12-24 08:10:41,294 - pyskl - INFO - Epoch [103][600/2506] lr: 5.749e-03, eta: 7:50:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 0.4272, loss: 0.4272 +2023-12-24 08:11:03,933 - pyskl - INFO - Epoch [103][700/2506] lr: 5.741e-03, eta: 7:50:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 0.4385, loss: 0.4385 +2023-12-24 08:11:26,583 - pyskl - INFO - Epoch [103][800/2506] lr: 5.732e-03, eta: 7:49:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9962, loss_cls: 0.4134, loss: 0.4134 +2023-12-24 08:11:49,230 - pyskl - INFO - Epoch [103][900/2506] lr: 5.723e-03, eta: 7:49:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9950, loss_cls: 0.4336, loss: 0.4336 +2023-12-24 08:12:11,831 - pyskl - INFO - Epoch [103][1000/2506] lr: 5.714e-03, eta: 7:48:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 0.4367, loss: 0.4367 +2023-12-24 08:12:34,400 - pyskl - INFO - Epoch [103][1100/2506] lr: 5.706e-03, eta: 7:48:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 0.4241, loss: 0.4241 +2023-12-24 08:12:57,004 - pyskl - INFO - Epoch [103][1200/2506] lr: 5.697e-03, eta: 7:48:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9894, loss_cls: 0.4346, loss: 0.4346 +2023-12-24 08:13:19,661 - pyskl - INFO - Epoch [103][1300/2506] lr: 5.688e-03, eta: 7:47:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 0.4867, loss: 0.4867 +2023-12-24 08:13:42,337 - pyskl - INFO - Epoch [103][1400/2506] lr: 5.679e-03, eta: 7:47:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 0.4736, loss: 0.4736 +2023-12-24 08:14:05,002 - pyskl - INFO - Epoch [103][1500/2506] lr: 5.670e-03, eta: 7:46:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9862, loss_cls: 0.4727, loss: 0.4727 +2023-12-24 08:14:27,624 - pyskl - INFO - Epoch [103][1600/2506] lr: 5.662e-03, eta: 7:46:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 0.4421, loss: 0.4421 +2023-12-24 08:14:50,241 - pyskl - INFO - Epoch [103][1700/2506] lr: 5.653e-03, eta: 7:46:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 0.4402, loss: 0.4402 +2023-12-24 08:15:12,826 - pyskl - INFO - Epoch [103][1800/2506] lr: 5.644e-03, eta: 7:45:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 0.4375, loss: 0.4375 +2023-12-24 08:15:35,520 - pyskl - INFO - Epoch [103][1900/2506] lr: 5.636e-03, eta: 7:45:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 0.4385, loss: 0.4385 +2023-12-24 08:15:58,161 - pyskl - INFO - Epoch [103][2000/2506] lr: 5.627e-03, eta: 7:44:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 0.4195, loss: 0.4195 +2023-12-24 08:16:20,714 - pyskl - INFO - Epoch [103][2100/2506] lr: 5.618e-03, eta: 7:44:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9875, loss_cls: 0.4917, loss: 0.4917 +2023-12-24 08:16:43,265 - pyskl - INFO - Epoch [103][2200/2506] lr: 5.609e-03, eta: 7:44:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 0.4260, loss: 0.4260 +2023-12-24 08:17:05,898 - pyskl - INFO - Epoch [103][2300/2506] lr: 5.601e-03, eta: 7:43:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9881, loss_cls: 0.4380, loss: 0.4380 +2023-12-24 08:17:28,489 - pyskl - INFO - Epoch [103][2400/2506] lr: 5.592e-03, eta: 7:43:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 0.4089, loss: 0.4089 +2023-12-24 08:17:51,090 - pyskl - INFO - Epoch [103][2500/2506] lr: 5.583e-03, eta: 7:42:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 0.4451, loss: 0.4451 +2023-12-24 08:17:52,981 - pyskl - INFO - Saving checkpoint at 103 epochs +2023-12-24 08:19:12,085 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 08:19:12,158 - pyskl - INFO - +top1_acc 0.8424 +top5_acc 0.9721 +2023-12-24 08:19:12,161 - pyskl - INFO - Epoch(val) [103][1031] top1_acc: 0.8424, top5_acc: 0.9721 +2023-12-24 08:19:53,663 - pyskl - INFO - Epoch [104][100/2506] lr: 5.574e-03, eta: 7:42:40, time: 0.415, data_time: 0.190, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9962, loss_cls: 0.3892, loss: 0.3892 +2023-12-24 08:20:16,109 - pyskl - INFO - Epoch [104][200/2506] lr: 5.565e-03, eta: 7:42:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 0.4573, loss: 0.4573 +2023-12-24 08:20:38,634 - pyskl - INFO - Epoch [104][300/2506] lr: 5.557e-03, eta: 7:41:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 0.4306, loss: 0.4306 +2023-12-24 08:21:01,177 - pyskl - INFO - Epoch [104][400/2506] lr: 5.548e-03, eta: 7:41:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 0.3455, loss: 0.3455 +2023-12-24 08:21:23,735 - pyskl - INFO - Epoch [104][500/2506] lr: 5.539e-03, eta: 7:41:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 0.4496, loss: 0.4496 +2023-12-24 08:21:46,444 - pyskl - INFO - Epoch [104][600/2506] lr: 5.531e-03, eta: 7:40:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 0.3754, loss: 0.3754 +2023-12-24 08:22:09,023 - pyskl - INFO - Epoch [104][700/2506] lr: 5.522e-03, eta: 7:40:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9962, loss_cls: 0.4189, loss: 0.4189 +2023-12-24 08:22:31,733 - pyskl - INFO - Epoch [104][800/2506] lr: 5.513e-03, eta: 7:39:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 0.3924, loss: 0.3924 +2023-12-24 08:22:54,399 - pyskl - INFO - Epoch [104][900/2506] lr: 5.505e-03, eta: 7:39:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 0.4401, loss: 0.4401 +2023-12-24 08:23:17,070 - pyskl - INFO - Epoch [104][1000/2506] lr: 5.496e-03, eta: 7:39:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 0.4359, loss: 0.4359 +2023-12-24 08:23:39,785 - pyskl - INFO - Epoch [104][1100/2506] lr: 5.487e-03, eta: 7:38:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 0.4710, loss: 0.4710 +2023-12-24 08:24:02,431 - pyskl - INFO - Epoch [104][1200/2506] lr: 5.479e-03, eta: 7:38:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 0.4646, loss: 0.4646 +2023-12-24 08:24:25,099 - pyskl - INFO - Epoch [104][1300/2506] lr: 5.470e-03, eta: 7:37:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 0.3977, loss: 0.3977 +2023-12-24 08:24:47,717 - pyskl - INFO - Epoch [104][1400/2506] lr: 5.461e-03, eta: 7:37:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 0.4030, loss: 0.4030 +2023-12-24 08:25:10,369 - pyskl - INFO - Epoch [104][1500/2506] lr: 5.453e-03, eta: 7:37:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 0.4565, loss: 0.4565 +2023-12-24 08:25:33,044 - pyskl - INFO - Epoch [104][1600/2506] lr: 5.444e-03, eta: 7:36:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 0.4198, loss: 0.4198 +2023-12-24 08:25:55,645 - pyskl - INFO - Epoch [104][1700/2506] lr: 5.435e-03, eta: 7:36:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9969, loss_cls: 0.3997, loss: 0.3997 +2023-12-24 08:26:18,201 - pyskl - INFO - Epoch [104][1800/2506] lr: 5.427e-03, eta: 7:35:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 0.4652, loss: 0.4652 +2023-12-24 08:26:40,893 - pyskl - INFO - Epoch [104][1900/2506] lr: 5.418e-03, eta: 7:35:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 0.4737, loss: 0.4737 +2023-12-24 08:27:03,450 - pyskl - INFO - Epoch [104][2000/2506] lr: 5.410e-03, eta: 7:35:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 0.5156, loss: 0.5156 +2023-12-24 08:27:26,062 - pyskl - INFO - Epoch [104][2100/2506] lr: 5.401e-03, eta: 7:34:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9969, loss_cls: 0.4309, loss: 0.4309 +2023-12-24 08:27:48,679 - pyskl - INFO - Epoch [104][2200/2506] lr: 5.392e-03, eta: 7:34:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 0.4496, loss: 0.4496 +2023-12-24 08:28:11,295 - pyskl - INFO - Epoch [104][2300/2506] lr: 5.384e-03, eta: 7:33:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 0.4075, loss: 0.4075 +2023-12-24 08:28:33,955 - pyskl - INFO - Epoch [104][2400/2506] lr: 5.375e-03, eta: 7:33:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9950, loss_cls: 0.4543, loss: 0.4543 +2023-12-24 08:28:56,568 - pyskl - INFO - Epoch [104][2500/2506] lr: 5.367e-03, eta: 7:33:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 0.4538, loss: 0.4538 +2023-12-24 08:28:58,430 - pyskl - INFO - Saving checkpoint at 104 epochs +2023-12-24 08:30:17,484 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 08:30:17,553 - pyskl - INFO - +top1_acc 0.8397 +top5_acc 0.9728 +2023-12-24 08:30:17,557 - pyskl - INFO - Epoch(val) [104][1031] top1_acc: 0.8397, top5_acc: 0.9728 +2023-12-24 08:30:58,593 - pyskl - INFO - Epoch [105][100/2506] lr: 5.358e-03, eta: 7:32:45, time: 0.410, data_time: 0.185, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 0.4380, loss: 0.4380 +2023-12-24 08:31:21,231 - pyskl - INFO - Epoch [105][200/2506] lr: 5.349e-03, eta: 7:32:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 0.4021, loss: 0.4021 +2023-12-24 08:31:43,842 - pyskl - INFO - Epoch [105][300/2506] lr: 5.340e-03, eta: 7:31:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 0.3902, loss: 0.3902 +2023-12-24 08:32:06,397 - pyskl - INFO - Epoch [105][400/2506] lr: 5.332e-03, eta: 7:31:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 0.3783, loss: 0.3783 +2023-12-24 08:32:29,091 - pyskl - INFO - Epoch [105][500/2506] lr: 5.323e-03, eta: 7:31:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 0.3694, loss: 0.3694 +2023-12-24 08:32:51,779 - pyskl - INFO - Epoch [105][600/2506] lr: 5.315e-03, eta: 7:30:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 0.4099, loss: 0.4099 +2023-12-24 08:33:14,476 - pyskl - INFO - Epoch [105][700/2506] lr: 5.306e-03, eta: 7:30:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 0.4404, loss: 0.4404 +2023-12-24 08:33:37,171 - pyskl - INFO - Epoch [105][800/2506] lr: 5.298e-03, eta: 7:29:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9894, loss_cls: 0.4037, loss: 0.4037 +2023-12-24 08:33:59,831 - pyskl - INFO - Epoch [105][900/2506] lr: 5.289e-03, eta: 7:29:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9969, loss_cls: 0.3959, loss: 0.3959 +2023-12-24 08:34:22,488 - pyskl - INFO - Epoch [105][1000/2506] lr: 5.281e-03, eta: 7:29:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 0.4427, loss: 0.4427 +2023-12-24 08:34:45,055 - pyskl - INFO - Epoch [105][1100/2506] lr: 5.272e-03, eta: 7:28:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 0.4101, loss: 0.4101 +2023-12-24 08:35:07,673 - pyskl - INFO - Epoch [105][1200/2506] lr: 5.264e-03, eta: 7:28:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 0.3840, loss: 0.3840 +2023-12-24 08:35:30,400 - pyskl - INFO - Epoch [105][1300/2506] lr: 5.255e-03, eta: 7:27:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 0.4244, loss: 0.4244 +2023-12-24 08:35:53,097 - pyskl - INFO - Epoch [105][1400/2506] lr: 5.247e-03, eta: 7:27:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 0.3921, loss: 0.3921 +2023-12-24 08:36:15,640 - pyskl - INFO - Epoch [105][1500/2506] lr: 5.238e-03, eta: 7:27:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 0.4010, loss: 0.4010 +2023-12-24 08:36:38,225 - pyskl - INFO - Epoch [105][1600/2506] lr: 5.230e-03, eta: 7:26:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9950, loss_cls: 0.4437, loss: 0.4437 +2023-12-24 08:37:00,876 - pyskl - INFO - Epoch [105][1700/2506] lr: 5.221e-03, eta: 7:26:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 0.3915, loss: 0.3915 +2023-12-24 08:37:23,461 - pyskl - INFO - Epoch [105][1800/2506] lr: 5.213e-03, eta: 7:25:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.3801, loss: 0.3801 +2023-12-24 08:37:46,145 - pyskl - INFO - Epoch [105][1900/2506] lr: 5.204e-03, eta: 7:25:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 0.4388, loss: 0.4388 +2023-12-24 08:38:08,783 - pyskl - INFO - Epoch [105][2000/2506] lr: 5.196e-03, eta: 7:25:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 0.4643, loss: 0.4643 +2023-12-24 08:38:31,426 - pyskl - INFO - Epoch [105][2100/2506] lr: 5.187e-03, eta: 7:24:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 0.4206, loss: 0.4206 +2023-12-24 08:38:54,069 - pyskl - INFO - Epoch [105][2200/2506] lr: 5.179e-03, eta: 7:24:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 0.3985, loss: 0.3985 +2023-12-24 08:39:16,702 - pyskl - INFO - Epoch [105][2300/2506] lr: 5.170e-03, eta: 7:23:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 0.4956, loss: 0.4956 +2023-12-24 08:39:39,410 - pyskl - INFO - Epoch [105][2400/2506] lr: 5.162e-03, eta: 7:23:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9950, loss_cls: 0.4477, loss: 0.4477 +2023-12-24 08:40:01,998 - pyskl - INFO - Epoch [105][2500/2506] lr: 5.153e-03, eta: 7:23:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 0.4355, loss: 0.4355 +2023-12-24 08:40:03,805 - pyskl - INFO - Saving checkpoint at 105 epochs +2023-12-24 08:41:22,519 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 08:41:22,591 - pyskl - INFO - +top1_acc 0.8028 +top5_acc 0.9608 +2023-12-24 08:41:22,594 - pyskl - INFO - Epoch(val) [105][1031] top1_acc: 0.8028, top5_acc: 0.9608 +2023-12-24 08:42:04,367 - pyskl - INFO - Epoch [106][100/2506] lr: 5.144e-03, eta: 7:22:52, time: 0.418, data_time: 0.192, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 0.4177, loss: 0.4177 +2023-12-24 08:42:26,903 - pyskl - INFO - Epoch [106][200/2506] lr: 5.136e-03, eta: 7:22:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9969, loss_cls: 0.3569, loss: 0.3569 +2023-12-24 08:42:49,560 - pyskl - INFO - Epoch [106][300/2506] lr: 5.127e-03, eta: 7:22:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 0.3493, loss: 0.3493 +2023-12-24 08:43:12,179 - pyskl - INFO - Epoch [106][400/2506] lr: 5.119e-03, eta: 7:21:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 0.3670, loss: 0.3670 +2023-12-24 08:43:34,945 - pyskl - INFO - Epoch [106][500/2506] lr: 5.111e-03, eta: 7:21:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 0.3944, loss: 0.3944 +2023-12-24 08:43:57,567 - pyskl - INFO - Epoch [106][600/2506] lr: 5.102e-03, eta: 7:20:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 0.3766, loss: 0.3766 +2023-12-24 08:44:20,103 - pyskl - INFO - Epoch [106][700/2506] lr: 5.094e-03, eta: 7:20:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 0.3874, loss: 0.3874 +2023-12-24 08:44:42,666 - pyskl - INFO - Epoch [106][800/2506] lr: 5.085e-03, eta: 7:20:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9969, loss_cls: 0.3998, loss: 0.3998 +2023-12-24 08:45:05,328 - pyskl - INFO - Epoch [106][900/2506] lr: 5.077e-03, eta: 7:19:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 0.3644, loss: 0.3644 +2023-12-24 08:45:27,910 - pyskl - INFO - Epoch [106][1000/2506] lr: 5.069e-03, eta: 7:19:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 0.3817, loss: 0.3817 +2023-12-24 08:45:50,499 - pyskl - INFO - Epoch [106][1100/2506] lr: 5.060e-03, eta: 7:18:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 0.4544, loss: 0.4544 +2023-12-24 08:46:13,182 - pyskl - INFO - Epoch [106][1200/2506] lr: 5.052e-03, eta: 7:18:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 0.4281, loss: 0.4281 +2023-12-24 08:46:35,848 - pyskl - INFO - Epoch [106][1300/2506] lr: 5.043e-03, eta: 7:18:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 0.4223, loss: 0.4223 +2023-12-24 08:46:58,460 - pyskl - INFO - Epoch [106][1400/2506] lr: 5.035e-03, eta: 7:17:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 0.4248, loss: 0.4248 +2023-12-24 08:47:21,141 - pyskl - INFO - Epoch [106][1500/2506] lr: 5.027e-03, eta: 7:17:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 0.4340, loss: 0.4340 +2023-12-24 08:47:43,726 - pyskl - INFO - Epoch [106][1600/2506] lr: 5.018e-03, eta: 7:16:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 0.3488, loss: 0.3488 +2023-12-24 08:48:06,348 - pyskl - INFO - Epoch [106][1700/2506] lr: 5.010e-03, eta: 7:16:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9900, loss_cls: 0.3890, loss: 0.3890 +2023-12-24 08:48:28,925 - pyskl - INFO - Epoch [106][1800/2506] lr: 5.001e-03, eta: 7:16:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9950, loss_cls: 0.4519, loss: 0.4519 +2023-12-24 08:48:51,494 - pyskl - INFO - Epoch [106][1900/2506] lr: 4.993e-03, eta: 7:15:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 0.4287, loss: 0.4287 +2023-12-24 08:49:14,084 - pyskl - INFO - Epoch [106][2000/2506] lr: 4.985e-03, eta: 7:15:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9956, loss_cls: 0.4010, loss: 0.4010 +2023-12-24 08:49:36,611 - pyskl - INFO - Epoch [106][2100/2506] lr: 4.976e-03, eta: 7:14:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 0.3697, loss: 0.3697 +2023-12-24 08:49:59,251 - pyskl - INFO - Epoch [106][2200/2506] lr: 4.968e-03, eta: 7:14:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 0.3493, loss: 0.3493 +2023-12-24 08:50:21,800 - pyskl - INFO - Epoch [106][2300/2506] lr: 4.960e-03, eta: 7:14:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 0.4099, loss: 0.4099 +2023-12-24 08:50:44,428 - pyskl - INFO - Epoch [106][2400/2506] lr: 4.951e-03, eta: 7:13:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 0.4773, loss: 0.4773 +2023-12-24 08:51:07,127 - pyskl - INFO - Epoch [106][2500/2506] lr: 4.943e-03, eta: 7:13:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 0.4385, loss: 0.4385 +2023-12-24 08:51:09,050 - pyskl - INFO - Saving checkpoint at 106 epochs +2023-12-24 08:52:28,526 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 08:52:28,599 - pyskl - INFO - +top1_acc 0.8275 +top5_acc 0.9697 +2023-12-24 08:52:28,603 - pyskl - INFO - Epoch(val) [106][1031] top1_acc: 0.8275, top5_acc: 0.9697 +2023-12-24 08:53:10,235 - pyskl - INFO - Epoch [107][100/2506] lr: 4.934e-03, eta: 7:12:58, time: 0.416, data_time: 0.190, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 0.3581, loss: 0.3581 +2023-12-24 08:53:32,882 - pyskl - INFO - Epoch [107][200/2506] lr: 4.926e-03, eta: 7:12:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9969, loss_cls: 0.3733, loss: 0.3733 +2023-12-24 08:53:55,531 - pyskl - INFO - Epoch [107][300/2506] lr: 4.918e-03, eta: 7:12:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 0.3828, loss: 0.3828 +2023-12-24 08:54:18,209 - pyskl - INFO - Epoch [107][400/2506] lr: 4.909e-03, eta: 7:11:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 0.3255, loss: 0.3255 +2023-12-24 08:54:40,942 - pyskl - INFO - Epoch [107][500/2506] lr: 4.901e-03, eta: 7:11:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 0.3676, loss: 0.3676 +2023-12-24 08:55:03,537 - pyskl - INFO - Epoch [107][600/2506] lr: 4.893e-03, eta: 7:10:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 0.3519, loss: 0.3519 +2023-12-24 08:55:26,335 - pyskl - INFO - Epoch [107][700/2506] lr: 4.884e-03, eta: 7:10:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9975, loss_cls: 0.3600, loss: 0.3600 +2023-12-24 08:55:48,972 - pyskl - INFO - Epoch [107][800/2506] lr: 4.876e-03, eta: 7:10:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 0.3706, loss: 0.3706 +2023-12-24 08:56:11,787 - pyskl - INFO - Epoch [107][900/2506] lr: 4.868e-03, eta: 7:09:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 0.3734, loss: 0.3734 +2023-12-24 08:56:34,462 - pyskl - INFO - Epoch [107][1000/2506] lr: 4.860e-03, eta: 7:09:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9981, loss_cls: 0.3620, loss: 0.3620 +2023-12-24 08:56:57,054 - pyskl - INFO - Epoch [107][1100/2506] lr: 4.851e-03, eta: 7:08:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 0.4308, loss: 0.4308 +2023-12-24 08:57:19,683 - pyskl - INFO - Epoch [107][1200/2506] lr: 4.843e-03, eta: 7:08:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 0.4446, loss: 0.4446 +2023-12-24 08:57:42,484 - pyskl - INFO - Epoch [107][1300/2506] lr: 4.835e-03, eta: 7:08:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9962, loss_cls: 0.3948, loss: 0.3948 +2023-12-24 08:58:05,128 - pyskl - INFO - Epoch [107][1400/2506] lr: 4.827e-03, eta: 7:07:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 0.3788, loss: 0.3788 +2023-12-24 08:58:27,765 - pyskl - INFO - Epoch [107][1500/2506] lr: 4.818e-03, eta: 7:07:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 0.3615, loss: 0.3615 +2023-12-24 08:58:50,351 - pyskl - INFO - Epoch [107][1600/2506] lr: 4.810e-03, eta: 7:06:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 0.3422, loss: 0.3422 +2023-12-24 08:59:13,130 - pyskl - INFO - Epoch [107][1700/2506] lr: 4.802e-03, eta: 7:06:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.4263, loss: 0.4263 +2023-12-24 08:59:35,737 - pyskl - INFO - Epoch [107][1800/2506] lr: 4.794e-03, eta: 7:06:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9950, loss_cls: 0.4180, loss: 0.4180 +2023-12-24 08:59:58,286 - pyskl - INFO - Epoch [107][1900/2506] lr: 4.785e-03, eta: 7:05:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 0.3978, loss: 0.3978 +2023-12-24 09:00:20,912 - pyskl - INFO - Epoch [107][2000/2506] lr: 4.777e-03, eta: 7:05:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 0.3780, loss: 0.3780 +2023-12-24 09:00:43,582 - pyskl - INFO - Epoch [107][2100/2506] lr: 4.769e-03, eta: 7:04:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 0.3951, loss: 0.3951 +2023-12-24 09:01:06,276 - pyskl - INFO - Epoch [107][2200/2506] lr: 4.761e-03, eta: 7:04:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 0.3967, loss: 0.3967 +2023-12-24 09:01:28,858 - pyskl - INFO - Epoch [107][2300/2506] lr: 4.753e-03, eta: 7:04:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 0.4105, loss: 0.4105 +2023-12-24 09:01:51,409 - pyskl - INFO - Epoch [107][2400/2506] lr: 4.744e-03, eta: 7:03:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 0.3733, loss: 0.3733 +2023-12-24 09:02:13,983 - pyskl - INFO - Epoch [107][2500/2506] lr: 4.736e-03, eta: 7:03:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 0.4724, loss: 0.4724 +2023-12-24 09:02:15,996 - pyskl - INFO - Saving checkpoint at 107 epochs +2023-12-24 09:03:35,553 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 09:03:35,626 - pyskl - INFO - +top1_acc 0.8397 +top5_acc 0.9753 +2023-12-24 09:03:35,630 - pyskl - INFO - Epoch(val) [107][1031] top1_acc: 0.8397, top5_acc: 0.9753 +2023-12-24 09:04:17,761 - pyskl - INFO - Epoch [108][100/2506] lr: 4.728e-03, eta: 7:03:05, time: 0.421, data_time: 0.195, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 0.3095, loss: 0.3095 +2023-12-24 09:04:40,471 - pyskl - INFO - Epoch [108][200/2506] lr: 4.719e-03, eta: 7:02:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 0.3024, loss: 0.3024 +2023-12-24 09:05:03,041 - pyskl - INFO - Epoch [108][300/2506] lr: 4.711e-03, eta: 7:02:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9969, loss_cls: 0.3155, loss: 0.3155 +2023-12-24 09:05:25,648 - pyskl - INFO - Epoch [108][400/2506] lr: 4.703e-03, eta: 7:01:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 0.3734, loss: 0.3734 +2023-12-24 09:05:48,249 - pyskl - INFO - Epoch [108][500/2506] lr: 4.695e-03, eta: 7:01:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 0.3606, loss: 0.3606 +2023-12-24 09:06:10,802 - pyskl - INFO - Epoch [108][600/2506] lr: 4.687e-03, eta: 7:01:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9900, loss_cls: 0.3769, loss: 0.3769 +2023-12-24 09:06:33,463 - pyskl - INFO - Epoch [108][700/2506] lr: 4.679e-03, eta: 7:00:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 0.3678, loss: 0.3678 +2023-12-24 09:06:56,007 - pyskl - INFO - Epoch [108][800/2506] lr: 4.670e-03, eta: 7:00:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 0.3545, loss: 0.3545 +2023-12-24 09:07:18,648 - pyskl - INFO - Epoch [108][900/2506] lr: 4.662e-03, eta: 6:59:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 0.3803, loss: 0.3803 +2023-12-24 09:07:41,160 - pyskl - INFO - Epoch [108][1000/2506] lr: 4.654e-03, eta: 6:59:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 0.3688, loss: 0.3688 +2023-12-24 09:08:03,770 - pyskl - INFO - Epoch [108][1100/2506] lr: 4.646e-03, eta: 6:59:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 0.3925, loss: 0.3925 +2023-12-24 09:08:26,322 - pyskl - INFO - Epoch [108][1200/2506] lr: 4.638e-03, eta: 6:58:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 0.3656, loss: 0.3656 +2023-12-24 09:08:49,057 - pyskl - INFO - Epoch [108][1300/2506] lr: 4.630e-03, eta: 6:58:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9975, loss_cls: 0.3863, loss: 0.3863 +2023-12-24 09:09:11,694 - pyskl - INFO - Epoch [108][1400/2506] lr: 4.622e-03, eta: 6:57:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 0.3595, loss: 0.3595 +2023-12-24 09:09:34,338 - pyskl - INFO - Epoch [108][1500/2506] lr: 4.614e-03, eta: 6:57:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9969, loss_cls: 0.3807, loss: 0.3807 +2023-12-24 09:09:56,987 - pyskl - INFO - Epoch [108][1600/2506] lr: 4.605e-03, eta: 6:57:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 0.3841, loss: 0.3841 +2023-12-24 09:10:19,661 - pyskl - INFO - Epoch [108][1700/2506] lr: 4.597e-03, eta: 6:56:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 0.3560, loss: 0.3560 +2023-12-24 09:10:42,281 - pyskl - INFO - Epoch [108][1800/2506] lr: 4.589e-03, eta: 6:56:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9988, loss_cls: 0.3622, loss: 0.3622 +2023-12-24 09:11:04,802 - pyskl - INFO - Epoch [108][1900/2506] lr: 4.581e-03, eta: 6:55:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9981, loss_cls: 0.3909, loss: 0.3909 +2023-12-24 09:11:27,456 - pyskl - INFO - Epoch [108][2000/2506] lr: 4.573e-03, eta: 6:55:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 0.3858, loss: 0.3858 +2023-12-24 09:11:50,055 - pyskl - INFO - Epoch [108][2100/2506] lr: 4.565e-03, eta: 6:55:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 0.3894, loss: 0.3894 +2023-12-24 09:12:12,593 - pyskl - INFO - Epoch [108][2200/2506] lr: 4.557e-03, eta: 6:54:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 0.4011, loss: 0.4011 +2023-12-24 09:12:35,164 - pyskl - INFO - Epoch [108][2300/2506] lr: 4.549e-03, eta: 6:54:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9862, loss_cls: 0.4528, loss: 0.4528 +2023-12-24 09:12:57,760 - pyskl - INFO - Epoch [108][2400/2506] lr: 4.541e-03, eta: 6:53:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 0.3961, loss: 0.3961 +2023-12-24 09:13:20,389 - pyskl - INFO - Epoch [108][2500/2506] lr: 4.533e-03, eta: 6:53:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9906, loss_cls: 0.4209, loss: 0.4209 +2023-12-24 09:13:22,283 - pyskl - INFO - Saving checkpoint at 108 epochs +2023-12-24 09:14:42,095 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 09:14:42,168 - pyskl - INFO - +top1_acc 0.8464 +top5_acc 0.9725 +2023-12-24 09:14:42,173 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/bm/best_top1_acc_epoch_100.pth was removed +2023-12-24 09:14:42,305 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_108.pth. +2023-12-24 09:14:42,305 - pyskl - INFO - Best top1_acc is 0.8464 at 108 epoch. +2023-12-24 09:14:42,309 - pyskl - INFO - Epoch(val) [108][1031] top1_acc: 0.8464, top5_acc: 0.9725 +2023-12-24 09:15:24,089 - pyskl - INFO - Epoch [109][100/2506] lr: 4.524e-03, eta: 6:53:11, time: 0.418, data_time: 0.192, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 0.3449, loss: 0.3449 +2023-12-24 09:15:46,716 - pyskl - INFO - Epoch [109][200/2506] lr: 4.516e-03, eta: 6:52:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 0.3221, loss: 0.3221 +2023-12-24 09:16:09,434 - pyskl - INFO - Epoch [109][300/2506] lr: 4.508e-03, eta: 6:52:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9975, loss_cls: 0.3635, loss: 0.3635 +2023-12-24 09:16:32,141 - pyskl - INFO - Epoch [109][400/2506] lr: 4.500e-03, eta: 6:52:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 0.3330, loss: 0.3330 +2023-12-24 09:16:54,863 - pyskl - INFO - Epoch [109][500/2506] lr: 4.492e-03, eta: 6:51:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 0.3053, loss: 0.3053 +2023-12-24 09:17:17,691 - pyskl - INFO - Epoch [109][600/2506] lr: 4.484e-03, eta: 6:51:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 0.3376, loss: 0.3376 +2023-12-24 09:17:40,282 - pyskl - INFO - Epoch [109][700/2506] lr: 4.476e-03, eta: 6:50:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 0.3438, loss: 0.3438 +2023-12-24 09:18:03,047 - pyskl - INFO - Epoch [109][800/2506] lr: 4.468e-03, eta: 6:50:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 0.3430, loss: 0.3430 +2023-12-24 09:18:25,687 - pyskl - INFO - Epoch [109][900/2506] lr: 4.460e-03, eta: 6:50:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 0.3468, loss: 0.3468 +2023-12-24 09:18:48,382 - pyskl - INFO - Epoch [109][1000/2506] lr: 4.452e-03, eta: 6:49:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 0.3744, loss: 0.3744 +2023-12-24 09:19:10,993 - pyskl - INFO - Epoch [109][1100/2506] lr: 4.444e-03, eta: 6:49:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 0.3524, loss: 0.3524 +2023-12-24 09:19:33,677 - pyskl - INFO - Epoch [109][1200/2506] lr: 4.436e-03, eta: 6:48:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 0.3482, loss: 0.3482 +2023-12-24 09:19:56,264 - pyskl - INFO - Epoch [109][1300/2506] lr: 4.428e-03, eta: 6:48:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 0.3691, loss: 0.3691 +2023-12-24 09:20:19,064 - pyskl - INFO - Epoch [109][1400/2506] lr: 4.420e-03, eta: 6:48:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 0.3612, loss: 0.3612 +2023-12-24 09:20:41,678 - pyskl - INFO - Epoch [109][1500/2506] lr: 4.412e-03, eta: 6:47:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 0.3906, loss: 0.3906 +2023-12-24 09:21:04,275 - pyskl - INFO - Epoch [109][1600/2506] lr: 4.404e-03, eta: 6:47:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9906, loss_cls: 0.3752, loss: 0.3752 +2023-12-24 09:21:26,976 - pyskl - INFO - Epoch [109][1700/2506] lr: 4.396e-03, eta: 6:46:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 0.3491, loss: 0.3491 +2023-12-24 09:21:49,543 - pyskl - INFO - Epoch [109][1800/2506] lr: 4.388e-03, eta: 6:46:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 0.3395, loss: 0.3395 +2023-12-24 09:22:12,202 - pyskl - INFO - Epoch [109][1900/2506] lr: 4.380e-03, eta: 6:46:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 0.3688, loss: 0.3688 +2023-12-24 09:22:34,826 - pyskl - INFO - Epoch [109][2000/2506] lr: 4.372e-03, eta: 6:45:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 0.3764, loss: 0.3764 +2023-12-24 09:22:57,571 - pyskl - INFO - Epoch [109][2100/2506] lr: 4.364e-03, eta: 6:45:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 0.3641, loss: 0.3641 +2023-12-24 09:23:20,161 - pyskl - INFO - Epoch [109][2200/2506] lr: 4.357e-03, eta: 6:44:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 0.3880, loss: 0.3880 +2023-12-24 09:23:42,879 - pyskl - INFO - Epoch [109][2300/2506] lr: 4.349e-03, eta: 6:44:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 0.3773, loss: 0.3773 +2023-12-24 09:24:05,435 - pyskl - INFO - Epoch [109][2400/2506] lr: 4.341e-03, eta: 6:44:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 0.4115, loss: 0.4115 +2023-12-24 09:24:28,004 - pyskl - INFO - Epoch [109][2500/2506] lr: 4.333e-03, eta: 6:43:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 0.4039, loss: 0.4039 +2023-12-24 09:24:29,911 - pyskl - INFO - Saving checkpoint at 109 epochs +2023-12-24 09:25:49,960 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 09:25:50,034 - pyskl - INFO - +top1_acc 0.8433 +top5_acc 0.9747 +2023-12-24 09:25:50,040 - pyskl - INFO - Epoch(val) [109][1031] top1_acc: 0.8433, top5_acc: 0.9747 +2023-12-24 09:26:32,307 - pyskl - INFO - Epoch [110][100/2506] lr: 4.324e-03, eta: 6:43:19, time: 0.423, data_time: 0.197, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 0.3136, loss: 0.3136 +2023-12-24 09:26:54,780 - pyskl - INFO - Epoch [110][200/2506] lr: 4.317e-03, eta: 6:42:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 0.3391, loss: 0.3391 +2023-12-24 09:27:17,356 - pyskl - INFO - Epoch [110][300/2506] lr: 4.309e-03, eta: 6:42:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 0.3318, loss: 0.3318 +2023-12-24 09:27:40,001 - pyskl - INFO - Epoch [110][400/2506] lr: 4.301e-03, eta: 6:42:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 0.3471, loss: 0.3471 +2023-12-24 09:28:02,602 - pyskl - INFO - Epoch [110][500/2506] lr: 4.293e-03, eta: 6:41:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 0.3404, loss: 0.3404 +2023-12-24 09:28:25,301 - pyskl - INFO - Epoch [110][600/2506] lr: 4.285e-03, eta: 6:41:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9912, loss_cls: 0.3733, loss: 0.3733 +2023-12-24 09:28:47,999 - pyskl - INFO - Epoch [110][700/2506] lr: 4.277e-03, eta: 6:40:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 0.3424, loss: 0.3424 +2023-12-24 09:29:10,691 - pyskl - INFO - Epoch [110][800/2506] lr: 4.269e-03, eta: 6:40:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 0.3522, loss: 0.3522 +2023-12-24 09:29:33,376 - pyskl - INFO - Epoch [110][900/2506] lr: 4.261e-03, eta: 6:40:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 0.3424, loss: 0.3424 +2023-12-24 09:29:56,026 - pyskl - INFO - Epoch [110][1000/2506] lr: 4.254e-03, eta: 6:39:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 0.3283, loss: 0.3283 +2023-12-24 09:30:18,581 - pyskl - INFO - Epoch [110][1100/2506] lr: 4.246e-03, eta: 6:39:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 0.3090, loss: 0.3090 +2023-12-24 09:30:41,075 - pyskl - INFO - Epoch [110][1200/2506] lr: 4.238e-03, eta: 6:38:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9969, loss_cls: 0.3392, loss: 0.3392 +2023-12-24 09:31:03,695 - pyskl - INFO - Epoch [110][1300/2506] lr: 4.230e-03, eta: 6:38:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 0.3692, loss: 0.3692 +2023-12-24 09:31:26,322 - pyskl - INFO - Epoch [110][1400/2506] lr: 4.222e-03, eta: 6:38:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 0.3707, loss: 0.3707 +2023-12-24 09:31:48,917 - pyskl - INFO - Epoch [110][1500/2506] lr: 4.214e-03, eta: 6:37:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 0.3107, loss: 0.3107 +2023-12-24 09:32:11,564 - pyskl - INFO - Epoch [110][1600/2506] lr: 4.207e-03, eta: 6:37:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 0.3866, loss: 0.3866 +2023-12-24 09:32:34,150 - pyskl - INFO - Epoch [110][1700/2506] lr: 4.199e-03, eta: 6:36:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 0.3769, loss: 0.3769 +2023-12-24 09:32:56,776 - pyskl - INFO - Epoch [110][1800/2506] lr: 4.191e-03, eta: 6:36:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 0.3757, loss: 0.3757 +2023-12-24 09:33:19,430 - pyskl - INFO - Epoch [110][1900/2506] lr: 4.183e-03, eta: 6:36:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 0.3685, loss: 0.3685 +2023-12-24 09:33:42,061 - pyskl - INFO - Epoch [110][2000/2506] lr: 4.175e-03, eta: 6:35:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9969, loss_cls: 0.3965, loss: 0.3965 +2023-12-24 09:34:04,613 - pyskl - INFO - Epoch [110][2100/2506] lr: 4.168e-03, eta: 6:35:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9975, loss_cls: 0.4112, loss: 0.4112 +2023-12-24 09:34:27,189 - pyskl - INFO - Epoch [110][2200/2506] lr: 4.160e-03, eta: 6:34:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 0.3442, loss: 0.3442 +2023-12-24 09:34:49,833 - pyskl - INFO - Epoch [110][2300/2506] lr: 4.152e-03, eta: 6:34:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 0.3577, loss: 0.3577 +2023-12-24 09:35:12,607 - pyskl - INFO - Epoch [110][2400/2506] lr: 4.144e-03, eta: 6:34:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 0.3375, loss: 0.3375 +2023-12-24 09:35:35,224 - pyskl - INFO - Epoch [110][2500/2506] lr: 4.136e-03, eta: 6:33:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 0.3493, loss: 0.3493 +2023-12-24 09:35:37,208 - pyskl - INFO - Saving checkpoint at 110 epochs +2023-12-24 09:36:56,802 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 09:36:56,871 - pyskl - INFO - +top1_acc 0.8512 +top5_acc 0.9766 +2023-12-24 09:36:56,875 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/bm/best_top1_acc_epoch_108.pth was removed +2023-12-24 09:36:57,006 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_110.pth. +2023-12-24 09:36:57,007 - pyskl - INFO - Best top1_acc is 0.8512 at 110 epoch. +2023-12-24 09:36:57,011 - pyskl - INFO - Epoch(val) [110][1031] top1_acc: 0.8512, top5_acc: 0.9766 +2023-12-24 09:37:39,066 - pyskl - INFO - Epoch [111][100/2506] lr: 4.128e-03, eta: 6:33:26, time: 0.421, data_time: 0.194, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 0.3070, loss: 0.3070 +2023-12-24 09:38:01,666 - pyskl - INFO - Epoch [111][200/2506] lr: 4.120e-03, eta: 6:33:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 0.3064, loss: 0.3064 +2023-12-24 09:38:24,347 - pyskl - INFO - Epoch [111][300/2506] lr: 4.113e-03, eta: 6:32:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 0.3189, loss: 0.3189 +2023-12-24 09:38:46,904 - pyskl - INFO - Epoch [111][400/2506] lr: 4.105e-03, eta: 6:32:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 0.3279, loss: 0.3279 +2023-12-24 09:39:09,486 - pyskl - INFO - Epoch [111][500/2506] lr: 4.097e-03, eta: 6:31:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 0.2973, loss: 0.2973 +2023-12-24 09:39:32,101 - pyskl - INFO - Epoch [111][600/2506] lr: 4.089e-03, eta: 6:31:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9938, loss_cls: 0.3053, loss: 0.3053 +2023-12-24 09:39:54,650 - pyskl - INFO - Epoch [111][700/2506] lr: 4.082e-03, eta: 6:31:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 0.2837, loss: 0.2837 +2023-12-24 09:40:17,303 - pyskl - INFO - Epoch [111][800/2506] lr: 4.074e-03, eta: 6:30:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 0.3239, loss: 0.3239 +2023-12-24 09:40:39,910 - pyskl - INFO - Epoch [111][900/2506] lr: 4.066e-03, eta: 6:30:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 0.3096, loss: 0.3096 +2023-12-24 09:41:02,432 - pyskl - INFO - Epoch [111][1000/2506] lr: 4.059e-03, eta: 6:29:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 0.2865, loss: 0.2865 +2023-12-24 09:41:25,083 - pyskl - INFO - Epoch [111][1100/2506] lr: 4.051e-03, eta: 6:29:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 0.3334, loss: 0.3334 +2023-12-24 09:41:47,677 - pyskl - INFO - Epoch [111][1200/2506] lr: 4.043e-03, eta: 6:29:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 0.2893, loss: 0.2893 +2023-12-24 09:42:10,444 - pyskl - INFO - Epoch [111][1300/2506] lr: 4.036e-03, eta: 6:28:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 0.3409, loss: 0.3409 +2023-12-24 09:42:33,137 - pyskl - INFO - Epoch [111][1400/2506] lr: 4.028e-03, eta: 6:28:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 0.3046, loss: 0.3046 +2023-12-24 09:42:55,730 - pyskl - INFO - Epoch [111][1500/2506] lr: 4.020e-03, eta: 6:27:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 0.3283, loss: 0.3283 +2023-12-24 09:43:18,429 - pyskl - INFO - Epoch [111][1600/2506] lr: 4.012e-03, eta: 6:27:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 0.3008, loss: 0.3008 +2023-12-24 09:43:41,070 - pyskl - INFO - Epoch [111][1700/2506] lr: 4.005e-03, eta: 6:27:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 0.3475, loss: 0.3475 +2023-12-24 09:44:03,617 - pyskl - INFO - Epoch [111][1800/2506] lr: 3.997e-03, eta: 6:26:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 0.3422, loss: 0.3422 +2023-12-24 09:44:26,142 - pyskl - INFO - Epoch [111][1900/2506] lr: 3.989e-03, eta: 6:26:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 0.3406, loss: 0.3406 +2023-12-24 09:44:48,701 - pyskl - INFO - Epoch [111][2000/2506] lr: 3.982e-03, eta: 6:25:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 0.3063, loss: 0.3063 +2023-12-24 09:45:11,380 - pyskl - INFO - Epoch [111][2100/2506] lr: 3.974e-03, eta: 6:25:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9962, loss_cls: 0.4004, loss: 0.4004 +2023-12-24 09:45:33,927 - pyskl - INFO - Epoch [111][2200/2506] lr: 3.967e-03, eta: 6:25:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 0.3213, loss: 0.3213 +2023-12-24 09:45:56,461 - pyskl - INFO - Epoch [111][2300/2506] lr: 3.959e-03, eta: 6:24:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9912, loss_cls: 0.3443, loss: 0.3443 +2023-12-24 09:46:19,077 - pyskl - INFO - Epoch [111][2400/2506] lr: 3.951e-03, eta: 6:24:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 0.3388, loss: 0.3388 +2023-12-24 09:46:41,696 - pyskl - INFO - Epoch [111][2500/2506] lr: 3.944e-03, eta: 6:23:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 0.3611, loss: 0.3611 +2023-12-24 09:46:43,651 - pyskl - INFO - Saving checkpoint at 111 epochs +2023-12-24 09:48:03,473 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 09:48:03,543 - pyskl - INFO - +top1_acc 0.8463 +top5_acc 0.9748 +2023-12-24 09:48:03,546 - pyskl - INFO - Epoch(val) [111][1031] top1_acc: 0.8463, top5_acc: 0.9748 +2023-12-24 09:48:45,892 - pyskl - INFO - Epoch [112][100/2506] lr: 3.936e-03, eta: 6:23:33, time: 0.423, data_time: 0.197, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9994, loss_cls: 0.3114, loss: 0.3114 +2023-12-24 09:49:08,639 - pyskl - INFO - Epoch [112][200/2506] lr: 3.928e-03, eta: 6:23:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 0.2813, loss: 0.2813 +2023-12-24 09:49:31,437 - pyskl - INFO - Epoch [112][300/2506] lr: 3.920e-03, eta: 6:22:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 0.3081, loss: 0.3081 +2023-12-24 09:49:54,179 - pyskl - INFO - Epoch [112][400/2506] lr: 3.913e-03, eta: 6:22:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 0.2720, loss: 0.2720 +2023-12-24 09:50:16,883 - pyskl - INFO - Epoch [112][500/2506] lr: 3.905e-03, eta: 6:21:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 0.3017, loss: 0.3017 +2023-12-24 09:50:39,607 - pyskl - INFO - Epoch [112][600/2506] lr: 3.898e-03, eta: 6:21:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 0.2936, loss: 0.2936 +2023-12-24 09:51:02,229 - pyskl - INFO - Epoch [112][700/2506] lr: 3.890e-03, eta: 6:21:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 0.3207, loss: 0.3207 +2023-12-24 09:51:24,886 - pyskl - INFO - Epoch [112][800/2506] lr: 3.883e-03, eta: 6:20:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 0.3498, loss: 0.3498 +2023-12-24 09:51:47,617 - pyskl - INFO - Epoch [112][900/2506] lr: 3.875e-03, eta: 6:20:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 0.3164, loss: 0.3164 +2023-12-24 09:52:10,461 - pyskl - INFO - Epoch [112][1000/2506] lr: 3.867e-03, eta: 6:19:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 0.3367, loss: 0.3367 +2023-12-24 09:52:33,099 - pyskl - INFO - Epoch [112][1100/2506] lr: 3.860e-03, eta: 6:19:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 0.3056, loss: 0.3056 +2023-12-24 09:52:55,773 - pyskl - INFO - Epoch [112][1200/2506] lr: 3.852e-03, eta: 6:19:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 0.3870, loss: 0.3870 +2023-12-24 09:53:18,381 - pyskl - INFO - Epoch [112][1300/2506] lr: 3.845e-03, eta: 6:18:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9931, loss_cls: 0.2933, loss: 0.2933 +2023-12-24 09:53:41,073 - pyskl - INFO - Epoch [112][1400/2506] lr: 3.837e-03, eta: 6:18:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 0.3434, loss: 0.3434 +2023-12-24 09:54:03,731 - pyskl - INFO - Epoch [112][1500/2506] lr: 3.830e-03, eta: 6:17:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 0.2978, loss: 0.2978 +2023-12-24 09:54:26,447 - pyskl - INFO - Epoch [112][1600/2506] lr: 3.822e-03, eta: 6:17:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 0.3625, loss: 0.3625 +2023-12-24 09:54:48,982 - pyskl - INFO - Epoch [112][1700/2506] lr: 3.815e-03, eta: 6:17:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 0.2695, loss: 0.2695 +2023-12-24 09:55:11,567 - pyskl - INFO - Epoch [112][1800/2506] lr: 3.807e-03, eta: 6:16:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 0.3193, loss: 0.3193 +2023-12-24 09:55:34,270 - pyskl - INFO - Epoch [112][1900/2506] lr: 3.800e-03, eta: 6:16:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 0.2888, loss: 0.2888 +2023-12-24 09:55:57,005 - pyskl - INFO - Epoch [112][2000/2506] lr: 3.792e-03, eta: 6:16:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 0.3353, loss: 0.3353 +2023-12-24 09:56:19,740 - pyskl - INFO - Epoch [112][2100/2506] lr: 3.785e-03, eta: 6:15:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 0.3354, loss: 0.3354 +2023-12-24 09:56:42,568 - pyskl - INFO - Epoch [112][2200/2506] lr: 3.777e-03, eta: 6:15:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9981, loss_cls: 0.3173, loss: 0.3173 +2023-12-24 09:57:05,216 - pyskl - INFO - Epoch [112][2300/2506] lr: 3.770e-03, eta: 6:14:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 0.2724, loss: 0.2724 +2023-12-24 09:57:27,924 - pyskl - INFO - Epoch [112][2400/2506] lr: 3.762e-03, eta: 6:14:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 0.3486, loss: 0.3486 +2023-12-24 09:57:50,599 - pyskl - INFO - Epoch [112][2500/2506] lr: 3.755e-03, eta: 6:14:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 0.3265, loss: 0.3265 +2023-12-24 09:57:52,479 - pyskl - INFO - Saving checkpoint at 112 epochs +2023-12-24 09:59:12,490 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 09:59:12,560 - pyskl - INFO - +top1_acc 0.8503 +top5_acc 0.9743 +2023-12-24 09:59:12,564 - pyskl - INFO - Epoch(val) [112][1031] top1_acc: 0.8503, top5_acc: 0.9743 +2023-12-24 09:59:54,831 - pyskl - INFO - Epoch [113][100/2506] lr: 3.747e-03, eta: 6:13:41, time: 0.423, data_time: 0.197, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 0.2523, loss: 0.2523 +2023-12-24 10:00:17,545 - pyskl - INFO - Epoch [113][200/2506] lr: 3.739e-03, eta: 6:13:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 0.2830, loss: 0.2830 +2023-12-24 10:00:40,178 - pyskl - INFO - Epoch [113][300/2506] lr: 3.732e-03, eta: 6:12:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 0.2472, loss: 0.2472 +2023-12-24 10:01:02,745 - pyskl - INFO - Epoch [113][400/2506] lr: 3.724e-03, eta: 6:12:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 0.2761, loss: 0.2761 +2023-12-24 10:01:25,438 - pyskl - INFO - Epoch [113][500/2506] lr: 3.717e-03, eta: 6:12:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 0.2771, loss: 0.2771 +2023-12-24 10:01:48,095 - pyskl - INFO - Epoch [113][600/2506] lr: 3.710e-03, eta: 6:11:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 0.3470, loss: 0.3470 +2023-12-24 10:02:10,667 - pyskl - INFO - Epoch [113][700/2506] lr: 3.702e-03, eta: 6:11:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 0.2813, loss: 0.2813 +2023-12-24 10:02:33,263 - pyskl - INFO - Epoch [113][800/2506] lr: 3.695e-03, eta: 6:10:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 0.2706, loss: 0.2706 +2023-12-24 10:02:55,868 - pyskl - INFO - Epoch [113][900/2506] lr: 3.687e-03, eta: 6:10:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 0.3190, loss: 0.3190 +2023-12-24 10:03:18,536 - pyskl - INFO - Epoch [113][1000/2506] lr: 3.680e-03, eta: 6:10:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 0.2989, loss: 0.2989 +2023-12-24 10:03:41,148 - pyskl - INFO - Epoch [113][1100/2506] lr: 3.673e-03, eta: 6:09:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 0.2953, loss: 0.2953 +2023-12-24 10:04:03,884 - pyskl - INFO - Epoch [113][1200/2506] lr: 3.665e-03, eta: 6:09:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 0.2894, loss: 0.2894 +2023-12-24 10:04:26,564 - pyskl - INFO - Epoch [113][1300/2506] lr: 3.658e-03, eta: 6:08:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9988, loss_cls: 0.2652, loss: 0.2652 +2023-12-24 10:04:49,293 - pyskl - INFO - Epoch [113][1400/2506] lr: 3.650e-03, eta: 6:08:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 0.2961, loss: 0.2961 +2023-12-24 10:05:11,951 - pyskl - INFO - Epoch [113][1500/2506] lr: 3.643e-03, eta: 6:08:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 0.3214, loss: 0.3214 +2023-12-24 10:05:34,586 - pyskl - INFO - Epoch [113][1600/2506] lr: 3.636e-03, eta: 6:07:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 0.3509, loss: 0.3509 +2023-12-24 10:05:57,217 - pyskl - INFO - Epoch [113][1700/2506] lr: 3.628e-03, eta: 6:07:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 0.3347, loss: 0.3347 +2023-12-24 10:06:19,908 - pyskl - INFO - Epoch [113][1800/2506] lr: 3.621e-03, eta: 6:06:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 0.2870, loss: 0.2870 +2023-12-24 10:06:42,500 - pyskl - INFO - Epoch [113][1900/2506] lr: 3.614e-03, eta: 6:06:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 0.3187, loss: 0.3187 +2023-12-24 10:07:05,148 - pyskl - INFO - Epoch [113][2000/2506] lr: 3.606e-03, eta: 6:06:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 0.3019, loss: 0.3019 +2023-12-24 10:07:27,759 - pyskl - INFO - Epoch [113][2100/2506] lr: 3.599e-03, eta: 6:05:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9956, loss_cls: 0.3926, loss: 0.3926 +2023-12-24 10:07:50,415 - pyskl - INFO - Epoch [113][2200/2506] lr: 3.592e-03, eta: 6:05:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9988, loss_cls: 0.3164, loss: 0.3164 +2023-12-24 10:08:12,963 - pyskl - INFO - Epoch [113][2300/2506] lr: 3.584e-03, eta: 6:04:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 0.2907, loss: 0.2907 +2023-12-24 10:08:35,759 - pyskl - INFO - Epoch [113][2400/2506] lr: 3.577e-03, eta: 6:04:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 0.3717, loss: 0.3717 +2023-12-24 10:08:58,350 - pyskl - INFO - Epoch [113][2500/2506] lr: 3.570e-03, eta: 6:04:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 0.2866, loss: 0.2866 +2023-12-24 10:09:00,391 - pyskl - INFO - Saving checkpoint at 113 epochs +2023-12-24 10:10:20,125 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 10:10:20,198 - pyskl - INFO - +top1_acc 0.8442 +top5_acc 0.9748 +2023-12-24 10:10:20,203 - pyskl - INFO - Epoch(val) [113][1031] top1_acc: 0.8442, top5_acc: 0.9748 +2023-12-24 10:11:02,340 - pyskl - INFO - Epoch [114][100/2506] lr: 3.562e-03, eta: 6:03:49, time: 0.421, data_time: 0.196, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 0.2901, loss: 0.2901 +2023-12-24 10:11:24,914 - pyskl - INFO - Epoch [114][200/2506] lr: 3.555e-03, eta: 6:03:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.2870, loss: 0.2870 +2023-12-24 10:11:47,491 - pyskl - INFO - Epoch [114][300/2506] lr: 3.547e-03, eta: 6:03:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 0.2767, loss: 0.2767 +2023-12-24 10:12:10,335 - pyskl - INFO - Epoch [114][400/2506] lr: 3.540e-03, eta: 6:02:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9994, loss_cls: 0.2963, loss: 0.2963 +2023-12-24 10:12:32,985 - pyskl - INFO - Epoch [114][500/2506] lr: 3.533e-03, eta: 6:02:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 0.2983, loss: 0.2983 +2023-12-24 10:12:55,595 - pyskl - INFO - Epoch [114][600/2506] lr: 3.525e-03, eta: 6:01:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 0.3011, loss: 0.3011 +2023-12-24 10:13:18,356 - pyskl - INFO - Epoch [114][700/2506] lr: 3.518e-03, eta: 6:01:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 0.2747, loss: 0.2747 +2023-12-24 10:13:40,998 - pyskl - INFO - Epoch [114][800/2506] lr: 3.511e-03, eta: 6:01:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 0.2935, loss: 0.2935 +2023-12-24 10:14:03,540 - pyskl - INFO - Epoch [114][900/2506] lr: 3.504e-03, eta: 6:00:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 0.2717, loss: 0.2717 +2023-12-24 10:14:26,252 - pyskl - INFO - Epoch [114][1000/2506] lr: 3.496e-03, eta: 6:00:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 0.3027, loss: 0.3027 +2023-12-24 10:14:48,907 - pyskl - INFO - Epoch [114][1100/2506] lr: 3.489e-03, eta: 5:59:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 0.3223, loss: 0.3223 +2023-12-24 10:15:11,673 - pyskl - INFO - Epoch [114][1200/2506] lr: 3.482e-03, eta: 5:59:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 0.2847, loss: 0.2847 +2023-12-24 10:15:34,330 - pyskl - INFO - Epoch [114][1300/2506] lr: 3.475e-03, eta: 5:59:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.2714, loss: 0.2714 +2023-12-24 10:15:57,050 - pyskl - INFO - Epoch [114][1400/2506] lr: 3.467e-03, eta: 5:58:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 0.2961, loss: 0.2961 +2023-12-24 10:16:19,724 - pyskl - INFO - Epoch [114][1500/2506] lr: 3.460e-03, eta: 5:58:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 0.2895, loss: 0.2895 +2023-12-24 10:16:42,415 - pyskl - INFO - Epoch [114][1600/2506] lr: 3.453e-03, eta: 5:57:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 0.3010, loss: 0.3010 +2023-12-24 10:17:05,128 - pyskl - INFO - Epoch [114][1700/2506] lr: 3.446e-03, eta: 5:57:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9988, loss_cls: 0.3490, loss: 0.3490 +2023-12-24 10:17:27,854 - pyskl - INFO - Epoch [114][1800/2506] lr: 3.439e-03, eta: 5:57:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 0.2796, loss: 0.2796 +2023-12-24 10:17:50,505 - pyskl - INFO - Epoch [114][1900/2506] lr: 3.431e-03, eta: 5:56:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 0.2971, loss: 0.2971 +2023-12-24 10:18:13,230 - pyskl - INFO - Epoch [114][2000/2506] lr: 3.424e-03, eta: 5:56:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 0.2830, loss: 0.2830 +2023-12-24 10:18:35,850 - pyskl - INFO - Epoch [114][2100/2506] lr: 3.417e-03, eta: 5:55:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 0.3338, loss: 0.3338 +2023-12-24 10:18:58,526 - pyskl - INFO - Epoch [114][2200/2506] lr: 3.410e-03, eta: 5:55:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 0.2855, loss: 0.2855 +2023-12-24 10:19:21,177 - pyskl - INFO - Epoch [114][2300/2506] lr: 3.403e-03, eta: 5:55:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 0.3221, loss: 0.3221 +2023-12-24 10:19:43,931 - pyskl - INFO - Epoch [114][2400/2506] lr: 3.396e-03, eta: 5:54:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 0.3053, loss: 0.3053 +2023-12-24 10:20:06,616 - pyskl - INFO - Epoch [114][2500/2506] lr: 3.388e-03, eta: 5:54:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 0.3033, loss: 0.3033 +2023-12-24 10:20:08,465 - pyskl - INFO - Saving checkpoint at 114 epochs +2023-12-24 10:21:28,655 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 10:21:28,731 - pyskl - INFO - +top1_acc 0.8455 +top5_acc 0.9756 +2023-12-24 10:21:28,736 - pyskl - INFO - Epoch(val) [114][1031] top1_acc: 0.8455, top5_acc: 0.9756 +2023-12-24 10:22:11,232 - pyskl - INFO - Epoch [115][100/2506] lr: 3.381e-03, eta: 5:53:57, time: 0.425, data_time: 0.197, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 0.2694, loss: 0.2694 +2023-12-24 10:22:33,941 - pyskl - INFO - Epoch [115][200/2506] lr: 3.374e-03, eta: 5:53:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 0.2584, loss: 0.2584 +2023-12-24 10:22:56,720 - pyskl - INFO - Epoch [115][300/2506] lr: 3.367e-03, eta: 5:53:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.2673, loss: 0.2673 +2023-12-24 10:23:19,477 - pyskl - INFO - Epoch [115][400/2506] lr: 3.359e-03, eta: 5:52:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 0.2649, loss: 0.2649 +2023-12-24 10:23:42,224 - pyskl - INFO - Epoch [115][500/2506] lr: 3.352e-03, eta: 5:52:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 0.2628, loss: 0.2628 +2023-12-24 10:24:04,982 - pyskl - INFO - Epoch [115][600/2506] lr: 3.345e-03, eta: 5:51:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 0.2632, loss: 0.2632 +2023-12-24 10:24:27,792 - pyskl - INFO - Epoch [115][700/2506] lr: 3.338e-03, eta: 5:51:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.2352, loss: 0.2352 +2023-12-24 10:24:50,509 - pyskl - INFO - Epoch [115][800/2506] lr: 3.331e-03, eta: 5:51:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 0.2596, loss: 0.2596 +2023-12-24 10:25:13,265 - pyskl - INFO - Epoch [115][900/2506] lr: 3.324e-03, eta: 5:50:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 0.2810, loss: 0.2810 +2023-12-24 10:25:35,954 - pyskl - INFO - Epoch [115][1000/2506] lr: 3.317e-03, eta: 5:50:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 0.2389, loss: 0.2389 +2023-12-24 10:25:58,711 - pyskl - INFO - Epoch [115][1100/2506] lr: 3.310e-03, eta: 5:49:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.2429, loss: 0.2429 +2023-12-24 10:26:21,557 - pyskl - INFO - Epoch [115][1200/2506] lr: 3.303e-03, eta: 5:49:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 0.2319, loss: 0.2319 +2023-12-24 10:26:44,407 - pyskl - INFO - Epoch [115][1300/2506] lr: 3.296e-03, eta: 5:49:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 0.2941, loss: 0.2941 +2023-12-24 10:27:07,138 - pyskl - INFO - Epoch [115][1400/2506] lr: 3.288e-03, eta: 5:48:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 0.3023, loss: 0.3023 +2023-12-24 10:27:29,837 - pyskl - INFO - Epoch [115][1500/2506] lr: 3.281e-03, eta: 5:48:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 0.2502, loss: 0.2502 +2023-12-24 10:27:52,463 - pyskl - INFO - Epoch [115][1600/2506] lr: 3.274e-03, eta: 5:48:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9988, loss_cls: 0.3033, loss: 0.3033 +2023-12-24 10:28:15,244 - pyskl - INFO - Epoch [115][1700/2506] lr: 3.267e-03, eta: 5:47:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 0.2912, loss: 0.2912 +2023-12-24 10:28:37,997 - pyskl - INFO - Epoch [115][1800/2506] lr: 3.260e-03, eta: 5:47:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 0.2692, loss: 0.2692 +2023-12-24 10:29:00,744 - pyskl - INFO - Epoch [115][1900/2506] lr: 3.253e-03, eta: 5:46:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 0.2946, loss: 0.2946 +2023-12-24 10:29:23,460 - pyskl - INFO - Epoch [115][2000/2506] lr: 3.246e-03, eta: 5:46:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 0.2675, loss: 0.2675 +2023-12-24 10:29:46,095 - pyskl - INFO - Epoch [115][2100/2506] lr: 3.239e-03, eta: 5:46:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 0.2921, loss: 0.2921 +2023-12-24 10:30:08,785 - pyskl - INFO - Epoch [115][2200/2506] lr: 3.232e-03, eta: 5:45:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 0.3027, loss: 0.3027 +2023-12-24 10:30:31,592 - pyskl - INFO - Epoch [115][2300/2506] lr: 3.225e-03, eta: 5:45:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 0.2966, loss: 0.2966 +2023-12-24 10:30:54,454 - pyskl - INFO - Epoch [115][2400/2506] lr: 3.218e-03, eta: 5:44:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 0.3040, loss: 0.3040 +2023-12-24 10:31:17,263 - pyskl - INFO - Epoch [115][2500/2506] lr: 3.211e-03, eta: 5:44:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 0.2959, loss: 0.2959 +2023-12-24 10:31:19,231 - pyskl - INFO - Saving checkpoint at 115 epochs +2023-12-24 10:32:39,505 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 10:32:39,577 - pyskl - INFO - +top1_acc 0.8496 +top5_acc 0.9762 +2023-12-24 10:32:39,581 - pyskl - INFO - Epoch(val) [115][1031] top1_acc: 0.8496, top5_acc: 0.9762 +2023-12-24 10:33:21,559 - pyskl - INFO - Epoch [116][100/2506] lr: 3.204e-03, eta: 5:44:06, time: 0.420, data_time: 0.195, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 0.2571, loss: 0.2571 +2023-12-24 10:33:44,126 - pyskl - INFO - Epoch [116][200/2506] lr: 3.197e-03, eta: 5:43:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.2220, loss: 0.2220 +2023-12-24 10:34:06,688 - pyskl - INFO - Epoch [116][300/2506] lr: 3.190e-03, eta: 5:43:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 0.2725, loss: 0.2725 +2023-12-24 10:34:29,287 - pyskl - INFO - Epoch [116][400/2506] lr: 3.183e-03, eta: 5:42:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.2357, loss: 0.2357 +2023-12-24 10:34:51,920 - pyskl - INFO - Epoch [116][500/2506] lr: 3.176e-03, eta: 5:42:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 0.2351, loss: 0.2351 +2023-12-24 10:35:14,511 - pyskl - INFO - Epoch [116][600/2506] lr: 3.169e-03, eta: 5:42:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 0.2426, loss: 0.2426 +2023-12-24 10:35:37,090 - pyskl - INFO - Epoch [116][700/2506] lr: 3.162e-03, eta: 5:41:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 0.2195, loss: 0.2195 +2023-12-24 10:35:59,919 - pyskl - INFO - Epoch [116][800/2506] lr: 3.155e-03, eta: 5:41:19, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 0.2775, loss: 0.2775 +2023-12-24 10:36:22,524 - pyskl - INFO - Epoch [116][900/2506] lr: 3.148e-03, eta: 5:40:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 0.2668, loss: 0.2668 +2023-12-24 10:36:45,222 - pyskl - INFO - Epoch [116][1000/2506] lr: 3.141e-03, eta: 5:40:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 0.2797, loss: 0.2797 +2023-12-24 10:37:07,957 - pyskl - INFO - Epoch [116][1100/2506] lr: 3.134e-03, eta: 5:40:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 0.2830, loss: 0.2830 +2023-12-24 10:37:30,662 - pyskl - INFO - Epoch [116][1200/2506] lr: 3.127e-03, eta: 5:39:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 0.2501, loss: 0.2501 +2023-12-24 10:37:53,391 - pyskl - INFO - Epoch [116][1300/2506] lr: 3.120e-03, eta: 5:39:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 0.2688, loss: 0.2688 +2023-12-24 10:38:16,010 - pyskl - INFO - Epoch [116][1400/2506] lr: 3.114e-03, eta: 5:38:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9950, loss_cls: 0.2299, loss: 0.2299 +2023-12-24 10:38:38,759 - pyskl - INFO - Epoch [116][1500/2506] lr: 3.107e-03, eta: 5:38:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 0.2332, loss: 0.2332 +2023-12-24 10:39:01,490 - pyskl - INFO - Epoch [116][1600/2506] lr: 3.100e-03, eta: 5:38:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 0.2342, loss: 0.2342 +2023-12-24 10:39:24,053 - pyskl - INFO - Epoch [116][1700/2506] lr: 3.093e-03, eta: 5:37:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 0.2797, loss: 0.2797 +2023-12-24 10:39:46,751 - pyskl - INFO - Epoch [116][1800/2506] lr: 3.086e-03, eta: 5:37:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 0.3034, loss: 0.3034 +2023-12-24 10:40:09,422 - pyskl - INFO - Epoch [116][1900/2506] lr: 3.079e-03, eta: 5:36:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 0.3076, loss: 0.3076 +2023-12-24 10:40:32,080 - pyskl - INFO - Epoch [116][2000/2506] lr: 3.072e-03, eta: 5:36:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 0.2980, loss: 0.2980 +2023-12-24 10:40:54,765 - pyskl - INFO - Epoch [116][2100/2506] lr: 3.065e-03, eta: 5:36:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 0.2631, loss: 0.2631 +2023-12-24 10:41:17,387 - pyskl - INFO - Epoch [116][2200/2506] lr: 3.059e-03, eta: 5:35:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 1.0000, loss_cls: 0.2529, loss: 0.2529 +2023-12-24 10:41:40,017 - pyskl - INFO - Epoch [116][2300/2506] lr: 3.052e-03, eta: 5:35:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 0.3091, loss: 0.3091 +2023-12-24 10:42:02,643 - pyskl - INFO - Epoch [116][2400/2506] lr: 3.045e-03, eta: 5:34:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9988, loss_cls: 0.2745, loss: 0.2745 +2023-12-24 10:42:25,336 - pyskl - INFO - Epoch [116][2500/2506] lr: 3.038e-03, eta: 5:34:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 0.2875, loss: 0.2875 +2023-12-24 10:42:27,296 - pyskl - INFO - Saving checkpoint at 116 epochs +2023-12-24 10:43:47,846 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 10:43:47,919 - pyskl - INFO - +top1_acc 0.8495 +top5_acc 0.9748 +2023-12-24 10:43:47,923 - pyskl - INFO - Epoch(val) [116][1031] top1_acc: 0.8495, top5_acc: 0.9748 +2023-12-24 10:44:30,707 - pyskl - INFO - Epoch [117][100/2506] lr: 3.031e-03, eta: 5:34:14, time: 0.428, data_time: 0.201, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 0.2208, loss: 0.2208 +2023-12-24 10:44:53,335 - pyskl - INFO - Epoch [117][200/2506] lr: 3.024e-03, eta: 5:33:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 0.1980, loss: 0.1980 +2023-12-24 10:45:16,182 - pyskl - INFO - Epoch [117][300/2506] lr: 3.017e-03, eta: 5:33:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 0.2256, loss: 0.2256 +2023-12-24 10:45:38,789 - pyskl - INFO - Epoch [117][400/2506] lr: 3.010e-03, eta: 5:33:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 0.2619, loss: 0.2619 +2023-12-24 10:46:01,425 - pyskl - INFO - Epoch [117][500/2506] lr: 3.004e-03, eta: 5:32:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 0.2405, loss: 0.2405 +2023-12-24 10:46:24,171 - pyskl - INFO - Epoch [117][600/2506] lr: 2.997e-03, eta: 5:32:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 0.2913, loss: 0.2913 +2023-12-24 10:46:46,906 - pyskl - INFO - Epoch [117][700/2506] lr: 2.990e-03, eta: 5:31:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 0.2646, loss: 0.2646 +2023-12-24 10:47:09,610 - pyskl - INFO - Epoch [117][800/2506] lr: 2.983e-03, eta: 5:31:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 0.2219, loss: 0.2219 +2023-12-24 10:47:32,299 - pyskl - INFO - Epoch [117][900/2506] lr: 2.976e-03, eta: 5:31:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.2528, loss: 0.2528 +2023-12-24 10:47:54,946 - pyskl - INFO - Epoch [117][1000/2506] lr: 2.970e-03, eta: 5:30:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 0.2314, loss: 0.2314 +2023-12-24 10:48:17,701 - pyskl - INFO - Epoch [117][1100/2506] lr: 2.963e-03, eta: 5:30:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 0.2146, loss: 0.2146 +2023-12-24 10:48:40,556 - pyskl - INFO - Epoch [117][1200/2506] lr: 2.956e-03, eta: 5:29:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 0.2636, loss: 0.2636 +2023-12-24 10:49:03,288 - pyskl - INFO - Epoch [117][1300/2506] lr: 2.949e-03, eta: 5:29:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.2375, loss: 0.2375 +2023-12-24 10:49:25,800 - pyskl - INFO - Epoch [117][1400/2506] lr: 2.943e-03, eta: 5:29:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 0.2465, loss: 0.2465 +2023-12-24 10:49:48,401 - pyskl - INFO - Epoch [117][1500/2506] lr: 2.936e-03, eta: 5:28:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.2352, loss: 0.2352 +2023-12-24 10:50:11,197 - pyskl - INFO - Epoch [117][1600/2506] lr: 2.929e-03, eta: 5:28:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 1.0000, loss_cls: 0.2175, loss: 0.2175 +2023-12-24 10:50:33,784 - pyskl - INFO - Epoch [117][1700/2506] lr: 2.923e-03, eta: 5:27:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 0.2467, loss: 0.2467 +2023-12-24 10:50:56,338 - pyskl - INFO - Epoch [117][1800/2506] lr: 2.916e-03, eta: 5:27:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 0.2133, loss: 0.2133 +2023-12-24 10:51:18,891 - pyskl - INFO - Epoch [117][1900/2506] lr: 2.909e-03, eta: 5:27:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 0.2492, loss: 0.2492 +2023-12-24 10:51:41,492 - pyskl - INFO - Epoch [117][2000/2506] lr: 2.902e-03, eta: 5:26:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 0.2785, loss: 0.2785 +2023-12-24 10:52:04,202 - pyskl - INFO - Epoch [117][2100/2506] lr: 2.896e-03, eta: 5:26:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9981, loss_cls: 0.2990, loss: 0.2990 +2023-12-24 10:52:26,770 - pyskl - INFO - Epoch [117][2200/2506] lr: 2.889e-03, eta: 5:25:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.2424, loss: 0.2424 +2023-12-24 10:52:49,357 - pyskl - INFO - Epoch [117][2300/2506] lr: 2.882e-03, eta: 5:25:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 0.2598, loss: 0.2598 +2023-12-24 10:53:11,998 - pyskl - INFO - Epoch [117][2400/2506] lr: 2.876e-03, eta: 5:25:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 0.2598, loss: 0.2598 +2023-12-24 10:53:34,627 - pyskl - INFO - Epoch [117][2500/2506] lr: 2.869e-03, eta: 5:24:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 0.2281, loss: 0.2281 +2023-12-24 10:53:36,573 - pyskl - INFO - Saving checkpoint at 117 epochs +2023-12-24 10:54:56,862 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 10:54:56,938 - pyskl - INFO - +top1_acc 0.8612 +top5_acc 0.9773 +2023-12-24 10:54:56,943 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/bm/best_top1_acc_epoch_110.pth was removed +2023-12-24 10:54:57,099 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_117.pth. +2023-12-24 10:54:57,100 - pyskl - INFO - Best top1_acc is 0.8612 at 117 epoch. +2023-12-24 10:54:57,104 - pyskl - INFO - Epoch(val) [117][1031] top1_acc: 0.8612, top5_acc: 0.9773 +2023-12-24 10:55:39,943 - pyskl - INFO - Epoch [118][100/2506] lr: 2.862e-03, eta: 5:24:22, time: 0.428, data_time: 0.201, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.2144, loss: 0.2144 +2023-12-24 10:56:02,515 - pyskl - INFO - Epoch [118][200/2506] lr: 2.855e-03, eta: 5:23:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 0.1950, loss: 0.1950 +2023-12-24 10:56:25,179 - pyskl - INFO - Epoch [118][300/2506] lr: 2.849e-03, eta: 5:23:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9962, loss_cls: 0.2195, loss: 0.2195 +2023-12-24 10:56:47,908 - pyskl - INFO - Epoch [118][400/2506] lr: 2.842e-03, eta: 5:23:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 0.2209, loss: 0.2209 +2023-12-24 10:57:10,571 - pyskl - INFO - Epoch [118][500/2506] lr: 2.835e-03, eta: 5:22:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 0.2482, loss: 0.2482 +2023-12-24 10:57:33,267 - pyskl - INFO - Epoch [118][600/2506] lr: 2.829e-03, eta: 5:22:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.1986, loss: 0.1986 +2023-12-24 10:57:56,016 - pyskl - INFO - Epoch [118][700/2506] lr: 2.822e-03, eta: 5:21:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.2171, loss: 0.2171 +2023-12-24 10:58:18,657 - pyskl - INFO - Epoch [118][800/2506] lr: 2.816e-03, eta: 5:21:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.2019, loss: 0.2019 +2023-12-24 10:58:41,232 - pyskl - INFO - Epoch [118][900/2506] lr: 2.809e-03, eta: 5:21:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 0.2234, loss: 0.2234 +2023-12-24 10:59:03,875 - pyskl - INFO - Epoch [118][1000/2506] lr: 2.802e-03, eta: 5:20:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9956, loss_cls: 0.2234, loss: 0.2234 +2023-12-24 10:59:26,688 - pyskl - INFO - Epoch [118][1100/2506] lr: 2.796e-03, eta: 5:20:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 0.2049, loss: 0.2049 +2023-12-24 10:59:49,387 - pyskl - INFO - Epoch [118][1200/2506] lr: 2.789e-03, eta: 5:20:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 0.2653, loss: 0.2653 +2023-12-24 11:00:12,001 - pyskl - INFO - Epoch [118][1300/2506] lr: 2.783e-03, eta: 5:19:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 0.2375, loss: 0.2375 +2023-12-24 11:00:34,571 - pyskl - INFO - Epoch [118][1400/2506] lr: 2.776e-03, eta: 5:19:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9950, loss_cls: 0.2170, loss: 0.2170 +2023-12-24 11:00:57,298 - pyskl - INFO - Epoch [118][1500/2506] lr: 2.770e-03, eta: 5:18:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 0.2640, loss: 0.2640 +2023-12-24 11:01:20,017 - pyskl - INFO - Epoch [118][1600/2506] lr: 2.763e-03, eta: 5:18:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9950, loss_cls: 0.2515, loss: 0.2515 +2023-12-24 11:01:42,636 - pyskl - INFO - Epoch [118][1700/2506] lr: 2.756e-03, eta: 5:18:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.2203, loss: 0.2203 +2023-12-24 11:02:05,329 - pyskl - INFO - Epoch [118][1800/2506] lr: 2.750e-03, eta: 5:17:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9988, loss_cls: 0.2838, loss: 0.2838 +2023-12-24 11:02:27,885 - pyskl - INFO - Epoch [118][1900/2506] lr: 2.743e-03, eta: 5:17:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9988, loss_cls: 0.2679, loss: 0.2679 +2023-12-24 11:02:50,517 - pyskl - INFO - Epoch [118][2000/2506] lr: 2.737e-03, eta: 5:16:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.2019, loss: 0.2019 +2023-12-24 11:03:13,190 - pyskl - INFO - Epoch [118][2100/2506] lr: 2.730e-03, eta: 5:16:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 0.2066, loss: 0.2066 +2023-12-24 11:03:35,842 - pyskl - INFO - Epoch [118][2200/2506] lr: 2.724e-03, eta: 5:16:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 0.2525, loss: 0.2525 +2023-12-24 11:03:58,509 - pyskl - INFO - Epoch [118][2300/2506] lr: 2.717e-03, eta: 5:15:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 0.2106, loss: 0.2106 +2023-12-24 11:04:21,166 - pyskl - INFO - Epoch [118][2400/2506] lr: 2.711e-03, eta: 5:15:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.2633, loss: 0.2633 +2023-12-24 11:04:43,821 - pyskl - INFO - Epoch [118][2500/2506] lr: 2.704e-03, eta: 5:14:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 0.2391, loss: 0.2391 +2023-12-24 11:04:45,710 - pyskl - INFO - Saving checkpoint at 118 epochs +2023-12-24 11:06:06,144 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 11:06:06,220 - pyskl - INFO - +top1_acc 0.8448 +top5_acc 0.9702 +2023-12-24 11:06:06,226 - pyskl - INFO - Epoch(val) [118][1031] top1_acc: 0.8448, top5_acc: 0.9702 +2023-12-24 11:06:49,020 - pyskl - INFO - Epoch [119][100/2506] lr: 2.697e-03, eta: 5:14:31, time: 0.428, data_time: 0.201, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 0.2105, loss: 0.2105 +2023-12-24 11:07:11,778 - pyskl - INFO - Epoch [119][200/2506] lr: 2.691e-03, eta: 5:14:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 0.1873, loss: 0.1873 +2023-12-24 11:07:34,493 - pyskl - INFO - Epoch [119][300/2506] lr: 2.684e-03, eta: 5:13:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9950, loss_cls: 0.2164, loss: 0.2164 +2023-12-24 11:07:57,101 - pyskl - INFO - Epoch [119][400/2506] lr: 2.678e-03, eta: 5:13:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 0.1840, loss: 0.1840 +2023-12-24 11:08:19,888 - pyskl - INFO - Epoch [119][500/2506] lr: 2.672e-03, eta: 5:12:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.1926, loss: 0.1926 +2023-12-24 11:08:42,523 - pyskl - INFO - Epoch [119][600/2506] lr: 2.665e-03, eta: 5:12:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 0.2014, loss: 0.2014 +2023-12-24 11:09:05,178 - pyskl - INFO - Epoch [119][700/2506] lr: 2.659e-03, eta: 5:12:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 0.2324, loss: 0.2324 +2023-12-24 11:09:27,809 - pyskl - INFO - Epoch [119][800/2506] lr: 2.652e-03, eta: 5:11:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.2131, loss: 0.2131 +2023-12-24 11:09:50,478 - pyskl - INFO - Epoch [119][900/2506] lr: 2.646e-03, eta: 5:11:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.2058, loss: 0.2058 +2023-12-24 11:10:13,265 - pyskl - INFO - Epoch [119][1000/2506] lr: 2.639e-03, eta: 5:10:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 0.2180, loss: 0.2180 +2023-12-24 11:10:36,043 - pyskl - INFO - Epoch [119][1100/2506] lr: 2.633e-03, eta: 5:10:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 0.2540, loss: 0.2540 +2023-12-24 11:10:58,738 - pyskl - INFO - Epoch [119][1200/2506] lr: 2.627e-03, eta: 5:10:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 0.2125, loss: 0.2125 +2023-12-24 11:11:21,375 - pyskl - INFO - Epoch [119][1300/2506] lr: 2.620e-03, eta: 5:09:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 0.2124, loss: 0.2124 +2023-12-24 11:11:44,039 - pyskl - INFO - Epoch [119][1400/2506] lr: 2.614e-03, eta: 5:09:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.2147, loss: 0.2147 +2023-12-24 11:12:06,756 - pyskl - INFO - Epoch [119][1500/2506] lr: 2.607e-03, eta: 5:08:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 1.0000, loss_cls: 0.2036, loss: 0.2036 +2023-12-24 11:12:29,410 - pyskl - INFO - Epoch [119][1600/2506] lr: 2.601e-03, eta: 5:08:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.1945, loss: 0.1945 +2023-12-24 11:12:52,082 - pyskl - INFO - Epoch [119][1700/2506] lr: 2.595e-03, eta: 5:08:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 0.2199, loss: 0.2199 +2023-12-24 11:13:14,813 - pyskl - INFO - Epoch [119][1800/2506] lr: 2.588e-03, eta: 5:07:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 0.2426, loss: 0.2426 +2023-12-24 11:13:37,541 - pyskl - INFO - Epoch [119][1900/2506] lr: 2.582e-03, eta: 5:07:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.2450, loss: 0.2450 +2023-12-24 11:14:00,145 - pyskl - INFO - Epoch [119][2000/2506] lr: 2.575e-03, eta: 5:06:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 0.1991, loss: 0.1991 +2023-12-24 11:14:22,769 - pyskl - INFO - Epoch [119][2100/2506] lr: 2.569e-03, eta: 5:06:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 0.2348, loss: 0.2348 +2023-12-24 11:14:45,470 - pyskl - INFO - Epoch [119][2200/2506] lr: 2.563e-03, eta: 5:06:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.2117, loss: 0.2117 +2023-12-24 11:15:08,193 - pyskl - INFO - Epoch [119][2300/2506] lr: 2.556e-03, eta: 5:05:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 0.2405, loss: 0.2405 +2023-12-24 11:15:30,822 - pyskl - INFO - Epoch [119][2400/2506] lr: 2.550e-03, eta: 5:05:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 0.2562, loss: 0.2562 +2023-12-24 11:15:53,524 - pyskl - INFO - Epoch [119][2500/2506] lr: 2.544e-03, eta: 5:05:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 0.2727, loss: 0.2727 +2023-12-24 11:15:55,378 - pyskl - INFO - Saving checkpoint at 119 epochs +2023-12-24 11:17:15,503 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 11:17:15,577 - pyskl - INFO - +top1_acc 0.8579 +top5_acc 0.9760 +2023-12-24 11:17:15,581 - pyskl - INFO - Epoch(val) [119][1031] top1_acc: 0.8579, top5_acc: 0.9760 +2023-12-24 11:17:58,708 - pyskl - INFO - Epoch [120][100/2506] lr: 2.537e-03, eta: 5:04:40, time: 0.431, data_time: 0.205, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.1888, loss: 0.1888 +2023-12-24 11:18:21,338 - pyskl - INFO - Epoch [120][200/2506] lr: 2.531e-03, eta: 5:04:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 0.1835, loss: 0.1835 +2023-12-24 11:18:44,049 - pyskl - INFO - Epoch [120][300/2506] lr: 2.525e-03, eta: 5:03:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.1912, loss: 0.1912 +2023-12-24 11:19:06,718 - pyskl - INFO - Epoch [120][400/2506] lr: 2.518e-03, eta: 5:03:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.1707, loss: 0.1707 +2023-12-24 11:19:29,404 - pyskl - INFO - Epoch [120][500/2506] lr: 2.512e-03, eta: 5:03:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 0.1882, loss: 0.1882 +2023-12-24 11:19:51,947 - pyskl - INFO - Epoch [120][600/2506] lr: 2.506e-03, eta: 5:02:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 0.1891, loss: 0.1891 +2023-12-24 11:20:14,451 - pyskl - INFO - Epoch [120][700/2506] lr: 2.499e-03, eta: 5:02:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 0.1845, loss: 0.1845 +2023-12-24 11:20:37,165 - pyskl - INFO - Epoch [120][800/2506] lr: 2.493e-03, eta: 5:01:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 0.2016, loss: 0.2016 +2023-12-24 11:20:59,827 - pyskl - INFO - Epoch [120][900/2506] lr: 2.487e-03, eta: 5:01:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1624, loss: 0.1624 +2023-12-24 11:21:22,490 - pyskl - INFO - Epoch [120][1000/2506] lr: 2.481e-03, eta: 5:01:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 0.1903, loss: 0.1903 +2023-12-24 11:21:45,163 - pyskl - INFO - Epoch [120][1100/2506] lr: 2.474e-03, eta: 5:00:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 0.2097, loss: 0.2097 +2023-12-24 11:22:07,777 - pyskl - INFO - Epoch [120][1200/2506] lr: 2.468e-03, eta: 5:00:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.2204, loss: 0.2204 +2023-12-24 11:22:30,402 - pyskl - INFO - Epoch [120][1300/2506] lr: 2.462e-03, eta: 4:59:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 0.1644, loss: 0.1644 +2023-12-24 11:22:53,283 - pyskl - INFO - Epoch [120][1400/2506] lr: 2.456e-03, eta: 4:59:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 0.2068, loss: 0.2068 +2023-12-24 11:23:15,932 - pyskl - INFO - Epoch [120][1500/2506] lr: 2.449e-03, eta: 4:59:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 0.2253, loss: 0.2253 +2023-12-24 11:23:38,575 - pyskl - INFO - Epoch [120][1600/2506] lr: 2.443e-03, eta: 4:58:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9950, loss_cls: 0.2285, loss: 0.2285 +2023-12-24 11:24:01,256 - pyskl - INFO - Epoch [120][1700/2506] lr: 2.437e-03, eta: 4:58:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.2246, loss: 0.2246 +2023-12-24 11:24:23,819 - pyskl - INFO - Epoch [120][1800/2506] lr: 2.431e-03, eta: 4:57:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.2101, loss: 0.2101 +2023-12-24 11:24:46,561 - pyskl - INFO - Epoch [120][1900/2506] lr: 2.425e-03, eta: 4:57:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.1756, loss: 0.1756 +2023-12-24 11:25:09,233 - pyskl - INFO - Epoch [120][2000/2506] lr: 2.419e-03, eta: 4:57:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 0.2164, loss: 0.2164 +2023-12-24 11:25:31,894 - pyskl - INFO - Epoch [120][2100/2506] lr: 2.412e-03, eta: 4:56:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.2050, loss: 0.2050 +2023-12-24 11:25:54,629 - pyskl - INFO - Epoch [120][2200/2506] lr: 2.406e-03, eta: 4:56:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 0.2227, loss: 0.2227 +2023-12-24 11:26:17,281 - pyskl - INFO - Epoch [120][2300/2506] lr: 2.400e-03, eta: 4:55:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.2024, loss: 0.2024 +2023-12-24 11:26:39,860 - pyskl - INFO - Epoch [120][2400/2506] lr: 2.394e-03, eta: 4:55:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.1827, loss: 0.1827 +2023-12-24 11:27:02,466 - pyskl - INFO - Epoch [120][2500/2506] lr: 2.388e-03, eta: 4:55:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 0.2176, loss: 0.2176 +2023-12-24 11:27:04,521 - pyskl - INFO - Saving checkpoint at 120 epochs +2023-12-24 11:28:24,835 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 11:28:24,912 - pyskl - INFO - +top1_acc 0.8527 +top5_acc 0.9751 +2023-12-24 11:28:24,916 - pyskl - INFO - Epoch(val) [120][1031] top1_acc: 0.8527, top5_acc: 0.9751 +2023-12-24 11:29:07,480 - pyskl - INFO - Epoch [121][100/2506] lr: 2.381e-03, eta: 4:54:48, time: 0.426, data_time: 0.198, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.1689, loss: 0.1689 +2023-12-24 11:29:30,068 - pyskl - INFO - Epoch [121][200/2506] lr: 2.375e-03, eta: 4:54:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 0.1789, loss: 0.1789 +2023-12-24 11:29:52,608 - pyskl - INFO - Epoch [121][300/2506] lr: 2.369e-03, eta: 4:54:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1565, loss: 0.1565 +2023-12-24 11:30:15,263 - pyskl - INFO - Epoch [121][400/2506] lr: 2.363e-03, eta: 4:53:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.1670, loss: 0.1670 +2023-12-24 11:30:38,029 - pyskl - INFO - Epoch [121][500/2506] lr: 2.357e-03, eta: 4:53:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 0.1638, loss: 0.1638 +2023-12-24 11:31:00,744 - pyskl - INFO - Epoch [121][600/2506] lr: 2.351e-03, eta: 4:52:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9975, loss_cls: 0.1498, loss: 0.1498 +2023-12-24 11:31:23,485 - pyskl - INFO - Epoch [121][700/2506] lr: 2.345e-03, eta: 4:52:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 0.1907, loss: 0.1907 +2023-12-24 11:31:46,206 - pyskl - INFO - Epoch [121][800/2506] lr: 2.338e-03, eta: 4:52:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 0.2070, loss: 0.2070 +2023-12-24 11:32:08,826 - pyskl - INFO - Epoch [121][900/2506] lr: 2.332e-03, eta: 4:51:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 0.1948, loss: 0.1948 +2023-12-24 11:32:31,392 - pyskl - INFO - Epoch [121][1000/2506] lr: 2.326e-03, eta: 4:51:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 0.1784, loss: 0.1784 +2023-12-24 11:32:53,926 - pyskl - INFO - Epoch [121][1100/2506] lr: 2.320e-03, eta: 4:50:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 0.1703, loss: 0.1703 +2023-12-24 11:33:16,591 - pyskl - INFO - Epoch [121][1200/2506] lr: 2.314e-03, eta: 4:50:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 0.2171, loss: 0.2171 +2023-12-24 11:33:39,164 - pyskl - INFO - Epoch [121][1300/2506] lr: 2.308e-03, eta: 4:50:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.2097, loss: 0.2097 +2023-12-24 11:34:01,857 - pyskl - INFO - Epoch [121][1400/2506] lr: 2.302e-03, eta: 4:49:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9956, loss_cls: 0.2135, loss: 0.2135 +2023-12-24 11:34:24,538 - pyskl - INFO - Epoch [121][1500/2506] lr: 2.296e-03, eta: 4:49:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.2060, loss: 0.2060 +2023-12-24 11:34:47,270 - pyskl - INFO - Epoch [121][1600/2506] lr: 2.290e-03, eta: 4:48:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1803, loss: 0.1803 +2023-12-24 11:35:09,948 - pyskl - INFO - Epoch [121][1700/2506] lr: 2.284e-03, eta: 4:48:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 0.1908, loss: 0.1908 +2023-12-24 11:35:32,689 - pyskl - INFO - Epoch [121][1800/2506] lr: 2.278e-03, eta: 4:48:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1769, loss: 0.1769 +2023-12-24 11:35:55,359 - pyskl - INFO - Epoch [121][1900/2506] lr: 2.272e-03, eta: 4:47:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 0.2057, loss: 0.2057 +2023-12-24 11:36:18,137 - pyskl - INFO - Epoch [121][2000/2506] lr: 2.266e-03, eta: 4:47:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 0.1878, loss: 0.1878 +2023-12-24 11:36:40,776 - pyskl - INFO - Epoch [121][2100/2506] lr: 2.260e-03, eta: 4:46:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 0.1944, loss: 0.1944 +2023-12-24 11:37:03,433 - pyskl - INFO - Epoch [121][2200/2506] lr: 2.254e-03, eta: 4:46:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 0.2519, loss: 0.2519 +2023-12-24 11:37:26,090 - pyskl - INFO - Epoch [121][2300/2506] lr: 2.248e-03, eta: 4:46:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.1697, loss: 0.1697 +2023-12-24 11:37:48,752 - pyskl - INFO - Epoch [121][2400/2506] lr: 2.242e-03, eta: 4:45:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 0.2058, loss: 0.2058 +2023-12-24 11:38:11,395 - pyskl - INFO - Epoch [121][2500/2506] lr: 2.236e-03, eta: 4:45:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 1.0000, loss_cls: 0.2067, loss: 0.2067 +2023-12-24 11:38:13,360 - pyskl - INFO - Saving checkpoint at 121 epochs +2023-12-24 11:39:33,576 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 11:39:33,646 - pyskl - INFO - +top1_acc 0.8694 +top5_acc 0.9770 +2023-12-24 11:39:33,651 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/bm/best_top1_acc_epoch_117.pth was removed +2023-12-24 11:39:33,793 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. +2023-12-24 11:39:33,793 - pyskl - INFO - Best top1_acc is 0.8694 at 121 epoch. +2023-12-24 11:39:33,798 - pyskl - INFO - Epoch(val) [121][1031] top1_acc: 0.8694, top5_acc: 0.9770 +2023-12-24 11:40:16,410 - pyskl - INFO - Epoch [122][100/2506] lr: 2.230e-03, eta: 4:44:57, time: 0.426, data_time: 0.200, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1567, loss: 0.1567 +2023-12-24 11:40:38,973 - pyskl - INFO - Epoch [122][200/2506] lr: 2.224e-03, eta: 4:44:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 0.1724, loss: 0.1724 +2023-12-24 11:41:01,612 - pyskl - INFO - Epoch [122][300/2506] lr: 2.218e-03, eta: 4:44:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 0.1884, loss: 0.1884 +2023-12-24 11:41:24,097 - pyskl - INFO - Epoch [122][400/2506] lr: 2.212e-03, eta: 4:43:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.1558, loss: 0.1558 +2023-12-24 11:41:46,706 - pyskl - INFO - Epoch [122][500/2506] lr: 2.206e-03, eta: 4:43:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 0.1595, loss: 0.1595 +2023-12-24 11:42:09,283 - pyskl - INFO - Epoch [122][600/2506] lr: 2.200e-03, eta: 4:42:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.1607, loss: 0.1607 +2023-12-24 11:42:31,900 - pyskl - INFO - Epoch [122][700/2506] lr: 2.194e-03, eta: 4:42:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1528, loss: 0.1528 +2023-12-24 11:42:54,610 - pyskl - INFO - Epoch [122][800/2506] lr: 2.188e-03, eta: 4:42:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1488, loss: 0.1488 +2023-12-24 11:43:17,252 - pyskl - INFO - Epoch [122][900/2506] lr: 2.182e-03, eta: 4:41:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1462, loss: 0.1462 +2023-12-24 11:43:40,002 - pyskl - INFO - Epoch [122][1000/2506] lr: 2.176e-03, eta: 4:41:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 0.1647, loss: 0.1647 +2023-12-24 11:44:02,629 - pyskl - INFO - Epoch [122][1100/2506] lr: 2.171e-03, eta: 4:40:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.1829, loss: 0.1829 +2023-12-24 11:44:25,297 - pyskl - INFO - Epoch [122][1200/2506] lr: 2.165e-03, eta: 4:40:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 0.1729, loss: 0.1729 +2023-12-24 11:44:47,839 - pyskl - INFO - Epoch [122][1300/2506] lr: 2.159e-03, eta: 4:40:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 0.1821, loss: 0.1821 +2023-12-24 11:45:10,475 - pyskl - INFO - Epoch [122][1400/2506] lr: 2.153e-03, eta: 4:39:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 0.1887, loss: 0.1887 +2023-12-24 11:45:33,072 - pyskl - INFO - Epoch [122][1500/2506] lr: 2.147e-03, eta: 4:39:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 0.1837, loss: 0.1837 +2023-12-24 11:45:55,705 - pyskl - INFO - Epoch [122][1600/2506] lr: 2.141e-03, eta: 4:39:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1301, loss: 0.1301 +2023-12-24 11:46:18,353 - pyskl - INFO - Epoch [122][1700/2506] lr: 2.135e-03, eta: 4:38:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 0.1912, loss: 0.1912 +2023-12-24 11:46:41,034 - pyskl - INFO - Epoch [122][1800/2506] lr: 2.130e-03, eta: 4:38:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1516, loss: 0.1516 +2023-12-24 11:47:03,656 - pyskl - INFO - Epoch [122][1900/2506] lr: 2.124e-03, eta: 4:37:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 0.1824, loss: 0.1824 +2023-12-24 11:47:26,254 - pyskl - INFO - Epoch [122][2000/2506] lr: 2.118e-03, eta: 4:37:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.1855, loss: 0.1855 +2023-12-24 11:47:48,960 - pyskl - INFO - Epoch [122][2100/2506] lr: 2.112e-03, eta: 4:37:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1554, loss: 0.1554 +2023-12-24 11:48:11,565 - pyskl - INFO - Epoch [122][2200/2506] lr: 2.106e-03, eta: 4:36:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.1665, loss: 0.1665 +2023-12-24 11:48:34,146 - pyskl - INFO - Epoch [122][2300/2506] lr: 2.100e-03, eta: 4:36:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.1791, loss: 0.1791 +2023-12-24 11:48:56,762 - pyskl - INFO - Epoch [122][2400/2506] lr: 2.095e-03, eta: 4:35:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.1682, loss: 0.1682 +2023-12-24 11:49:19,307 - pyskl - INFO - Epoch [122][2500/2506] lr: 2.089e-03, eta: 4:35:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 0.2029, loss: 0.2029 +2023-12-24 11:49:21,157 - pyskl - INFO - Saving checkpoint at 122 epochs +2023-12-24 11:50:41,003 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 11:50:41,079 - pyskl - INFO - +top1_acc 0.8599 +top5_acc 0.9762 +2023-12-24 11:50:41,083 - pyskl - INFO - Epoch(val) [122][1031] top1_acc: 0.8599, top5_acc: 0.9762 +2023-12-24 11:51:23,126 - pyskl - INFO - Epoch [123][100/2506] lr: 2.083e-03, eta: 4:35:05, time: 0.420, data_time: 0.194, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 0.1483, loss: 0.1483 +2023-12-24 11:51:45,773 - pyskl - INFO - Epoch [123][200/2506] lr: 2.077e-03, eta: 4:34:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.1578, loss: 0.1578 +2023-12-24 11:52:08,405 - pyskl - INFO - Epoch [123][300/2506] lr: 2.071e-03, eta: 4:34:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 0.1867, loss: 0.1867 +2023-12-24 11:52:30,973 - pyskl - INFO - Epoch [123][400/2506] lr: 2.065e-03, eta: 4:33:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1374, loss: 0.1374 +2023-12-24 11:52:53,581 - pyskl - INFO - Epoch [123][500/2506] lr: 2.060e-03, eta: 4:33:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 0.1524, loss: 0.1524 +2023-12-24 11:53:16,249 - pyskl - INFO - Epoch [123][600/2506] lr: 2.054e-03, eta: 4:33:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1703, loss: 0.1703 +2023-12-24 11:53:38,851 - pyskl - INFO - Epoch [123][700/2506] lr: 2.048e-03, eta: 4:32:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1390, loss: 0.1390 +2023-12-24 11:54:01,536 - pyskl - INFO - Epoch [123][800/2506] lr: 2.043e-03, eta: 4:32:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1519, loss: 0.1519 +2023-12-24 11:54:24,193 - pyskl - INFO - Epoch [123][900/2506] lr: 2.037e-03, eta: 4:31:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1583, loss: 0.1583 +2023-12-24 11:54:46,825 - pyskl - INFO - Epoch [123][1000/2506] lr: 2.031e-03, eta: 4:31:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1456, loss: 0.1456 +2023-12-24 11:55:09,507 - pyskl - INFO - Epoch [123][1100/2506] lr: 2.025e-03, eta: 4:31:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1684, loss: 0.1684 +2023-12-24 11:55:32,152 - pyskl - INFO - Epoch [123][1200/2506] lr: 2.020e-03, eta: 4:30:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.1676, loss: 0.1676 +2023-12-24 11:55:54,827 - pyskl - INFO - Epoch [123][1300/2506] lr: 2.014e-03, eta: 4:30:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 0.1648, loss: 0.1648 +2023-12-24 11:56:17,503 - pyskl - INFO - Epoch [123][1400/2506] lr: 2.008e-03, eta: 4:29:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1516, loss: 0.1516 +2023-12-24 11:56:40,237 - pyskl - INFO - Epoch [123][1500/2506] lr: 2.003e-03, eta: 4:29:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 0.1825, loss: 0.1825 +2023-12-24 11:57:02,905 - pyskl - INFO - Epoch [123][1600/2506] lr: 1.997e-03, eta: 4:29:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.1615, loss: 0.1615 +2023-12-24 11:57:25,559 - pyskl - INFO - Epoch [123][1700/2506] lr: 1.991e-03, eta: 4:28:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.1653, loss: 0.1653 +2023-12-24 11:57:48,170 - pyskl - INFO - Epoch [123][1800/2506] lr: 1.986e-03, eta: 4:28:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1336, loss: 0.1336 +2023-12-24 11:58:10,897 - pyskl - INFO - Epoch [123][1900/2506] lr: 1.980e-03, eta: 4:27:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 0.1738, loss: 0.1738 +2023-12-24 11:58:33,586 - pyskl - INFO - Epoch [123][2000/2506] lr: 1.974e-03, eta: 4:27:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1566, loss: 0.1566 +2023-12-24 11:58:56,218 - pyskl - INFO - Epoch [123][2100/2506] lr: 1.969e-03, eta: 4:27:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.1659, loss: 0.1659 +2023-12-24 11:59:18,775 - pyskl - INFO - Epoch [123][2200/2506] lr: 1.963e-03, eta: 4:26:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1296, loss: 0.1296 +2023-12-24 11:59:41,388 - pyskl - INFO - Epoch [123][2300/2506] lr: 1.958e-03, eta: 4:26:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 0.1867, loss: 0.1867 +2023-12-24 12:00:03,992 - pyskl - INFO - Epoch [123][2400/2506] lr: 1.952e-03, eta: 4:25:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 0.1985, loss: 0.1985 +2023-12-24 12:00:26,784 - pyskl - INFO - Epoch [123][2500/2506] lr: 1.946e-03, eta: 4:25:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 0.1727, loss: 0.1727 +2023-12-24 12:00:28,704 - pyskl - INFO - Saving checkpoint at 123 epochs +2023-12-24 12:01:48,445 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 12:01:48,518 - pyskl - INFO - +top1_acc 0.8661 +top5_acc 0.9771 +2023-12-24 12:01:48,523 - pyskl - INFO - Epoch(val) [123][1031] top1_acc: 0.8661, top5_acc: 0.9771 +2023-12-24 12:02:30,459 - pyskl - INFO - Epoch [124][100/2506] lr: 1.940e-03, eta: 4:25:14, time: 0.419, data_time: 0.193, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1231, loss: 0.1231 +2023-12-24 12:02:53,122 - pyskl - INFO - Epoch [124][200/2506] lr: 1.935e-03, eta: 4:24:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1436, loss: 0.1436 +2023-12-24 12:03:15,713 - pyskl - INFO - Epoch [124][300/2506] lr: 1.929e-03, eta: 4:24:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 0.1570, loss: 0.1570 +2023-12-24 12:03:38,316 - pyskl - INFO - Epoch [124][400/2506] lr: 1.924e-03, eta: 4:24:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 0.1659, loss: 0.1659 +2023-12-24 12:04:00,810 - pyskl - INFO - Epoch [124][500/2506] lr: 1.918e-03, eta: 4:23:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.1760, loss: 0.1760 +2023-12-24 12:04:23,472 - pyskl - INFO - Epoch [124][600/2506] lr: 1.913e-03, eta: 4:23:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 0.1595, loss: 0.1595 +2023-12-24 12:04:46,058 - pyskl - INFO - Epoch [124][700/2506] lr: 1.907e-03, eta: 4:22:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 0.1436, loss: 0.1436 +2023-12-24 12:05:08,688 - pyskl - INFO - Epoch [124][800/2506] lr: 1.901e-03, eta: 4:22:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1459, loss: 0.1459 +2023-12-24 12:05:31,462 - pyskl - INFO - Epoch [124][900/2506] lr: 1.896e-03, eta: 4:22:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.1269, loss: 0.1269 +2023-12-24 12:05:54,305 - pyskl - INFO - Epoch [124][1000/2506] lr: 1.890e-03, eta: 4:21:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1330, loss: 0.1330 +2023-12-24 12:06:17,002 - pyskl - INFO - Epoch [124][1100/2506] lr: 1.885e-03, eta: 4:21:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1255, loss: 0.1255 +2023-12-24 12:06:39,672 - pyskl - INFO - Epoch [124][1200/2506] lr: 1.879e-03, eta: 4:20:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1457, loss: 0.1457 +2023-12-24 12:07:02,445 - pyskl - INFO - Epoch [124][1300/2506] lr: 1.874e-03, eta: 4:20:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1460, loss: 0.1460 +2023-12-24 12:07:25,192 - pyskl - INFO - Epoch [124][1400/2506] lr: 1.868e-03, eta: 4:20:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1498, loss: 0.1498 +2023-12-24 12:07:47,727 - pyskl - INFO - Epoch [124][1500/2506] lr: 1.863e-03, eta: 4:19:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.1523, loss: 0.1523 +2023-12-24 12:08:10,340 - pyskl - INFO - Epoch [124][1600/2506] lr: 1.857e-03, eta: 4:19:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1430, loss: 0.1430 +2023-12-24 12:08:32,941 - pyskl - INFO - Epoch [124][1700/2506] lr: 1.852e-03, eta: 4:18:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.1591, loss: 0.1591 +2023-12-24 12:08:55,642 - pyskl - INFO - Epoch [124][1800/2506] lr: 1.846e-03, eta: 4:18:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 0.1376, loss: 0.1376 +2023-12-24 12:09:18,358 - pyskl - INFO - Epoch [124][1900/2506] lr: 1.841e-03, eta: 4:18:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1461, loss: 0.1461 +2023-12-24 12:09:41,099 - pyskl - INFO - Epoch [124][2000/2506] lr: 1.835e-03, eta: 4:17:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 0.1478, loss: 0.1478 +2023-12-24 12:10:03,735 - pyskl - INFO - Epoch [124][2100/2506] lr: 1.830e-03, eta: 4:17:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 0.1553, loss: 0.1553 +2023-12-24 12:10:26,280 - pyskl - INFO - Epoch [124][2200/2506] lr: 1.825e-03, eta: 4:16:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.1517, loss: 0.1517 +2023-12-24 12:10:48,848 - pyskl - INFO - Epoch [124][2300/2506] lr: 1.819e-03, eta: 4:16:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.1463, loss: 0.1463 +2023-12-24 12:11:11,427 - pyskl - INFO - Epoch [124][2400/2506] lr: 1.814e-03, eta: 4:16:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 0.1761, loss: 0.1761 +2023-12-24 12:11:33,917 - pyskl - INFO - Epoch [124][2500/2506] lr: 1.808e-03, eta: 4:15:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 0.1871, loss: 0.1871 +2023-12-24 12:11:35,858 - pyskl - INFO - Saving checkpoint at 124 epochs +2023-12-24 12:12:55,384 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 12:12:55,453 - pyskl - INFO - +top1_acc 0.8573 +top5_acc 0.9763 +2023-12-24 12:12:55,457 - pyskl - INFO - Epoch(val) [124][1031] top1_acc: 0.8573, top5_acc: 0.9763 +2023-12-24 12:13:37,492 - pyskl - INFO - Epoch [125][100/2506] lr: 1.803e-03, eta: 4:15:22, time: 0.420, data_time: 0.194, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1397, loss: 0.1397 +2023-12-24 12:14:00,149 - pyskl - INFO - Epoch [125][200/2506] lr: 1.797e-03, eta: 4:14:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1171, loss: 0.1171 +2023-12-24 12:14:22,698 - pyskl - INFO - Epoch [125][300/2506] lr: 1.792e-03, eta: 4:14:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.1467, loss: 0.1467 +2023-12-24 12:14:45,250 - pyskl - INFO - Epoch [125][400/2506] lr: 1.786e-03, eta: 4:14:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1248, loss: 0.1248 +2023-12-24 12:15:07,907 - pyskl - INFO - Epoch [125][500/2506] lr: 1.781e-03, eta: 4:13:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1210, loss: 0.1210 +2023-12-24 12:15:30,554 - pyskl - INFO - Epoch [125][600/2506] lr: 1.776e-03, eta: 4:13:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.1272, loss: 0.1272 +2023-12-24 12:15:53,330 - pyskl - INFO - Epoch [125][700/2506] lr: 1.770e-03, eta: 4:13:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1388, loss: 0.1388 +2023-12-24 12:16:16,001 - pyskl - INFO - Epoch [125][800/2506] lr: 1.765e-03, eta: 4:12:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.1400, loss: 0.1400 +2023-12-24 12:16:38,546 - pyskl - INFO - Epoch [125][900/2506] lr: 1.760e-03, eta: 4:12:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 0.1352, loss: 0.1352 +2023-12-24 12:17:01,085 - pyskl - INFO - Epoch [125][1000/2506] lr: 1.754e-03, eta: 4:11:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.1335, loss: 0.1335 +2023-12-24 12:17:23,736 - pyskl - INFO - Epoch [125][1100/2506] lr: 1.749e-03, eta: 4:11:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1317, loss: 0.1317 +2023-12-24 12:17:46,419 - pyskl - INFO - Epoch [125][1200/2506] lr: 1.744e-03, eta: 4:11:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.1490, loss: 0.1490 +2023-12-24 12:18:09,059 - pyskl - INFO - Epoch [125][1300/2506] lr: 1.738e-03, eta: 4:10:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1198, loss: 0.1198 +2023-12-24 12:18:31,620 - pyskl - INFO - Epoch [125][1400/2506] lr: 1.733e-03, eta: 4:10:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1194, loss: 0.1194 +2023-12-24 12:18:54,219 - pyskl - INFO - Epoch [125][1500/2506] lr: 1.728e-03, eta: 4:09:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1365, loss: 0.1365 +2023-12-24 12:19:16,864 - pyskl - INFO - Epoch [125][1600/2506] lr: 1.722e-03, eta: 4:09:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1626, loss: 0.1626 +2023-12-24 12:19:39,526 - pyskl - INFO - Epoch [125][1700/2506] lr: 1.717e-03, eta: 4:09:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1537, loss: 0.1537 +2023-12-24 12:20:02,069 - pyskl - INFO - Epoch [125][1800/2506] lr: 1.712e-03, eta: 4:08:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1145, loss: 0.1145 +2023-12-24 12:20:24,674 - pyskl - INFO - Epoch [125][1900/2506] lr: 1.707e-03, eta: 4:08:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1476, loss: 0.1476 +2023-12-24 12:20:47,264 - pyskl - INFO - Epoch [125][2000/2506] lr: 1.701e-03, eta: 4:07:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1515, loss: 0.1515 +2023-12-24 12:21:09,863 - pyskl - INFO - Epoch [125][2100/2506] lr: 1.696e-03, eta: 4:07:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1219, loss: 0.1219 +2023-12-24 12:21:32,417 - pyskl - INFO - Epoch [125][2200/2506] lr: 1.691e-03, eta: 4:07:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1686, loss: 0.1686 +2023-12-24 12:21:54,945 - pyskl - INFO - Epoch [125][2300/2506] lr: 1.686e-03, eta: 4:06:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 0.1825, loss: 0.1825 +2023-12-24 12:22:17,498 - pyskl - INFO - Epoch [125][2400/2506] lr: 1.680e-03, eta: 4:06:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1370, loss: 0.1370 +2023-12-24 12:22:40,102 - pyskl - INFO - Epoch [125][2500/2506] lr: 1.675e-03, eta: 4:05:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 0.1692, loss: 0.1692 +2023-12-24 12:22:41,923 - pyskl - INFO - Saving checkpoint at 125 epochs +2023-12-24 12:24:00,990 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 12:24:01,060 - pyskl - INFO - +top1_acc 0.8664 +top5_acc 0.9779 +2023-12-24 12:24:01,064 - pyskl - INFO - Epoch(val) [125][1031] top1_acc: 0.8664, top5_acc: 0.9779 +2023-12-24 12:24:42,468 - pyskl - INFO - Epoch [126][100/2506] lr: 1.670e-03, eta: 4:05:31, time: 0.414, data_time: 0.188, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1128, loss: 0.1128 +2023-12-24 12:25:05,045 - pyskl - INFO - Epoch [126][200/2506] lr: 1.664e-03, eta: 4:05:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1098, loss: 0.1098 +2023-12-24 12:25:27,625 - pyskl - INFO - Epoch [126][300/2506] lr: 1.659e-03, eta: 4:04:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1203, loss: 0.1203 +2023-12-24 12:25:50,204 - pyskl - INFO - Epoch [126][400/2506] lr: 1.654e-03, eta: 4:04:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1064, loss: 0.1064 +2023-12-24 12:26:12,886 - pyskl - INFO - Epoch [126][500/2506] lr: 1.649e-03, eta: 4:03:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.1475, loss: 0.1475 +2023-12-24 12:26:35,455 - pyskl - INFO - Epoch [126][600/2506] lr: 1.644e-03, eta: 4:03:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1522, loss: 0.1522 +2023-12-24 12:26:58,075 - pyskl - INFO - Epoch [126][700/2506] lr: 1.638e-03, eta: 4:03:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 0.1041, loss: 0.1041 +2023-12-24 12:27:20,695 - pyskl - INFO - Epoch [126][800/2506] lr: 1.633e-03, eta: 4:02:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1271, loss: 0.1271 +2023-12-24 12:27:43,350 - pyskl - INFO - Epoch [126][900/2506] lr: 1.628e-03, eta: 4:02:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.1296, loss: 0.1296 +2023-12-24 12:28:05,866 - pyskl - INFO - Epoch [126][1000/2506] lr: 1.623e-03, eta: 4:01:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1322, loss: 0.1322 +2023-12-24 12:28:28,504 - pyskl - INFO - Epoch [126][1100/2506] lr: 1.618e-03, eta: 4:01:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1076, loss: 0.1076 +2023-12-24 12:28:51,191 - pyskl - INFO - Epoch [126][1200/2506] lr: 1.613e-03, eta: 4:01:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1185, loss: 0.1185 +2023-12-24 12:29:13,835 - pyskl - INFO - Epoch [126][1300/2506] lr: 1.607e-03, eta: 4:00:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 0.1154, loss: 0.1154 +2023-12-24 12:29:36,389 - pyskl - INFO - Epoch [126][1400/2506] lr: 1.602e-03, eta: 4:00:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1221, loss: 0.1221 +2023-12-24 12:29:58,960 - pyskl - INFO - Epoch [126][1500/2506] lr: 1.597e-03, eta: 3:59:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1456, loss: 0.1456 +2023-12-24 12:30:21,467 - pyskl - INFO - Epoch [126][1600/2506] lr: 1.592e-03, eta: 3:59:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1065, loss: 0.1065 +2023-12-24 12:30:44,044 - pyskl - INFO - Epoch [126][1700/2506] lr: 1.587e-03, eta: 3:59:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.1461, loss: 0.1461 +2023-12-24 12:31:06,661 - pyskl - INFO - Epoch [126][1800/2506] lr: 1.582e-03, eta: 3:58:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1250, loss: 0.1250 +2023-12-24 12:31:29,421 - pyskl - INFO - Epoch [126][1900/2506] lr: 1.577e-03, eta: 3:58:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 0.1431, loss: 0.1431 +2023-12-24 12:31:52,021 - pyskl - INFO - Epoch [126][2000/2506] lr: 1.572e-03, eta: 3:58:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1210, loss: 0.1210 +2023-12-24 12:32:14,652 - pyskl - INFO - Epoch [126][2100/2506] lr: 1.567e-03, eta: 3:57:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1215, loss: 0.1215 +2023-12-24 12:32:37,241 - pyskl - INFO - Epoch [126][2200/2506] lr: 1.562e-03, eta: 3:57:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.1221, loss: 0.1221 +2023-12-24 12:32:59,880 - pyskl - INFO - Epoch [126][2300/2506] lr: 1.557e-03, eta: 3:56:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1289, loss: 0.1289 +2023-12-24 12:33:22,401 - pyskl - INFO - Epoch [126][2400/2506] lr: 1.552e-03, eta: 3:56:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.1018, loss: 0.1018 +2023-12-24 12:33:44,991 - pyskl - INFO - Epoch [126][2500/2506] lr: 1.547e-03, eta: 3:56:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 0.1095, loss: 0.1095 +2023-12-24 12:33:46,805 - pyskl - INFO - Saving checkpoint at 126 epochs +2023-12-24 12:35:05,816 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 12:35:05,888 - pyskl - INFO - +top1_acc 0.8753 +top5_acc 0.9773 +2023-12-24 12:35:05,893 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/bm/best_top1_acc_epoch_121.pth was removed +2023-12-24 12:35:06,031 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2023-12-24 12:35:06,031 - pyskl - INFO - Best top1_acc is 0.8753 at 126 epoch. +2023-12-24 12:35:06,035 - pyskl - INFO - Epoch(val) [126][1031] top1_acc: 0.8753, top5_acc: 0.9773 +2023-12-24 12:35:47,742 - pyskl - INFO - Epoch [127][100/2506] lr: 1.541e-03, eta: 3:55:40, time: 0.417, data_time: 0.191, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0841, loss: 0.0841 +2023-12-24 12:36:10,440 - pyskl - INFO - Epoch [127][200/2506] lr: 1.536e-03, eta: 3:55:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1026, loss: 0.1026 +2023-12-24 12:36:33,110 - pyskl - INFO - Epoch [127][300/2506] lr: 1.531e-03, eta: 3:54:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1116, loss: 0.1116 +2023-12-24 12:36:55,751 - pyskl - INFO - Epoch [127][400/2506] lr: 1.526e-03, eta: 3:54:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.0996, loss: 0.0996 +2023-12-24 12:37:18,365 - pyskl - INFO - Epoch [127][500/2506] lr: 1.521e-03, eta: 3:54:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1070, loss: 0.1070 +2023-12-24 12:37:41,022 - pyskl - INFO - Epoch [127][600/2506] lr: 1.516e-03, eta: 3:53:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1164, loss: 0.1164 +2023-12-24 12:38:03,760 - pyskl - INFO - Epoch [127][700/2506] lr: 1.511e-03, eta: 3:53:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1116, loss: 0.1116 +2023-12-24 12:38:26,498 - pyskl - INFO - Epoch [127][800/2506] lr: 1.506e-03, eta: 3:52:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1172, loss: 0.1172 +2023-12-24 12:38:49,188 - pyskl - INFO - Epoch [127][900/2506] lr: 1.501e-03, eta: 3:52:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.1013, loss: 0.1013 +2023-12-24 12:39:11,816 - pyskl - INFO - Epoch [127][1000/2506] lr: 1.496e-03, eta: 3:52:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1036, loss: 0.1036 +2023-12-24 12:39:34,485 - pyskl - INFO - Epoch [127][1100/2506] lr: 1.491e-03, eta: 3:51:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1008, loss: 0.1008 +2023-12-24 12:39:57,029 - pyskl - INFO - Epoch [127][1200/2506] lr: 1.486e-03, eta: 3:51:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1279, loss: 0.1279 +2023-12-24 12:40:19,826 - pyskl - INFO - Epoch [127][1300/2506] lr: 1.481e-03, eta: 3:50:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1133, loss: 0.1133 +2023-12-24 12:40:42,477 - pyskl - INFO - Epoch [127][1400/2506] lr: 1.477e-03, eta: 3:50:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1286, loss: 0.1286 +2023-12-24 12:41:05,100 - pyskl - INFO - Epoch [127][1500/2506] lr: 1.472e-03, eta: 3:50:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1105, loss: 0.1105 +2023-12-24 12:41:27,724 - pyskl - INFO - Epoch [127][1600/2506] lr: 1.467e-03, eta: 3:49:44, time: 0.226, data_time: 0.001, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1084, loss: 0.1084 +2023-12-24 12:41:50,360 - pyskl - INFO - Epoch [127][1700/2506] lr: 1.462e-03, eta: 3:49:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1077, loss: 0.1077 +2023-12-24 12:42:13,070 - pyskl - INFO - Epoch [127][1800/2506] lr: 1.457e-03, eta: 3:48:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1180, loss: 0.1180 +2023-12-24 12:42:35,761 - pyskl - INFO - Epoch [127][1900/2506] lr: 1.452e-03, eta: 3:48:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 0.1454, loss: 0.1454 +2023-12-24 12:42:58,376 - pyskl - INFO - Epoch [127][2000/2506] lr: 1.447e-03, eta: 3:48:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1376, loss: 0.1376 +2023-12-24 12:43:20,983 - pyskl - INFO - Epoch [127][2100/2506] lr: 1.442e-03, eta: 3:47:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.1434, loss: 0.1434 +2023-12-24 12:43:43,618 - pyskl - INFO - Epoch [127][2200/2506] lr: 1.437e-03, eta: 3:47:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1118, loss: 0.1118 +2023-12-24 12:44:06,294 - pyskl - INFO - Epoch [127][2300/2506] lr: 1.432e-03, eta: 3:46:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1314, loss: 0.1314 +2023-12-24 12:44:28,879 - pyskl - INFO - Epoch [127][2400/2506] lr: 1.428e-03, eta: 3:46:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 0.1159, loss: 0.1159 +2023-12-24 12:44:51,530 - pyskl - INFO - Epoch [127][2500/2506] lr: 1.423e-03, eta: 3:46:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1131, loss: 0.1131 +2023-12-24 12:44:53,471 - pyskl - INFO - Saving checkpoint at 127 epochs +2023-12-24 12:46:12,571 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 12:46:12,640 - pyskl - INFO - +top1_acc 0.8735 +top5_acc 0.9782 +2023-12-24 12:46:12,644 - pyskl - INFO - Epoch(val) [127][1031] top1_acc: 0.8735, top5_acc: 0.9782 +2023-12-24 12:46:54,097 - pyskl - INFO - Epoch [128][100/2506] lr: 1.418e-03, eta: 3:45:49, time: 0.414, data_time: 0.189, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0892, loss: 0.0892 +2023-12-24 12:47:16,741 - pyskl - INFO - Epoch [128][200/2506] lr: 1.413e-03, eta: 3:45:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0882, loss: 0.0882 +2023-12-24 12:47:39,304 - pyskl - INFO - Epoch [128][300/2506] lr: 1.408e-03, eta: 3:45:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0931, loss: 0.0931 +2023-12-24 12:48:01,839 - pyskl - INFO - Epoch [128][400/2506] lr: 1.403e-03, eta: 3:44:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0862, loss: 0.0862 +2023-12-24 12:48:24,484 - pyskl - INFO - Epoch [128][500/2506] lr: 1.398e-03, eta: 3:44:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1098, loss: 0.1098 +2023-12-24 12:48:47,077 - pyskl - INFO - Epoch [128][600/2506] lr: 1.394e-03, eta: 3:43:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1167, loss: 0.1167 +2023-12-24 12:49:09,695 - pyskl - INFO - Epoch [128][700/2506] lr: 1.389e-03, eta: 3:43:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.1117, loss: 0.1117 +2023-12-24 12:49:32,275 - pyskl - INFO - Epoch [128][800/2506] lr: 1.384e-03, eta: 3:43:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0932, loss: 0.0932 +2023-12-24 12:49:54,990 - pyskl - INFO - Epoch [128][900/2506] lr: 1.379e-03, eta: 3:42:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.0952, loss: 0.0952 +2023-12-24 12:50:17,578 - pyskl - INFO - Epoch [128][1000/2506] lr: 1.374e-03, eta: 3:42:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0898, loss: 0.0898 +2023-12-24 12:50:40,129 - pyskl - INFO - Epoch [128][1100/2506] lr: 1.370e-03, eta: 3:41:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1117, loss: 0.1117 +2023-12-24 12:51:02,724 - pyskl - INFO - Epoch [128][1200/2506] lr: 1.365e-03, eta: 3:41:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.0990, loss: 0.0990 +2023-12-24 12:51:25,349 - pyskl - INFO - Epoch [128][1300/2506] lr: 1.360e-03, eta: 3:41:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.1012, loss: 0.1012 +2023-12-24 12:51:48,123 - pyskl - INFO - Epoch [128][1400/2506] lr: 1.356e-03, eta: 3:40:40, time: 0.228, data_time: 0.001, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1238, loss: 0.1238 +2023-12-24 12:52:10,743 - pyskl - INFO - Epoch [128][1500/2506] lr: 1.351e-03, eta: 3:40:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0984, loss: 0.0984 +2023-12-24 12:52:33,324 - pyskl - INFO - Epoch [128][1600/2506] lr: 1.346e-03, eta: 3:39:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1056, loss: 0.1056 +2023-12-24 12:52:55,929 - pyskl - INFO - Epoch [128][1700/2506] lr: 1.341e-03, eta: 3:39:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 0.1269, loss: 0.1269 +2023-12-24 12:53:18,602 - pyskl - INFO - Epoch [128][1800/2506] lr: 1.337e-03, eta: 3:39:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0964, loss: 0.0964 +2023-12-24 12:53:41,342 - pyskl - INFO - Epoch [128][1900/2506] lr: 1.332e-03, eta: 3:38:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1035, loss: 0.1035 +2023-12-24 12:54:04,046 - pyskl - INFO - Epoch [128][2000/2506] lr: 1.327e-03, eta: 3:38:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1056, loss: 0.1056 +2023-12-24 12:54:26,658 - pyskl - INFO - Epoch [128][2100/2506] lr: 1.323e-03, eta: 3:37:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1256, loss: 0.1256 +2023-12-24 12:54:49,269 - pyskl - INFO - Epoch [128][2200/2506] lr: 1.318e-03, eta: 3:37:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1159, loss: 0.1159 +2023-12-24 12:55:11,906 - pyskl - INFO - Epoch [128][2300/2506] lr: 1.313e-03, eta: 3:37:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1108, loss: 0.1108 +2023-12-24 12:55:34,512 - pyskl - INFO - Epoch [128][2400/2506] lr: 1.309e-03, eta: 3:36:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1082, loss: 0.1082 +2023-12-24 12:55:57,127 - pyskl - INFO - Epoch [128][2500/2506] lr: 1.304e-03, eta: 3:36:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 0.1141, loss: 0.1141 +2023-12-24 12:55:58,939 - pyskl - INFO - Saving checkpoint at 128 epochs +2023-12-24 12:57:18,252 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 12:57:18,326 - pyskl - INFO - +top1_acc 0.8698 +top5_acc 0.9773 +2023-12-24 12:57:18,330 - pyskl - INFO - Epoch(val) [128][1031] top1_acc: 0.8698, top5_acc: 0.9773 +2023-12-24 12:58:00,454 - pyskl - INFO - Epoch [129][100/2506] lr: 1.299e-03, eta: 3:35:58, time: 0.421, data_time: 0.195, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1042, loss: 0.1042 +2023-12-24 12:58:23,142 - pyskl - INFO - Epoch [129][200/2506] lr: 1.294e-03, eta: 3:35:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0963, loss: 0.0963 +2023-12-24 12:58:45,747 - pyskl - INFO - Epoch [129][300/2506] lr: 1.290e-03, eta: 3:35:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0805, loss: 0.0805 +2023-12-24 12:59:08,372 - pyskl - INFO - Epoch [129][400/2506] lr: 1.285e-03, eta: 3:34:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1112, loss: 0.1112 +2023-12-24 12:59:31,092 - pyskl - INFO - Epoch [129][500/2506] lr: 1.281e-03, eta: 3:34:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0823, loss: 0.0823 +2023-12-24 12:59:53,768 - pyskl - INFO - Epoch [129][600/2506] lr: 1.276e-03, eta: 3:33:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0787, loss: 0.0787 +2023-12-24 13:00:16,429 - pyskl - INFO - Epoch [129][700/2506] lr: 1.271e-03, eta: 3:33:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0888, loss: 0.0888 +2023-12-24 13:00:38,998 - pyskl - INFO - Epoch [129][800/2506] lr: 1.267e-03, eta: 3:33:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0773, loss: 0.0773 +2023-12-24 13:01:01,651 - pyskl - INFO - Epoch [129][900/2506] lr: 1.262e-03, eta: 3:32:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1032, loss: 0.1032 +2023-12-24 13:01:24,338 - pyskl - INFO - Epoch [129][1000/2506] lr: 1.258e-03, eta: 3:32:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1018, loss: 0.1018 +2023-12-24 13:01:46,980 - pyskl - INFO - Epoch [129][1100/2506] lr: 1.253e-03, eta: 3:32:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1109, loss: 0.1109 +2023-12-24 13:02:09,545 - pyskl - INFO - Epoch [129][1200/2506] lr: 1.248e-03, eta: 3:31:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1138, loss: 0.1138 +2023-12-24 13:02:32,346 - pyskl - INFO - Epoch [129][1300/2506] lr: 1.244e-03, eta: 3:31:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.1046, loss: 0.1046 +2023-12-24 13:02:54,957 - pyskl - INFO - Epoch [129][1400/2506] lr: 1.239e-03, eta: 3:30:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0818, loss: 0.0818 +2023-12-24 13:03:17,493 - pyskl - INFO - Epoch [129][1500/2506] lr: 1.235e-03, eta: 3:30:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0904, loss: 0.0904 +2023-12-24 13:03:40,080 - pyskl - INFO - Epoch [129][1600/2506] lr: 1.230e-03, eta: 3:30:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.1014, loss: 0.1014 +2023-12-24 13:04:02,749 - pyskl - INFO - Epoch [129][1700/2506] lr: 1.226e-03, eta: 3:29:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1010, loss: 0.1010 +2023-12-24 13:04:25,328 - pyskl - INFO - Epoch [129][1800/2506] lr: 1.221e-03, eta: 3:29:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.0934, loss: 0.0934 +2023-12-24 13:04:48,004 - pyskl - INFO - Epoch [129][1900/2506] lr: 1.217e-03, eta: 3:28:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1042, loss: 0.1042 +2023-12-24 13:05:10,599 - pyskl - INFO - Epoch [129][2000/2506] lr: 1.212e-03, eta: 3:28:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.1062, loss: 0.1062 +2023-12-24 13:05:33,174 - pyskl - INFO - Epoch [129][2100/2506] lr: 1.208e-03, eta: 3:28:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0972, loss: 0.0972 +2023-12-24 13:05:55,819 - pyskl - INFO - Epoch [129][2200/2506] lr: 1.203e-03, eta: 3:27:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1155, loss: 0.1155 +2023-12-24 13:06:18,337 - pyskl - INFO - Epoch [129][2300/2506] lr: 1.199e-03, eta: 3:27:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1148, loss: 0.1148 +2023-12-24 13:06:40,903 - pyskl - INFO - Epoch [129][2400/2506] lr: 1.194e-03, eta: 3:26:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1007, loss: 0.1007 +2023-12-24 13:07:03,453 - pyskl - INFO - Epoch [129][2500/2506] lr: 1.190e-03, eta: 3:26:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0994, loss: 0.0994 +2023-12-24 13:07:05,302 - pyskl - INFO - Saving checkpoint at 129 epochs +2023-12-24 13:08:24,057 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 13:08:24,127 - pyskl - INFO - +top1_acc 0.8763 +top5_acc 0.9793 +2023-12-24 13:08:24,131 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/bm/best_top1_acc_epoch_126.pth was removed +2023-12-24 13:08:24,263 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2023-12-24 13:08:24,264 - pyskl - INFO - Best top1_acc is 0.8763 at 129 epoch. +2023-12-24 13:08:24,268 - pyskl - INFO - Epoch(val) [129][1031] top1_acc: 0.8763, top5_acc: 0.9793 +2023-12-24 13:09:06,612 - pyskl - INFO - Epoch [130][100/2506] lr: 1.185e-03, eta: 3:26:07, time: 0.423, data_time: 0.197, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0868, loss: 0.0868 +2023-12-24 13:09:29,246 - pyskl - INFO - Epoch [130][200/2506] lr: 1.181e-03, eta: 3:25:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0968, loss: 0.0968 +2023-12-24 13:09:51,775 - pyskl - INFO - Epoch [130][300/2506] lr: 1.176e-03, eta: 3:25:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0827, loss: 0.0827 +2023-12-24 13:10:14,494 - pyskl - INFO - Epoch [130][400/2506] lr: 1.172e-03, eta: 3:24:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0972, loss: 0.0972 +2023-12-24 13:10:37,121 - pyskl - INFO - Epoch [130][500/2506] lr: 1.168e-03, eta: 3:24:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0928, loss: 0.0928 +2023-12-24 13:10:59,781 - pyskl - INFO - Epoch [130][600/2506] lr: 1.163e-03, eta: 3:24:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0885, loss: 0.0885 +2023-12-24 13:11:22,458 - pyskl - INFO - Epoch [130][700/2506] lr: 1.159e-03, eta: 3:23:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0840, loss: 0.0840 +2023-12-24 13:11:45,015 - pyskl - INFO - Epoch [130][800/2506] lr: 1.154e-03, eta: 3:23:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0855, loss: 0.0855 +2023-12-24 13:12:07,675 - pyskl - INFO - Epoch [130][900/2506] lr: 1.150e-03, eta: 3:22:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0816, loss: 0.0816 +2023-12-24 13:12:30,381 - pyskl - INFO - Epoch [130][1000/2506] lr: 1.146e-03, eta: 3:22:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0873, loss: 0.0873 +2023-12-24 13:12:52,969 - pyskl - INFO - Epoch [130][1100/2506] lr: 1.141e-03, eta: 3:22:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0997, loss: 0.0997 +2023-12-24 13:13:15,624 - pyskl - INFO - Epoch [130][1200/2506] lr: 1.137e-03, eta: 3:21:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0811, loss: 0.0811 +2023-12-24 13:13:38,178 - pyskl - INFO - Epoch [130][1300/2506] lr: 1.133e-03, eta: 3:21:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0860, loss: 0.0860 +2023-12-24 13:14:00,888 - pyskl - INFO - Epoch [130][1400/2506] lr: 1.128e-03, eta: 3:20:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0952, loss: 0.0952 +2023-12-24 13:14:23,615 - pyskl - INFO - Epoch [130][1500/2506] lr: 1.124e-03, eta: 3:20:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.0959, loss: 0.0959 +2023-12-24 13:14:46,333 - pyskl - INFO - Epoch [130][1600/2506] lr: 1.120e-03, eta: 3:20:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0823, loss: 0.0823 +2023-12-24 13:15:09,066 - pyskl - INFO - Epoch [130][1700/2506] lr: 1.115e-03, eta: 3:19:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1086, loss: 0.1086 +2023-12-24 13:15:31,675 - pyskl - INFO - Epoch [130][1800/2506] lr: 1.111e-03, eta: 3:19:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0987, loss: 0.0987 +2023-12-24 13:15:54,342 - pyskl - INFO - Epoch [130][1900/2506] lr: 1.107e-03, eta: 3:19:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0794, loss: 0.0794 +2023-12-24 13:16:16,948 - pyskl - INFO - Epoch [130][2000/2506] lr: 1.102e-03, eta: 3:18:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0795, loss: 0.0795 +2023-12-24 13:16:39,553 - pyskl - INFO - Epoch [130][2100/2506] lr: 1.098e-03, eta: 3:18:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0883, loss: 0.0883 +2023-12-24 13:17:02,217 - pyskl - INFO - Epoch [130][2200/2506] lr: 1.094e-03, eta: 3:17:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0725, loss: 0.0725 +2023-12-24 13:17:24,924 - pyskl - INFO - Epoch [130][2300/2506] lr: 1.089e-03, eta: 3:17:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0724, loss: 0.0724 +2023-12-24 13:17:47,721 - pyskl - INFO - Epoch [130][2400/2506] lr: 1.085e-03, eta: 3:17:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0994, loss: 0.0994 +2023-12-24 13:18:10,383 - pyskl - INFO - Epoch [130][2500/2506] lr: 1.081e-03, eta: 3:16:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0886, loss: 0.0886 +2023-12-24 13:18:12,335 - pyskl - INFO - Saving checkpoint at 130 epochs +2023-12-24 13:19:31,851 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 13:19:31,921 - pyskl - INFO - +top1_acc 0.8667 +top5_acc 0.9765 +2023-12-24 13:19:31,925 - pyskl - INFO - Epoch(val) [130][1031] top1_acc: 0.8667, top5_acc: 0.9765 +2023-12-24 13:20:13,911 - pyskl - INFO - Epoch [131][100/2506] lr: 1.076e-03, eta: 3:16:16, time: 0.420, data_time: 0.195, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0700, loss: 0.0700 +2023-12-24 13:20:36,513 - pyskl - INFO - Epoch [131][200/2506] lr: 1.072e-03, eta: 3:15:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0680, loss: 0.0680 +2023-12-24 13:20:59,244 - pyskl - INFO - Epoch [131][300/2506] lr: 1.068e-03, eta: 3:15:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0726, loss: 0.0726 +2023-12-24 13:21:21,983 - pyskl - INFO - Epoch [131][400/2506] lr: 1.064e-03, eta: 3:15:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0652, loss: 0.0652 +2023-12-24 13:21:44,576 - pyskl - INFO - Epoch [131][500/2506] lr: 1.060e-03, eta: 3:14:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0727, loss: 0.0727 +2023-12-24 13:22:07,216 - pyskl - INFO - Epoch [131][600/2506] lr: 1.055e-03, eta: 3:14:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0830, loss: 0.0830 +2023-12-24 13:22:29,806 - pyskl - INFO - Epoch [131][700/2506] lr: 1.051e-03, eta: 3:13:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0814, loss: 0.0814 +2023-12-24 13:22:52,430 - pyskl - INFO - Epoch [131][800/2506] lr: 1.047e-03, eta: 3:13:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0807, loss: 0.0807 +2023-12-24 13:23:15,081 - pyskl - INFO - Epoch [131][900/2506] lr: 1.043e-03, eta: 3:13:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0754, loss: 0.0754 +2023-12-24 13:23:37,618 - pyskl - INFO - Epoch [131][1000/2506] lr: 1.039e-03, eta: 3:12:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0659, loss: 0.0659 +2023-12-24 13:24:00,209 - pyskl - INFO - Epoch [131][1100/2506] lr: 1.034e-03, eta: 3:12:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0643, loss: 0.0643 +2023-12-24 13:24:22,897 - pyskl - INFO - Epoch [131][1200/2506] lr: 1.030e-03, eta: 3:11:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0739, loss: 0.0739 +2023-12-24 13:24:45,497 - pyskl - INFO - Epoch [131][1300/2506] lr: 1.026e-03, eta: 3:11:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0884, loss: 0.0884 +2023-12-24 13:25:08,160 - pyskl - INFO - Epoch [131][1400/2506] lr: 1.022e-03, eta: 3:11:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0655, loss: 0.0655 +2023-12-24 13:25:30,762 - pyskl - INFO - Epoch [131][1500/2506] lr: 1.018e-03, eta: 3:10:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0678, loss: 0.0678 +2023-12-24 13:25:53,352 - pyskl - INFO - Epoch [131][1600/2506] lr: 1.014e-03, eta: 3:10:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0789, loss: 0.0789 +2023-12-24 13:26:16,037 - pyskl - INFO - Epoch [131][1700/2506] lr: 1.010e-03, eta: 3:09:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0793, loss: 0.0793 +2023-12-24 13:26:38,721 - pyskl - INFO - Epoch [131][1800/2506] lr: 1.006e-03, eta: 3:09:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0784, loss: 0.0784 +2023-12-24 13:27:01,353 - pyskl - INFO - Epoch [131][1900/2506] lr: 1.001e-03, eta: 3:09:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0887, loss: 0.0887 +2023-12-24 13:27:24,084 - pyskl - INFO - Epoch [131][2000/2506] lr: 9.973e-04, eta: 3:08:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0840, loss: 0.0840 +2023-12-24 13:27:46,708 - pyskl - INFO - Epoch [131][2100/2506] lr: 9.933e-04, eta: 3:08:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0836, loss: 0.0836 +2023-12-24 13:28:09,455 - pyskl - INFO - Epoch [131][2200/2506] lr: 9.892e-04, eta: 3:07:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0576, loss: 0.0576 +2023-12-24 13:28:32,093 - pyskl - INFO - Epoch [131][2300/2506] lr: 9.851e-04, eta: 3:07:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0600, loss: 0.0600 +2023-12-24 13:28:54,798 - pyskl - INFO - Epoch [131][2400/2506] lr: 9.810e-04, eta: 3:07:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0794, loss: 0.0794 +2023-12-24 13:29:17,530 - pyskl - INFO - Epoch [131][2500/2506] lr: 9.770e-04, eta: 3:06:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0754, loss: 0.0754 +2023-12-24 13:29:19,452 - pyskl - INFO - Saving checkpoint at 131 epochs +2023-12-24 13:30:39,141 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 13:30:39,210 - pyskl - INFO - +top1_acc 0.8720 +top5_acc 0.9788 +2023-12-24 13:30:39,214 - pyskl - INFO - Epoch(val) [131][1031] top1_acc: 0.8720, top5_acc: 0.9788 +2023-12-24 13:31:21,171 - pyskl - INFO - Epoch [132][100/2506] lr: 9.727e-04, eta: 3:06:25, time: 0.420, data_time: 0.193, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0705, loss: 0.0705 +2023-12-24 13:31:43,686 - pyskl - INFO - Epoch [132][200/2506] lr: 9.687e-04, eta: 3:06:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0685, loss: 0.0685 +2023-12-24 13:32:06,308 - pyskl - INFO - Epoch [132][300/2506] lr: 9.646e-04, eta: 3:05:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0678, loss: 0.0678 +2023-12-24 13:32:29,017 - pyskl - INFO - Epoch [132][400/2506] lr: 9.606e-04, eta: 3:05:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0696, loss: 0.0696 +2023-12-24 13:32:51,671 - pyskl - INFO - Epoch [132][500/2506] lr: 9.566e-04, eta: 3:04:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0621, loss: 0.0621 +2023-12-24 13:33:14,284 - pyskl - INFO - Epoch [132][600/2506] lr: 9.526e-04, eta: 3:04:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0768, loss: 0.0768 +2023-12-24 13:33:36,863 - pyskl - INFO - Epoch [132][700/2506] lr: 9.486e-04, eta: 3:04:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0724, loss: 0.0724 +2023-12-24 13:33:59,572 - pyskl - INFO - Epoch [132][800/2506] lr: 9.446e-04, eta: 3:03:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0731, loss: 0.0731 +2023-12-24 13:34:22,271 - pyskl - INFO - Epoch [132][900/2506] lr: 9.406e-04, eta: 3:03:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0791, loss: 0.0791 +2023-12-24 13:34:45,033 - pyskl - INFO - Epoch [132][1000/2506] lr: 9.367e-04, eta: 3:02:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0709, loss: 0.0709 +2023-12-24 13:35:07,652 - pyskl - INFO - Epoch [132][1100/2506] lr: 9.327e-04, eta: 3:02:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0814, loss: 0.0814 +2023-12-24 13:35:30,313 - pyskl - INFO - Epoch [132][1200/2506] lr: 9.288e-04, eta: 3:02:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0781, loss: 0.0781 +2023-12-24 13:35:52,948 - pyskl - INFO - Epoch [132][1300/2506] lr: 9.248e-04, eta: 3:01:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0806, loss: 0.0806 +2023-12-24 13:36:15,465 - pyskl - INFO - Epoch [132][1400/2506] lr: 9.209e-04, eta: 3:01:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0685, loss: 0.0685 +2023-12-24 13:36:38,066 - pyskl - INFO - Epoch [132][1500/2506] lr: 9.169e-04, eta: 3:00:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0682, loss: 0.0682 +2023-12-24 13:37:00,704 - pyskl - INFO - Epoch [132][1600/2506] lr: 9.130e-04, eta: 3:00:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0864, loss: 0.0864 +2023-12-24 13:37:23,247 - pyskl - INFO - Epoch [132][1700/2506] lr: 9.091e-04, eta: 3:00:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0666, loss: 0.0666 +2023-12-24 13:37:45,844 - pyskl - INFO - Epoch [132][1800/2506] lr: 9.052e-04, eta: 2:59:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0571, loss: 0.0571 +2023-12-24 13:38:08,517 - pyskl - INFO - Epoch [132][1900/2506] lr: 9.013e-04, eta: 2:59:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0655, loss: 0.0655 +2023-12-24 13:38:31,051 - pyskl - INFO - Epoch [132][2000/2506] lr: 8.974e-04, eta: 2:58:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0844, loss: 0.0844 +2023-12-24 13:38:53,561 - pyskl - INFO - Epoch [132][2100/2506] lr: 8.935e-04, eta: 2:58:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0649, loss: 0.0649 +2023-12-24 13:39:16,044 - pyskl - INFO - Epoch [132][2200/2506] lr: 8.896e-04, eta: 2:58:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0729, loss: 0.0729 +2023-12-24 13:39:38,644 - pyskl - INFO - Epoch [132][2300/2506] lr: 8.858e-04, eta: 2:57:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0670, loss: 0.0670 +2023-12-24 13:40:01,246 - pyskl - INFO - Epoch [132][2400/2506] lr: 8.819e-04, eta: 2:57:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0656, loss: 0.0656 +2023-12-24 13:40:23,812 - pyskl - INFO - Epoch [132][2500/2506] lr: 8.781e-04, eta: 2:56:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0648, loss: 0.0648 +2023-12-24 13:40:25,643 - pyskl - INFO - Saving checkpoint at 132 epochs +2023-12-24 13:41:45,302 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 13:41:45,371 - pyskl - INFO - +top1_acc 0.8751 +top5_acc 0.9805 +2023-12-24 13:41:45,375 - pyskl - INFO - Epoch(val) [132][1031] top1_acc: 0.8751, top5_acc: 0.9805 +2023-12-24 13:42:27,609 - pyskl - INFO - Epoch [133][100/2506] lr: 8.740e-04, eta: 2:56:35, time: 0.422, data_time: 0.197, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0648, loss: 0.0648 +2023-12-24 13:42:50,166 - pyskl - INFO - Epoch [133][200/2506] lr: 8.702e-04, eta: 2:56:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0551, loss: 0.0551 +2023-12-24 13:43:12,871 - pyskl - INFO - Epoch [133][300/2506] lr: 8.663e-04, eta: 2:55:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0548, loss: 0.0548 +2023-12-24 13:43:35,488 - pyskl - INFO - Epoch [133][400/2506] lr: 8.625e-04, eta: 2:55:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0655, loss: 0.0655 +2023-12-24 13:43:58,197 - pyskl - INFO - Epoch [133][500/2506] lr: 8.587e-04, eta: 2:55:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0707, loss: 0.0707 +2023-12-24 13:44:20,894 - pyskl - INFO - Epoch [133][600/2506] lr: 8.549e-04, eta: 2:54:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0612, loss: 0.0612 +2023-12-24 13:44:43,679 - pyskl - INFO - Epoch [133][700/2506] lr: 8.511e-04, eta: 2:54:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0650, loss: 0.0650 +2023-12-24 13:45:06,358 - pyskl - INFO - Epoch [133][800/2506] lr: 8.473e-04, eta: 2:53:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0592, loss: 0.0592 +2023-12-24 13:45:29,185 - pyskl - INFO - Epoch [133][900/2506] lr: 8.435e-04, eta: 2:53:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0658, loss: 0.0658 +2023-12-24 13:45:51,872 - pyskl - INFO - Epoch [133][1000/2506] lr: 8.398e-04, eta: 2:53:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0542, loss: 0.0542 +2023-12-24 13:46:14,494 - pyskl - INFO - Epoch [133][1100/2506] lr: 8.360e-04, eta: 2:52:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0734, loss: 0.0734 +2023-12-24 13:46:37,217 - pyskl - INFO - Epoch [133][1200/2506] lr: 8.323e-04, eta: 2:52:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0553, loss: 0.0553 +2023-12-24 13:46:59,863 - pyskl - INFO - Epoch [133][1300/2506] lr: 8.285e-04, eta: 2:51:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0629, loss: 0.0629 +2023-12-24 13:47:22,521 - pyskl - INFO - Epoch [133][1400/2506] lr: 8.248e-04, eta: 2:51:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0600, loss: 0.0600 +2023-12-24 13:47:45,172 - pyskl - INFO - Epoch [133][1500/2506] lr: 8.211e-04, eta: 2:51:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0673, loss: 0.0673 +2023-12-24 13:48:07,835 - pyskl - INFO - Epoch [133][1600/2506] lr: 8.173e-04, eta: 2:50:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0636, loss: 0.0636 +2023-12-24 13:48:30,573 - pyskl - INFO - Epoch [133][1700/2506] lr: 8.136e-04, eta: 2:50:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0931, loss: 0.0931 +2023-12-24 13:48:53,260 - pyskl - INFO - Epoch [133][1800/2506] lr: 8.099e-04, eta: 2:49:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0638, loss: 0.0638 +2023-12-24 13:49:15,904 - pyskl - INFO - Epoch [133][1900/2506] lr: 8.062e-04, eta: 2:49:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0720, loss: 0.0720 +2023-12-24 13:49:38,489 - pyskl - INFO - Epoch [133][2000/2506] lr: 8.025e-04, eta: 2:49:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0544, loss: 0.0544 +2023-12-24 13:50:01,107 - pyskl - INFO - Epoch [133][2100/2506] lr: 7.989e-04, eta: 2:48:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0678, loss: 0.0678 +2023-12-24 13:50:23,774 - pyskl - INFO - Epoch [133][2200/2506] lr: 7.952e-04, eta: 2:48:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0737, loss: 0.0737 +2023-12-24 13:50:46,480 - pyskl - INFO - Epoch [133][2300/2506] lr: 7.915e-04, eta: 2:47:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0614, loss: 0.0614 +2023-12-24 13:51:09,186 - pyskl - INFO - Epoch [133][2400/2506] lr: 7.879e-04, eta: 2:47:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0700, loss: 0.0700 +2023-12-24 13:51:31,973 - pyskl - INFO - Epoch [133][2500/2506] lr: 7.842e-04, eta: 2:47:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0675, loss: 0.0675 +2023-12-24 13:51:33,875 - pyskl - INFO - Saving checkpoint at 133 epochs +2023-12-24 13:52:53,687 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 13:52:53,756 - pyskl - INFO - +top1_acc 0.8771 +top5_acc 0.9791 +2023-12-24 13:52:53,760 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/bm/best_top1_acc_epoch_129.pth was removed +2023-12-24 13:52:53,890 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. +2023-12-24 13:52:53,891 - pyskl - INFO - Best top1_acc is 0.8771 at 133 epoch. +2023-12-24 13:52:53,895 - pyskl - INFO - Epoch(val) [133][1031] top1_acc: 0.8771, top5_acc: 0.9791 +2023-12-24 13:53:36,037 - pyskl - INFO - Epoch [134][100/2506] lr: 7.804e-04, eta: 2:46:44, time: 0.421, data_time: 0.195, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0612, loss: 0.0612 +2023-12-24 13:53:58,719 - pyskl - INFO - Epoch [134][200/2506] lr: 7.767e-04, eta: 2:46:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0554, loss: 0.0554 +2023-12-24 13:54:21,341 - pyskl - INFO - Epoch [134][300/2506] lr: 7.731e-04, eta: 2:45:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0597, loss: 0.0597 +2023-12-24 13:54:43,994 - pyskl - INFO - Epoch [134][400/2506] lr: 7.695e-04, eta: 2:45:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0653, loss: 0.0653 +2023-12-24 13:55:06,630 - pyskl - INFO - Epoch [134][500/2506] lr: 7.659e-04, eta: 2:45:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0610, loss: 0.0610 +2023-12-24 13:55:29,227 - pyskl - INFO - Epoch [134][600/2506] lr: 7.623e-04, eta: 2:44:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0539, loss: 0.0539 +2023-12-24 13:55:51,901 - pyskl - INFO - Epoch [134][700/2506] lr: 7.587e-04, eta: 2:44:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0502, loss: 0.0502 +2023-12-24 13:56:14,617 - pyskl - INFO - Epoch [134][800/2506] lr: 7.551e-04, eta: 2:43:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0542, loss: 0.0542 +2023-12-24 13:56:37,468 - pyskl - INFO - Epoch [134][900/2506] lr: 7.516e-04, eta: 2:43:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0547, loss: 0.0547 +2023-12-24 13:57:00,199 - pyskl - INFO - Epoch [134][1000/2506] lr: 7.480e-04, eta: 2:43:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0633, loss: 0.0633 +2023-12-24 13:57:22,884 - pyskl - INFO - Epoch [134][1100/2506] lr: 7.444e-04, eta: 2:42:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0538, loss: 0.0538 +2023-12-24 13:57:45,696 - pyskl - INFO - Epoch [134][1200/2506] lr: 7.409e-04, eta: 2:42:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0678, loss: 0.0678 +2023-12-24 13:58:08,451 - pyskl - INFO - Epoch [134][1300/2506] lr: 7.374e-04, eta: 2:42:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0508, loss: 0.0508 +2023-12-24 13:58:31,115 - pyskl - INFO - Epoch [134][1400/2506] lr: 7.338e-04, eta: 2:41:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0661, loss: 0.0661 +2023-12-24 13:58:53,782 - pyskl - INFO - Epoch [134][1500/2506] lr: 7.303e-04, eta: 2:41:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0665, loss: 0.0665 +2023-12-24 13:59:16,490 - pyskl - INFO - Epoch [134][1600/2506] lr: 7.268e-04, eta: 2:40:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0514, loss: 0.0514 +2023-12-24 13:59:39,147 - pyskl - INFO - Epoch [134][1700/2506] lr: 7.233e-04, eta: 2:40:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0585, loss: 0.0585 +2023-12-24 14:00:01,811 - pyskl - INFO - Epoch [134][1800/2506] lr: 7.198e-04, eta: 2:40:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0633, loss: 0.0633 +2023-12-24 14:00:24,444 - pyskl - INFO - Epoch [134][1900/2506] lr: 7.163e-04, eta: 2:39:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0618, loss: 0.0618 +2023-12-24 14:00:47,112 - pyskl - INFO - Epoch [134][2000/2506] lr: 7.128e-04, eta: 2:39:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0757, loss: 0.0757 +2023-12-24 14:01:09,851 - pyskl - INFO - Epoch [134][2100/2506] lr: 7.093e-04, eta: 2:38:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0743, loss: 0.0743 +2023-12-24 14:01:32,524 - pyskl - INFO - Epoch [134][2200/2506] lr: 7.059e-04, eta: 2:38:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0664, loss: 0.0664 +2023-12-24 14:01:55,056 - pyskl - INFO - Epoch [134][2300/2506] lr: 7.024e-04, eta: 2:38:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0481, loss: 0.0481 +2023-12-24 14:02:17,691 - pyskl - INFO - Epoch [134][2400/2506] lr: 6.990e-04, eta: 2:37:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0516, loss: 0.0516 +2023-12-24 14:02:40,360 - pyskl - INFO - Epoch [134][2500/2506] lr: 6.955e-04, eta: 2:37:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0578, loss: 0.0578 +2023-12-24 14:02:42,258 - pyskl - INFO - Saving checkpoint at 134 epochs +2023-12-24 14:04:02,162 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 14:04:02,235 - pyskl - INFO - +top1_acc 0.8788 +top5_acc 0.9793 +2023-12-24 14:04:02,239 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/bm/best_top1_acc_epoch_133.pth was removed +2023-12-24 14:04:02,383 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2023-12-24 14:04:02,384 - pyskl - INFO - Best top1_acc is 0.8788 at 134 epoch. +2023-12-24 14:04:02,392 - pyskl - INFO - Epoch(val) [134][1031] top1_acc: 0.8788, top5_acc: 0.9793 +2023-12-24 14:04:44,599 - pyskl - INFO - Epoch [135][100/2506] lr: 6.919e-04, eta: 2:36:54, time: 0.422, data_time: 0.196, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0449, loss: 0.0449 +2023-12-24 14:05:07,323 - pyskl - INFO - Epoch [135][200/2506] lr: 6.885e-04, eta: 2:36:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0625, loss: 0.0625 +2023-12-24 14:05:30,060 - pyskl - INFO - Epoch [135][300/2506] lr: 6.851e-04, eta: 2:36:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0485, loss: 0.0485 +2023-12-24 14:05:52,664 - pyskl - INFO - Epoch [135][400/2506] lr: 6.817e-04, eta: 2:35:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0632, loss: 0.0632 +2023-12-24 14:06:15,337 - pyskl - INFO - Epoch [135][500/2506] lr: 6.783e-04, eta: 2:35:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0442, loss: 0.0442 +2023-12-24 14:06:37,973 - pyskl - INFO - Epoch [135][600/2506] lr: 6.749e-04, eta: 2:34:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0701, loss: 0.0701 +2023-12-24 14:07:00,599 - pyskl - INFO - Epoch [135][700/2506] lr: 6.715e-04, eta: 2:34:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0506, loss: 0.0506 +2023-12-24 14:07:23,237 - pyskl - INFO - Epoch [135][800/2506] lr: 6.681e-04, eta: 2:34:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0480, loss: 0.0480 +2023-12-24 14:07:45,825 - pyskl - INFO - Epoch [135][900/2506] lr: 6.647e-04, eta: 2:33:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0555, loss: 0.0555 +2023-12-24 14:08:08,590 - pyskl - INFO - Epoch [135][1000/2506] lr: 6.614e-04, eta: 2:33:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0542, loss: 0.0542 +2023-12-24 14:08:31,291 - pyskl - INFO - Epoch [135][1100/2506] lr: 6.580e-04, eta: 2:32:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0625, loss: 0.0625 +2023-12-24 14:08:53,860 - pyskl - INFO - Epoch [135][1200/2506] lr: 6.547e-04, eta: 2:32:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0590, loss: 0.0590 +2023-12-24 14:09:16,470 - pyskl - INFO - Epoch [135][1300/2506] lr: 6.514e-04, eta: 2:32:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0567, loss: 0.0567 +2023-12-24 14:09:39,275 - pyskl - INFO - Epoch [135][1400/2506] lr: 6.480e-04, eta: 2:31:47, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0594, loss: 0.0594 +2023-12-24 14:10:02,011 - pyskl - INFO - Epoch [135][1500/2506] lr: 6.447e-04, eta: 2:31:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0403, loss: 0.0403 +2023-12-24 14:10:24,775 - pyskl - INFO - Epoch [135][1600/2506] lr: 6.414e-04, eta: 2:31:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0567, loss: 0.0567 +2023-12-24 14:10:47,475 - pyskl - INFO - Epoch [135][1700/2506] lr: 6.381e-04, eta: 2:30:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0594, loss: 0.0594 +2023-12-24 14:11:10,106 - pyskl - INFO - Epoch [135][1800/2506] lr: 6.348e-04, eta: 2:30:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0529, loss: 0.0529 +2023-12-24 14:11:32,838 - pyskl - INFO - Epoch [135][1900/2506] lr: 6.315e-04, eta: 2:29:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0567, loss: 0.0567 +2023-12-24 14:11:55,645 - pyskl - INFO - Epoch [135][2000/2506] lr: 6.283e-04, eta: 2:29:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0498, loss: 0.0498 +2023-12-24 14:12:18,330 - pyskl - INFO - Epoch [135][2100/2506] lr: 6.250e-04, eta: 2:29:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0508, loss: 0.0508 +2023-12-24 14:12:41,071 - pyskl - INFO - Epoch [135][2200/2506] lr: 6.217e-04, eta: 2:28:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0526, loss: 0.0526 +2023-12-24 14:13:03,747 - pyskl - INFO - Epoch [135][2300/2506] lr: 6.185e-04, eta: 2:28:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0547, loss: 0.0547 +2023-12-24 14:13:26,433 - pyskl - INFO - Epoch [135][2400/2506] lr: 6.153e-04, eta: 2:27:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0445, loss: 0.0445 +2023-12-24 14:13:49,043 - pyskl - INFO - Epoch [135][2500/2506] lr: 6.120e-04, eta: 2:27:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0619, loss: 0.0619 +2023-12-24 14:13:50,943 - pyskl - INFO - Saving checkpoint at 135 epochs +2023-12-24 14:15:10,792 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 14:15:10,864 - pyskl - INFO - +top1_acc 0.8783 +top5_acc 0.9787 +2023-12-24 14:15:10,868 - pyskl - INFO - Epoch(val) [135][1031] top1_acc: 0.8783, top5_acc: 0.9787 +2023-12-24 14:15:53,249 - pyskl - INFO - Epoch [136][100/2506] lr: 6.086e-04, eta: 2:27:04, time: 0.424, data_time: 0.197, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0443, loss: 0.0443 +2023-12-24 14:16:15,831 - pyskl - INFO - Epoch [136][200/2506] lr: 6.054e-04, eta: 2:26:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0545, loss: 0.0545 +2023-12-24 14:16:38,514 - pyskl - INFO - Epoch [136][300/2506] lr: 6.022e-04, eta: 2:26:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0434, loss: 0.0434 +2023-12-24 14:17:01,220 - pyskl - INFO - Epoch [136][400/2506] lr: 5.990e-04, eta: 2:25:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0500, loss: 0.0500 +2023-12-24 14:17:23,977 - pyskl - INFO - Epoch [136][500/2506] lr: 5.958e-04, eta: 2:25:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0468, loss: 0.0468 +2023-12-24 14:17:46,607 - pyskl - INFO - Epoch [136][600/2506] lr: 5.926e-04, eta: 2:25:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0469, loss: 0.0469 +2023-12-24 14:18:09,293 - pyskl - INFO - Epoch [136][700/2506] lr: 5.894e-04, eta: 2:24:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0533, loss: 0.0533 +2023-12-24 14:18:31,985 - pyskl - INFO - Epoch [136][800/2506] lr: 5.863e-04, eta: 2:24:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0455, loss: 0.0455 +2023-12-24 14:18:54,609 - pyskl - INFO - Epoch [136][900/2506] lr: 5.831e-04, eta: 2:23:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0549, loss: 0.0549 +2023-12-24 14:19:17,258 - pyskl - INFO - Epoch [136][1000/2506] lr: 5.800e-04, eta: 2:23:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0458, loss: 0.0458 +2023-12-24 14:19:39,915 - pyskl - INFO - Epoch [136][1100/2506] lr: 5.768e-04, eta: 2:23:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0500, loss: 0.0500 +2023-12-24 14:20:02,631 - pyskl - INFO - Epoch [136][1200/2506] lr: 5.737e-04, eta: 2:22:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0521, loss: 0.0521 +2023-12-24 14:20:25,237 - pyskl - INFO - Epoch [136][1300/2506] lr: 5.706e-04, eta: 2:22:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0420, loss: 0.0420 +2023-12-24 14:20:47,848 - pyskl - INFO - Epoch [136][1400/2506] lr: 5.674e-04, eta: 2:21:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0477, loss: 0.0477 +2023-12-24 14:21:10,581 - pyskl - INFO - Epoch [136][1500/2506] lr: 5.643e-04, eta: 2:21:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0571, loss: 0.0571 +2023-12-24 14:21:33,246 - pyskl - INFO - Epoch [136][1600/2506] lr: 5.612e-04, eta: 2:21:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0516, loss: 0.0516 +2023-12-24 14:21:55,878 - pyskl - INFO - Epoch [136][1700/2506] lr: 5.581e-04, eta: 2:20:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0601, loss: 0.0601 +2023-12-24 14:22:18,453 - pyskl - INFO - Epoch [136][1800/2506] lr: 5.551e-04, eta: 2:20:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0496, loss: 0.0496 +2023-12-24 14:22:41,086 - pyskl - INFO - Epoch [136][1900/2506] lr: 5.520e-04, eta: 2:19:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0477, loss: 0.0477 +2023-12-24 14:23:03,709 - pyskl - INFO - Epoch [136][2000/2506] lr: 5.489e-04, eta: 2:19:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0400, loss: 0.0400 +2023-12-24 14:23:26,374 - pyskl - INFO - Epoch [136][2100/2506] lr: 5.459e-04, eta: 2:19:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0490, loss: 0.0490 +2023-12-24 14:23:49,016 - pyskl - INFO - Epoch [136][2200/2506] lr: 5.428e-04, eta: 2:18:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0535, loss: 0.0535 +2023-12-24 14:24:11,729 - pyskl - INFO - Epoch [136][2300/2506] lr: 5.398e-04, eta: 2:18:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0499, loss: 0.0499 +2023-12-24 14:24:34,413 - pyskl - INFO - Epoch [136][2400/2506] lr: 5.367e-04, eta: 2:18:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0534, loss: 0.0534 +2023-12-24 14:24:57,064 - pyskl - INFO - Epoch [136][2500/2506] lr: 5.337e-04, eta: 2:17:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0445, loss: 0.0445 +2023-12-24 14:24:58,993 - pyskl - INFO - Saving checkpoint at 136 epochs +2023-12-24 14:26:18,993 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 14:26:19,063 - pyskl - INFO - +top1_acc 0.8806 +top5_acc 0.9785 +2023-12-24 14:26:19,067 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/bm/best_top1_acc_epoch_134.pth was removed +2023-12-24 14:26:19,197 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2023-12-24 14:26:19,197 - pyskl - INFO - Best top1_acc is 0.8806 at 136 epoch. +2023-12-24 14:26:19,201 - pyskl - INFO - Epoch(val) [136][1031] top1_acc: 0.8806, top5_acc: 0.9785 +2023-12-24 14:27:02,103 - pyskl - INFO - Epoch [137][100/2506] lr: 5.305e-04, eta: 2:17:14, time: 0.429, data_time: 0.202, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0458, loss: 0.0458 +2023-12-24 14:27:24,666 - pyskl - INFO - Epoch [137][200/2506] lr: 5.275e-04, eta: 2:16:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0474, loss: 0.0474 +2023-12-24 14:27:47,296 - pyskl - INFO - Epoch [137][300/2506] lr: 5.245e-04, eta: 2:16:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0472, loss: 0.0472 +2023-12-24 14:28:10,021 - pyskl - INFO - Epoch [137][400/2506] lr: 5.215e-04, eta: 2:16:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0458, loss: 0.0458 +2023-12-24 14:28:32,675 - pyskl - INFO - Epoch [137][500/2506] lr: 5.185e-04, eta: 2:15:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0387, loss: 0.0387 +2023-12-24 14:28:55,383 - pyskl - INFO - Epoch [137][600/2506] lr: 5.156e-04, eta: 2:15:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0442, loss: 0.0442 +2023-12-24 14:29:18,177 - pyskl - INFO - Epoch [137][700/2506] lr: 5.126e-04, eta: 2:14:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0540, loss: 0.0540 +2023-12-24 14:29:41,073 - pyskl - INFO - Epoch [137][800/2506] lr: 5.096e-04, eta: 2:14:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0433, loss: 0.0433 +2023-12-24 14:30:03,755 - pyskl - INFO - Epoch [137][900/2506] lr: 5.067e-04, eta: 2:14:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0449, loss: 0.0449 +2023-12-24 14:30:26,437 - pyskl - INFO - Epoch [137][1000/2506] lr: 5.038e-04, eta: 2:13:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0509, loss: 0.0509 +2023-12-24 14:30:49,148 - pyskl - INFO - Epoch [137][1100/2506] lr: 5.008e-04, eta: 2:13:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0508, loss: 0.0508 +2023-12-24 14:31:11,884 - pyskl - INFO - Epoch [137][1200/2506] lr: 4.979e-04, eta: 2:12:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0464, loss: 0.0464 +2023-12-24 14:31:34,648 - pyskl - INFO - Epoch [137][1300/2506] lr: 4.950e-04, eta: 2:12:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0464, loss: 0.0464 +2023-12-24 14:31:57,288 - pyskl - INFO - Epoch [137][1400/2506] lr: 4.921e-04, eta: 2:12:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0534, loss: 0.0534 +2023-12-24 14:32:19,871 - pyskl - INFO - Epoch [137][1500/2506] lr: 4.892e-04, eta: 2:11:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0438, loss: 0.0438 +2023-12-24 14:32:42,392 - pyskl - INFO - Epoch [137][1600/2506] lr: 4.863e-04, eta: 2:11:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0503, loss: 0.0503 +2023-12-24 14:33:04,970 - pyskl - INFO - Epoch [137][1700/2506] lr: 4.834e-04, eta: 2:10:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0438, loss: 0.0438 +2023-12-24 14:33:27,728 - pyskl - INFO - Epoch [137][1800/2506] lr: 4.805e-04, eta: 2:10:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0436, loss: 0.0436 +2023-12-24 14:33:50,300 - pyskl - INFO - Epoch [137][1900/2506] lr: 4.777e-04, eta: 2:10:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0496, loss: 0.0496 +2023-12-24 14:34:12,905 - pyskl - INFO - Epoch [137][2000/2506] lr: 4.748e-04, eta: 2:09:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0483, loss: 0.0483 +2023-12-24 14:34:35,594 - pyskl - INFO - Epoch [137][2100/2506] lr: 4.720e-04, eta: 2:09:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0434, loss: 0.0434 +2023-12-24 14:34:58,259 - pyskl - INFO - Epoch [137][2200/2506] lr: 4.691e-04, eta: 2:08:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0380, loss: 0.0380 +2023-12-24 14:35:20,882 - pyskl - INFO - Epoch [137][2300/2506] lr: 4.663e-04, eta: 2:08:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0497, loss: 0.0497 +2023-12-24 14:35:43,506 - pyskl - INFO - Epoch [137][2400/2506] lr: 4.635e-04, eta: 2:08:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0514, loss: 0.0514 +2023-12-24 14:36:06,112 - pyskl - INFO - Epoch [137][2500/2506] lr: 4.607e-04, eta: 2:07:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0481, loss: 0.0481 +2023-12-24 14:36:08,090 - pyskl - INFO - Saving checkpoint at 137 epochs +2023-12-24 14:37:28,085 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 14:37:28,159 - pyskl - INFO - +top1_acc 0.8734 +top5_acc 0.9786 +2023-12-24 14:37:28,163 - pyskl - INFO - Epoch(val) [137][1031] top1_acc: 0.8734, top5_acc: 0.9786 +2023-12-24 14:38:10,368 - pyskl - INFO - Epoch [138][100/2506] lr: 4.577e-04, eta: 2:07:23, time: 0.422, data_time: 0.196, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0415, loss: 0.0415 +2023-12-24 14:38:33,068 - pyskl - INFO - Epoch [138][200/2506] lr: 4.549e-04, eta: 2:07:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0483, loss: 0.0483 +2023-12-24 14:38:55,626 - pyskl - INFO - Epoch [138][300/2506] lr: 4.521e-04, eta: 2:06:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0401, loss: 0.0401 +2023-12-24 14:39:18,258 - pyskl - INFO - Epoch [138][400/2506] lr: 4.493e-04, eta: 2:06:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0458, loss: 0.0458 +2023-12-24 14:39:40,863 - pyskl - INFO - Epoch [138][500/2506] lr: 4.466e-04, eta: 2:05:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0422, loss: 0.0422 +2023-12-24 14:40:03,385 - pyskl - INFO - Epoch [138][600/2506] lr: 4.438e-04, eta: 2:05:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0362, loss: 0.0362 +2023-12-24 14:40:26,017 - pyskl - INFO - Epoch [138][700/2506] lr: 4.410e-04, eta: 2:05:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0407, loss: 0.0407 +2023-12-24 14:40:48,710 - pyskl - INFO - Epoch [138][800/2506] lr: 4.383e-04, eta: 2:04:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0448, loss: 0.0448 +2023-12-24 14:41:11,392 - pyskl - INFO - Epoch [138][900/2506] lr: 4.356e-04, eta: 2:04:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0422, loss: 0.0422 +2023-12-24 14:41:34,121 - pyskl - INFO - Epoch [138][1000/2506] lr: 4.328e-04, eta: 2:03:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0396, loss: 0.0396 +2023-12-24 14:41:56,893 - pyskl - INFO - Epoch [138][1100/2506] lr: 4.301e-04, eta: 2:03:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0505, loss: 0.0505 +2023-12-24 14:42:19,645 - pyskl - INFO - Epoch [138][1200/2506] lr: 4.274e-04, eta: 2:03:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0417, loss: 0.0417 +2023-12-24 14:42:42,332 - pyskl - INFO - Epoch [138][1300/2506] lr: 4.247e-04, eta: 2:02:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0504, loss: 0.0504 +2023-12-24 14:43:04,979 - pyskl - INFO - Epoch [138][1400/2506] lr: 4.220e-04, eta: 2:02:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0529, loss: 0.0529 +2023-12-24 14:43:27,652 - pyskl - INFO - Epoch [138][1500/2506] lr: 4.193e-04, eta: 2:01:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0426, loss: 0.0426 +2023-12-24 14:43:50,230 - pyskl - INFO - Epoch [138][1600/2506] lr: 4.166e-04, eta: 2:01:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0392, loss: 0.0392 +2023-12-24 14:44:12,778 - pyskl - INFO - Epoch [138][1700/2506] lr: 4.140e-04, eta: 2:01:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0379, loss: 0.0379 +2023-12-24 14:44:35,295 - pyskl - INFO - Epoch [138][1800/2506] lr: 4.113e-04, eta: 2:00:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0560, loss: 0.0560 +2023-12-24 14:44:57,910 - pyskl - INFO - Epoch [138][1900/2506] lr: 4.086e-04, eta: 2:00:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0487, loss: 0.0487 +2023-12-24 14:45:20,506 - pyskl - INFO - Epoch [138][2000/2506] lr: 4.060e-04, eta: 1:59:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0413, loss: 0.0413 +2023-12-24 14:45:43,157 - pyskl - INFO - Epoch [138][2100/2506] lr: 4.034e-04, eta: 1:59:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0486, loss: 0.0486 +2023-12-24 14:46:05,813 - pyskl - INFO - Epoch [138][2200/2506] lr: 4.007e-04, eta: 1:59:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0504, loss: 0.0504 +2023-12-24 14:46:28,451 - pyskl - INFO - Epoch [138][2300/2506] lr: 3.981e-04, eta: 1:58:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0387, loss: 0.0387 +2023-12-24 14:46:51,098 - pyskl - INFO - Epoch [138][2400/2506] lr: 3.955e-04, eta: 1:58:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0493, loss: 0.0493 +2023-12-24 14:47:13,686 - pyskl - INFO - Epoch [138][2500/2506] lr: 3.929e-04, eta: 1:57:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0388, loss: 0.0388 +2023-12-24 14:47:15,634 - pyskl - INFO - Saving checkpoint at 138 epochs +2023-12-24 14:48:35,349 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 14:48:35,421 - pyskl - INFO - +top1_acc 0.8788 +top5_acc 0.9793 +2023-12-24 14:48:35,425 - pyskl - INFO - Epoch(val) [138][1031] top1_acc: 0.8788, top5_acc: 0.9793 +2023-12-24 14:49:17,585 - pyskl - INFO - Epoch [139][100/2506] lr: 3.901e-04, eta: 1:57:33, time: 0.422, data_time: 0.196, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0367, loss: 0.0367 +2023-12-24 14:49:40,172 - pyskl - INFO - Epoch [139][200/2506] lr: 3.876e-04, eta: 1:57:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0378, loss: 0.0378 +2023-12-24 14:50:02,825 - pyskl - INFO - Epoch [139][300/2506] lr: 3.850e-04, eta: 1:56:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0427, loss: 0.0427 +2023-12-24 14:50:25,460 - pyskl - INFO - Epoch [139][400/2506] lr: 3.824e-04, eta: 1:56:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0360, loss: 0.0360 +2023-12-24 14:50:48,150 - pyskl - INFO - Epoch [139][500/2506] lr: 3.799e-04, eta: 1:55:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0366, loss: 0.0366 +2023-12-24 14:51:10,727 - pyskl - INFO - Epoch [139][600/2506] lr: 3.773e-04, eta: 1:55:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0443, loss: 0.0443 +2023-12-24 14:51:33,520 - pyskl - INFO - Epoch [139][700/2506] lr: 3.748e-04, eta: 1:55:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0416, loss: 0.0416 +2023-12-24 14:51:56,141 - pyskl - INFO - Epoch [139][800/2506] lr: 3.722e-04, eta: 1:54:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0472, loss: 0.0472 +2023-12-24 14:52:18,801 - pyskl - INFO - Epoch [139][900/2506] lr: 3.697e-04, eta: 1:54:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0371, loss: 0.0371 +2023-12-24 14:52:41,307 - pyskl - INFO - Epoch [139][1000/2506] lr: 3.672e-04, eta: 1:54:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0402, loss: 0.0402 +2023-12-24 14:53:03,961 - pyskl - INFO - Epoch [139][1100/2506] lr: 3.647e-04, eta: 1:53:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0378, loss: 0.0378 +2023-12-24 14:53:26,535 - pyskl - INFO - Epoch [139][1200/2506] lr: 3.622e-04, eta: 1:53:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0386, loss: 0.0386 +2023-12-24 14:53:49,079 - pyskl - INFO - Epoch [139][1300/2506] lr: 3.597e-04, eta: 1:52:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0440, loss: 0.0440 +2023-12-24 14:54:11,623 - pyskl - INFO - Epoch [139][1400/2506] lr: 3.572e-04, eta: 1:52:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0373, loss: 0.0373 +2023-12-24 14:54:34,208 - pyskl - INFO - Epoch [139][1500/2506] lr: 3.547e-04, eta: 1:52:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0432, loss: 0.0432 +2023-12-24 14:54:56,721 - pyskl - INFO - Epoch [139][1600/2506] lr: 3.523e-04, eta: 1:51:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0362, loss: 0.0362 +2023-12-24 14:55:19,554 - pyskl - INFO - Epoch [139][1700/2506] lr: 3.498e-04, eta: 1:51:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0453, loss: 0.0453 +2023-12-24 14:55:42,181 - pyskl - INFO - Epoch [139][1800/2506] lr: 3.473e-04, eta: 1:50:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0468, loss: 0.0468 +2023-12-24 14:56:04,847 - pyskl - INFO - Epoch [139][1900/2506] lr: 3.449e-04, eta: 1:50:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0392, loss: 0.0392 +2023-12-24 14:56:27,504 - pyskl - INFO - Epoch [139][2000/2506] lr: 3.425e-04, eta: 1:50:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0482, loss: 0.0482 +2023-12-24 14:56:50,249 - pyskl - INFO - Epoch [139][2100/2506] lr: 3.400e-04, eta: 1:49:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0366, loss: 0.0366 +2023-12-24 14:57:12,851 - pyskl - INFO - Epoch [139][2200/2506] lr: 3.376e-04, eta: 1:49:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0416, loss: 0.0416 +2023-12-24 14:57:35,558 - pyskl - INFO - Epoch [139][2300/2506] lr: 3.352e-04, eta: 1:48:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0336, loss: 0.0336 +2023-12-24 14:57:58,254 - pyskl - INFO - Epoch [139][2400/2506] lr: 3.328e-04, eta: 1:48:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0424, loss: 0.0424 +2023-12-24 14:58:20,900 - pyskl - INFO - Epoch [139][2500/2506] lr: 3.304e-04, eta: 1:48:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0419, loss: 0.0419 +2023-12-24 14:58:22,964 - pyskl - INFO - Saving checkpoint at 139 epochs +2023-12-24 14:59:42,504 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 14:59:42,575 - pyskl - INFO - +top1_acc 0.8797 +top5_acc 0.9783 +2023-12-24 14:59:42,579 - pyskl - INFO - Epoch(val) [139][1031] top1_acc: 0.8797, top5_acc: 0.9783 +2023-12-24 15:00:25,321 - pyskl - INFO - Epoch [140][100/2506] lr: 3.279e-04, eta: 1:47:43, time: 0.427, data_time: 0.200, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0406, loss: 0.0406 +2023-12-24 15:00:48,038 - pyskl - INFO - Epoch [140][200/2506] lr: 3.255e-04, eta: 1:47:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0324, loss: 0.0324 +2023-12-24 15:01:10,750 - pyskl - INFO - Epoch [140][300/2506] lr: 3.232e-04, eta: 1:46:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0375, loss: 0.0375 +2023-12-24 15:01:33,438 - pyskl - INFO - Epoch [140][400/2506] lr: 3.208e-04, eta: 1:46:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0361, loss: 0.0361 +2023-12-24 15:01:56,156 - pyskl - INFO - Epoch [140][500/2506] lr: 3.185e-04, eta: 1:46:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0353, loss: 0.0353 +2023-12-24 15:02:18,842 - pyskl - INFO - Epoch [140][600/2506] lr: 3.161e-04, eta: 1:45:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0384, loss: 0.0384 +2023-12-24 15:02:41,541 - pyskl - INFO - Epoch [140][700/2506] lr: 3.138e-04, eta: 1:45:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0353, loss: 0.0353 +2023-12-24 15:03:04,081 - pyskl - INFO - Epoch [140][800/2506] lr: 3.115e-04, eta: 1:44:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0343, loss: 0.0343 +2023-12-24 15:03:26,784 - pyskl - INFO - Epoch [140][900/2506] lr: 3.092e-04, eta: 1:44:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0376, loss: 0.0376 +2023-12-24 15:03:49,428 - pyskl - INFO - Epoch [140][1000/2506] lr: 3.069e-04, eta: 1:44:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0387, loss: 0.0387 +2023-12-24 15:04:12,080 - pyskl - INFO - Epoch [140][1100/2506] lr: 3.046e-04, eta: 1:43:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0378, loss: 0.0378 +2023-12-24 15:04:34,670 - pyskl - INFO - Epoch [140][1200/2506] lr: 3.023e-04, eta: 1:43:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0359, loss: 0.0359 +2023-12-24 15:04:57,316 - pyskl - INFO - Epoch [140][1300/2506] lr: 3.000e-04, eta: 1:43:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0319, loss: 0.0319 +2023-12-24 15:05:19,927 - pyskl - INFO - Epoch [140][1400/2506] lr: 2.977e-04, eta: 1:42:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0320, loss: 0.0320 +2023-12-24 15:05:42,467 - pyskl - INFO - Epoch [140][1500/2506] lr: 2.955e-04, eta: 1:42:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0362, loss: 0.0362 +2023-12-24 15:06:05,039 - pyskl - INFO - Epoch [140][1600/2506] lr: 2.932e-04, eta: 1:41:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0345, loss: 0.0345 +2023-12-24 15:06:27,794 - pyskl - INFO - Epoch [140][1700/2506] lr: 2.910e-04, eta: 1:41:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0375, loss: 0.0375 +2023-12-24 15:06:50,396 - pyskl - INFO - Epoch [140][1800/2506] lr: 2.887e-04, eta: 1:41:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0331, loss: 0.0331 +2023-12-24 15:07:13,055 - pyskl - INFO - Epoch [140][1900/2506] lr: 2.865e-04, eta: 1:40:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0339, loss: 0.0339 +2023-12-24 15:07:35,661 - pyskl - INFO - Epoch [140][2000/2506] lr: 2.843e-04, eta: 1:40:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0368, loss: 0.0368 +2023-12-24 15:07:58,262 - pyskl - INFO - Epoch [140][2100/2506] lr: 2.821e-04, eta: 1:39:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0392, loss: 0.0392 +2023-12-24 15:08:20,885 - pyskl - INFO - Epoch [140][2200/2506] lr: 2.799e-04, eta: 1:39:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0402, loss: 0.0402 +2023-12-24 15:08:43,583 - pyskl - INFO - Epoch [140][2300/2506] lr: 2.777e-04, eta: 1:39:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0359, loss: 0.0359 +2023-12-24 15:09:06,266 - pyskl - INFO - Epoch [140][2400/2506] lr: 2.755e-04, eta: 1:38:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0324, loss: 0.0324 +2023-12-24 15:09:28,877 - pyskl - INFO - Epoch [140][2500/2506] lr: 2.733e-04, eta: 1:38:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0427, loss: 0.0427 +2023-12-24 15:09:30,805 - pyskl - INFO - Saving checkpoint at 140 epochs +2023-12-24 15:10:49,741 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 15:10:49,812 - pyskl - INFO - +top1_acc 0.8817 +top5_acc 0.9791 +2023-12-24 15:10:49,815 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/bm/best_top1_acc_epoch_136.pth was removed +2023-12-24 15:10:49,943 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2023-12-24 15:10:49,943 - pyskl - INFO - Best top1_acc is 0.8817 at 140 epoch. +2023-12-24 15:10:49,947 - pyskl - INFO - Epoch(val) [140][1031] top1_acc: 0.8817, top5_acc: 0.9791 +2023-12-24 15:11:31,952 - pyskl - INFO - Epoch [141][100/2506] lr: 2.710e-04, eta: 1:37:53, time: 0.420, data_time: 0.193, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0395, loss: 0.0395 +2023-12-24 15:11:54,474 - pyskl - INFO - Epoch [141][200/2506] lr: 2.688e-04, eta: 1:37:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0360, loss: 0.0360 +2023-12-24 15:12:17,080 - pyskl - INFO - Epoch [141][300/2506] lr: 2.667e-04, eta: 1:37:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0389, loss: 0.0389 +2023-12-24 15:12:39,789 - pyskl - INFO - Epoch [141][400/2506] lr: 2.646e-04, eta: 1:36:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0365, loss: 0.0365 +2023-12-24 15:13:02,498 - pyskl - INFO - Epoch [141][500/2506] lr: 2.624e-04, eta: 1:36:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0377, loss: 0.0377 +2023-12-24 15:13:25,121 - pyskl - INFO - Epoch [141][600/2506] lr: 2.603e-04, eta: 1:35:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0356, loss: 0.0356 +2023-12-24 15:13:47,849 - pyskl - INFO - Epoch [141][700/2506] lr: 2.582e-04, eta: 1:35:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0363, loss: 0.0363 +2023-12-24 15:14:10,426 - pyskl - INFO - Epoch [141][800/2506] lr: 2.561e-04, eta: 1:35:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0377, loss: 0.0377 +2023-12-24 15:14:33,000 - pyskl - INFO - Epoch [141][900/2506] lr: 2.540e-04, eta: 1:34:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0400, loss: 0.0400 +2023-12-24 15:14:55,762 - pyskl - INFO - Epoch [141][1000/2506] lr: 2.519e-04, eta: 1:34:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0389, loss: 0.0389 +2023-12-24 15:15:18,480 - pyskl - INFO - Epoch [141][1100/2506] lr: 2.498e-04, eta: 1:33:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0389, loss: 0.0389 +2023-12-24 15:15:41,183 - pyskl - INFO - Epoch [141][1200/2506] lr: 2.477e-04, eta: 1:33:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0362, loss: 0.0362 +2023-12-24 15:16:03,773 - pyskl - INFO - Epoch [141][1300/2506] lr: 2.457e-04, eta: 1:33:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0391, loss: 0.0391 +2023-12-24 15:16:26,385 - pyskl - INFO - Epoch [141][1400/2506] lr: 2.436e-04, eta: 1:32:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0366, loss: 0.0366 +2023-12-24 15:16:49,111 - pyskl - INFO - Epoch [141][1500/2506] lr: 2.416e-04, eta: 1:32:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0407, loss: 0.0407 +2023-12-24 15:17:11,824 - pyskl - INFO - Epoch [141][1600/2506] lr: 2.395e-04, eta: 1:31:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0368, loss: 0.0368 +2023-12-24 15:17:34,423 - pyskl - INFO - Epoch [141][1700/2506] lr: 2.375e-04, eta: 1:31:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0323, loss: 0.0323 +2023-12-24 15:17:57,076 - pyskl - INFO - Epoch [141][1800/2506] lr: 2.355e-04, eta: 1:31:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0409, loss: 0.0409 +2023-12-24 15:18:19,700 - pyskl - INFO - Epoch [141][1900/2506] lr: 2.334e-04, eta: 1:30:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0354, loss: 0.0354 +2023-12-24 15:18:42,344 - pyskl - INFO - Epoch [141][2000/2506] lr: 2.314e-04, eta: 1:30:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0382, loss: 0.0382 +2023-12-24 15:19:04,976 - pyskl - INFO - Epoch [141][2100/2506] lr: 2.294e-04, eta: 1:30:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0389, loss: 0.0389 +2023-12-24 15:19:27,538 - pyskl - INFO - Epoch [141][2200/2506] lr: 2.275e-04, eta: 1:29:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0391, loss: 0.0391 +2023-12-24 15:19:50,027 - pyskl - INFO - Epoch [141][2300/2506] lr: 2.255e-04, eta: 1:29:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0356, loss: 0.0356 +2023-12-24 15:20:12,685 - pyskl - INFO - Epoch [141][2400/2506] lr: 2.235e-04, eta: 1:28:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0400, loss: 0.0400 +2023-12-24 15:20:35,414 - pyskl - INFO - Epoch [141][2500/2506] lr: 2.215e-04, eta: 1:28:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0385, loss: 0.0385 +2023-12-24 15:20:37,227 - pyskl - INFO - Saving checkpoint at 141 epochs +2023-12-24 15:21:56,438 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 15:21:56,508 - pyskl - INFO - +top1_acc 0.8827 +top5_acc 0.9793 +2023-12-24 15:21:56,512 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/bm/best_top1_acc_epoch_140.pth was removed +2023-12-24 15:21:56,645 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. +2023-12-24 15:21:56,646 - pyskl - INFO - Best top1_acc is 0.8827 at 141 epoch. +2023-12-24 15:21:56,650 - pyskl - INFO - Epoch(val) [141][1031] top1_acc: 0.8827, top5_acc: 0.9793 +2023-12-24 15:22:38,102 - pyskl - INFO - Epoch [142][100/2506] lr: 2.195e-04, eta: 1:28:03, time: 0.414, data_time: 0.189, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0324, loss: 0.0324 +2023-12-24 15:23:00,706 - pyskl - INFO - Epoch [142][200/2506] lr: 2.175e-04, eta: 1:27:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0388, loss: 0.0388 +2023-12-24 15:23:23,298 - pyskl - INFO - Epoch [142][300/2506] lr: 2.156e-04, eta: 1:27:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0325, loss: 0.0325 +2023-12-24 15:23:45,835 - pyskl - INFO - Epoch [142][400/2506] lr: 2.137e-04, eta: 1:26:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0359, loss: 0.0359 +2023-12-24 15:24:08,512 - pyskl - INFO - Epoch [142][500/2506] lr: 2.117e-04, eta: 1:26:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0396, loss: 0.0396 +2023-12-24 15:24:31,185 - pyskl - INFO - Epoch [142][600/2506] lr: 2.098e-04, eta: 1:26:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0326, loss: 0.0326 +2023-12-24 15:24:53,913 - pyskl - INFO - Epoch [142][700/2506] lr: 2.079e-04, eta: 1:25:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0357, loss: 0.0357 +2023-12-24 15:25:16,654 - pyskl - INFO - Epoch [142][800/2506] lr: 2.060e-04, eta: 1:25:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0307, loss: 0.0307 +2023-12-24 15:25:39,407 - pyskl - INFO - Epoch [142][900/2506] lr: 2.042e-04, eta: 1:24:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0427, loss: 0.0427 +2023-12-24 15:26:02,066 - pyskl - INFO - Epoch [142][1000/2506] lr: 2.023e-04, eta: 1:24:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0389, loss: 0.0389 +2023-12-24 15:26:24,592 - pyskl - INFO - Epoch [142][1100/2506] lr: 2.004e-04, eta: 1:24:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0348, loss: 0.0348 +2023-12-24 15:26:47,181 - pyskl - INFO - Epoch [142][1200/2506] lr: 1.986e-04, eta: 1:23:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0424, loss: 0.0424 +2023-12-24 15:27:09,859 - pyskl - INFO - Epoch [142][1300/2506] lr: 1.967e-04, eta: 1:23:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0346, loss: 0.0346 +2023-12-24 15:27:32,441 - pyskl - INFO - Epoch [142][1400/2506] lr: 1.949e-04, eta: 1:22:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0368, loss: 0.0368 +2023-12-24 15:27:55,217 - pyskl - INFO - Epoch [142][1500/2506] lr: 1.930e-04, eta: 1:22:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0361, loss: 0.0361 +2023-12-24 15:28:17,815 - pyskl - INFO - Epoch [142][1600/2506] lr: 1.912e-04, eta: 1:22:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0371, loss: 0.0371 +2023-12-24 15:28:40,401 - pyskl - INFO - Epoch [142][1700/2506] lr: 1.894e-04, eta: 1:21:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0334, loss: 0.0334 +2023-12-24 15:29:03,023 - pyskl - INFO - Epoch [142][1800/2506] lr: 1.876e-04, eta: 1:21:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0351, loss: 0.0351 +2023-12-24 15:29:25,734 - pyskl - INFO - Epoch [142][1900/2506] lr: 1.858e-04, eta: 1:20:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0412, loss: 0.0412 +2023-12-24 15:29:48,427 - pyskl - INFO - Epoch [142][2000/2506] lr: 1.840e-04, eta: 1:20:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0358, loss: 0.0358 +2023-12-24 15:30:11,151 - pyskl - INFO - Epoch [142][2100/2506] lr: 1.822e-04, eta: 1:20:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0364, loss: 0.0364 +2023-12-24 15:30:33,766 - pyskl - INFO - Epoch [142][2200/2506] lr: 1.804e-04, eta: 1:19:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0375, loss: 0.0375 +2023-12-24 15:30:56,463 - pyskl - INFO - Epoch [142][2300/2506] lr: 1.787e-04, eta: 1:19:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0316, loss: 0.0316 +2023-12-24 15:31:19,110 - pyskl - INFO - Epoch [142][2400/2506] lr: 1.769e-04, eta: 1:19:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0399, loss: 0.0399 +2023-12-24 15:31:41,799 - pyskl - INFO - Epoch [142][2500/2506] lr: 1.752e-04, eta: 1:18:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0368, loss: 0.0368 +2023-12-24 15:31:43,647 - pyskl - INFO - Saving checkpoint at 142 epochs +2023-12-24 15:33:03,404 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 15:33:03,480 - pyskl - INFO - +top1_acc 0.8825 +top5_acc 0.9798 +2023-12-24 15:33:03,486 - pyskl - INFO - Epoch(val) [142][1031] top1_acc: 0.8825, top5_acc: 0.9798 +2023-12-24 15:33:45,327 - pyskl - INFO - Epoch [143][100/2506] lr: 1.733e-04, eta: 1:18:13, time: 0.418, data_time: 0.193, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0357, loss: 0.0357 +2023-12-24 15:34:08,009 - pyskl - INFO - Epoch [143][200/2506] lr: 1.716e-04, eta: 1:17:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0363, loss: 0.0363 +2023-12-24 15:34:30,697 - pyskl - INFO - Epoch [143][300/2506] lr: 1.699e-04, eta: 1:17:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0348, loss: 0.0348 +2023-12-24 15:34:53,339 - pyskl - INFO - Epoch [143][400/2506] lr: 1.682e-04, eta: 1:17:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 0.0368, loss: 0.0368 +2023-12-24 15:35:15,835 - pyskl - INFO - Epoch [143][500/2506] lr: 1.665e-04, eta: 1:16:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0304, loss: 0.0304 +2023-12-24 15:35:38,562 - pyskl - INFO - Epoch [143][600/2506] lr: 1.648e-04, eta: 1:16:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0331, loss: 0.0331 +2023-12-24 15:36:01,153 - pyskl - INFO - Epoch [143][700/2506] lr: 1.631e-04, eta: 1:15:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0380, loss: 0.0380 +2023-12-24 15:36:23,829 - pyskl - INFO - Epoch [143][800/2506] lr: 1.614e-04, eta: 1:15:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0305, loss: 0.0305 +2023-12-24 15:36:46,498 - pyskl - INFO - Epoch [143][900/2506] lr: 1.597e-04, eta: 1:15:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0418, loss: 0.0418 +2023-12-24 15:37:09,149 - pyskl - INFO - Epoch [143][1000/2506] lr: 1.581e-04, eta: 1:14:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0309, loss: 0.0309 +2023-12-24 15:37:31,649 - pyskl - INFO - Epoch [143][1100/2506] lr: 1.564e-04, eta: 1:14:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0352, loss: 0.0352 +2023-12-24 15:37:54,196 - pyskl - INFO - Epoch [143][1200/2506] lr: 1.548e-04, eta: 1:13:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0301, loss: 0.0301 +2023-12-24 15:38:16,840 - pyskl - INFO - Epoch [143][1300/2506] lr: 1.531e-04, eta: 1:13:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0358, loss: 0.0358 +2023-12-24 15:38:39,524 - pyskl - INFO - Epoch [143][1400/2506] lr: 1.515e-04, eta: 1:13:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0366, loss: 0.0366 +2023-12-24 15:39:02,138 - pyskl - INFO - Epoch [143][1500/2506] lr: 1.499e-04, eta: 1:12:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0321, loss: 0.0321 +2023-12-24 15:39:24,827 - pyskl - INFO - Epoch [143][1600/2506] lr: 1.483e-04, eta: 1:12:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0337, loss: 0.0337 +2023-12-24 15:39:47,425 - pyskl - INFO - Epoch [143][1700/2506] lr: 1.467e-04, eta: 1:11:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0323, loss: 0.0323 +2023-12-24 15:40:09,976 - pyskl - INFO - Epoch [143][1800/2506] lr: 1.451e-04, eta: 1:11:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0326, loss: 0.0326 +2023-12-24 15:40:32,648 - pyskl - INFO - Epoch [143][1900/2506] lr: 1.435e-04, eta: 1:11:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0362, loss: 0.0362 +2023-12-24 15:40:55,158 - pyskl - INFO - Epoch [143][2000/2506] lr: 1.419e-04, eta: 1:10:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0294, loss: 0.0294 +2023-12-24 15:41:17,766 - pyskl - INFO - Epoch [143][2100/2506] lr: 1.404e-04, eta: 1:10:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0319, loss: 0.0319 +2023-12-24 15:41:40,428 - pyskl - INFO - Epoch [143][2200/2506] lr: 1.388e-04, eta: 1:09:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0320, loss: 0.0320 +2023-12-24 15:42:02,977 - pyskl - INFO - Epoch [143][2300/2506] lr: 1.373e-04, eta: 1:09:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0328, loss: 0.0328 +2023-12-24 15:42:25,747 - pyskl - INFO - Epoch [143][2400/2506] lr: 1.357e-04, eta: 1:09:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0346, loss: 0.0346 +2023-12-24 15:42:48,316 - pyskl - INFO - Epoch [143][2500/2506] lr: 1.342e-04, eta: 1:08:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0335, loss: 0.0335 +2023-12-24 15:42:50,138 - pyskl - INFO - Saving checkpoint at 143 epochs +2023-12-24 15:44:09,996 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 15:44:10,068 - pyskl - INFO - +top1_acc 0.8835 +top5_acc 0.9793 +2023-12-24 15:44:10,073 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/bm/best_top1_acc_epoch_141.pth was removed +2023-12-24 15:44:10,222 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_143.pth. +2023-12-24 15:44:10,223 - pyskl - INFO - Best top1_acc is 0.8835 at 143 epoch. +2023-12-24 15:44:10,227 - pyskl - INFO - Epoch(val) [143][1031] top1_acc: 0.8835, top5_acc: 0.9793 +2023-12-24 15:44:51,703 - pyskl - INFO - Epoch [144][100/2506] lr: 1.326e-04, eta: 1:08:23, time: 0.415, data_time: 0.188, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0407, loss: 0.0407 +2023-12-24 15:45:14,273 - pyskl - INFO - Epoch [144][200/2506] lr: 1.311e-04, eta: 1:08:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0377, loss: 0.0377 +2023-12-24 15:45:36,824 - pyskl - INFO - Epoch [144][300/2506] lr: 1.296e-04, eta: 1:07:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0357, loss: 0.0357 +2023-12-24 15:45:59,489 - pyskl - INFO - Epoch [144][400/2506] lr: 1.281e-04, eta: 1:07:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0355, loss: 0.0355 +2023-12-24 15:46:22,104 - pyskl - INFO - Epoch [144][500/2506] lr: 1.266e-04, eta: 1:06:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0314, loss: 0.0314 +2023-12-24 15:46:44,701 - pyskl - INFO - Epoch [144][600/2506] lr: 1.251e-04, eta: 1:06:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0314, loss: 0.0314 +2023-12-24 15:47:07,341 - pyskl - INFO - Epoch [144][700/2506] lr: 1.236e-04, eta: 1:06:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0330, loss: 0.0330 +2023-12-24 15:47:30,066 - pyskl - INFO - Epoch [144][800/2506] lr: 1.222e-04, eta: 1:05:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0363, loss: 0.0363 +2023-12-24 15:47:52,716 - pyskl - INFO - Epoch [144][900/2506] lr: 1.207e-04, eta: 1:05:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0391, loss: 0.0391 +2023-12-24 15:48:15,420 - pyskl - INFO - Epoch [144][1000/2506] lr: 1.193e-04, eta: 1:04:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0328, loss: 0.0328 +2023-12-24 15:48:38,033 - pyskl - INFO - Epoch [144][1100/2506] lr: 1.178e-04, eta: 1:04:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0336, loss: 0.0336 +2023-12-24 15:49:00,599 - pyskl - INFO - Epoch [144][1200/2506] lr: 1.164e-04, eta: 1:04:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0335, loss: 0.0335 +2023-12-24 15:49:23,251 - pyskl - INFO - Epoch [144][1300/2506] lr: 1.150e-04, eta: 1:03:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0339, loss: 0.0339 +2023-12-24 15:49:45,845 - pyskl - INFO - Epoch [144][1400/2506] lr: 1.136e-04, eta: 1:03:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0324, loss: 0.0324 +2023-12-24 15:50:08,415 - pyskl - INFO - Epoch [144][1500/2506] lr: 1.122e-04, eta: 1:02:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0314, loss: 0.0314 +2023-12-24 15:50:31,007 - pyskl - INFO - Epoch [144][1600/2506] lr: 1.108e-04, eta: 1:02:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0345, loss: 0.0345 +2023-12-24 15:50:53,557 - pyskl - INFO - Epoch [144][1700/2506] lr: 1.094e-04, eta: 1:02:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0363, loss: 0.0363 +2023-12-24 15:51:16,313 - pyskl - INFO - Epoch [144][1800/2506] lr: 1.080e-04, eta: 1:01:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0352, loss: 0.0352 +2023-12-24 15:51:38,852 - pyskl - INFO - Epoch [144][1900/2506] lr: 1.067e-04, eta: 1:01:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0353, loss: 0.0353 +2023-12-24 15:52:01,529 - pyskl - INFO - Epoch [144][2000/2506] lr: 1.053e-04, eta: 1:00:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0322, loss: 0.0322 +2023-12-24 15:52:24,098 - pyskl - INFO - Epoch [144][2100/2506] lr: 1.040e-04, eta: 1:00:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0377, loss: 0.0377 +2023-12-24 15:52:46,729 - pyskl - INFO - Epoch [144][2200/2506] lr: 1.026e-04, eta: 1:00:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0443, loss: 0.0443 +2023-12-24 15:53:09,428 - pyskl - INFO - Epoch [144][2300/2506] lr: 1.013e-04, eta: 0:59:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0322, loss: 0.0322 +2023-12-24 15:53:32,080 - pyskl - INFO - Epoch [144][2400/2506] lr: 9.997e-05, eta: 0:59:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0358, loss: 0.0358 +2023-12-24 15:53:54,702 - pyskl - INFO - Epoch [144][2500/2506] lr: 9.866e-05, eta: 0:58:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0407, loss: 0.0407 +2023-12-24 15:53:56,550 - pyskl - INFO - Saving checkpoint at 144 epochs +2023-12-24 15:55:15,766 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 15:55:15,837 - pyskl - INFO - +top1_acc 0.8846 +top5_acc 0.9799 +2023-12-24 15:55:15,841 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/bm/best_top1_acc_epoch_143.pth was removed +2023-12-24 15:55:15,983 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_144.pth. +2023-12-24 15:55:15,983 - pyskl - INFO - Best top1_acc is 0.8846 at 144 epoch. +2023-12-24 15:55:15,988 - pyskl - INFO - Epoch(val) [144][1031] top1_acc: 0.8846, top5_acc: 0.9799 +2023-12-24 15:55:57,321 - pyskl - INFO - Epoch [145][100/2506] lr: 9.727e-05, eta: 0:58:33, time: 0.413, data_time: 0.186, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0347, loss: 0.0347 +2023-12-24 15:56:19,989 - pyskl - INFO - Epoch [145][200/2506] lr: 9.598e-05, eta: 0:58:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0355, loss: 0.0355 +2023-12-24 15:56:42,553 - pyskl - INFO - Epoch [145][300/2506] lr: 9.469e-05, eta: 0:57:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0307, loss: 0.0307 +2023-12-24 15:57:05,099 - pyskl - INFO - Epoch [145][400/2506] lr: 9.341e-05, eta: 0:57:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0313, loss: 0.0313 +2023-12-24 15:57:27,813 - pyskl - INFO - Epoch [145][500/2506] lr: 9.214e-05, eta: 0:56:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0374, loss: 0.0374 +2023-12-24 15:57:50,461 - pyskl - INFO - Epoch [145][600/2506] lr: 9.088e-05, eta: 0:56:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0338, loss: 0.0338 +2023-12-24 15:58:13,159 - pyskl - INFO - Epoch [145][700/2506] lr: 8.963e-05, eta: 0:56:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0400, loss: 0.0400 +2023-12-24 15:58:35,818 - pyskl - INFO - Epoch [145][800/2506] lr: 8.838e-05, eta: 0:55:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0336, loss: 0.0336 +2023-12-24 15:58:58,441 - pyskl - INFO - Epoch [145][900/2506] lr: 8.715e-05, eta: 0:55:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0334, loss: 0.0334 +2023-12-24 15:59:21,094 - pyskl - INFO - Epoch [145][1000/2506] lr: 8.592e-05, eta: 0:55:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0401, loss: 0.0401 +2023-12-24 15:59:43,745 - pyskl - INFO - Epoch [145][1100/2506] lr: 8.470e-05, eta: 0:54:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0359, loss: 0.0359 +2023-12-24 16:00:06,411 - pyskl - INFO - Epoch [145][1200/2506] lr: 8.349e-05, eta: 0:54:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0391, loss: 0.0391 +2023-12-24 16:00:28,966 - pyskl - INFO - Epoch [145][1300/2506] lr: 8.229e-05, eta: 0:53:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0359, loss: 0.0359 +2023-12-24 16:00:51,482 - pyskl - INFO - Epoch [145][1400/2506] lr: 8.110e-05, eta: 0:53:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0329, loss: 0.0329 +2023-12-24 16:01:14,042 - pyskl - INFO - Epoch [145][1500/2506] lr: 7.991e-05, eta: 0:53:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0340, loss: 0.0340 +2023-12-24 16:01:36,650 - pyskl - INFO - Epoch [145][1600/2506] lr: 7.874e-05, eta: 0:52:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0360, loss: 0.0360 +2023-12-24 16:01:59,331 - pyskl - INFO - Epoch [145][1700/2506] lr: 7.757e-05, eta: 0:52:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0310, loss: 0.0310 +2023-12-24 16:02:21,968 - pyskl - INFO - Epoch [145][1800/2506] lr: 7.641e-05, eta: 0:51:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0357, loss: 0.0357 +2023-12-24 16:02:44,674 - pyskl - INFO - Epoch [145][1900/2506] lr: 7.526e-05, eta: 0:51:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0295, loss: 0.0295 +2023-12-24 16:03:07,350 - pyskl - INFO - Epoch [145][2000/2506] lr: 7.412e-05, eta: 0:51:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0316, loss: 0.0316 +2023-12-24 16:03:30,036 - pyskl - INFO - Epoch [145][2100/2506] lr: 7.299e-05, eta: 0:50:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0368, loss: 0.0368 +2023-12-24 16:03:52,787 - pyskl - INFO - Epoch [145][2200/2506] lr: 7.187e-05, eta: 0:50:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0333, loss: 0.0333 +2023-12-24 16:04:15,477 - pyskl - INFO - Epoch [145][2300/2506] lr: 7.076e-05, eta: 0:49:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0417, loss: 0.0417 +2023-12-24 16:04:38,181 - pyskl - INFO - Epoch [145][2400/2506] lr: 6.965e-05, eta: 0:49:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0361, loss: 0.0361 +2023-12-24 16:05:00,802 - pyskl - INFO - Epoch [145][2500/2506] lr: 6.855e-05, eta: 0:49:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0389, loss: 0.0389 +2023-12-24 16:05:02,664 - pyskl - INFO - Saving checkpoint at 145 epochs +2023-12-24 16:06:21,630 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 16:06:21,702 - pyskl - INFO - +top1_acc 0.8863 +top5_acc 0.9794 +2023-12-24 16:06:21,706 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/bm/best_top1_acc_epoch_144.pth was removed +2023-12-24 16:06:21,840 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_145.pth. +2023-12-24 16:06:21,841 - pyskl - INFO - Best top1_acc is 0.8863 at 145 epoch. +2023-12-24 16:06:21,844 - pyskl - INFO - Epoch(val) [145][1031] top1_acc: 0.8863, top5_acc: 0.9794 +2023-12-24 16:07:02,999 - pyskl - INFO - Epoch [146][100/2506] lr: 6.740e-05, eta: 0:48:44, time: 0.412, data_time: 0.186, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0299, loss: 0.0299 +2023-12-24 16:07:25,538 - pyskl - INFO - Epoch [146][200/2506] lr: 6.632e-05, eta: 0:48:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0379, loss: 0.0379 +2023-12-24 16:07:48,250 - pyskl - INFO - Epoch [146][300/2506] lr: 6.525e-05, eta: 0:47:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0316, loss: 0.0316 +2023-12-24 16:08:10,870 - pyskl - INFO - Epoch [146][400/2506] lr: 6.419e-05, eta: 0:47:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0374, loss: 0.0374 +2023-12-24 16:08:33,605 - pyskl - INFO - Epoch [146][500/2506] lr: 6.314e-05, eta: 0:47:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0335, loss: 0.0335 +2023-12-24 16:08:56,293 - pyskl - INFO - Epoch [146][600/2506] lr: 6.209e-05, eta: 0:46:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0327, loss: 0.0327 +2023-12-24 16:09:18,982 - pyskl - INFO - Epoch [146][700/2506] lr: 6.106e-05, eta: 0:46:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0307, loss: 0.0307 +2023-12-24 16:09:41,641 - pyskl - INFO - Epoch [146][800/2506] lr: 6.003e-05, eta: 0:45:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0317, loss: 0.0317 +2023-12-24 16:10:04,296 - pyskl - INFO - Epoch [146][900/2506] lr: 5.901e-05, eta: 0:45:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0306, loss: 0.0306 +2023-12-24 16:10:26,922 - pyskl - INFO - Epoch [146][1000/2506] lr: 5.800e-05, eta: 0:45:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0374, loss: 0.0374 +2023-12-24 16:10:49,440 - pyskl - INFO - Epoch [146][1100/2506] lr: 5.700e-05, eta: 0:44:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0355, loss: 0.0355 +2023-12-24 16:11:12,016 - pyskl - INFO - Epoch [146][1200/2506] lr: 5.601e-05, eta: 0:44:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0328, loss: 0.0328 +2023-12-24 16:11:34,604 - pyskl - INFO - Epoch [146][1300/2506] lr: 5.502e-05, eta: 0:44:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0373, loss: 0.0373 +2023-12-24 16:11:57,273 - pyskl - INFO - Epoch [146][1400/2506] lr: 5.405e-05, eta: 0:43:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0307, loss: 0.0307 +2023-12-24 16:12:19,938 - pyskl - INFO - Epoch [146][1500/2506] lr: 5.308e-05, eta: 0:43:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0321, loss: 0.0321 +2023-12-24 16:12:42,678 - pyskl - INFO - Epoch [146][1600/2506] lr: 5.213e-05, eta: 0:42:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0303, loss: 0.0303 +2023-12-24 16:13:05,329 - pyskl - INFO - Epoch [146][1700/2506] lr: 5.118e-05, eta: 0:42:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0386, loss: 0.0386 +2023-12-24 16:13:28,241 - pyskl - INFO - Epoch [146][1800/2506] lr: 5.024e-05, eta: 0:42:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0381, loss: 0.0381 +2023-12-24 16:13:50,862 - pyskl - INFO - Epoch [146][1900/2506] lr: 4.931e-05, eta: 0:41:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0329, loss: 0.0329 +2023-12-24 16:14:13,390 - pyskl - INFO - Epoch [146][2000/2506] lr: 4.838e-05, eta: 0:41:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0374, loss: 0.0374 +2023-12-24 16:14:36,121 - pyskl - INFO - Epoch [146][2100/2506] lr: 4.747e-05, eta: 0:40:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0337, loss: 0.0337 +2023-12-24 16:14:58,749 - pyskl - INFO - Epoch [146][2200/2506] lr: 4.656e-05, eta: 0:40:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0339, loss: 0.0339 +2023-12-24 16:15:21,263 - pyskl - INFO - Epoch [146][2300/2506] lr: 4.567e-05, eta: 0:40:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0343, loss: 0.0343 +2023-12-24 16:15:43,805 - pyskl - INFO - Epoch [146][2400/2506] lr: 4.478e-05, eta: 0:39:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0303, loss: 0.0303 +2023-12-24 16:16:06,332 - pyskl - INFO - Epoch [146][2500/2506] lr: 4.390e-05, eta: 0:39:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0339, loss: 0.0339 +2023-12-24 16:16:08,146 - pyskl - INFO - Saving checkpoint at 146 epochs +2023-12-24 16:17:27,048 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 16:17:27,122 - pyskl - INFO - +top1_acc 0.8841 +top5_acc 0.9785 +2023-12-24 16:17:27,126 - pyskl - INFO - Epoch(val) [146][1031] top1_acc: 0.8841, top5_acc: 0.9785 +2023-12-24 16:18:09,039 - pyskl - INFO - Epoch [147][100/2506] lr: 4.298e-05, eta: 0:38:54, time: 0.419, data_time: 0.192, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0333, loss: 0.0333 +2023-12-24 16:18:31,855 - pyskl - INFO - Epoch [147][200/2506] lr: 4.212e-05, eta: 0:38:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0299, loss: 0.0299 +2023-12-24 16:18:54,428 - pyskl - INFO - Epoch [147][300/2506] lr: 4.126e-05, eta: 0:38:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0327, loss: 0.0327 +2023-12-24 16:19:16,951 - pyskl - INFO - Epoch [147][400/2506] lr: 4.042e-05, eta: 0:37:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0432, loss: 0.0432 +2023-12-24 16:19:39,724 - pyskl - INFO - Epoch [147][500/2506] lr: 3.959e-05, eta: 0:37:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0342, loss: 0.0342 +2023-12-24 16:20:02,448 - pyskl - INFO - Epoch [147][600/2506] lr: 3.876e-05, eta: 0:36:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0291, loss: 0.0291 +2023-12-24 16:20:25,070 - pyskl - INFO - Epoch [147][700/2506] lr: 3.794e-05, eta: 0:36:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0352, loss: 0.0352 +2023-12-24 16:20:47,697 - pyskl - INFO - Epoch [147][800/2506] lr: 3.713e-05, eta: 0:36:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0344, loss: 0.0344 +2023-12-24 16:21:10,316 - pyskl - INFO - Epoch [147][900/2506] lr: 3.633e-05, eta: 0:35:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0297, loss: 0.0297 +2023-12-24 16:21:32,879 - pyskl - INFO - Epoch [147][1000/2506] lr: 3.554e-05, eta: 0:35:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0357, loss: 0.0357 +2023-12-24 16:21:55,515 - pyskl - INFO - Epoch [147][1100/2506] lr: 3.476e-05, eta: 0:34:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0319, loss: 0.0319 +2023-12-24 16:22:18,140 - pyskl - INFO - Epoch [147][1200/2506] lr: 3.398e-05, eta: 0:34:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0381, loss: 0.0381 +2023-12-24 16:22:40,876 - pyskl - INFO - Epoch [147][1300/2506] lr: 3.322e-05, eta: 0:34:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0317, loss: 0.0317 +2023-12-24 16:23:03,451 - pyskl - INFO - Epoch [147][1400/2506] lr: 3.246e-05, eta: 0:33:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0337, loss: 0.0337 +2023-12-24 16:23:25,970 - pyskl - INFO - Epoch [147][1500/2506] lr: 3.171e-05, eta: 0:33:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0340, loss: 0.0340 +2023-12-24 16:23:48,712 - pyskl - INFO - Epoch [147][1600/2506] lr: 3.097e-05, eta: 0:33:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0316, loss: 0.0316 +2023-12-24 16:24:11,366 - pyskl - INFO - Epoch [147][1700/2506] lr: 3.024e-05, eta: 0:32:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0317, loss: 0.0317 +2023-12-24 16:24:34,035 - pyskl - INFO - Epoch [147][1800/2506] lr: 2.952e-05, eta: 0:32:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0326, loss: 0.0326 +2023-12-24 16:24:56,618 - pyskl - INFO - Epoch [147][1900/2506] lr: 2.881e-05, eta: 0:31:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0369, loss: 0.0369 +2023-12-24 16:25:19,284 - pyskl - INFO - Epoch [147][2000/2506] lr: 2.810e-05, eta: 0:31:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0321, loss: 0.0321 +2023-12-24 16:25:41,896 - pyskl - INFO - Epoch [147][2100/2506] lr: 2.741e-05, eta: 0:31:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0330, loss: 0.0330 +2023-12-24 16:26:04,552 - pyskl - INFO - Epoch [147][2200/2506] lr: 2.672e-05, eta: 0:30:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0301, loss: 0.0301 +2023-12-24 16:26:27,118 - pyskl - INFO - Epoch [147][2300/2506] lr: 2.604e-05, eta: 0:30:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0296, loss: 0.0296 +2023-12-24 16:26:49,733 - pyskl - INFO - Epoch [147][2400/2506] lr: 2.537e-05, eta: 0:29:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0304, loss: 0.0304 +2023-12-24 16:27:12,411 - pyskl - INFO - Epoch [147][2500/2506] lr: 2.471e-05, eta: 0:29:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0296, loss: 0.0296 +2023-12-24 16:27:14,343 - pyskl - INFO - Saving checkpoint at 147 epochs +2023-12-24 16:28:33,761 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 16:28:33,834 - pyskl - INFO - +top1_acc 0.8765 +top5_acc 0.9781 +2023-12-24 16:28:33,838 - pyskl - INFO - Epoch(val) [147][1031] top1_acc: 0.8765, top5_acc: 0.9781 +2023-12-24 16:29:14,705 - pyskl - INFO - Epoch [148][100/2506] lr: 2.402e-05, eta: 0:29:04, time: 0.409, data_time: 0.183, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0326, loss: 0.0326 +2023-12-24 16:29:37,327 - pyskl - INFO - Epoch [148][200/2506] lr: 2.338e-05, eta: 0:28:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0321, loss: 0.0321 +2023-12-24 16:30:00,134 - pyskl - INFO - Epoch [148][300/2506] lr: 2.274e-05, eta: 0:28:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0292, loss: 0.0292 +2023-12-24 16:30:22,779 - pyskl - INFO - Epoch [148][400/2506] lr: 2.212e-05, eta: 0:27:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0366, loss: 0.0366 +2023-12-24 16:30:45,476 - pyskl - INFO - Epoch [148][500/2506] lr: 2.150e-05, eta: 0:27:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0353, loss: 0.0353 +2023-12-24 16:31:08,125 - pyskl - INFO - Epoch [148][600/2506] lr: 2.089e-05, eta: 0:27:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0347, loss: 0.0347 +2023-12-24 16:31:30,692 - pyskl - INFO - Epoch [148][700/2506] lr: 2.029e-05, eta: 0:26:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0359, loss: 0.0359 +2023-12-24 16:31:53,300 - pyskl - INFO - Epoch [148][800/2506] lr: 1.970e-05, eta: 0:26:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0328, loss: 0.0328 +2023-12-24 16:32:15,876 - pyskl - INFO - Epoch [148][900/2506] lr: 1.912e-05, eta: 0:25:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0322, loss: 0.0322 +2023-12-24 16:32:38,548 - pyskl - INFO - Epoch [148][1000/2506] lr: 1.855e-05, eta: 0:25:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0372, loss: 0.0372 +2023-12-24 16:33:01,142 - pyskl - INFO - Epoch [148][1100/2506] lr: 1.798e-05, eta: 0:25:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0325, loss: 0.0325 +2023-12-24 16:33:23,833 - pyskl - INFO - Epoch [148][1200/2506] lr: 1.743e-05, eta: 0:24:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0322, loss: 0.0322 +2023-12-24 16:33:46,423 - pyskl - INFO - Epoch [148][1300/2506] lr: 1.688e-05, eta: 0:24:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0326, loss: 0.0326 +2023-12-24 16:34:09,006 - pyskl - INFO - Epoch [148][1400/2506] lr: 1.634e-05, eta: 0:23:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0291, loss: 0.0291 +2023-12-24 16:34:31,607 - pyskl - INFO - Epoch [148][1500/2506] lr: 1.581e-05, eta: 0:23:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0294, loss: 0.0294 +2023-12-24 16:34:54,300 - pyskl - INFO - Epoch [148][1600/2506] lr: 1.529e-05, eta: 0:23:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0313, loss: 0.0313 +2023-12-24 16:35:16,810 - pyskl - INFO - Epoch [148][1700/2506] lr: 1.478e-05, eta: 0:22:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0336, loss: 0.0336 +2023-12-24 16:35:39,320 - pyskl - INFO - Epoch [148][1800/2506] lr: 1.428e-05, eta: 0:22:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0352, loss: 0.0352 +2023-12-24 16:36:01,848 - pyskl - INFO - Epoch [148][1900/2506] lr: 1.378e-05, eta: 0:22:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0297, loss: 0.0297 +2023-12-24 16:36:24,304 - pyskl - INFO - Epoch [148][2000/2506] lr: 1.329e-05, eta: 0:21:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0354, loss: 0.0354 +2023-12-24 16:36:46,772 - pyskl - INFO - Epoch [148][2100/2506] lr: 1.282e-05, eta: 0:21:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0323, loss: 0.0323 +2023-12-24 16:37:09,296 - pyskl - INFO - Epoch [148][2200/2506] lr: 1.235e-05, eta: 0:20:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0330, loss: 0.0330 +2023-12-24 16:37:31,840 - pyskl - INFO - Epoch [148][2300/2506] lr: 1.189e-05, eta: 0:20:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0353, loss: 0.0353 +2023-12-24 16:37:54,356 - pyskl - INFO - Epoch [148][2400/2506] lr: 1.144e-05, eta: 0:20:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0345, loss: 0.0345 +2023-12-24 16:38:16,928 - pyskl - INFO - Epoch [148][2500/2506] lr: 1.100e-05, eta: 0:19:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0316, loss: 0.0316 +2023-12-24 16:38:18,711 - pyskl - INFO - Saving checkpoint at 148 epochs +2023-12-24 16:39:38,330 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 16:39:38,400 - pyskl - INFO - +top1_acc 0.8836 +top5_acc 0.9805 +2023-12-24 16:39:38,403 - pyskl - INFO - Epoch(val) [148][1031] top1_acc: 0.8836, top5_acc: 0.9805 +2023-12-24 16:40:20,088 - pyskl - INFO - Epoch [149][100/2506] lr: 1.054e-05, eta: 0:19:15, time: 0.417, data_time: 0.192, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0285, loss: 0.0285 +2023-12-24 16:40:42,754 - pyskl - INFO - Epoch [149][200/2506] lr: 1.011e-05, eta: 0:18:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0367, loss: 0.0367 +2023-12-24 16:41:05,292 - pyskl - INFO - Epoch [149][300/2506] lr: 9.696e-06, eta: 0:18:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0320, loss: 0.0320 +2023-12-24 16:41:27,846 - pyskl - INFO - Epoch [149][400/2506] lr: 9.289e-06, eta: 0:18:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0293, loss: 0.0293 +2023-12-24 16:41:50,387 - pyskl - INFO - Epoch [149][500/2506] lr: 8.890e-06, eta: 0:17:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0365, loss: 0.0365 +2023-12-24 16:42:12,985 - pyskl - INFO - Epoch [149][600/2506] lr: 8.501e-06, eta: 0:17:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0329, loss: 0.0329 +2023-12-24 16:42:35,616 - pyskl - INFO - Epoch [149][700/2506] lr: 8.120e-06, eta: 0:16:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0328, loss: 0.0328 +2023-12-24 16:42:58,331 - pyskl - INFO - Epoch [149][800/2506] lr: 7.748e-06, eta: 0:16:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0331, loss: 0.0331 +2023-12-24 16:43:20,939 - pyskl - INFO - Epoch [149][900/2506] lr: 7.384e-06, eta: 0:16:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0295, loss: 0.0295 +2023-12-24 16:43:43,525 - pyskl - INFO - Epoch [149][1000/2506] lr: 7.030e-06, eta: 0:15:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0308, loss: 0.0308 +2023-12-24 16:44:06,179 - pyskl - INFO - Epoch [149][1100/2506] lr: 6.684e-06, eta: 0:15:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0356, loss: 0.0356 +2023-12-24 16:44:28,726 - pyskl - INFO - Epoch [149][1200/2506] lr: 6.346e-06, eta: 0:14:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0317, loss: 0.0317 +2023-12-24 16:44:51,194 - pyskl - INFO - Epoch [149][1300/2506] lr: 6.018e-06, eta: 0:14:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0318, loss: 0.0318 +2023-12-24 16:45:13,927 - pyskl - INFO - Epoch [149][1400/2506] lr: 5.698e-06, eta: 0:14:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0363, loss: 0.0363 +2023-12-24 16:45:36,538 - pyskl - INFO - Epoch [149][1500/2506] lr: 5.387e-06, eta: 0:13:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0312, loss: 0.0312 +2023-12-24 16:45:59,057 - pyskl - INFO - Epoch [149][1600/2506] lr: 5.085e-06, eta: 0:13:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0285, loss: 0.0285 +2023-12-24 16:46:21,579 - pyskl - INFO - Epoch [149][1700/2506] lr: 4.791e-06, eta: 0:12:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0339, loss: 0.0339 +2023-12-24 16:46:44,216 - pyskl - INFO - Epoch [149][1800/2506] lr: 4.506e-06, eta: 0:12:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0314, loss: 0.0314 +2023-12-24 16:47:06,856 - pyskl - INFO - Epoch [149][1900/2506] lr: 4.230e-06, eta: 0:12:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0349, loss: 0.0349 +2023-12-24 16:47:29,520 - pyskl - INFO - Epoch [149][2000/2506] lr: 3.963e-06, eta: 0:11:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0316, loss: 0.0316 +2023-12-24 16:47:52,039 - pyskl - INFO - Epoch [149][2100/2506] lr: 3.704e-06, eta: 0:11:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0279, loss: 0.0279 +2023-12-24 16:48:14,647 - pyskl - INFO - Epoch [149][2200/2506] lr: 3.454e-06, eta: 0:11:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0370, loss: 0.0370 +2023-12-24 16:48:37,293 - pyskl - INFO - Epoch [149][2300/2506] lr: 3.213e-06, eta: 0:10:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0349, loss: 0.0349 +2023-12-24 16:48:59,972 - pyskl - INFO - Epoch [149][2400/2506] lr: 2.981e-06, eta: 0:10:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0382, loss: 0.0382 +2023-12-24 16:49:22,573 - pyskl - INFO - Epoch [149][2500/2506] lr: 2.757e-06, eta: 0:09:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0396, loss: 0.0396 +2023-12-24 16:49:24,458 - pyskl - INFO - Saving checkpoint at 149 epochs +2023-12-24 16:50:43,485 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 16:50:43,555 - pyskl - INFO - +top1_acc 0.8783 +top5_acc 0.9786 +2023-12-24 16:50:43,559 - pyskl - INFO - Epoch(val) [149][1031] top1_acc: 0.8783, top5_acc: 0.9786 +2023-12-24 16:51:24,650 - pyskl - INFO - Epoch [150][100/2506] lr: 2.529e-06, eta: 0:09:25, time: 0.411, data_time: 0.185, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0328, loss: 0.0328 +2023-12-24 16:51:47,269 - pyskl - INFO - Epoch [150][200/2506] lr: 2.323e-06, eta: 0:09:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0370, loss: 0.0370 +2023-12-24 16:52:09,895 - pyskl - INFO - Epoch [150][300/2506] lr: 2.126e-06, eta: 0:08:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0298, loss: 0.0298 +2023-12-24 16:52:32,439 - pyskl - INFO - Epoch [150][400/2506] lr: 1.938e-06, eta: 0:08:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0314, loss: 0.0314 +2023-12-24 16:52:55,229 - pyskl - INFO - Epoch [150][500/2506] lr: 1.758e-06, eta: 0:07:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0320, loss: 0.0320 +2023-12-24 16:53:18,011 - pyskl - INFO - Epoch [150][600/2506] lr: 1.588e-06, eta: 0:07:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0356, loss: 0.0356 +2023-12-24 16:53:40,655 - pyskl - INFO - Epoch [150][700/2506] lr: 1.425e-06, eta: 0:07:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0336, loss: 0.0336 +2023-12-24 16:54:03,327 - pyskl - INFO - Epoch [150][800/2506] lr: 1.272e-06, eta: 0:06:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0310, loss: 0.0310 +2023-12-24 16:54:26,005 - pyskl - INFO - Epoch [150][900/2506] lr: 1.127e-06, eta: 0:06:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0301, loss: 0.0301 +2023-12-24 16:54:48,649 - pyskl - INFO - Epoch [150][1000/2506] lr: 9.914e-07, eta: 0:05:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0325, loss: 0.0325 +2023-12-24 16:55:11,216 - pyskl - INFO - Epoch [150][1100/2506] lr: 8.642e-07, eta: 0:05:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0309, loss: 0.0309 +2023-12-24 16:55:33,891 - pyskl - INFO - Epoch [150][1200/2506] lr: 7.457e-07, eta: 0:05:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0317, loss: 0.0317 +2023-12-24 16:55:56,448 - pyskl - INFO - Epoch [150][1300/2506] lr: 6.360e-07, eta: 0:04:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0342, loss: 0.0342 +2023-12-24 16:56:18,977 - pyskl - INFO - Epoch [150][1400/2506] lr: 5.350e-07, eta: 0:04:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0398, loss: 0.0398 +2023-12-24 16:56:41,618 - pyskl - INFO - Epoch [150][1500/2506] lr: 4.427e-07, eta: 0:03:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0299, loss: 0.0299 +2023-12-24 16:57:04,292 - pyskl - INFO - Epoch [150][1600/2506] lr: 3.591e-07, eta: 0:03:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0289, loss: 0.0289 +2023-12-24 16:57:26,969 - pyskl - INFO - Epoch [150][1700/2506] lr: 2.843e-07, eta: 0:03:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0301, loss: 0.0301 +2023-12-24 16:57:49,732 - pyskl - INFO - Epoch [150][1800/2506] lr: 2.182e-07, eta: 0:02:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0315, loss: 0.0315 +2023-12-24 16:58:12,363 - pyskl - INFO - Epoch [150][1900/2506] lr: 1.608e-07, eta: 0:02:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0314, loss: 0.0314 +2023-12-24 16:58:35,024 - pyskl - INFO - Epoch [150][2000/2506] lr: 1.122e-07, eta: 0:01:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0310, loss: 0.0310 +2023-12-24 16:58:57,694 - pyskl - INFO - Epoch [150][2100/2506] lr: 7.231e-08, eta: 0:01:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0316, loss: 0.0316 +2023-12-24 16:59:20,401 - pyskl - INFO - Epoch [150][2200/2506] lr: 4.114e-08, eta: 0:01:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0363, loss: 0.0363 +2023-12-24 16:59:43,174 - pyskl - INFO - Epoch [150][2300/2506] lr: 1.871e-08, eta: 0:00:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0351, loss: 0.0351 +2023-12-24 17:00:05,854 - pyskl - INFO - Epoch [150][2400/2506] lr: 4.998e-09, eta: 0:00:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0309, loss: 0.0309 +2023-12-24 17:00:28,528 - pyskl - INFO - Epoch [150][2500/2506] lr: 2.139e-11, eta: 0:00:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0303, loss: 0.0303 +2023-12-24 17:00:30,324 - pyskl - INFO - Saving checkpoint at 150 epochs +2023-12-24 17:01:49,842 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 17:01:49,913 - pyskl - INFO - +top1_acc 0.8865 +top5_acc 0.9793 +2023-12-24 17:01:49,918 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/bm/best_top1_acc_epoch_145.pth was removed +2023-12-24 17:01:50,060 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_150.pth. +2023-12-24 17:01:50,061 - pyskl - INFO - Best top1_acc is 0.8865 at 150 epoch. +2023-12-24 17:01:50,065 - pyskl - INFO - Epoch(val) [150][1031] top1_acc: 0.8865, top5_acc: 0.9793 +2023-12-24 17:01:58,086 - pyskl - INFO - 16487 videos remain after valid thresholding +2023-12-24 17:12:20,903 - pyskl - INFO - Testing results of the last checkpoint +2023-12-24 17:12:20,903 - pyskl - INFO - top1_acc: 0.8909 +2023-12-24 17:12:20,903 - pyskl - INFO - top5_acc: 0.9811 +2023-12-24 17:12:20,904 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/ntu60_xsub/bm/best_top1_acc_epoch_150.pth +2023-12-24 17:22:41,850 - pyskl - INFO - Testing results of the best checkpoint +2023-12-24 17:22:41,850 - pyskl - INFO - top1_acc: 0.8909 +2023-12-24 17:22:41,850 - pyskl - INFO - top5_acc: 0.9811