diff --git "a/ntu60_xsub/b_2/20240717_212351.log" "b/ntu60_xsub/b_2/20240717_212351.log" new file mode 100644--- /dev/null +++ "b/ntu60_xsub/b_2/20240717_212351.log" @@ -0,0 +1,4962 @@ +2024-07-17 21:23:51,620 - 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+ +------------------------------------------------------------ + +2024-07-17 21:23:51,925 - pyskl - INFO - Config: modality = 'b' +graph = 'nturgb+d' +work_dir = './work_dirs/test_aclnet/ntu60_xsub/b_2' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module', + gcn_ratio=0.125, + gcn_ctr='T', + gcn_ada='T', + 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', data_cfg='ntu60', num_classes=60, in_channels=384)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2024-07-17 21:23:51,926 - pyskl - INFO - Set random seed to 998882091, deterministic: False +2024-07-17 21:23:56,884 - pyskl - INFO - 40091 videos remain after valid thresholding +2024-07-17 21:24:18,361 - pyskl - INFO - 16487 videos remain after valid thresholding +2024-07-17 21:24:18,368 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2 +2024-07-17 21:24:18,369 - 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 + -------------------- +2024-07-17 21:24:18,369 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2024-07-17 21:24:18,369 - pyskl - INFO - Checkpoints will be saved to /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2 by HardDiskBackend. +2024-07-17 21:25:00,640 - pyskl - INFO - Epoch [1][100/2506] lr: 2.500e-02, eta: 1 day, 20:07:19, time: 0.423, data_time: 0.181, memory: 6429, top1_acc: 0.0325, top5_acc: 0.1481, loss_cls: 4.5509, loss: 4.5509 +2024-07-17 21:25:24,017 - pyskl - INFO - Epoch [1][200/2506] lr: 2.500e-02, eta: 1 day, 10:15:10, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.0375, top5_acc: 0.2144, loss_cls: 4.3330, loss: 4.3330 +2024-07-17 21:25:47,422 - pyskl - INFO - Epoch [1][300/2506] lr: 2.500e-02, eta: 1 day, 6:58:08, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.0650, top5_acc: 0.2556, loss_cls: 4.1729, loss: 4.1729 +2024-07-17 21:26:10,701 - pyskl - INFO - Epoch [1][400/2506] lr: 2.500e-02, eta: 1 day, 5:17:26, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.0719, top5_acc: 0.2750, loss_cls: 4.0540, loss: 4.0540 +2024-07-17 21:26:34,010 - pyskl - INFO - Epoch [1][500/2506] lr: 2.500e-02, eta: 1 day, 4:17:14, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.0875, top5_acc: 0.3256, loss_cls: 4.0038, loss: 4.0038 +2024-07-17 21:26:57,280 - pyskl - INFO - Epoch [1][600/2506] lr: 2.500e-02, eta: 1 day, 3:36:34, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.1125, top5_acc: 0.3987, loss_cls: 3.8143, loss: 3.8143 +2024-07-17 21:27:20,528 - pyskl - INFO - Epoch [1][700/2506] lr: 2.500e-02, eta: 1 day, 3:07:13, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.1300, top5_acc: 0.4444, loss_cls: 3.6426, loss: 3.6426 +2024-07-17 21:27:43,764 - pyskl - INFO - Epoch [1][800/2506] lr: 2.500e-02, eta: 1 day, 2:45:01, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.1394, top5_acc: 0.4850, loss_cls: 3.5767, loss: 3.5767 +2024-07-17 21:28:07,103 - pyskl - INFO - Epoch [1][900/2506] lr: 2.500e-02, eta: 1 day, 2:28:22, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.1575, top5_acc: 0.5000, loss_cls: 3.5264, loss: 3.5264 +2024-07-17 21:28:30,395 - pyskl - INFO - Epoch [1][1000/2506] lr: 2.500e-02, eta: 1 day, 2:14:41, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.1806, top5_acc: 0.5544, loss_cls: 3.4116, loss: 3.4116 +2024-07-17 21:28:53,778 - pyskl - INFO - Epoch [1][1100/2506] lr: 2.500e-02, eta: 1 day, 2:03:56, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.1913, top5_acc: 0.5825, loss_cls: 3.3370, loss: 3.3370 +2024-07-17 21:29:17,129 - pyskl - INFO - Epoch [1][1200/2506] lr: 2.500e-02, eta: 1 day, 1:54:44, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.1844, top5_acc: 0.5837, loss_cls: 3.2925, loss: 3.2925 +2024-07-17 21:29:40,475 - pyskl - INFO - Epoch [1][1300/2506] lr: 2.500e-02, eta: 1 day, 1:46:53, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.2125, top5_acc: 0.6025, loss_cls: 3.2513, loss: 3.2513 +2024-07-17 21:30:03,819 - pyskl - INFO - Epoch [1][1400/2506] lr: 2.500e-02, eta: 1 day, 1:40:05, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.2313, top5_acc: 0.6338, loss_cls: 3.1592, loss: 3.1592 +2024-07-17 21:30:27,167 - pyskl - INFO - Epoch [1][1500/2506] lr: 2.500e-02, eta: 1 day, 1:34:09, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.2462, top5_acc: 0.6412, loss_cls: 3.0946, loss: 3.0946 +2024-07-17 21:30:50,436 - pyskl - INFO - Epoch [1][1600/2506] lr: 2.500e-02, eta: 1 day, 1:28:36, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.2650, top5_acc: 0.6881, loss_cls: 2.9979, loss: 2.9979 +2024-07-17 21:31:13,718 - pyskl - INFO - Epoch [1][1700/2506] lr: 2.500e-02, eta: 1 day, 1:23:42, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.2812, top5_acc: 0.7000, loss_cls: 2.9562, loss: 2.9562 +2024-07-17 21:31:37,073 - pyskl - INFO - Epoch [1][1800/2506] lr: 2.500e-02, eta: 1 day, 1:19:34, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.3175, top5_acc: 0.7156, loss_cls: 2.8202, loss: 2.8202 +2024-07-17 21:32:00,519 - pyskl - INFO - Epoch [1][1900/2506] lr: 2.500e-02, eta: 1 day, 1:16:07, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.3131, top5_acc: 0.7581, loss_cls: 2.7781, loss: 2.7781 +2024-07-17 21:32:23,959 - pyskl - INFO - Epoch [1][2000/2506] lr: 2.500e-02, eta: 1 day, 1:12:58, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.3044, top5_acc: 0.7400, loss_cls: 2.7761, loss: 2.7761 +2024-07-17 21:32:47,447 - pyskl - INFO - Epoch [1][2100/2506] lr: 2.500e-02, eta: 1 day, 1:10:13, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.3444, top5_acc: 0.7694, loss_cls: 2.6503, loss: 2.6503 +2024-07-17 21:33:10,921 - pyskl - INFO - Epoch [1][2200/2506] lr: 2.500e-02, eta: 1 day, 1:07:38, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.3625, top5_acc: 0.7913, loss_cls: 2.5764, loss: 2.5764 +2024-07-17 21:33:34,449 - pyskl - INFO - Epoch [1][2300/2506] lr: 2.500e-02, eta: 1 day, 1:05:24, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.3850, top5_acc: 0.8100, loss_cls: 2.4945, loss: 2.4945 +2024-07-17 21:33:57,871 - pyskl - INFO - Epoch [1][2400/2506] lr: 2.500e-02, eta: 1 day, 1:03:02, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.3831, top5_acc: 0.8000, loss_cls: 2.5420, loss: 2.5420 +2024-07-17 21:34:21,332 - pyskl - INFO - Epoch [1][2500/2506] lr: 2.500e-02, eta: 1 day, 1:00:56, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.4094, top5_acc: 0.7981, loss_cls: 2.4972, loss: 2.4972 +2024-07-17 21:34:23,137 - pyskl - INFO - Saving checkpoint at 1 epochs +2024-07-17 21:35:42,967 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 21:35:43,036 - pyskl - INFO - +top1_acc 0.4635 +top5_acc 0.8473 +2024-07-17 21:35:43,161 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2024-07-17 21:35:43,162 - pyskl - INFO - Best top1_acc is 0.4635 at 1 epoch. +2024-07-17 21:35:43,164 - pyskl - INFO - Epoch(val) [1][1031] top1_acc: 0.4635, top5_acc: 0.8473 +2024-07-17 21:36:24,478 - pyskl - INFO - Epoch [2][100/2506] lr: 2.500e-02, eta: 1 day, 1:38:06, time: 0.413, data_time: 0.179, memory: 6429, top1_acc: 0.4250, top5_acc: 0.8237, loss_cls: 2.3849, loss: 2.3849 +2024-07-17 21:36:47,867 - pyskl - INFO - Epoch [2][200/2506] lr: 2.500e-02, eta: 1 day, 1:34:37, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.4569, top5_acc: 0.8494, loss_cls: 2.2613, loss: 2.2613 +2024-07-17 21:37:11,263 - pyskl - INFO - Epoch [2][300/2506] lr: 2.500e-02, eta: 1 day, 1:31:23, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.4419, top5_acc: 0.8413, loss_cls: 2.2703, loss: 2.2703 +2024-07-17 21:37:34,803 - pyskl - INFO - Epoch [2][400/2506] lr: 2.500e-02, eta: 1 day, 1:28:38, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.4562, top5_acc: 0.8237, loss_cls: 2.3299, loss: 2.3299 +2024-07-17 21:37:58,256 - pyskl - INFO - Epoch [2][500/2506] lr: 2.500e-02, eta: 1 day, 1:25:53, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.4706, top5_acc: 0.8631, loss_cls: 2.2035, loss: 2.2035 +2024-07-17 21:38:21,698 - pyskl - INFO - Epoch [2][600/2506] lr: 2.500e-02, eta: 1 day, 1:23:15, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.4706, top5_acc: 0.8481, loss_cls: 2.2152, loss: 2.2152 +2024-07-17 21:38:45,141 - pyskl - INFO - Epoch [2][700/2506] lr: 2.500e-02, eta: 1 day, 1:20:45, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.4644, top5_acc: 0.8544, loss_cls: 2.2365, loss: 2.2365 +2024-07-17 21:39:08,590 - pyskl - INFO - Epoch [2][800/2506] lr: 2.500e-02, eta: 1 day, 1:18:24, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.4894, top5_acc: 0.8700, loss_cls: 2.0806, loss: 2.0806 +2024-07-17 21:39:32,049 - pyskl - INFO - Epoch [2][900/2506] lr: 2.499e-02, eta: 1 day, 1:16:11, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.5081, top5_acc: 0.8738, loss_cls: 2.0987, loss: 2.0987 +2024-07-17 21:39:55,522 - pyskl - INFO - Epoch [2][1000/2506] lr: 2.499e-02, eta: 1 day, 1:14:06, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.5162, top5_acc: 0.8794, loss_cls: 2.0642, loss: 2.0642 +2024-07-17 21:40:19,020 - pyskl - INFO - Epoch [2][1100/2506] lr: 2.499e-02, eta: 1 day, 1:12:09, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.5012, top5_acc: 0.8631, loss_cls: 2.1349, loss: 2.1349 +2024-07-17 21:40:42,515 - pyskl - INFO - Epoch [2][1200/2506] lr: 2.499e-02, eta: 1 day, 1:10:17, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.5006, top5_acc: 0.8781, loss_cls: 2.0679, loss: 2.0679 +2024-07-17 21:41:05,982 - pyskl - INFO - Epoch [2][1300/2506] lr: 2.499e-02, eta: 1 day, 1:08:26, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.5025, top5_acc: 0.8706, loss_cls: 2.0865, loss: 2.0865 +2024-07-17 21:41:29,434 - pyskl - INFO - Epoch [2][1400/2506] lr: 2.499e-02, eta: 1 day, 1:06:39, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.5394, top5_acc: 0.8812, loss_cls: 2.0137, loss: 2.0137 +2024-07-17 21:41:52,890 - pyskl - INFO - Epoch [2][1500/2506] lr: 2.499e-02, eta: 1 day, 1:04:56, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.5256, top5_acc: 0.8912, loss_cls: 1.9572, loss: 1.9572 +2024-07-17 21:42:16,362 - pyskl - INFO - Epoch [2][1600/2506] lr: 2.499e-02, eta: 1 day, 1:03:19, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.5575, top5_acc: 0.8894, loss_cls: 1.9501, loss: 1.9501 +2024-07-17 21:42:39,801 - pyskl - INFO - Epoch [2][1700/2506] lr: 2.499e-02, eta: 1 day, 1:01:42, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.5669, top5_acc: 0.9062, loss_cls: 1.8849, loss: 1.8849 +2024-07-17 21:43:03,238 - pyskl - INFO - Epoch [2][1800/2506] lr: 2.499e-02, eta: 1 day, 1:00:08, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.5519, top5_acc: 0.8900, loss_cls: 1.9229, loss: 1.9229 +2024-07-17 21:43:26,713 - pyskl - INFO - Epoch [2][1900/2506] lr: 2.499e-02, eta: 1 day, 0:58:41, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.5575, top5_acc: 0.9163, loss_cls: 1.8779, loss: 1.8779 +2024-07-17 21:43:50,168 - pyskl - INFO - Epoch [2][2000/2506] lr: 2.499e-02, eta: 1 day, 0:57:15, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.5694, top5_acc: 0.9012, loss_cls: 1.8846, loss: 1.8846 +2024-07-17 21:44:13,674 - pyskl - INFO - Epoch [2][2100/2506] lr: 2.499e-02, eta: 1 day, 0:55:56, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.5813, top5_acc: 0.9106, loss_cls: 1.8069, loss: 1.8069 +2024-07-17 21:44:37,135 - pyskl - INFO - Epoch [2][2200/2506] lr: 2.499e-02, eta: 1 day, 0:54:35, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.5575, top5_acc: 0.8881, loss_cls: 1.9468, loss: 1.9468 +2024-07-17 21:45:00,599 - pyskl - INFO - Epoch [2][2300/2506] lr: 2.499e-02, eta: 1 day, 0:53:17, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.5863, top5_acc: 0.8969, loss_cls: 1.8425, loss: 1.8425 +2024-07-17 21:45:24,012 - pyskl - INFO - Epoch [2][2400/2506] lr: 2.499e-02, eta: 1 day, 0:51:58, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.5894, top5_acc: 0.9038, loss_cls: 1.8087, loss: 1.8087 +2024-07-17 21:45:47,468 - pyskl - INFO - Epoch [2][2500/2506] lr: 2.499e-02, eta: 1 day, 0:50:44, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.5919, top5_acc: 0.9106, loss_cls: 1.7893, loss: 1.7893 +2024-07-17 21:45:49,317 - pyskl - INFO - Saving checkpoint at 2 epochs +2024-07-17 21:47:09,020 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 21:47:09,090 - pyskl - INFO - +top1_acc 0.5741 +top5_acc 0.9076 +2024-07-17 21:47:09,094 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_1.pth was removed +2024-07-17 21:47:09,220 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2024-07-17 21:47:09,221 - pyskl - INFO - Best top1_acc is 0.5741 at 2 epoch. +2024-07-17 21:47:09,223 - pyskl - INFO - Epoch(val) [2][1031] top1_acc: 0.5741, top5_acc: 0.9076 +2024-07-17 21:47:50,029 - pyskl - INFO - Epoch [3][100/2506] lr: 2.499e-02, eta: 1 day, 1:08:44, time: 0.408, data_time: 0.173, memory: 6429, top1_acc: 0.5819, top5_acc: 0.9137, loss_cls: 1.7663, loss: 1.7663 +2024-07-17 21:48:13,429 - pyskl - INFO - Epoch [3][200/2506] lr: 2.499e-02, eta: 1 day, 1:07:07, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.6075, top5_acc: 0.9250, loss_cls: 1.7363, loss: 1.7363 +2024-07-17 21:48:36,813 - pyskl - INFO - Epoch [3][300/2506] lr: 2.499e-02, eta: 1 day, 1:05:32, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.6031, top5_acc: 0.9200, loss_cls: 1.7330, loss: 1.7330 +2024-07-17 21:49:00,184 - pyskl - INFO - Epoch [3][400/2506] lr: 2.499e-02, eta: 1 day, 1:03:59, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.6119, top5_acc: 0.9163, loss_cls: 1.7169, loss: 1.7169 +2024-07-17 21:49:23,380 - pyskl - INFO - Epoch [3][500/2506] lr: 2.499e-02, eta: 1 day, 1:02:16, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.6019, top5_acc: 0.9156, loss_cls: 1.7386, loss: 1.7386 +2024-07-17 21:49:46,720 - pyskl - INFO - Epoch [3][600/2506] lr: 2.499e-02, eta: 1 day, 1:00:46, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.6056, top5_acc: 0.9075, loss_cls: 1.7691, loss: 1.7691 +2024-07-17 21:50:10,155 - pyskl - INFO - Epoch [3][700/2506] lr: 2.499e-02, eta: 1 day, 0:59:25, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.6062, top5_acc: 0.9200, loss_cls: 1.7052, loss: 1.7052 +2024-07-17 21:50:33,507 - pyskl - INFO - Epoch [3][800/2506] lr: 2.499e-02, eta: 1 day, 0:58:00, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.6200, top5_acc: 0.9225, loss_cls: 1.6122, loss: 1.6122 +2024-07-17 21:50:56,854 - pyskl - INFO - Epoch [3][900/2506] lr: 2.498e-02, eta: 1 day, 0:56:37, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.6344, top5_acc: 0.9325, loss_cls: 1.5918, loss: 1.5918 +2024-07-17 21:51:20,202 - pyskl - INFO - Epoch [3][1000/2506] lr: 2.498e-02, eta: 1 day, 0:55:16, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.6325, top5_acc: 0.9213, loss_cls: 1.6655, loss: 1.6655 +2024-07-17 21:51:43,463 - pyskl - INFO - Epoch [3][1100/2506] lr: 2.498e-02, eta: 1 day, 0:53:51, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.6456, top5_acc: 0.9350, loss_cls: 1.5654, loss: 1.5654 +2024-07-17 21:52:06,780 - pyskl - INFO - Epoch [3][1200/2506] lr: 2.498e-02, eta: 1 day, 0:52:32, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.6356, top5_acc: 0.9263, loss_cls: 1.6350, loss: 1.6350 +2024-07-17 21:52:30,146 - pyskl - INFO - Epoch [3][1300/2506] lr: 2.498e-02, eta: 1 day, 0:51:18, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.6306, top5_acc: 0.9250, loss_cls: 1.6361, loss: 1.6361 +2024-07-17 21:52:53,423 - pyskl - INFO - Epoch [3][1400/2506] lr: 2.498e-02, eta: 1 day, 0:50:00, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.6306, top5_acc: 0.9131, loss_cls: 1.6786, loss: 1.6786 +2024-07-17 21:53:16,766 - pyskl - INFO - Epoch [3][1500/2506] lr: 2.498e-02, eta: 1 day, 0:48:47, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.6025, top5_acc: 0.9356, loss_cls: 1.6768, loss: 1.6768 +2024-07-17 21:53:40,044 - pyskl - INFO - Epoch [3][1600/2506] lr: 2.498e-02, eta: 1 day, 0:47:32, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.6450, top5_acc: 0.9331, loss_cls: 1.5429, loss: 1.5429 +2024-07-17 21:54:03,332 - pyskl - INFO - Epoch [3][1700/2506] lr: 2.498e-02, eta: 1 day, 0:46:20, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.6288, top5_acc: 0.9319, loss_cls: 1.6085, loss: 1.6085 +2024-07-17 21:54:26,603 - pyskl - INFO - Epoch [3][1800/2506] lr: 2.498e-02, eta: 1 day, 0:45:08, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.6406, top5_acc: 0.9225, loss_cls: 1.5967, loss: 1.5967 +2024-07-17 21:54:49,873 - pyskl - INFO - Epoch [3][1900/2506] lr: 2.498e-02, eta: 1 day, 0:43:57, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.6575, top5_acc: 0.9363, loss_cls: 1.5454, loss: 1.5454 +2024-07-17 21:55:13,137 - pyskl - INFO - Epoch [3][2000/2506] lr: 2.498e-02, eta: 1 day, 0:42:47, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.6312, top5_acc: 0.9319, loss_cls: 1.5890, loss: 1.5890 +2024-07-17 21:55:36,444 - pyskl - INFO - Epoch [3][2100/2506] lr: 2.498e-02, eta: 1 day, 0:41:41, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.6650, top5_acc: 0.9350, loss_cls: 1.5285, loss: 1.5285 +2024-07-17 21:55:59,767 - pyskl - INFO - Epoch [3][2200/2506] lr: 2.498e-02, eta: 1 day, 0:40:37, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.6550, top5_acc: 0.9337, loss_cls: 1.5106, loss: 1.5106 +2024-07-17 21:56:23,098 - pyskl - INFO - Epoch [3][2300/2506] lr: 2.498e-02, eta: 1 day, 0:39:34, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.6631, top5_acc: 0.9325, loss_cls: 1.5356, loss: 1.5356 +2024-07-17 21:56:46,407 - pyskl - INFO - Epoch [3][2400/2506] lr: 2.498e-02, eta: 1 day, 0:38:31, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.6744, top5_acc: 0.9350, loss_cls: 1.4917, loss: 1.4917 +2024-07-17 21:57:09,596 - pyskl - INFO - Epoch [3][2500/2506] lr: 2.498e-02, eta: 1 day, 0:37:24, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.6669, top5_acc: 0.9431, loss_cls: 1.4618, loss: 1.4618 +2024-07-17 21:57:11,354 - pyskl - INFO - Saving checkpoint at 3 epochs +2024-07-17 21:58:31,202 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 21:58:31,272 - pyskl - INFO - +top1_acc 0.6114 +top5_acc 0.9125 +2024-07-17 21:58:31,276 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_2.pth was removed +2024-07-17 21:58:31,405 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2024-07-17 21:58:31,405 - pyskl - INFO - Best top1_acc is 0.6114 at 3 epoch. +2024-07-17 21:58:31,408 - pyskl - INFO - Epoch(val) [3][1031] top1_acc: 0.6114, top5_acc: 0.9125 +2024-07-17 21:59:12,360 - pyskl - INFO - Epoch [4][100/2506] lr: 2.497e-02, eta: 1 day, 0:49:25, time: 0.409, data_time: 0.175, memory: 6429, top1_acc: 0.6694, top5_acc: 0.9494, loss_cls: 1.4788, loss: 1.4788 +2024-07-17 21:59:35,721 - pyskl - INFO - Epoch [4][200/2506] lr: 2.497e-02, eta: 1 day, 0:48:17, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.6625, top5_acc: 0.9387, loss_cls: 1.4752, loss: 1.4752 +2024-07-17 21:59:59,023 - pyskl - INFO - Epoch [4][300/2506] lr: 2.497e-02, eta: 1 day, 0:47:08, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.6800, top5_acc: 0.9481, loss_cls: 1.4296, loss: 1.4296 +2024-07-17 22:00:22,318 - pyskl - INFO - Epoch [4][400/2506] lr: 2.497e-02, eta: 1 day, 0:46:00, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.6575, top5_acc: 0.9425, loss_cls: 1.4583, loss: 1.4583 +2024-07-17 22:00:45,679 - pyskl - INFO - Epoch [4][500/2506] lr: 2.497e-02, eta: 1 day, 0:44:56, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.6737, top5_acc: 0.9363, loss_cls: 1.4662, loss: 1.4662 +2024-07-17 22:01:09,084 - pyskl - INFO - Epoch [4][600/2506] lr: 2.497e-02, eta: 1 day, 0:43:55, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.6900, top5_acc: 0.9350, loss_cls: 1.4416, loss: 1.4416 +2024-07-17 22:01:32,506 - pyskl - INFO - Epoch [4][700/2506] lr: 2.497e-02, eta: 1 day, 0:42:55, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.6900, top5_acc: 0.9344, loss_cls: 1.4525, loss: 1.4525 +2024-07-17 22:01:56,003 - pyskl - INFO - Epoch [4][800/2506] lr: 2.497e-02, eta: 1 day, 0:42:00, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.6619, top5_acc: 0.9313, loss_cls: 1.4766, loss: 1.4766 +2024-07-17 22:02:19,634 - pyskl - INFO - Epoch [4][900/2506] lr: 2.497e-02, eta: 1 day, 0:41:11, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.6644, top5_acc: 0.9350, loss_cls: 1.4935, loss: 1.4935 +2024-07-17 22:02:43,151 - pyskl - INFO - Epoch [4][1000/2506] lr: 2.497e-02, eta: 1 day, 0:40:18, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.6556, top5_acc: 0.9369, loss_cls: 1.4970, loss: 1.4970 +2024-07-17 22:03:06,524 - pyskl - INFO - Epoch [4][1100/2506] lr: 2.497e-02, eta: 1 day, 0:39:20, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.6725, top5_acc: 0.9425, loss_cls: 1.4289, loss: 1.4289 +2024-07-17 22:03:29,924 - pyskl - INFO - Epoch [4][1200/2506] lr: 2.497e-02, eta: 1 day, 0:38:24, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.6787, top5_acc: 0.9337, loss_cls: 1.4452, loss: 1.4452 +2024-07-17 22:03:53,479 - pyskl - INFO - Epoch [4][1300/2506] lr: 2.497e-02, eta: 1 day, 0:37:34, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.6713, top5_acc: 0.9487, loss_cls: 1.4634, loss: 1.4634 +2024-07-17 22:04:17,026 - pyskl - INFO - Epoch [4][1400/2506] lr: 2.497e-02, eta: 1 day, 0:36:45, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.6556, top5_acc: 0.9456, loss_cls: 1.5180, loss: 1.5180 +2024-07-17 22:04:40,375 - pyskl - INFO - Epoch [4][1500/2506] lr: 2.496e-02, eta: 1 day, 0:35:49, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.6906, top5_acc: 0.9469, loss_cls: 1.4266, loss: 1.4266 +2024-07-17 22:05:03,791 - pyskl - INFO - Epoch [4][1600/2506] lr: 2.496e-02, eta: 1 day, 0:34:56, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.6744, top5_acc: 0.9419, loss_cls: 1.4421, loss: 1.4421 +2024-07-17 22:05:27,159 - pyskl - INFO - Epoch [4][1700/2506] lr: 2.496e-02, eta: 1 day, 0:34:01, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.6963, top5_acc: 0.9419, loss_cls: 1.3829, loss: 1.3829 +2024-07-17 22:05:50,661 - pyskl - INFO - Epoch [4][1800/2506] lr: 2.496e-02, eta: 1 day, 0:33:13, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.6675, top5_acc: 0.9400, loss_cls: 1.4442, loss: 1.4442 +2024-07-17 22:06:14,110 - pyskl - INFO - Epoch [4][1900/2506] lr: 2.496e-02, eta: 1 day, 0:32:23, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7031, top5_acc: 0.9550, loss_cls: 1.3261, loss: 1.3261 +2024-07-17 22:06:37,524 - pyskl - INFO - Epoch [4][2000/2506] lr: 2.496e-02, eta: 1 day, 0:31:32, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.6856, top5_acc: 0.9431, loss_cls: 1.4038, loss: 1.4038 +2024-07-17 22:07:00,974 - pyskl - INFO - Epoch [4][2100/2506] lr: 2.496e-02, eta: 1 day, 0:30:43, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7075, top5_acc: 0.9581, loss_cls: 1.2851, loss: 1.2851 +2024-07-17 22:07:24,335 - pyskl - INFO - Epoch [4][2200/2506] lr: 2.496e-02, eta: 1 day, 0:29:52, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7069, top5_acc: 0.9519, loss_cls: 1.3346, loss: 1.3346 +2024-07-17 22:07:47,666 - pyskl - INFO - Epoch [4][2300/2506] lr: 2.496e-02, eta: 1 day, 0:28:59, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.6787, top5_acc: 0.9431, loss_cls: 1.4230, loss: 1.4230 +2024-07-17 22:08:11,059 - pyskl - INFO - Epoch [4][2400/2506] lr: 2.496e-02, eta: 1 day, 0:28:10, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7206, top5_acc: 0.9531, loss_cls: 1.3000, loss: 1.3000 +2024-07-17 22:08:34,762 - pyskl - INFO - Epoch [4][2500/2506] lr: 2.496e-02, eta: 1 day, 0:27:33, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.7031, top5_acc: 0.9469, loss_cls: 1.3678, loss: 1.3678 +2024-07-17 22:08:36,609 - pyskl - INFO - Saving checkpoint at 4 epochs +2024-07-17 22:09:56,781 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 22:09:56,849 - pyskl - INFO - +top1_acc 0.6916 +top5_acc 0.9415 +2024-07-17 22:09:56,853 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_3.pth was removed +2024-07-17 22:09:56,979 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2024-07-17 22:09:56,979 - pyskl - INFO - Best top1_acc is 0.6916 at 4 epoch. +2024-07-17 22:09:56,981 - pyskl - INFO - Epoch(val) [4][1031] top1_acc: 0.6916, top5_acc: 0.9415 +2024-07-17 22:10:38,224 - pyskl - INFO - Epoch [5][100/2506] lr: 2.496e-02, eta: 1 day, 0:36:35, time: 0.412, data_time: 0.178, memory: 6429, top1_acc: 0.6950, top5_acc: 0.9475, loss_cls: 1.3349, loss: 1.3349 +2024-07-17 22:11:01,684 - pyskl - INFO - Epoch [5][200/2506] lr: 2.495e-02, eta: 1 day, 0:35:44, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.6963, top5_acc: 0.9419, loss_cls: 1.3517, loss: 1.3517 +2024-07-17 22:11:25,163 - pyskl - INFO - Epoch [5][300/2506] lr: 2.495e-02, eta: 1 day, 0:34:54, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7006, top5_acc: 0.9594, loss_cls: 1.3152, loss: 1.3152 +2024-07-17 22:11:48,599 - pyskl - INFO - Epoch [5][400/2506] lr: 2.495e-02, eta: 1 day, 0:34:02, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7262, top5_acc: 0.9487, loss_cls: 1.2888, loss: 1.2888 +2024-07-17 22:12:12,081 - pyskl - INFO - Epoch [5][500/2506] lr: 2.495e-02, eta: 1 day, 0:33:13, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.6969, top5_acc: 0.9575, loss_cls: 1.3267, loss: 1.3267 +2024-07-17 22:12:35,631 - pyskl - INFO - Epoch [5][600/2506] lr: 2.495e-02, eta: 1 day, 0:32:27, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.6906, top5_acc: 0.9450, loss_cls: 1.3551, loss: 1.3551 +2024-07-17 22:12:59,221 - pyskl - INFO - Epoch [5][700/2506] lr: 2.495e-02, eta: 1 day, 0:31:42, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.6931, top5_acc: 0.9437, loss_cls: 1.3653, loss: 1.3653 +2024-07-17 22:13:22,752 - pyskl - INFO - Epoch [5][800/2506] lr: 2.495e-02, eta: 1 day, 0:30:56, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.6937, top5_acc: 0.9419, loss_cls: 1.3553, loss: 1.3553 +2024-07-17 22:13:46,206 - pyskl - INFO - Epoch [5][900/2506] lr: 2.495e-02, eta: 1 day, 0:30:08, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7188, top5_acc: 0.9575, loss_cls: 1.2749, loss: 1.2749 +2024-07-17 22:14:09,711 - pyskl - INFO - Epoch [5][1000/2506] lr: 2.495e-02, eta: 1 day, 0:29:22, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7044, top5_acc: 0.9456, loss_cls: 1.3321, loss: 1.3321 +2024-07-17 22:14:33,178 - pyskl - INFO - Epoch [5][1100/2506] lr: 2.495e-02, eta: 1 day, 0:28:35, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7331, top5_acc: 0.9494, loss_cls: 1.2446, loss: 1.2446 +2024-07-17 22:14:56,598 - pyskl - INFO - Epoch [5][1200/2506] lr: 2.495e-02, eta: 1 day, 0:27:47, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7013, top5_acc: 0.9544, loss_cls: 1.3149, loss: 1.3149 +2024-07-17 22:15:20,053 - pyskl - INFO - Epoch [5][1300/2506] lr: 2.494e-02, eta: 1 day, 0:27:00, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7069, top5_acc: 0.9419, loss_cls: 1.3474, loss: 1.3474 +2024-07-17 22:15:43,486 - pyskl - INFO - Epoch [5][1400/2506] lr: 2.494e-02, eta: 1 day, 0:26:14, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7306, top5_acc: 0.9625, loss_cls: 1.2492, loss: 1.2492 +2024-07-17 22:16:06,896 - pyskl - INFO - Epoch [5][1500/2506] lr: 2.494e-02, eta: 1 day, 0:25:26, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7144, top5_acc: 0.9500, loss_cls: 1.3245, loss: 1.3245 +2024-07-17 22:16:30,287 - pyskl - INFO - Epoch [5][1600/2506] lr: 2.494e-02, eta: 1 day, 0:24:39, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7206, top5_acc: 0.9537, loss_cls: 1.2756, loss: 1.2756 +2024-07-17 22:16:53,679 - pyskl - INFO - Epoch [5][1700/2506] lr: 2.494e-02, eta: 1 day, 0:23:52, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7175, top5_acc: 0.9631, loss_cls: 1.2617, loss: 1.2617 +2024-07-17 22:17:17,105 - pyskl - INFO - Epoch [5][1800/2506] lr: 2.494e-02, eta: 1 day, 0:23:07, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7206, top5_acc: 0.9456, loss_cls: 1.2986, loss: 1.2986 +2024-07-17 22:17:40,493 - pyskl - INFO - Epoch [5][1900/2506] lr: 2.494e-02, eta: 1 day, 0:22:21, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7169, top5_acc: 0.9456, loss_cls: 1.2922, loss: 1.2922 +2024-07-17 22:18:03,887 - pyskl - INFO - Epoch [5][2000/2506] lr: 2.494e-02, eta: 1 day, 0:21:35, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7388, top5_acc: 0.9606, loss_cls: 1.2173, loss: 1.2173 +2024-07-17 22:18:27,279 - pyskl - INFO - Epoch [5][2100/2506] lr: 2.494e-02, eta: 1 day, 0:20:50, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7238, top5_acc: 0.9425, loss_cls: 1.2937, loss: 1.2937 +2024-07-17 22:18:50,702 - pyskl - INFO - Epoch [5][2200/2506] lr: 2.493e-02, eta: 1 day, 0:20:05, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7194, top5_acc: 0.9613, loss_cls: 1.2604, loss: 1.2604 +2024-07-17 22:19:14,129 - pyskl - INFO - Epoch [5][2300/2506] lr: 2.493e-02, eta: 1 day, 0:19:22, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7462, top5_acc: 0.9569, loss_cls: 1.1992, loss: 1.1992 +2024-07-17 22:19:37,578 - pyskl - INFO - Epoch [5][2400/2506] lr: 2.493e-02, eta: 1 day, 0:18:39, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7281, top5_acc: 0.9500, loss_cls: 1.2642, loss: 1.2642 +2024-07-17 22:20:01,296 - pyskl - INFO - Epoch [5][2500/2506] lr: 2.493e-02, eta: 1 day, 0:18:05, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.7350, top5_acc: 0.9506, loss_cls: 1.2254, loss: 1.2254 +2024-07-17 22:20:03,108 - pyskl - INFO - Saving checkpoint at 5 epochs +2024-07-17 22:21:23,471 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 22:21:23,539 - pyskl - INFO - +top1_acc 0.7129 +top5_acc 0.9405 +2024-07-17 22:21:23,543 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_4.pth was removed +2024-07-17 22:21:23,673 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2024-07-17 22:21:23,674 - pyskl - INFO - Best top1_acc is 0.7129 at 5 epoch. +2024-07-17 22:21:23,676 - pyskl - INFO - Epoch(val) [5][1031] top1_acc: 0.7129, top5_acc: 0.9405 +2024-07-17 22:22:05,063 - pyskl - INFO - Epoch [6][100/2506] lr: 2.493e-02, eta: 1 day, 0:25:15, time: 0.414, data_time: 0.178, memory: 6429, top1_acc: 0.7212, top5_acc: 0.9663, loss_cls: 1.2322, loss: 1.2322 +2024-07-17 22:22:28,524 - pyskl - INFO - Epoch [6][200/2506] lr: 2.493e-02, eta: 1 day, 0:24:30, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7275, top5_acc: 0.9537, loss_cls: 1.2556, loss: 1.2556 +2024-07-17 22:22:51,898 - pyskl - INFO - Epoch [6][300/2506] lr: 2.493e-02, eta: 1 day, 0:23:43, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7244, top5_acc: 0.9525, loss_cls: 1.2544, loss: 1.2544 +2024-07-17 22:23:15,293 - pyskl - INFO - Epoch [6][400/2506] lr: 2.493e-02, eta: 1 day, 0:22:56, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7381, top5_acc: 0.9531, loss_cls: 1.2335, loss: 1.2335 +2024-07-17 22:23:38,925 - pyskl - INFO - Epoch [6][500/2506] lr: 2.493e-02, eta: 1 day, 0:22:16, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.7388, top5_acc: 0.9525, loss_cls: 1.2186, loss: 1.2186 +2024-07-17 22:24:02,405 - pyskl - INFO - Epoch [6][600/2506] lr: 2.492e-02, eta: 1 day, 0:21:33, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7331, top5_acc: 0.9569, loss_cls: 1.1968, loss: 1.1968 +2024-07-17 22:24:25,778 - pyskl - INFO - Epoch [6][700/2506] lr: 2.492e-02, eta: 1 day, 0:20:47, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7369, top5_acc: 0.9600, loss_cls: 1.1828, loss: 1.1828 +2024-07-17 22:24:49,198 - pyskl - INFO - Epoch [6][800/2506] lr: 2.492e-02, eta: 1 day, 0:20:02, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7319, top5_acc: 0.9594, loss_cls: 1.1981, loss: 1.1981 +2024-07-17 22:25:12,511 - pyskl - INFO - Epoch [6][900/2506] lr: 2.492e-02, eta: 1 day, 0:19:15, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7262, top5_acc: 0.9550, loss_cls: 1.2031, loss: 1.2031 +2024-07-17 22:25:35,905 - pyskl - INFO - Epoch [6][1000/2506] lr: 2.492e-02, eta: 1 day, 0:18:31, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7262, top5_acc: 0.9544, loss_cls: 1.2321, loss: 1.2321 +2024-07-17 22:25:59,215 - pyskl - INFO - Epoch [6][1100/2506] lr: 2.492e-02, eta: 1 day, 0:17:44, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7300, top5_acc: 0.9619, loss_cls: 1.2140, loss: 1.2140 +2024-07-17 22:26:22,475 - pyskl - INFO - Epoch [6][1200/2506] lr: 2.492e-02, eta: 1 day, 0:16:57, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7500, top5_acc: 0.9513, loss_cls: 1.2131, loss: 1.2131 +2024-07-17 22:26:45,695 - pyskl - INFO - Epoch [6][1300/2506] lr: 2.492e-02, eta: 1 day, 0:16:09, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7456, top5_acc: 0.9594, loss_cls: 1.1941, loss: 1.1941 +2024-07-17 22:27:08,990 - pyskl - INFO - Epoch [6][1400/2506] lr: 2.492e-02, eta: 1 day, 0:15:23, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7188, top5_acc: 0.9537, loss_cls: 1.2553, loss: 1.2553 +2024-07-17 22:27:32,294 - pyskl - INFO - Epoch [6][1500/2506] lr: 2.491e-02, eta: 1 day, 0:14:37, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7344, top5_acc: 0.9494, loss_cls: 1.2555, loss: 1.2555 +2024-07-17 22:27:55,596 - pyskl - INFO - Epoch [6][1600/2506] lr: 2.491e-02, eta: 1 day, 0:13:52, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7450, top5_acc: 0.9619, loss_cls: 1.1563, loss: 1.1563 +2024-07-17 22:28:18,896 - pyskl - INFO - Epoch [6][1700/2506] lr: 2.491e-02, eta: 1 day, 0:13:08, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7206, top5_acc: 0.9525, loss_cls: 1.2839, loss: 1.2839 +2024-07-17 22:28:42,198 - pyskl - INFO - Epoch [6][1800/2506] lr: 2.491e-02, eta: 1 day, 0:12:23, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7294, top5_acc: 0.9631, loss_cls: 1.1830, loss: 1.1830 +2024-07-17 22:29:05,634 - pyskl - INFO - Epoch [6][1900/2506] lr: 2.491e-02, eta: 1 day, 0:11:42, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7294, top5_acc: 0.9619, loss_cls: 1.1823, loss: 1.1823 +2024-07-17 22:29:29,115 - pyskl - INFO - Epoch [6][2000/2506] lr: 2.491e-02, eta: 1 day, 0:11:03, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7512, top5_acc: 0.9563, loss_cls: 1.1546, loss: 1.1546 +2024-07-17 22:29:52,436 - pyskl - INFO - Epoch [6][2100/2506] lr: 2.491e-02, eta: 1 day, 0:10:20, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7625, top5_acc: 0.9669, loss_cls: 1.1006, loss: 1.1006 +2024-07-17 22:30:15,850 - pyskl - INFO - Epoch [6][2200/2506] lr: 2.491e-02, eta: 1 day, 0:09:39, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7400, top5_acc: 0.9625, loss_cls: 1.1571, loss: 1.1571 +2024-07-17 22:30:39,201 - pyskl - INFO - Epoch [6][2300/2506] lr: 2.490e-02, eta: 1 day, 0:08:57, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7506, top5_acc: 0.9581, loss_cls: 1.1579, loss: 1.1579 +2024-07-17 22:31:02,492 - pyskl - INFO - Epoch [6][2400/2506] lr: 2.490e-02, eta: 1 day, 0:08:14, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7444, top5_acc: 0.9519, loss_cls: 1.2053, loss: 1.2053 +2024-07-17 22:31:25,936 - pyskl - INFO - Epoch [6][2500/2506] lr: 2.490e-02, eta: 1 day, 0:07:35, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7294, top5_acc: 0.9569, loss_cls: 1.1875, loss: 1.1875 +2024-07-17 22:31:27,756 - pyskl - INFO - Saving checkpoint at 6 epochs +2024-07-17 22:32:47,405 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 22:32:47,473 - pyskl - INFO - +top1_acc 0.7219 +top5_acc 0.9532 +2024-07-17 22:32:47,477 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_5.pth was removed +2024-07-17 22:32:47,603 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2024-07-17 22:32:47,604 - pyskl - INFO - Best top1_acc is 0.7219 at 6 epoch. +2024-07-17 22:32:47,605 - pyskl - INFO - Epoch(val) [6][1031] top1_acc: 0.7219, top5_acc: 0.9532 +2024-07-17 22:33:28,385 - pyskl - INFO - Epoch [7][100/2506] lr: 2.490e-02, eta: 1 day, 0:13:13, time: 0.408, data_time: 0.176, memory: 6429, top1_acc: 0.7481, top5_acc: 0.9656, loss_cls: 1.0946, loss: 1.0946 +2024-07-17 22:33:51,943 - pyskl - INFO - Epoch [7][200/2506] lr: 2.490e-02, eta: 1 day, 0:12:35, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.7600, top5_acc: 0.9712, loss_cls: 1.0801, loss: 1.0801 +2024-07-17 22:34:15,488 - pyskl - INFO - Epoch [7][300/2506] lr: 2.490e-02, eta: 1 day, 0:11:56, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7388, top5_acc: 0.9644, loss_cls: 1.1673, loss: 1.1673 +2024-07-17 22:34:39,019 - pyskl - INFO - Epoch [7][400/2506] lr: 2.490e-02, eta: 1 day, 0:11:17, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7519, top5_acc: 0.9613, loss_cls: 1.1496, loss: 1.1496 +2024-07-17 22:35:02,456 - pyskl - INFO - Epoch [7][500/2506] lr: 2.489e-02, eta: 1 day, 0:10:36, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7625, top5_acc: 0.9625, loss_cls: 1.0771, loss: 1.0771 +2024-07-17 22:35:25,941 - pyskl - INFO - Epoch [7][600/2506] lr: 2.489e-02, eta: 1 day, 0:09:57, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7681, top5_acc: 0.9550, loss_cls: 1.1385, loss: 1.1385 +2024-07-17 22:35:49,476 - pyskl - INFO - Epoch [7][700/2506] lr: 2.489e-02, eta: 1 day, 0:09:18, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7462, top5_acc: 0.9544, loss_cls: 1.2039, loss: 1.2039 +2024-07-17 22:36:12,946 - pyskl - INFO - Epoch [7][800/2506] lr: 2.489e-02, eta: 1 day, 0:08:39, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7694, top5_acc: 0.9637, loss_cls: 1.0983, loss: 1.0983 +2024-07-17 22:36:36,343 - pyskl - INFO - Epoch [7][900/2506] lr: 2.489e-02, eta: 1 day, 0:07:58, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7494, top5_acc: 0.9519, loss_cls: 1.1965, loss: 1.1965 +2024-07-17 22:36:59,740 - pyskl - INFO - Epoch [7][1000/2506] lr: 2.489e-02, eta: 1 day, 0:07:17, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7419, top5_acc: 0.9594, loss_cls: 1.1600, loss: 1.1600 +2024-07-17 22:37:23,092 - pyskl - INFO - Epoch [7][1100/2506] lr: 2.489e-02, eta: 1 day, 0:06:36, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7444, top5_acc: 0.9631, loss_cls: 1.1237, loss: 1.1237 +2024-07-17 22:37:46,448 - pyskl - INFO - Epoch [7][1200/2506] lr: 2.489e-02, eta: 1 day, 0:05:55, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7388, top5_acc: 0.9619, loss_cls: 1.1571, loss: 1.1571 +2024-07-17 22:38:09,795 - pyskl - INFO - Epoch [7][1300/2506] lr: 2.488e-02, eta: 1 day, 0:05:13, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7381, top5_acc: 0.9619, loss_cls: 1.1575, loss: 1.1575 +2024-07-17 22:38:33,154 - pyskl - INFO - Epoch [7][1400/2506] lr: 2.488e-02, eta: 1 day, 0:04:33, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9625, loss_cls: 1.0936, loss: 1.0936 +2024-07-17 22:38:56,495 - pyskl - INFO - Epoch [7][1500/2506] lr: 2.488e-02, eta: 1 day, 0:03:52, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7638, top5_acc: 0.9631, loss_cls: 1.1072, loss: 1.1072 +2024-07-17 22:39:19,852 - pyskl - INFO - Epoch [7][1600/2506] lr: 2.488e-02, eta: 1 day, 0:03:12, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7419, top5_acc: 0.9606, loss_cls: 1.1829, loss: 1.1829 +2024-07-17 22:39:43,195 - pyskl - INFO - Epoch [7][1700/2506] lr: 2.488e-02, eta: 1 day, 0:02:31, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7650, top5_acc: 0.9625, loss_cls: 1.0878, loss: 1.0878 +2024-07-17 22:40:06,544 - pyskl - INFO - Epoch [7][1800/2506] lr: 2.488e-02, eta: 1 day, 0:01:51, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7638, top5_acc: 0.9675, loss_cls: 1.1143, loss: 1.1143 +2024-07-17 22:40:29,907 - pyskl - INFO - Epoch [7][1900/2506] lr: 2.488e-02, eta: 1 day, 0:01:11, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7188, top5_acc: 0.9525, loss_cls: 1.2650, loss: 1.2650 +2024-07-17 22:40:53,358 - pyskl - INFO - Epoch [7][2000/2506] lr: 2.487e-02, eta: 1 day, 0:00:34, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7250, top5_acc: 0.9563, loss_cls: 1.1882, loss: 1.1882 +2024-07-17 22:41:16,705 - pyskl - INFO - Epoch [7][2100/2506] lr: 2.487e-02, eta: 23:59:54, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7669, top5_acc: 0.9625, loss_cls: 1.1092, loss: 1.1092 +2024-07-17 22:41:40,062 - pyskl - INFO - Epoch [7][2200/2506] lr: 2.487e-02, eta: 23:59:15, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7512, top5_acc: 0.9563, loss_cls: 1.1420, loss: 1.1420 +2024-07-17 22:42:03,457 - pyskl - INFO - Epoch [7][2300/2506] lr: 2.487e-02, eta: 23:58:37, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7562, top5_acc: 0.9531, loss_cls: 1.1574, loss: 1.1574 +2024-07-17 22:42:26,865 - pyskl - INFO - Epoch [7][2400/2506] lr: 2.487e-02, eta: 23:57:59, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7488, top5_acc: 0.9613, loss_cls: 1.1419, loss: 1.1419 +2024-07-17 22:42:50,135 - pyskl - INFO - Epoch [7][2500/2506] lr: 2.487e-02, eta: 23:57:19, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7550, top5_acc: 0.9606, loss_cls: 1.1105, loss: 1.1105 +2024-07-17 22:42:51,921 - pyskl - INFO - Saving checkpoint at 7 epochs +2024-07-17 22:44:11,719 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 22:44:11,786 - pyskl - INFO - +top1_acc 0.7338 +top5_acc 0.9537 +2024-07-17 22:44:11,790 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_6.pth was removed +2024-07-17 22:44:11,916 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2024-07-17 22:44:11,917 - pyskl - INFO - Best top1_acc is 0.7338 at 7 epoch. +2024-07-17 22:44:11,919 - pyskl - INFO - Epoch(val) [7][1031] top1_acc: 0.7338, top5_acc: 0.9537 +2024-07-17 22:44:52,770 - pyskl - INFO - Epoch [8][100/2506] lr: 2.486e-02, eta: 1 day, 0:02:05, time: 0.408, data_time: 0.176, memory: 6429, top1_acc: 0.7488, top5_acc: 0.9475, loss_cls: 1.1623, loss: 1.1623 +2024-07-17 22:45:16,171 - pyskl - INFO - Epoch [8][200/2506] lr: 2.486e-02, eta: 1 day, 0:01:25, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7762, top5_acc: 0.9613, loss_cls: 1.0779, loss: 1.0779 +2024-07-17 22:45:39,710 - pyskl - INFO - Epoch [8][300/2506] lr: 2.486e-02, eta: 1 day, 0:00:49, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7319, top5_acc: 0.9537, loss_cls: 1.1526, loss: 1.1526 +2024-07-17 22:46:03,162 - pyskl - INFO - Epoch [8][400/2506] lr: 2.486e-02, eta: 1 day, 0:00:11, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7531, top5_acc: 0.9619, loss_cls: 1.1444, loss: 1.1444 +2024-07-17 22:46:26,666 - pyskl - INFO - Epoch [8][500/2506] lr: 2.486e-02, eta: 23:59:34, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7581, top5_acc: 0.9587, loss_cls: 1.1338, loss: 1.1338 +2024-07-17 22:46:50,289 - pyskl - INFO - Epoch [8][600/2506] lr: 2.486e-02, eta: 23:59:00, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.7600, top5_acc: 0.9663, loss_cls: 1.1171, loss: 1.1171 +2024-07-17 22:47:13,722 - pyskl - INFO - Epoch [8][700/2506] lr: 2.486e-02, eta: 23:58:22, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7531, top5_acc: 0.9587, loss_cls: 1.1398, loss: 1.1398 +2024-07-17 22:47:37,194 - pyskl - INFO - Epoch [8][800/2506] lr: 2.485e-02, eta: 23:57:45, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7744, top5_acc: 0.9681, loss_cls: 1.0357, loss: 1.0357 +2024-07-17 22:48:00,609 - pyskl - INFO - Epoch [8][900/2506] lr: 2.485e-02, eta: 23:57:07, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7594, top5_acc: 0.9731, loss_cls: 1.0968, loss: 1.0968 +2024-07-17 22:48:24,155 - pyskl - INFO - Epoch [8][1000/2506] lr: 2.485e-02, eta: 23:56:32, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7456, top5_acc: 0.9581, loss_cls: 1.1287, loss: 1.1287 +2024-07-17 22:48:48,041 - pyskl - INFO - Epoch [8][1100/2506] lr: 2.485e-02, eta: 23:56:04, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.7562, top5_acc: 0.9587, loss_cls: 1.1240, loss: 1.1240 +2024-07-17 22:49:11,807 - pyskl - INFO - Epoch [8][1200/2506] lr: 2.485e-02, eta: 23:55:33, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.7569, top5_acc: 0.9637, loss_cls: 1.1086, loss: 1.1086 +2024-07-17 22:49:35,270 - pyskl - INFO - Epoch [8][1300/2506] lr: 2.485e-02, eta: 23:54:56, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7612, top5_acc: 0.9606, loss_cls: 1.1317, loss: 1.1317 +2024-07-17 22:49:58,755 - pyskl - INFO - Epoch [8][1400/2506] lr: 2.484e-02, eta: 23:54:20, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7475, top5_acc: 0.9644, loss_cls: 1.1151, loss: 1.1151 +2024-07-17 22:50:22,235 - pyskl - INFO - Epoch [8][1500/2506] lr: 2.484e-02, eta: 23:53:44, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7550, top5_acc: 0.9600, loss_cls: 1.1406, loss: 1.1406 +2024-07-17 22:50:45,728 - pyskl - INFO - Epoch [8][1600/2506] lr: 2.484e-02, eta: 23:53:09, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7769, top5_acc: 0.9613, loss_cls: 1.0758, loss: 1.0758 +2024-07-17 22:51:09,315 - pyskl - INFO - Epoch [8][1700/2506] lr: 2.484e-02, eta: 23:52:35, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.7619, top5_acc: 0.9606, loss_cls: 1.0881, loss: 1.0881 +2024-07-17 22:51:32,850 - pyskl - INFO - Epoch [8][1800/2506] lr: 2.484e-02, eta: 23:52:01, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7719, top5_acc: 0.9631, loss_cls: 1.0922, loss: 1.0922 +2024-07-17 22:51:56,316 - pyskl - INFO - Epoch [8][1900/2506] lr: 2.484e-02, eta: 23:51:25, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7550, top5_acc: 0.9563, loss_cls: 1.1237, loss: 1.1237 +2024-07-17 22:52:19,757 - pyskl - INFO - Epoch [8][2000/2506] lr: 2.483e-02, eta: 23:50:49, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7669, top5_acc: 0.9525, loss_cls: 1.1174, loss: 1.1174 +2024-07-17 22:52:43,239 - pyskl - INFO - Epoch [8][2100/2506] lr: 2.483e-02, eta: 23:50:14, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9656, loss_cls: 1.0845, loss: 1.0845 +2024-07-17 22:53:06,674 - pyskl - INFO - Epoch [8][2200/2506] lr: 2.483e-02, eta: 23:49:38, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7644, top5_acc: 0.9669, loss_cls: 1.0691, loss: 1.0691 +2024-07-17 22:53:30,215 - pyskl - INFO - Epoch [8][2300/2506] lr: 2.483e-02, eta: 23:49:04, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7644, top5_acc: 0.9688, loss_cls: 1.1036, loss: 1.1036 +2024-07-17 22:53:53,763 - pyskl - INFO - Epoch [8][2400/2506] lr: 2.483e-02, eta: 23:48:30, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7781, top5_acc: 0.9631, loss_cls: 1.0517, loss: 1.0517 +2024-07-17 22:54:17,419 - pyskl - INFO - Epoch [8][2500/2506] lr: 2.483e-02, eta: 23:47:59, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9613, loss_cls: 1.0450, loss: 1.0450 +2024-07-17 22:54:19,301 - pyskl - INFO - Saving checkpoint at 8 epochs +2024-07-17 22:55:39,187 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 22:55:39,256 - pyskl - INFO - +top1_acc 0.7397 +top5_acc 0.9544 +2024-07-17 22:55:39,260 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_7.pth was removed +2024-07-17 22:55:39,391 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2024-07-17 22:55:39,391 - pyskl - INFO - Best top1_acc is 0.7397 at 8 epoch. +2024-07-17 22:55:39,393 - pyskl - INFO - Epoch(val) [8][1031] top1_acc: 0.7397, top5_acc: 0.9544 +2024-07-17 22:56:20,166 - pyskl - INFO - Epoch [9][100/2506] lr: 2.482e-02, eta: 23:52:03, time: 0.408, data_time: 0.174, memory: 6429, top1_acc: 0.7556, top5_acc: 0.9650, loss_cls: 1.0923, loss: 1.0923 +2024-07-17 22:56:43,631 - pyskl - INFO - Epoch [9][200/2506] lr: 2.482e-02, eta: 23:51:26, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7556, top5_acc: 0.9594, loss_cls: 1.1349, loss: 1.1349 +2024-07-17 22:57:07,487 - pyskl - INFO - Epoch [9][300/2506] lr: 2.482e-02, eta: 23:50:57, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.7800, top5_acc: 0.9637, loss_cls: 1.0678, loss: 1.0678 +2024-07-17 22:57:31,157 - pyskl - INFO - Epoch [9][400/2506] lr: 2.482e-02, eta: 23:50:25, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.7744, top5_acc: 0.9725, loss_cls: 1.0014, loss: 1.0014 +2024-07-17 22:57:54,553 - pyskl - INFO - Epoch [9][500/2506] lr: 2.482e-02, eta: 23:49:47, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7656, top5_acc: 0.9625, loss_cls: 1.1005, loss: 1.1005 +2024-07-17 22:58:18,023 - pyskl - INFO - Epoch [9][600/2506] lr: 2.481e-02, eta: 23:49:12, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7688, top5_acc: 0.9587, loss_cls: 1.0831, loss: 1.0831 +2024-07-17 22:58:41,434 - pyskl - INFO - Epoch [9][700/2506] lr: 2.481e-02, eta: 23:48:35, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7619, top5_acc: 0.9656, loss_cls: 1.0792, loss: 1.0792 +2024-07-17 22:59:04,895 - pyskl - INFO - Epoch [9][800/2506] lr: 2.481e-02, eta: 23:47:59, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7725, top5_acc: 0.9656, loss_cls: 1.0584, loss: 1.0584 +2024-07-17 22:59:28,299 - pyskl - INFO - Epoch [9][900/2506] lr: 2.481e-02, eta: 23:47:23, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7725, top5_acc: 0.9631, loss_cls: 1.0683, loss: 1.0683 +2024-07-17 22:59:51,755 - pyskl - INFO - Epoch [9][1000/2506] lr: 2.481e-02, eta: 23:46:48, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7631, top5_acc: 0.9637, loss_cls: 1.1271, loss: 1.1271 +2024-07-17 23:00:15,214 - pyskl - INFO - Epoch [9][1100/2506] lr: 2.481e-02, eta: 23:46:12, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7444, top5_acc: 0.9556, loss_cls: 1.1455, loss: 1.1455 +2024-07-17 23:00:38,681 - pyskl - INFO - Epoch [9][1200/2506] lr: 2.480e-02, eta: 23:45:37, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7781, top5_acc: 0.9694, loss_cls: 1.0613, loss: 1.0613 +2024-07-17 23:01:02,096 - pyskl - INFO - Epoch [9][1300/2506] lr: 2.480e-02, eta: 23:45:01, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7650, top5_acc: 0.9681, loss_cls: 1.1041, loss: 1.1041 +2024-07-17 23:01:25,578 - pyskl - INFO - Epoch [9][1400/2506] lr: 2.480e-02, eta: 23:44:27, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7481, top5_acc: 0.9625, loss_cls: 1.1093, loss: 1.1093 +2024-07-17 23:01:49,029 - pyskl - INFO - Epoch [9][1500/2506] lr: 2.480e-02, eta: 23:43:52, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7662, top5_acc: 0.9644, loss_cls: 1.0779, loss: 1.0779 +2024-07-17 23:02:12,477 - pyskl - INFO - Epoch [9][1600/2506] lr: 2.480e-02, eta: 23:43:17, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7656, top5_acc: 0.9613, loss_cls: 1.0654, loss: 1.0654 +2024-07-17 23:02:35,887 - pyskl - INFO - Epoch [9][1700/2506] lr: 2.479e-02, eta: 23:42:41, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9700, loss_cls: 1.0112, loss: 1.0112 +2024-07-17 23:02:59,332 - pyskl - INFO - Epoch [9][1800/2506] lr: 2.479e-02, eta: 23:42:07, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9569, loss_cls: 1.0344, loss: 1.0344 +2024-07-17 23:03:22,786 - pyskl - INFO - Epoch [9][1900/2506] lr: 2.479e-02, eta: 23:41:32, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7825, top5_acc: 0.9637, loss_cls: 1.0114, loss: 1.0114 +2024-07-17 23:03:46,216 - pyskl - INFO - Epoch [9][2000/2506] lr: 2.479e-02, eta: 23:40:57, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7606, top5_acc: 0.9625, loss_cls: 1.0939, loss: 1.0939 +2024-07-17 23:04:09,718 - pyskl - INFO - Epoch [9][2100/2506] lr: 2.479e-02, eta: 23:40:24, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7681, top5_acc: 0.9625, loss_cls: 1.0864, loss: 1.0864 +2024-07-17 23:04:33,232 - pyskl - INFO - Epoch [9][2200/2506] lr: 2.478e-02, eta: 23:39:50, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7756, top5_acc: 0.9637, loss_cls: 1.0504, loss: 1.0504 +2024-07-17 23:04:56,666 - pyskl - INFO - Epoch [9][2300/2506] lr: 2.478e-02, eta: 23:39:16, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 1.0174, loss: 1.0174 +2024-07-17 23:05:20,028 - pyskl - INFO - Epoch [9][2400/2506] lr: 2.478e-02, eta: 23:38:41, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7556, top5_acc: 0.9594, loss_cls: 1.1373, loss: 1.1373 +2024-07-17 23:05:43,543 - pyskl - INFO - Epoch [9][2500/2506] lr: 2.478e-02, eta: 23:38:08, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7638, top5_acc: 0.9663, loss_cls: 1.0642, loss: 1.0642 +2024-07-17 23:05:45,405 - pyskl - INFO - Saving checkpoint at 9 epochs +2024-07-17 23:07:05,322 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 23:07:05,391 - pyskl - INFO - +top1_acc 0.7292 +top5_acc 0.9591 +2024-07-17 23:07:05,393 - pyskl - INFO - Epoch(val) [9][1031] top1_acc: 0.7292, top5_acc: 0.9591 +2024-07-17 23:07:46,183 - pyskl - INFO - Epoch [10][100/2506] lr: 2.478e-02, eta: 23:41:40, time: 0.408, data_time: 0.175, memory: 6429, top1_acc: 0.7856, top5_acc: 0.9656, loss_cls: 1.0515, loss: 1.0515 +2024-07-17 23:08:09,495 - pyskl - INFO - Epoch [10][200/2506] lr: 2.477e-02, eta: 23:41:03, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7844, top5_acc: 0.9669, loss_cls: 1.0217, loss: 1.0217 +2024-07-17 23:08:32,857 - pyskl - INFO - Epoch [10][300/2506] lr: 2.477e-02, eta: 23:40:27, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7875, top5_acc: 0.9631, loss_cls: 1.0231, loss: 1.0231 +2024-07-17 23:08:56,199 - pyskl - INFO - Epoch [10][400/2506] lr: 2.477e-02, eta: 23:39:50, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9656, loss_cls: 1.0433, loss: 1.0433 +2024-07-17 23:09:19,574 - pyskl - INFO - Epoch [10][500/2506] lr: 2.477e-02, eta: 23:39:14, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7638, top5_acc: 0.9644, loss_cls: 1.0689, loss: 1.0689 +2024-07-17 23:09:43,091 - pyskl - INFO - Epoch [10][600/2506] lr: 2.477e-02, eta: 23:38:41, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7844, top5_acc: 0.9700, loss_cls: 0.9938, loss: 0.9938 +2024-07-17 23:10:06,528 - pyskl - INFO - Epoch [10][700/2506] lr: 2.476e-02, eta: 23:38:06, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7756, top5_acc: 0.9600, loss_cls: 1.0619, loss: 1.0619 +2024-07-17 23:10:29,952 - pyskl - INFO - Epoch [10][800/2506] lr: 2.476e-02, eta: 23:37:31, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7694, top5_acc: 0.9681, loss_cls: 1.0313, loss: 1.0313 +2024-07-17 23:10:53,418 - pyskl - INFO - Epoch [10][900/2506] lr: 2.476e-02, eta: 23:36:57, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7694, top5_acc: 0.9656, loss_cls: 1.0308, loss: 1.0308 +2024-07-17 23:11:16,859 - pyskl - INFO - Epoch [10][1000/2506] lr: 2.476e-02, eta: 23:36:23, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7894, top5_acc: 0.9663, loss_cls: 1.0239, loss: 1.0239 +2024-07-17 23:11:40,260 - pyskl - INFO - Epoch [10][1100/2506] lr: 2.476e-02, eta: 23:35:48, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9688, loss_cls: 1.0275, loss: 1.0275 +2024-07-17 23:12:03,613 - pyskl - INFO - Epoch [10][1200/2506] lr: 2.475e-02, eta: 23:35:13, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7669, top5_acc: 0.9706, loss_cls: 1.0680, loss: 1.0680 +2024-07-17 23:12:26,986 - pyskl - INFO - Epoch [10][1300/2506] lr: 2.475e-02, eta: 23:34:38, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9719, loss_cls: 0.9618, loss: 0.9618 +2024-07-17 23:12:50,374 - pyskl - INFO - Epoch [10][1400/2506] lr: 2.475e-02, eta: 23:34:03, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7606, top5_acc: 0.9556, loss_cls: 1.1109, loss: 1.1109 +2024-07-17 23:13:13,766 - pyskl - INFO - Epoch [10][1500/2506] lr: 2.475e-02, eta: 23:33:28, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7700, top5_acc: 0.9631, loss_cls: 1.0730, loss: 1.0730 +2024-07-17 23:13:37,133 - pyskl - INFO - Epoch [10][1600/2506] lr: 2.475e-02, eta: 23:32:54, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7519, top5_acc: 0.9581, loss_cls: 1.1511, loss: 1.1511 +2024-07-17 23:14:00,646 - pyskl - INFO - Epoch [10][1700/2506] lr: 2.474e-02, eta: 23:32:21, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7881, top5_acc: 0.9675, loss_cls: 1.0312, loss: 1.0312 +2024-07-17 23:14:24,042 - pyskl - INFO - Epoch [10][1800/2506] lr: 2.474e-02, eta: 23:31:47, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7662, top5_acc: 0.9637, loss_cls: 1.1063, loss: 1.1063 +2024-07-17 23:14:47,424 - pyskl - INFO - Epoch [10][1900/2506] lr: 2.474e-02, eta: 23:31:12, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7462, top5_acc: 0.9556, loss_cls: 1.1453, loss: 1.1453 +2024-07-17 23:15:10,788 - pyskl - INFO - Epoch [10][2000/2506] lr: 2.474e-02, eta: 23:30:38, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7844, top5_acc: 0.9681, loss_cls: 1.0337, loss: 1.0337 +2024-07-17 23:15:34,173 - pyskl - INFO - Epoch [10][2100/2506] lr: 2.474e-02, eta: 23:30:04, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7319, top5_acc: 0.9606, loss_cls: 1.1605, loss: 1.1605 +2024-07-17 23:15:57,802 - pyskl - INFO - Epoch [10][2200/2506] lr: 2.473e-02, eta: 23:29:33, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.7744, top5_acc: 0.9650, loss_cls: 1.0587, loss: 1.0587 +2024-07-17 23:16:21,197 - pyskl - INFO - Epoch [10][2300/2506] lr: 2.473e-02, eta: 23:28:59, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7806, top5_acc: 0.9600, loss_cls: 1.0810, loss: 1.0810 +2024-07-17 23:16:44,587 - pyskl - INFO - Epoch [10][2400/2506] lr: 2.473e-02, eta: 23:28:25, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7738, top5_acc: 0.9706, loss_cls: 1.0271, loss: 1.0271 +2024-07-17 23:17:08,139 - pyskl - INFO - Epoch [10][2500/2506] lr: 2.473e-02, eta: 23:27:54, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.7519, top5_acc: 0.9587, loss_cls: 1.1280, loss: 1.1280 +2024-07-17 23:17:10,002 - pyskl - INFO - Saving checkpoint at 10 epochs +2024-07-17 23:18:29,883 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 23:18:29,950 - pyskl - INFO - +top1_acc 0.7256 +top5_acc 0.9598 +2024-07-17 23:18:29,952 - pyskl - INFO - Epoch(val) [10][1031] top1_acc: 0.7256, top5_acc: 0.9598 +2024-07-17 23:19:10,809 - pyskl - INFO - Epoch [11][100/2506] lr: 2.472e-02, eta: 23:31:02, time: 0.409, data_time: 0.175, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9650, loss_cls: 1.0232, loss: 1.0232 +2024-07-17 23:19:34,212 - pyskl - INFO - Epoch [11][200/2506] lr: 2.472e-02, eta: 23:30:28, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7756, top5_acc: 0.9756, loss_cls: 0.9850, loss: 0.9850 +2024-07-17 23:19:57,697 - pyskl - INFO - Epoch [11][300/2506] lr: 2.472e-02, eta: 23:29:55, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7762, top5_acc: 0.9606, loss_cls: 1.0698, loss: 1.0698 +2024-07-17 23:20:21,131 - pyskl - INFO - Epoch [11][400/2506] lr: 2.472e-02, eta: 23:29:21, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7906, top5_acc: 0.9688, loss_cls: 1.0074, loss: 1.0074 +2024-07-17 23:20:44,564 - pyskl - INFO - Epoch [11][500/2506] lr: 2.472e-02, eta: 23:28:47, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7856, top5_acc: 0.9663, loss_cls: 1.0211, loss: 1.0211 +2024-07-17 23:21:08,077 - pyskl - INFO - Epoch [11][600/2506] lr: 2.471e-02, eta: 23:28:15, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7731, top5_acc: 0.9675, loss_cls: 1.0486, loss: 1.0486 +2024-07-17 23:21:31,657 - pyskl - INFO - Epoch [11][700/2506] lr: 2.471e-02, eta: 23:27:43, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.7600, top5_acc: 0.9587, loss_cls: 1.1005, loss: 1.1005 +2024-07-17 23:21:55,210 - pyskl - INFO - Epoch [11][800/2506] lr: 2.471e-02, eta: 23:27:11, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.7625, top5_acc: 0.9619, loss_cls: 1.0755, loss: 1.0755 +2024-07-17 23:22:18,763 - pyskl - INFO - Epoch [11][900/2506] lr: 2.471e-02, eta: 23:26:40, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.7681, top5_acc: 0.9650, loss_cls: 1.0912, loss: 1.0912 +2024-07-17 23:22:42,328 - pyskl - INFO - Epoch [11][1000/2506] lr: 2.470e-02, eta: 23:26:08, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.7738, top5_acc: 0.9650, loss_cls: 1.0551, loss: 1.0551 +2024-07-17 23:23:06,001 - pyskl - INFO - Epoch [11][1100/2506] lr: 2.470e-02, eta: 23:25:38, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.7756, top5_acc: 0.9669, loss_cls: 1.0722, loss: 1.0722 +2024-07-17 23:23:29,548 - pyskl - INFO - Epoch [11][1200/2506] lr: 2.470e-02, eta: 23:25:06, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7900, top5_acc: 0.9587, loss_cls: 1.0230, loss: 1.0230 +2024-07-17 23:23:53,070 - pyskl - INFO - Epoch [11][1300/2506] lr: 2.470e-02, eta: 23:24:34, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7625, top5_acc: 0.9631, loss_cls: 1.0550, loss: 1.0550 +2024-07-17 23:24:16,531 - pyskl - INFO - Epoch [11][1400/2506] lr: 2.470e-02, eta: 23:24:02, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7931, top5_acc: 0.9744, loss_cls: 0.9931, loss: 0.9931 +2024-07-17 23:24:40,036 - pyskl - INFO - Epoch [11][1500/2506] lr: 2.469e-02, eta: 23:23:30, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7769, top5_acc: 0.9675, loss_cls: 1.0083, loss: 1.0083 +2024-07-17 23:25:03,603 - pyskl - INFO - Epoch [11][1600/2506] lr: 2.469e-02, eta: 23:22:58, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.7688, top5_acc: 0.9625, loss_cls: 1.0767, loss: 1.0767 +2024-07-17 23:25:27,130 - pyskl - INFO - Epoch [11][1700/2506] lr: 2.469e-02, eta: 23:22:27, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7688, top5_acc: 0.9619, loss_cls: 1.0828, loss: 1.0828 +2024-07-17 23:25:50,682 - pyskl - INFO - Epoch [11][1800/2506] lr: 2.469e-02, eta: 23:21:56, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.7837, top5_acc: 0.9650, loss_cls: 1.0348, loss: 1.0348 +2024-07-17 23:26:14,147 - pyskl - INFO - Epoch [11][1900/2506] lr: 2.468e-02, eta: 23:21:23, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7806, top5_acc: 0.9675, loss_cls: 1.0471, loss: 1.0471 +2024-07-17 23:26:37,712 - pyskl - INFO - Epoch [11][2000/2506] lr: 2.468e-02, eta: 23:20:52, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.7738, top5_acc: 0.9619, loss_cls: 1.0490, loss: 1.0490 +2024-07-17 23:27:01,214 - pyskl - INFO - Epoch [11][2100/2506] lr: 2.468e-02, eta: 23:20:21, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7794, top5_acc: 0.9694, loss_cls: 1.0327, loss: 1.0327 +2024-07-17 23:27:24,783 - pyskl - INFO - Epoch [11][2200/2506] lr: 2.468e-02, eta: 23:19:50, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 1.0047, loss: 1.0047 +2024-07-17 23:27:48,271 - pyskl - INFO - Epoch [11][2300/2506] lr: 2.467e-02, eta: 23:19:18, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9719, loss_cls: 0.9558, loss: 0.9558 +2024-07-17 23:28:11,781 - pyskl - INFO - Epoch [11][2400/2506] lr: 2.467e-02, eta: 23:18:47, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9663, loss_cls: 0.9921, loss: 0.9921 +2024-07-17 23:28:35,359 - pyskl - INFO - Epoch [11][2500/2506] lr: 2.467e-02, eta: 23:18:16, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.7569, top5_acc: 0.9694, loss_cls: 1.0935, loss: 1.0935 +2024-07-17 23:28:37,194 - pyskl - INFO - Saving checkpoint at 11 epochs +2024-07-17 23:29:57,001 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 23:29:57,070 - pyskl - INFO - +top1_acc 0.7258 +top5_acc 0.9501 +2024-07-17 23:29:57,072 - pyskl - INFO - Epoch(val) [11][1031] top1_acc: 0.7258, top5_acc: 0.9501 +2024-07-17 23:30:37,986 - pyskl - INFO - Epoch [12][100/2506] lr: 2.467e-02, eta: 23:21:04, time: 0.409, data_time: 0.176, memory: 6429, top1_acc: 0.7812, top5_acc: 0.9650, loss_cls: 1.0005, loss: 1.0005 +2024-07-17 23:31:01,333 - pyskl - INFO - Epoch [12][200/2506] lr: 2.466e-02, eta: 23:20:30, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9725, loss_cls: 0.9963, loss: 0.9963 +2024-07-17 23:31:24,807 - pyskl - INFO - Epoch [12][300/2506] lr: 2.466e-02, eta: 23:19:58, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9669, loss_cls: 0.9909, loss: 0.9909 +2024-07-17 23:31:48,210 - pyskl - INFO - Epoch [12][400/2506] lr: 2.466e-02, eta: 23:19:24, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7850, top5_acc: 0.9700, loss_cls: 1.0046, loss: 1.0046 +2024-07-17 23:32:11,679 - pyskl - INFO - Epoch [12][500/2506] lr: 2.466e-02, eta: 23:18:52, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7906, top5_acc: 0.9681, loss_cls: 0.9934, loss: 0.9934 +2024-07-17 23:32:35,179 - pyskl - INFO - Epoch [12][600/2506] lr: 2.466e-02, eta: 23:18:20, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7950, top5_acc: 0.9694, loss_cls: 0.9871, loss: 0.9871 +2024-07-17 23:32:58,538 - pyskl - INFO - Epoch [12][700/2506] lr: 2.465e-02, eta: 23:17:47, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7919, top5_acc: 0.9744, loss_cls: 0.9549, loss: 0.9549 +2024-07-17 23:33:21,893 - pyskl - INFO - Epoch [12][800/2506] lr: 2.465e-02, eta: 23:17:13, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7894, top5_acc: 0.9694, loss_cls: 0.9783, loss: 0.9783 +2024-07-17 23:33:45,180 - pyskl - INFO - Epoch [12][900/2506] lr: 2.465e-02, eta: 23:16:39, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7656, top5_acc: 0.9625, loss_cls: 1.0394, loss: 1.0394 +2024-07-17 23:34:08,550 - pyskl - INFO - Epoch [12][1000/2506] lr: 2.465e-02, eta: 23:16:05, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7681, top5_acc: 0.9669, loss_cls: 1.0590, loss: 1.0590 +2024-07-17 23:34:31,898 - pyskl - INFO - Epoch [12][1100/2506] lr: 2.464e-02, eta: 23:15:32, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7806, top5_acc: 0.9706, loss_cls: 1.0137, loss: 1.0137 +2024-07-17 23:34:55,293 - pyskl - INFO - Epoch [12][1200/2506] lr: 2.464e-02, eta: 23:14:59, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9725, loss_cls: 1.0065, loss: 1.0065 +2024-07-17 23:35:18,680 - pyskl - INFO - Epoch [12][1300/2506] lr: 2.464e-02, eta: 23:14:26, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7769, top5_acc: 0.9694, loss_cls: 1.0381, loss: 1.0381 +2024-07-17 23:35:42,029 - pyskl - INFO - Epoch [12][1400/2506] lr: 2.464e-02, eta: 23:13:53, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7937, top5_acc: 0.9688, loss_cls: 0.9866, loss: 0.9866 +2024-07-17 23:36:05,316 - pyskl - INFO - Epoch [12][1500/2506] lr: 2.463e-02, eta: 23:13:19, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7837, top5_acc: 0.9663, loss_cls: 1.0121, loss: 1.0121 +2024-07-17 23:36:28,685 - pyskl - INFO - Epoch [12][1600/2506] lr: 2.463e-02, eta: 23:12:46, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7806, top5_acc: 0.9613, loss_cls: 1.0478, loss: 1.0478 +2024-07-17 23:36:52,086 - pyskl - INFO - Epoch [12][1700/2506] lr: 2.463e-02, eta: 23:12:14, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7881, top5_acc: 0.9637, loss_cls: 1.0050, loss: 1.0050 +2024-07-17 23:37:15,461 - pyskl - INFO - Epoch [12][1800/2506] lr: 2.463e-02, eta: 23:11:41, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 1.0275, loss: 1.0275 +2024-07-17 23:37:38,852 - pyskl - INFO - Epoch [12][1900/2506] lr: 2.462e-02, eta: 23:11:09, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7688, top5_acc: 0.9644, loss_cls: 1.0176, loss: 1.0176 +2024-07-17 23:38:02,249 - pyskl - INFO - Epoch [12][2000/2506] lr: 2.462e-02, eta: 23:10:37, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7744, top5_acc: 0.9663, loss_cls: 1.0038, loss: 1.0038 +2024-07-17 23:38:25,672 - pyskl - INFO - Epoch [12][2100/2506] lr: 2.462e-02, eta: 23:10:05, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7881, top5_acc: 0.9625, loss_cls: 1.0075, loss: 1.0075 +2024-07-17 23:38:49,074 - pyskl - INFO - Epoch [12][2200/2506] lr: 2.462e-02, eta: 23:09:33, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9700, loss_cls: 0.9957, loss: 0.9957 +2024-07-17 23:39:12,524 - pyskl - INFO - Epoch [12][2300/2506] lr: 2.461e-02, eta: 23:09:01, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7900, top5_acc: 0.9775, loss_cls: 0.9547, loss: 0.9547 +2024-07-17 23:39:36,034 - pyskl - INFO - Epoch [12][2400/2506] lr: 2.461e-02, eta: 23:08:30, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7725, top5_acc: 0.9619, loss_cls: 1.0631, loss: 1.0631 +2024-07-17 23:39:59,655 - pyskl - INFO - Epoch [12][2500/2506] lr: 2.461e-02, eta: 23:08:01, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9694, loss_cls: 1.0220, loss: 1.0220 +2024-07-17 23:40:01,526 - pyskl - INFO - Saving checkpoint at 12 epochs +2024-07-17 23:41:21,311 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 23:41:21,379 - pyskl - INFO - +top1_acc 0.7647 +top5_acc 0.9615 +2024-07-17 23:41:21,383 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_8.pth was removed +2024-07-17 23:41:21,512 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2024-07-17 23:41:21,512 - pyskl - INFO - Best top1_acc is 0.7647 at 12 epoch. +2024-07-17 23:41:21,514 - pyskl - INFO - Epoch(val) [12][1031] top1_acc: 0.7647, top5_acc: 0.9615 +2024-07-17 23:42:15,849 - pyskl - INFO - Epoch [13][100/2506] lr: 2.460e-02, eta: 23:13:06, time: 0.543, data_time: 0.174, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9719, loss_cls: 1.0214, loss: 1.0214 +2024-07-17 23:42:52,664 - pyskl - INFO - Epoch [13][200/2506] lr: 2.460e-02, eta: 23:15:06, time: 0.368, data_time: 0.000, memory: 6429, top1_acc: 0.7963, top5_acc: 0.9681, loss_cls: 0.9505, loss: 0.9505 +2024-07-17 23:43:29,475 - pyskl - INFO - Epoch [13][300/2506] lr: 2.460e-02, eta: 23:17:05, time: 0.368, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9731, loss_cls: 0.9660, loss: 0.9660 +2024-07-17 23:44:06,253 - pyskl - INFO - Epoch [13][400/2506] lr: 2.460e-02, eta: 23:19:02, time: 0.368, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9700, loss_cls: 0.9736, loss: 0.9736 +2024-07-17 23:44:43,075 - pyskl - INFO - Epoch [13][500/2506] lr: 2.459e-02, eta: 23:21:00, time: 0.368, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9762, loss_cls: 0.9280, loss: 0.9280 +2024-07-17 23:45:19,887 - pyskl - INFO - Epoch [13][600/2506] lr: 2.459e-02, eta: 23:22:56, time: 0.368, data_time: 0.000, memory: 6429, top1_acc: 0.7881, top5_acc: 0.9781, loss_cls: 0.9266, loss: 0.9266 +2024-07-17 23:45:56,687 - pyskl - INFO - Epoch [13][700/2506] lr: 2.459e-02, eta: 23:24:50, time: 0.368, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9556, loss_cls: 1.0473, loss: 1.0473 +2024-07-17 23:46:33,466 - pyskl - INFO - Epoch [13][800/2506] lr: 2.459e-02, eta: 23:26:44, time: 0.368, data_time: 0.000, memory: 6429, top1_acc: 0.7913, top5_acc: 0.9631, loss_cls: 0.9895, loss: 0.9895 +2024-07-17 23:47:10,281 - pyskl - INFO - Epoch [13][900/2506] lr: 2.458e-02, eta: 23:28:37, time: 0.368, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9712, loss_cls: 0.9379, loss: 0.9379 +2024-07-17 23:47:47,075 - pyskl - INFO - Epoch [13][1000/2506] lr: 2.458e-02, eta: 23:30:29, time: 0.368, data_time: 0.000, memory: 6429, top1_acc: 0.7900, top5_acc: 0.9706, loss_cls: 0.9584, loss: 0.9584 +2024-07-17 23:48:23,849 - pyskl - INFO - Epoch [13][1100/2506] lr: 2.458e-02, eta: 23:32:20, time: 0.368, data_time: 0.000, memory: 6429, top1_acc: 0.7794, top5_acc: 0.9744, loss_cls: 0.9999, loss: 0.9999 +2024-07-17 23:49:00,591 - pyskl - INFO - Epoch [13][1200/2506] lr: 2.458e-02, eta: 23:34:09, time: 0.367, data_time: 0.000, memory: 6429, top1_acc: 0.7669, top5_acc: 0.9706, loss_cls: 1.0711, loss: 1.0711 +2024-07-17 23:49:37,456 - pyskl - INFO - Epoch [13][1300/2506] lr: 2.457e-02, eta: 23:35:59, time: 0.369, data_time: 0.000, memory: 6429, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 0.9803, loss: 0.9803 +2024-07-17 23:50:14,355 - pyskl - INFO - Epoch [13][1400/2506] lr: 2.457e-02, eta: 23:37:48, time: 0.369, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9650, loss_cls: 0.9884, loss: 0.9884 +2024-07-17 23:50:51,219 - pyskl - INFO - Epoch [13][1500/2506] lr: 2.457e-02, eta: 23:39:36, time: 0.369, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 0.9355, loss: 0.9355 +2024-07-17 23:51:27,997 - pyskl - INFO - Epoch [13][1600/2506] lr: 2.456e-02, eta: 23:41:22, time: 0.368, data_time: 0.000, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9731, loss_cls: 0.9573, loss: 0.9573 +2024-07-17 23:52:04,806 - pyskl - INFO - Epoch [13][1700/2506] lr: 2.456e-02, eta: 23:43:08, time: 0.368, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9694, loss_cls: 0.9156, loss: 0.9156 +2024-07-17 23:52:41,639 - pyskl - INFO - Epoch [13][1800/2506] lr: 2.456e-02, eta: 23:44:53, time: 0.368, data_time: 0.000, memory: 6429, top1_acc: 0.7850, top5_acc: 0.9619, loss_cls: 1.0288, loss: 1.0288 +2024-07-17 23:53:18,481 - pyskl - INFO - Epoch [13][1900/2506] lr: 2.456e-02, eta: 23:46:37, time: 0.368, data_time: 0.000, memory: 6429, top1_acc: 0.7881, top5_acc: 0.9675, loss_cls: 1.0012, loss: 1.0012 +2024-07-17 23:53:55,359 - pyskl - INFO - Epoch [13][2000/2506] lr: 2.455e-02, eta: 23:48:21, time: 0.369, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 0.9855, loss: 0.9855 +2024-07-17 23:54:32,164 - pyskl - INFO - Epoch [13][2100/2506] lr: 2.455e-02, eta: 23:50:03, time: 0.368, data_time: 0.000, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9688, loss_cls: 1.0063, loss: 1.0063 +2024-07-17 23:55:08,995 - pyskl - INFO - Epoch [13][2200/2506] lr: 2.455e-02, eta: 23:51:44, time: 0.368, data_time: 0.000, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9725, loss_cls: 0.9605, loss: 0.9605 +2024-07-17 23:55:45,845 - pyskl - INFO - Epoch [13][2300/2506] lr: 2.455e-02, eta: 23:53:25, time: 0.368, data_time: 0.000, memory: 6429, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 0.9691, loss: 0.9691 +2024-07-17 23:56:22,878 - pyskl - INFO - Epoch [13][2400/2506] lr: 2.454e-02, eta: 23:55:07, time: 0.370, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9750, loss_cls: 0.9496, loss: 0.9496 +2024-07-17 23:56:59,702 - pyskl - INFO - Epoch [13][2500/2506] lr: 2.454e-02, eta: 23:56:45, time: 0.368, data_time: 0.000, memory: 6429, top1_acc: 0.7937, top5_acc: 0.9706, loss_cls: 0.9654, loss: 0.9654 +2024-07-17 23:57:02,260 - pyskl - INFO - Saving checkpoint at 13 epochs +2024-07-17 23:59:18,739 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 23:59:18,806 - pyskl - INFO - +top1_acc 0.7571 +top5_acc 0.9633 +2024-07-17 23:59:18,808 - pyskl - INFO - Epoch(val) [13][1031] top1_acc: 0.7571, top5_acc: 0.9633 +2024-07-17 23:59:59,315 - pyskl - INFO - Epoch [14][100/2506] lr: 2.454e-02, eta: 23:58:45, time: 0.405, data_time: 0.173, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9769, loss_cls: 0.9061, loss: 0.9061 +2024-07-18 00:00:22,519 - pyskl - INFO - Epoch [14][200/2506] lr: 2.453e-02, eta: 23:57:59, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9762, loss_cls: 0.9074, loss: 0.9074 +2024-07-18 00:00:45,890 - pyskl - INFO - Epoch [14][300/2506] lr: 2.453e-02, eta: 23:57:16, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7963, top5_acc: 0.9675, loss_cls: 0.9730, loss: 0.9730 +2024-07-18 00:01:09,597 - pyskl - INFO - Epoch [14][400/2506] lr: 2.453e-02, eta: 23:56:35, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 0.9878, loss: 0.9878 +2024-07-18 00:01:32,935 - pyskl - INFO - Epoch [14][500/2506] lr: 2.453e-02, eta: 23:55:52, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9738, loss_cls: 0.8906, loss: 0.8906 +2024-07-18 00:01:56,510 - pyskl - INFO - Epoch [14][600/2506] lr: 2.452e-02, eta: 23:55:10, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9725, loss_cls: 0.9431, loss: 0.9431 +2024-07-18 00:02:20,050 - pyskl - INFO - Epoch [14][700/2506] lr: 2.452e-02, eta: 23:54:29, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9731, loss_cls: 0.9331, loss: 0.9331 +2024-07-18 00:02:43,462 - pyskl - INFO - Epoch [14][800/2506] lr: 2.452e-02, eta: 23:53:46, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9587, loss_cls: 1.0064, loss: 1.0064 +2024-07-18 00:03:07,023 - pyskl - INFO - Epoch [14][900/2506] lr: 2.451e-02, eta: 23:53:05, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 0.9938, loss: 0.9938 +2024-07-18 00:03:30,474 - pyskl - INFO - Epoch [14][1000/2506] lr: 2.451e-02, eta: 23:52:23, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 0.9291, loss: 0.9291 +2024-07-18 00:03:53,896 - pyskl - INFO - Epoch [14][1100/2506] lr: 2.451e-02, eta: 23:51:41, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9681, loss_cls: 0.9500, loss: 0.9500 +2024-07-18 00:04:17,479 - pyskl - INFO - Epoch [14][1200/2506] lr: 2.451e-02, eta: 23:51:01, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.7900, top5_acc: 0.9700, loss_cls: 0.9641, loss: 0.9641 +2024-07-18 00:04:40,888 - pyskl - INFO - Epoch [14][1300/2506] lr: 2.450e-02, eta: 23:50:18, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7950, top5_acc: 0.9706, loss_cls: 0.9307, loss: 0.9307 +2024-07-18 00:05:04,405 - pyskl - INFO - Epoch [14][1400/2506] lr: 2.450e-02, eta: 23:49:38, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7612, top5_acc: 0.9619, loss_cls: 1.0498, loss: 1.0498 +2024-07-18 00:05:27,877 - pyskl - INFO - Epoch [14][1500/2506] lr: 2.450e-02, eta: 23:48:56, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9694, loss_cls: 0.9193, loss: 0.9193 +2024-07-18 00:05:51,388 - pyskl - INFO - Epoch [14][1600/2506] lr: 2.449e-02, eta: 23:48:15, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9712, loss_cls: 1.0264, loss: 1.0264 +2024-07-18 00:06:14,791 - pyskl - INFO - Epoch [14][1700/2506] lr: 2.449e-02, eta: 23:47:34, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9731, loss_cls: 0.9440, loss: 0.9440 +2024-07-18 00:06:38,208 - pyskl - INFO - Epoch [14][1800/2506] lr: 2.449e-02, eta: 23:46:52, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9769, loss_cls: 0.8946, loss: 0.8946 +2024-07-18 00:07:01,627 - pyskl - INFO - Epoch [14][1900/2506] lr: 2.448e-02, eta: 23:46:11, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7950, top5_acc: 0.9712, loss_cls: 0.9444, loss: 0.9444 +2024-07-18 00:07:25,063 - pyskl - INFO - Epoch [14][2000/2506] lr: 2.448e-02, eta: 23:45:30, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9762, loss_cls: 0.9103, loss: 0.9103 +2024-07-18 00:07:48,382 - pyskl - INFO - Epoch [14][2100/2506] lr: 2.448e-02, eta: 23:44:47, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7769, top5_acc: 0.9731, loss_cls: 0.9510, loss: 0.9510 +2024-07-18 00:08:11,737 - pyskl - INFO - Epoch [14][2200/2506] lr: 2.448e-02, eta: 23:44:06, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7937, top5_acc: 0.9700, loss_cls: 0.9751, loss: 0.9751 +2024-07-18 00:08:35,119 - pyskl - INFO - Epoch [14][2300/2506] lr: 2.447e-02, eta: 23:43:24, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7919, top5_acc: 0.9694, loss_cls: 0.9711, loss: 0.9711 +2024-07-18 00:08:58,441 - pyskl - INFO - Epoch [14][2400/2506] lr: 2.447e-02, eta: 23:42:43, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9694, loss_cls: 0.9728, loss: 0.9728 +2024-07-18 00:09:21,908 - pyskl - INFO - Epoch [14][2500/2506] lr: 2.447e-02, eta: 23:42:02, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9725, loss_cls: 0.9741, loss: 0.9741 +2024-07-18 00:09:23,720 - pyskl - INFO - Saving checkpoint at 14 epochs +2024-07-18 00:10:43,439 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 00:10:43,507 - pyskl - INFO - +top1_acc 0.7679 +top5_acc 0.9600 +2024-07-18 00:10:43,511 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_12.pth was removed +2024-07-18 00:10:43,636 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. +2024-07-18 00:10:43,637 - pyskl - INFO - Best top1_acc is 0.7679 at 14 epoch. +2024-07-18 00:10:43,639 - pyskl - INFO - Epoch(val) [14][1031] top1_acc: 0.7679, top5_acc: 0.9600 +2024-07-18 00:11:23,947 - pyskl - INFO - Epoch [15][100/2506] lr: 2.446e-02, eta: 23:43:49, time: 0.403, data_time: 0.169, memory: 6429, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 0.8457, loss: 0.8457 +2024-07-18 00:11:47,318 - pyskl - INFO - Epoch [15][200/2506] lr: 2.446e-02, eta: 23:43:08, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9725, loss_cls: 0.9112, loss: 0.9112 +2024-07-18 00:12:10,703 - pyskl - INFO - Epoch [15][300/2506] lr: 2.446e-02, eta: 23:42:26, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7931, top5_acc: 0.9744, loss_cls: 0.9392, loss: 0.9392 +2024-07-18 00:12:34,024 - pyskl - INFO - Epoch [15][400/2506] lr: 2.445e-02, eta: 23:41:44, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8263, top5_acc: 0.9694, loss_cls: 0.8521, loss: 0.8521 +2024-07-18 00:12:57,390 - pyskl - INFO - Epoch [15][500/2506] lr: 2.445e-02, eta: 23:41:03, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7944, top5_acc: 0.9650, loss_cls: 0.9720, loss: 0.9720 +2024-07-18 00:13:20,734 - pyskl - INFO - Epoch [15][600/2506] lr: 2.445e-02, eta: 23:40:22, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7900, top5_acc: 0.9675, loss_cls: 0.9527, loss: 0.9527 +2024-07-18 00:13:44,136 - pyskl - INFO - Epoch [15][700/2506] lr: 2.445e-02, eta: 23:39:41, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9756, loss_cls: 0.9126, loss: 0.9126 +2024-07-18 00:14:07,485 - pyskl - INFO - Epoch [15][800/2506] lr: 2.444e-02, eta: 23:39:00, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9738, loss_cls: 0.9460, loss: 0.9460 +2024-07-18 00:14:30,965 - pyskl - INFO - Epoch [15][900/2506] lr: 2.444e-02, eta: 23:38:20, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9719, loss_cls: 0.9653, loss: 0.9653 +2024-07-18 00:14:54,364 - pyskl - INFO - Epoch [15][1000/2506] lr: 2.444e-02, eta: 23:37:40, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7738, top5_acc: 0.9669, loss_cls: 0.9989, loss: 0.9989 +2024-07-18 00:15:17,807 - pyskl - INFO - Epoch [15][1100/2506] lr: 2.443e-02, eta: 23:37:00, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7794, top5_acc: 0.9650, loss_cls: 1.0259, loss: 1.0259 +2024-07-18 00:15:41,243 - pyskl - INFO - Epoch [15][1200/2506] lr: 2.443e-02, eta: 23:36:20, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7881, top5_acc: 0.9712, loss_cls: 0.9903, loss: 0.9903 +2024-07-18 00:16:04,752 - pyskl - INFO - Epoch [15][1300/2506] lr: 2.443e-02, eta: 23:35:41, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 0.8547, loss: 0.8547 +2024-07-18 00:16:28,245 - pyskl - INFO - Epoch [15][1400/2506] lr: 2.442e-02, eta: 23:35:02, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7913, top5_acc: 0.9756, loss_cls: 0.9202, loss: 0.9202 +2024-07-18 00:16:51,729 - pyskl - INFO - Epoch [15][1500/2506] lr: 2.442e-02, eta: 23:34:22, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9725, loss_cls: 0.9267, loss: 0.9267 +2024-07-18 00:17:15,326 - pyskl - INFO - Epoch [15][1600/2506] lr: 2.442e-02, eta: 23:33:44, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.7712, top5_acc: 0.9606, loss_cls: 1.0292, loss: 1.0292 +2024-07-18 00:17:38,959 - pyskl - INFO - Epoch [15][1700/2506] lr: 2.441e-02, eta: 23:33:07, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9694, loss_cls: 0.9820, loss: 0.9820 +2024-07-18 00:18:02,521 - pyskl - INFO - Epoch [15][1800/2506] lr: 2.441e-02, eta: 23:32:28, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.7881, top5_acc: 0.9663, loss_cls: 0.9747, loss: 0.9747 +2024-07-18 00:18:26,033 - pyskl - INFO - Epoch [15][1900/2506] lr: 2.441e-02, eta: 23:31:50, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7825, top5_acc: 0.9675, loss_cls: 0.9711, loss: 0.9711 +2024-07-18 00:18:49,619 - pyskl - INFO - Epoch [15][2000/2506] lr: 2.440e-02, eta: 23:31:12, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.7950, top5_acc: 0.9775, loss_cls: 0.9195, loss: 0.9195 +2024-07-18 00:19:13,109 - pyskl - INFO - Epoch [15][2100/2506] lr: 2.440e-02, eta: 23:30:33, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 0.9058, loss: 0.9058 +2024-07-18 00:19:36,555 - pyskl - INFO - Epoch [15][2200/2506] lr: 2.440e-02, eta: 23:29:54, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9594, loss_cls: 1.0150, loss: 1.0150 +2024-07-18 00:20:00,030 - pyskl - INFO - Epoch [15][2300/2506] lr: 2.439e-02, eta: 23:29:16, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7900, top5_acc: 0.9663, loss_cls: 0.9814, loss: 0.9814 +2024-07-18 00:20:23,551 - pyskl - INFO - Epoch [15][2400/2506] lr: 2.439e-02, eta: 23:28:37, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9781, loss_cls: 0.8842, loss: 0.8842 +2024-07-18 00:20:47,002 - pyskl - INFO - Epoch [15][2500/2506] lr: 2.439e-02, eta: 23:27:59, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9731, loss_cls: 0.9424, loss: 0.9424 +2024-07-18 00:20:48,831 - pyskl - INFO - Saving checkpoint at 15 epochs +2024-07-18 00:22:08,913 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 00:22:08,981 - pyskl - INFO - +top1_acc 0.7840 +top5_acc 0.9649 +2024-07-18 00:22:08,986 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_14.pth was removed +2024-07-18 00:22:09,116 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. +2024-07-18 00:22:09,117 - pyskl - INFO - Best top1_acc is 0.7840 at 15 epoch. +2024-07-18 00:22:09,119 - pyskl - INFO - Epoch(val) [15][1031] top1_acc: 0.7840, top5_acc: 0.9649 +2024-07-18 00:22:49,853 - pyskl - INFO - Epoch [16][100/2506] lr: 2.439e-02, eta: 23:29:40, time: 0.407, data_time: 0.173, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9781, loss_cls: 0.8565, loss: 0.8565 +2024-07-18 00:23:13,325 - pyskl - INFO - Epoch [16][200/2506] lr: 2.438e-02, eta: 23:29:01, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9663, loss_cls: 0.9764, loss: 0.9764 +2024-07-18 00:23:36,854 - pyskl - INFO - Epoch [16][300/2506] lr: 2.438e-02, eta: 23:28:23, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8250, top5_acc: 0.9788, loss_cls: 0.8584, loss: 0.8584 +2024-07-18 00:24:00,281 - pyskl - INFO - Epoch [16][400/2506] lr: 2.438e-02, eta: 23:27:44, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9675, loss_cls: 0.8920, loss: 0.8920 +2024-07-18 00:24:23,759 - pyskl - INFO - Epoch [16][500/2506] lr: 2.437e-02, eta: 23:27:06, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9738, loss_cls: 0.9003, loss: 0.9003 +2024-07-18 00:24:47,270 - pyskl - INFO - Epoch [16][600/2506] lr: 2.437e-02, eta: 23:26:28, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 0.9541, loss: 0.9541 +2024-07-18 00:25:10,688 - pyskl - INFO - Epoch [16][700/2506] lr: 2.437e-02, eta: 23:25:49, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9719, loss_cls: 0.9272, loss: 0.9272 +2024-07-18 00:25:34,207 - pyskl - INFO - Epoch [16][800/2506] lr: 2.436e-02, eta: 23:25:11, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9775, loss_cls: 0.8879, loss: 0.8879 +2024-07-18 00:25:57,694 - pyskl - INFO - Epoch [16][900/2506] lr: 2.436e-02, eta: 23:24:33, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 0.9116, loss: 0.9116 +2024-07-18 00:26:21,146 - pyskl - INFO - Epoch [16][1000/2506] lr: 2.436e-02, eta: 23:23:55, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 0.8707, loss: 0.8707 +2024-07-18 00:26:44,649 - pyskl - INFO - Epoch [16][1100/2506] lr: 2.435e-02, eta: 23:23:17, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 0.8915, loss: 0.8915 +2024-07-18 00:27:08,097 - pyskl - INFO - Epoch [16][1200/2506] lr: 2.435e-02, eta: 23:22:39, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7656, top5_acc: 0.9719, loss_cls: 1.0041, loss: 1.0041 +2024-07-18 00:27:31,548 - pyskl - INFO - Epoch [16][1300/2506] lr: 2.435e-02, eta: 23:22:01, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9706, loss_cls: 0.9082, loss: 0.9082 +2024-07-18 00:27:55,079 - pyskl - INFO - Epoch [16][1400/2506] lr: 2.434e-02, eta: 23:21:23, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9637, loss_cls: 1.0403, loss: 1.0403 +2024-07-18 00:28:18,538 - pyskl - INFO - Epoch [16][1500/2506] lr: 2.434e-02, eta: 23:20:45, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7944, top5_acc: 0.9750, loss_cls: 0.9519, loss: 0.9519 +2024-07-18 00:28:42,094 - pyskl - INFO - Epoch [16][1600/2506] lr: 2.434e-02, eta: 23:20:08, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9700, loss_cls: 0.9506, loss: 0.9506 +2024-07-18 00:29:05,738 - pyskl - INFO - Epoch [16][1700/2506] lr: 2.433e-02, eta: 23:19:32, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9675, loss_cls: 0.9703, loss: 0.9703 +2024-07-18 00:29:29,197 - pyskl - INFO - Epoch [16][1800/2506] lr: 2.433e-02, eta: 23:18:55, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 0.9283, loss: 0.9283 +2024-07-18 00:29:52,648 - pyskl - INFO - Epoch [16][1900/2506] lr: 2.433e-02, eta: 23:18:17, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9719, loss_cls: 0.9266, loss: 0.9266 +2024-07-18 00:30:16,191 - pyskl - INFO - Epoch [16][2000/2506] lr: 2.432e-02, eta: 23:17:40, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9738, loss_cls: 0.9063, loss: 0.9063 +2024-07-18 00:30:39,805 - pyskl - INFO - Epoch [16][2100/2506] lr: 2.432e-02, eta: 23:17:04, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.7812, top5_acc: 0.9656, loss_cls: 0.9963, loss: 0.9963 +2024-07-18 00:31:03,324 - pyskl - INFO - Epoch [16][2200/2506] lr: 2.432e-02, eta: 23:16:27, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9706, loss_cls: 0.9712, loss: 0.9712 +2024-07-18 00:31:26,833 - pyskl - INFO - Epoch [16][2300/2506] lr: 2.431e-02, eta: 23:15:50, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9725, loss_cls: 0.9526, loss: 0.9526 +2024-07-18 00:31:50,345 - pyskl - INFO - Epoch [16][2400/2506] lr: 2.431e-02, eta: 23:15:13, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7775, top5_acc: 0.9694, loss_cls: 0.9899, loss: 0.9899 +2024-07-18 00:32:13,859 - pyskl - INFO - Epoch [16][2500/2506] lr: 2.430e-02, eta: 23:14:37, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7919, top5_acc: 0.9663, loss_cls: 0.9421, loss: 0.9421 +2024-07-18 00:32:15,665 - pyskl - INFO - Saving checkpoint at 16 epochs +2024-07-18 00:33:35,344 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 00:33:35,412 - pyskl - INFO - +top1_acc 0.7408 +top5_acc 0.9551 +2024-07-18 00:33:35,415 - pyskl - INFO - Epoch(val) [16][1031] top1_acc: 0.7408, top5_acc: 0.9551 +2024-07-18 00:34:16,369 - pyskl - INFO - Epoch [17][100/2506] lr: 2.430e-02, eta: 23:16:12, time: 0.410, data_time: 0.176, memory: 6429, top1_acc: 0.7931, top5_acc: 0.9675, loss_cls: 0.9713, loss: 0.9713 +2024-07-18 00:34:39,756 - pyskl - INFO - Epoch [17][200/2506] lr: 2.430e-02, eta: 23:15:34, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9731, loss_cls: 0.9151, loss: 0.9151 +2024-07-18 00:35:02,958 - pyskl - INFO - Epoch [17][300/2506] lr: 2.429e-02, eta: 23:14:54, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9762, loss_cls: 0.8830, loss: 0.8830 +2024-07-18 00:35:26,216 - pyskl - INFO - Epoch [17][400/2506] lr: 2.429e-02, eta: 23:14:15, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 0.8926, loss: 0.8926 +2024-07-18 00:35:49,697 - pyskl - INFO - Epoch [17][500/2506] lr: 2.429e-02, eta: 23:13:38, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9725, loss_cls: 0.9073, loss: 0.9073 +2024-07-18 00:36:13,156 - pyskl - INFO - Epoch [17][600/2506] lr: 2.428e-02, eta: 23:13:01, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 0.8538, loss: 0.8538 +2024-07-18 00:36:36,561 - pyskl - INFO - Epoch [17][700/2506] lr: 2.428e-02, eta: 23:12:24, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9744, loss_cls: 0.8794, loss: 0.8794 +2024-07-18 00:36:59,918 - pyskl - INFO - Epoch [17][800/2506] lr: 2.428e-02, eta: 23:11:46, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7981, top5_acc: 0.9694, loss_cls: 0.9382, loss: 0.9382 +2024-07-18 00:37:23,295 - pyskl - INFO - Epoch [17][900/2506] lr: 2.427e-02, eta: 23:11:08, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 0.8423, loss: 0.8423 +2024-07-18 00:37:46,653 - pyskl - INFO - Epoch [17][1000/2506] lr: 2.427e-02, eta: 23:10:31, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9725, loss_cls: 0.9223, loss: 0.9223 +2024-07-18 00:38:10,050 - pyskl - INFO - Epoch [17][1100/2506] lr: 2.427e-02, eta: 23:09:53, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8025, top5_acc: 0.9775, loss_cls: 0.8891, loss: 0.8891 +2024-07-18 00:38:33,464 - pyskl - INFO - Epoch [17][1200/2506] lr: 2.426e-02, eta: 23:09:16, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9719, loss_cls: 0.8968, loss: 0.8968 +2024-07-18 00:38:56,896 - pyskl - INFO - Epoch [17][1300/2506] lr: 2.426e-02, eta: 23:08:39, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9769, loss_cls: 0.8290, loss: 0.8290 +2024-07-18 00:39:20,299 - pyskl - INFO - Epoch [17][1400/2506] lr: 2.426e-02, eta: 23:08:02, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 0.8259, loss: 0.8259 +2024-07-18 00:39:43,707 - pyskl - INFO - Epoch [17][1500/2506] lr: 2.425e-02, eta: 23:07:25, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9712, loss_cls: 0.9663, loss: 0.9663 +2024-07-18 00:40:07,069 - pyskl - INFO - Epoch [17][1600/2506] lr: 2.425e-02, eta: 23:06:48, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 0.9838, loss: 0.9838 +2024-07-18 00:40:30,553 - pyskl - INFO - Epoch [17][1700/2506] lr: 2.425e-02, eta: 23:06:12, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9719, loss_cls: 0.9001, loss: 0.9001 +2024-07-18 00:40:53,948 - pyskl - INFO - Epoch [17][1800/2506] lr: 2.424e-02, eta: 23:05:35, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9781, loss_cls: 0.9025, loss: 0.9025 +2024-07-18 00:41:17,400 - pyskl - INFO - Epoch [17][1900/2506] lr: 2.424e-02, eta: 23:04:59, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9712, loss_cls: 0.9390, loss: 0.9390 +2024-07-18 00:41:40,854 - pyskl - INFO - Epoch [17][2000/2506] lr: 2.423e-02, eta: 23:04:22, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 0.8596, loss: 0.8596 +2024-07-18 00:42:04,377 - pyskl - INFO - Epoch [17][2100/2506] lr: 2.423e-02, eta: 23:03:47, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7900, top5_acc: 0.9700, loss_cls: 0.9612, loss: 0.9612 +2024-07-18 00:42:27,911 - pyskl - INFO - Epoch [17][2200/2506] lr: 2.423e-02, eta: 23:03:11, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9769, loss_cls: 0.9257, loss: 0.9257 +2024-07-18 00:42:51,435 - pyskl - INFO - Epoch [17][2300/2506] lr: 2.422e-02, eta: 23:02:36, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7812, top5_acc: 0.9631, loss_cls: 0.9906, loss: 0.9906 +2024-07-18 00:43:14,986 - pyskl - INFO - Epoch [17][2400/2506] lr: 2.422e-02, eta: 23:02:01, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9800, loss_cls: 0.8976, loss: 0.8976 +2024-07-18 00:43:38,434 - pyskl - INFO - Epoch [17][2500/2506] lr: 2.422e-02, eta: 23:01:25, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 0.9172, loss: 0.9172 +2024-07-18 00:43:40,245 - pyskl - INFO - Saving checkpoint at 17 epochs +2024-07-18 00:45:00,125 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 00:45:00,194 - pyskl - INFO - +top1_acc 0.7461 +top5_acc 0.9503 +2024-07-18 00:45:00,196 - pyskl - INFO - Epoch(val) [17][1031] top1_acc: 0.7461, top5_acc: 0.9503 +2024-07-18 00:45:40,889 - pyskl - INFO - Epoch [18][100/2506] lr: 2.421e-02, eta: 23:02:50, time: 0.407, data_time: 0.172, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 0.9277, loss: 0.9277 +2024-07-18 00:46:04,390 - pyskl - INFO - Epoch [18][200/2506] lr: 2.421e-02, eta: 23:02:14, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 0.8626, loss: 0.8626 +2024-07-18 00:46:27,765 - pyskl - INFO - Epoch [18][300/2506] lr: 2.421e-02, eta: 23:01:37, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9750, loss_cls: 0.8897, loss: 0.8897 +2024-07-18 00:46:51,275 - pyskl - INFO - Epoch [18][400/2506] lr: 2.420e-02, eta: 23:01:02, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8169, top5_acc: 0.9762, loss_cls: 0.8418, loss: 0.8418 +2024-07-18 00:47:14,917 - pyskl - INFO - Epoch [18][500/2506] lr: 2.420e-02, eta: 23:00:27, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9756, loss_cls: 0.8925, loss: 0.8925 +2024-07-18 00:47:38,339 - pyskl - INFO - Epoch [18][600/2506] lr: 2.419e-02, eta: 22:59:51, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9750, loss_cls: 0.8727, loss: 0.8727 +2024-07-18 00:48:01,683 - pyskl - INFO - Epoch [18][700/2506] lr: 2.419e-02, eta: 22:59:14, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9769, loss_cls: 0.8780, loss: 0.8780 +2024-07-18 00:48:24,958 - pyskl - INFO - Epoch [18][800/2506] lr: 2.419e-02, eta: 22:58:37, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9775, loss_cls: 0.8494, loss: 0.8494 +2024-07-18 00:48:48,367 - pyskl - INFO - Epoch [18][900/2506] lr: 2.418e-02, eta: 22:58:01, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9775, loss_cls: 0.8343, loss: 0.8343 +2024-07-18 00:49:11,821 - pyskl - INFO - Epoch [18][1000/2506] lr: 2.418e-02, eta: 22:57:25, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7900, top5_acc: 0.9688, loss_cls: 0.9730, loss: 0.9730 +2024-07-18 00:49:35,251 - pyskl - INFO - Epoch [18][1100/2506] lr: 2.418e-02, eta: 22:56:50, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7981, top5_acc: 0.9681, loss_cls: 0.9366, loss: 0.9366 +2024-07-18 00:49:58,649 - pyskl - INFO - Epoch [18][1200/2506] lr: 2.417e-02, eta: 22:56:14, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9744, loss_cls: 0.9547, loss: 0.9547 +2024-07-18 00:50:22,032 - pyskl - INFO - Epoch [18][1300/2506] lr: 2.417e-02, eta: 22:55:38, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9725, loss_cls: 0.8983, loss: 0.8983 +2024-07-18 00:50:45,455 - pyskl - INFO - Epoch [18][1400/2506] lr: 2.416e-02, eta: 22:55:02, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 0.8842, loss: 0.8842 +2024-07-18 00:51:08,882 - pyskl - INFO - Epoch [18][1500/2506] lr: 2.416e-02, eta: 22:54:26, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 0.9269, loss: 0.9269 +2024-07-18 00:51:32,268 - pyskl - INFO - Epoch [18][1600/2506] lr: 2.416e-02, eta: 22:53:50, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 0.8610, loss: 0.8610 +2024-07-18 00:51:55,828 - pyskl - INFO - Epoch [18][1700/2506] lr: 2.415e-02, eta: 22:53:16, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9681, loss_cls: 0.9562, loss: 0.9562 +2024-07-18 00:52:19,302 - pyskl - INFO - Epoch [18][1800/2506] lr: 2.415e-02, eta: 22:52:41, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 0.8760, loss: 0.8760 +2024-07-18 00:52:42,824 - pyskl - INFO - Epoch [18][1900/2506] lr: 2.415e-02, eta: 22:52:06, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7937, top5_acc: 0.9700, loss_cls: 0.9228, loss: 0.9228 +2024-07-18 00:53:06,337 - pyskl - INFO - Epoch [18][2000/2506] lr: 2.414e-02, eta: 22:51:31, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 0.8861, loss: 0.8861 +2024-07-18 00:53:29,961 - pyskl - INFO - Epoch [18][2100/2506] lr: 2.414e-02, eta: 22:50:57, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 0.8942, loss: 0.8942 +2024-07-18 00:53:53,496 - pyskl - INFO - Epoch [18][2200/2506] lr: 2.413e-02, eta: 22:50:23, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9700, loss_cls: 0.9179, loss: 0.9179 +2024-07-18 00:54:17,005 - pyskl - INFO - Epoch [18][2300/2506] lr: 2.413e-02, eta: 22:49:48, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7913, top5_acc: 0.9700, loss_cls: 0.9014, loss: 0.9014 +2024-07-18 00:54:40,512 - pyskl - INFO - Epoch [18][2400/2506] lr: 2.413e-02, eta: 22:49:14, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9756, loss_cls: 0.8564, loss: 0.8564 +2024-07-18 00:55:04,094 - pyskl - INFO - Epoch [18][2500/2506] lr: 2.412e-02, eta: 22:48:40, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.7706, top5_acc: 0.9625, loss_cls: 1.0123, loss: 1.0123 +2024-07-18 00:55:05,960 - pyskl - INFO - Saving checkpoint at 18 epochs +2024-07-18 00:56:25,876 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 00:56:25,944 - pyskl - INFO - +top1_acc 0.7621 +top5_acc 0.9639 +2024-07-18 00:56:25,947 - pyskl - INFO - Epoch(val) [18][1031] top1_acc: 0.7621, top5_acc: 0.9639 +2024-07-18 00:57:07,749 - pyskl - INFO - Epoch [19][100/2506] lr: 2.412e-02, eta: 22:50:07, time: 0.418, data_time: 0.182, memory: 6429, top1_acc: 0.8331, top5_acc: 0.9844, loss_cls: 0.7885, loss: 0.7885 +2024-07-18 00:57:31,178 - pyskl - INFO - Epoch [19][200/2506] lr: 2.411e-02, eta: 22:49:31, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 0.8499, loss: 0.8499 +2024-07-18 00:57:54,680 - pyskl - INFO - Epoch [19][300/2506] lr: 2.411e-02, eta: 22:48:57, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9688, loss_cls: 0.9252, loss: 0.9252 +2024-07-18 00:58:18,039 - pyskl - INFO - Epoch [19][400/2506] lr: 2.411e-02, eta: 22:48:21, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9663, loss_cls: 0.9310, loss: 0.9310 +2024-07-18 00:58:41,339 - pyskl - INFO - Epoch [19][500/2506] lr: 2.410e-02, eta: 22:47:45, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8237, top5_acc: 0.9775, loss_cls: 0.8506, loss: 0.8506 +2024-07-18 00:59:04,626 - pyskl - INFO - Epoch [19][600/2506] lr: 2.410e-02, eta: 22:47:09, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7850, top5_acc: 0.9762, loss_cls: 0.9114, loss: 0.9114 +2024-07-18 00:59:28,019 - pyskl - INFO - Epoch [19][700/2506] lr: 2.410e-02, eta: 22:46:34, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 0.9271, loss: 0.9271 +2024-07-18 00:59:51,447 - pyskl - INFO - Epoch [19][800/2506] lr: 2.409e-02, eta: 22:45:59, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 0.8515, loss: 0.8515 +2024-07-18 01:00:14,772 - pyskl - INFO - Epoch [19][900/2506] lr: 2.409e-02, eta: 22:45:23, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9681, loss_cls: 0.9184, loss: 0.9184 +2024-07-18 01:00:38,107 - pyskl - INFO - Epoch [19][1000/2506] lr: 2.408e-02, eta: 22:44:47, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 0.8528, loss: 0.8528 +2024-07-18 01:01:01,823 - pyskl - INFO - Epoch [19][1100/2506] lr: 2.408e-02, eta: 22:44:15, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 0.9035, loss: 0.9035 +2024-07-18 01:01:25,273 - pyskl - INFO - Epoch [19][1200/2506] lr: 2.408e-02, eta: 22:43:40, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9756, loss_cls: 0.8698, loss: 0.8698 +2024-07-18 01:01:48,779 - pyskl - INFO - Epoch [19][1300/2506] lr: 2.407e-02, eta: 22:43:06, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9637, loss_cls: 0.9666, loss: 0.9666 +2024-07-18 01:02:12,226 - pyskl - INFO - Epoch [19][1400/2506] lr: 2.407e-02, eta: 22:42:31, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9731, loss_cls: 0.8961, loss: 0.8961 +2024-07-18 01:02:35,716 - pyskl - INFO - Epoch [19][1500/2506] lr: 2.406e-02, eta: 22:41:57, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9650, loss_cls: 0.9059, loss: 0.9059 +2024-07-18 01:02:59,110 - pyskl - INFO - Epoch [19][1600/2506] lr: 2.406e-02, eta: 22:41:22, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9725, loss_cls: 0.9107, loss: 0.9107 +2024-07-18 01:03:22,548 - pyskl - INFO - Epoch [19][1700/2506] lr: 2.406e-02, eta: 22:40:48, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8256, top5_acc: 0.9825, loss_cls: 0.8038, loss: 0.8038 +2024-07-18 01:03:45,945 - pyskl - INFO - Epoch [19][1800/2506] lr: 2.405e-02, eta: 22:40:13, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 0.8053, loss: 0.8053 +2024-07-18 01:04:09,349 - pyskl - INFO - Epoch [19][1900/2506] lr: 2.405e-02, eta: 22:39:38, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9706, loss_cls: 0.8963, loss: 0.8963 +2024-07-18 01:04:32,747 - pyskl - INFO - Epoch [19][2000/2506] lr: 2.404e-02, eta: 22:39:04, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 0.9041, loss: 0.9041 +2024-07-18 01:04:56,128 - pyskl - INFO - Epoch [19][2100/2506] lr: 2.404e-02, eta: 22:38:29, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 0.8402, loss: 0.8402 +2024-07-18 01:05:19,603 - pyskl - INFO - Epoch [19][2200/2506] lr: 2.404e-02, eta: 22:37:55, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 0.9158, loss: 0.9158 +2024-07-18 01:05:43,140 - pyskl - INFO - Epoch [19][2300/2506] lr: 2.403e-02, eta: 22:37:21, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9631, loss_cls: 0.9161, loss: 0.9161 +2024-07-18 01:06:06,625 - pyskl - INFO - Epoch [19][2400/2506] lr: 2.403e-02, eta: 22:36:48, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9744, loss_cls: 0.9034, loss: 0.9034 +2024-07-18 01:06:30,032 - pyskl - INFO - Epoch [19][2500/2506] lr: 2.402e-02, eta: 22:36:13, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9800, loss_cls: 0.8642, loss: 0.8642 +2024-07-18 01:06:31,832 - pyskl - INFO - Saving checkpoint at 19 epochs +2024-07-18 01:07:51,546 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 01:07:51,613 - pyskl - INFO - +top1_acc 0.7661 +top5_acc 0.9592 +2024-07-18 01:07:51,615 - pyskl - INFO - Epoch(val) [19][1031] top1_acc: 0.7661, top5_acc: 0.9592 +2024-07-18 01:08:32,919 - pyskl - INFO - Epoch [20][100/2506] lr: 2.402e-02, eta: 22:37:30, time: 0.413, data_time: 0.176, memory: 6429, top1_acc: 0.8375, top5_acc: 0.9738, loss_cls: 0.8516, loss: 0.8516 +2024-07-18 01:08:56,447 - pyskl - INFO - Epoch [20][200/2506] lr: 2.402e-02, eta: 22:36:57, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9762, loss_cls: 0.9161, loss: 0.9161 +2024-07-18 01:09:20,151 - pyskl - INFO - Epoch [20][300/2506] lr: 2.401e-02, eta: 22:36:24, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 0.8456, loss: 0.8456 +2024-07-18 01:09:43,653 - pyskl - INFO - Epoch [20][400/2506] lr: 2.401e-02, eta: 22:35:50, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 0.8968, loss: 0.8968 +2024-07-18 01:10:07,122 - pyskl - INFO - Epoch [20][500/2506] lr: 2.400e-02, eta: 22:35:17, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9756, loss_cls: 0.8569, loss: 0.8569 +2024-07-18 01:10:30,510 - pyskl - INFO - Epoch [20][600/2506] lr: 2.400e-02, eta: 22:34:42, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9663, loss_cls: 0.9014, loss: 0.9014 +2024-07-18 01:10:53,988 - pyskl - INFO - Epoch [20][700/2506] lr: 2.399e-02, eta: 22:34:08, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 0.8499, loss: 0.8499 +2024-07-18 01:11:17,392 - pyskl - INFO - Epoch [20][800/2506] lr: 2.399e-02, eta: 22:33:34, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 0.8591, loss: 0.8591 +2024-07-18 01:11:40,841 - pyskl - INFO - Epoch [20][900/2506] lr: 2.399e-02, eta: 22:33:00, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 0.7993, loss: 0.7993 +2024-07-18 01:12:04,255 - pyskl - INFO - Epoch [20][1000/2506] lr: 2.398e-02, eta: 22:32:26, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9769, loss_cls: 0.8989, loss: 0.8989 +2024-07-18 01:12:27,707 - pyskl - INFO - Epoch [20][1100/2506] lr: 2.398e-02, eta: 22:31:52, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9731, loss_cls: 0.9086, loss: 0.9086 +2024-07-18 01:12:51,135 - pyskl - INFO - Epoch [20][1200/2506] lr: 2.397e-02, eta: 22:31:18, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7825, top5_acc: 0.9756, loss_cls: 0.9259, loss: 0.9259 +2024-07-18 01:13:14,509 - pyskl - INFO - Epoch [20][1300/2506] lr: 2.397e-02, eta: 22:30:44, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9825, loss_cls: 0.8128, loss: 0.8128 +2024-07-18 01:13:37,938 - pyskl - INFO - Epoch [20][1400/2506] lr: 2.397e-02, eta: 22:30:10, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9669, loss_cls: 0.9108, loss: 0.9108 +2024-07-18 01:14:01,313 - pyskl - INFO - Epoch [20][1500/2506] lr: 2.396e-02, eta: 22:29:36, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9762, loss_cls: 0.8309, loss: 0.8309 +2024-07-18 01:14:24,681 - pyskl - INFO - Epoch [20][1600/2506] lr: 2.396e-02, eta: 22:29:02, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 0.8958, loss: 0.8958 +2024-07-18 01:14:48,136 - pyskl - INFO - Epoch [20][1700/2506] lr: 2.395e-02, eta: 22:28:28, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 0.8467, loss: 0.8467 +2024-07-18 01:15:11,622 - pyskl - INFO - Epoch [20][1800/2506] lr: 2.395e-02, eta: 22:27:55, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9650, loss_cls: 0.9106, loss: 0.9106 +2024-07-18 01:15:35,067 - pyskl - INFO - Epoch [20][1900/2506] lr: 2.394e-02, eta: 22:27:22, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 0.8741, loss: 0.8741 +2024-07-18 01:15:58,505 - pyskl - INFO - Epoch [20][2000/2506] lr: 2.394e-02, eta: 22:26:48, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8263, top5_acc: 0.9806, loss_cls: 0.8393, loss: 0.8393 +2024-07-18 01:16:21,962 - pyskl - INFO - Epoch [20][2100/2506] lr: 2.394e-02, eta: 22:26:15, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9769, loss_cls: 0.8651, loss: 0.8651 +2024-07-18 01:16:45,509 - pyskl - INFO - Epoch [20][2200/2506] lr: 2.393e-02, eta: 22:25:42, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7906, top5_acc: 0.9731, loss_cls: 0.9258, loss: 0.9258 +2024-07-18 01:17:08,998 - pyskl - INFO - Epoch [20][2300/2506] lr: 2.393e-02, eta: 22:25:09, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 0.8922, loss: 0.8922 +2024-07-18 01:17:32,466 - pyskl - INFO - Epoch [20][2400/2506] lr: 2.392e-02, eta: 22:24:36, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9681, loss_cls: 0.8767, loss: 0.8767 +2024-07-18 01:17:55,831 - pyskl - INFO - Epoch [20][2500/2506] lr: 2.392e-02, eta: 22:24:02, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 0.8658, loss: 0.8658 +2024-07-18 01:17:57,723 - pyskl - INFO - Saving checkpoint at 20 epochs +2024-07-18 01:19:17,484 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 01:19:17,553 - pyskl - INFO - +top1_acc 0.7591 +top5_acc 0.9605 +2024-07-18 01:19:17,555 - pyskl - INFO - Epoch(val) [20][1031] top1_acc: 0.7591, top5_acc: 0.9605 +2024-07-18 01:19:58,452 - pyskl - INFO - Epoch [21][100/2506] lr: 2.392e-02, eta: 22:25:11, time: 0.409, data_time: 0.173, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 0.8887, loss: 0.8887 +2024-07-18 01:20:21,966 - pyskl - INFO - Epoch [21][200/2506] lr: 2.391e-02, eta: 22:24:38, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9788, loss_cls: 0.8173, loss: 0.8173 +2024-07-18 01:20:45,560 - pyskl - INFO - Epoch [21][300/2506] lr: 2.391e-02, eta: 22:24:05, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 0.8500, loss: 0.8500 +2024-07-18 01:21:09,198 - pyskl - INFO - Epoch [21][400/2506] lr: 2.390e-02, eta: 22:23:33, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9700, loss_cls: 0.9458, loss: 0.9458 +2024-07-18 01:21:32,568 - pyskl - INFO - Epoch [21][500/2506] lr: 2.390e-02, eta: 22:22:59, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9819, loss_cls: 0.8903, loss: 0.8903 +2024-07-18 01:21:56,074 - pyskl - INFO - Epoch [21][600/2506] lr: 2.389e-02, eta: 22:22:26, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9750, loss_cls: 0.9019, loss: 0.9019 +2024-07-18 01:22:19,579 - pyskl - INFO - Epoch [21][700/2506] lr: 2.389e-02, eta: 22:21:54, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9800, loss_cls: 0.8845, loss: 0.8845 +2024-07-18 01:22:43,062 - pyskl - INFO - Epoch [21][800/2506] lr: 2.389e-02, eta: 22:21:21, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 0.9062, loss: 0.9062 +2024-07-18 01:23:06,522 - pyskl - INFO - Epoch [21][900/2506] lr: 2.388e-02, eta: 22:20:47, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 0.8592, loss: 0.8592 +2024-07-18 01:23:30,039 - pyskl - INFO - Epoch [21][1000/2506] lr: 2.388e-02, eta: 22:20:15, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 0.8889, loss: 0.8889 +2024-07-18 01:23:53,571 - pyskl - INFO - Epoch [21][1100/2506] lr: 2.387e-02, eta: 22:19:42, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8375, top5_acc: 0.9656, loss_cls: 0.8400, loss: 0.8400 +2024-07-18 01:24:17,018 - pyskl - INFO - Epoch [21][1200/2506] lr: 2.387e-02, eta: 22:19:09, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 0.9031, loss: 0.9031 +2024-07-18 01:24:40,467 - pyskl - INFO - Epoch [21][1300/2506] lr: 2.386e-02, eta: 22:18:36, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9775, loss_cls: 0.8991, loss: 0.8991 +2024-07-18 01:25:03,874 - pyskl - INFO - Epoch [21][1400/2506] lr: 2.386e-02, eta: 22:18:03, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8313, top5_acc: 0.9825, loss_cls: 0.7997, loss: 0.7997 +2024-07-18 01:25:27,283 - pyskl - INFO - Epoch [21][1500/2506] lr: 2.385e-02, eta: 22:17:30, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9712, loss_cls: 0.8951, loss: 0.8951 +2024-07-18 01:25:50,646 - pyskl - INFO - Epoch [21][1600/2506] lr: 2.385e-02, eta: 22:16:56, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 0.9470, loss: 0.9470 +2024-07-18 01:26:14,002 - pyskl - INFO - Epoch [21][1700/2506] lr: 2.385e-02, eta: 22:16:23, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 0.8789, loss: 0.8789 +2024-07-18 01:26:37,485 - pyskl - INFO - Epoch [21][1800/2506] lr: 2.384e-02, eta: 22:15:50, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9756, loss_cls: 0.8511, loss: 0.8511 +2024-07-18 01:27:00,984 - pyskl - INFO - Epoch [21][1900/2506] lr: 2.384e-02, eta: 22:15:18, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9738, loss_cls: 0.8894, loss: 0.8894 +2024-07-18 01:27:24,494 - pyskl - INFO - Epoch [21][2000/2506] lr: 2.383e-02, eta: 22:14:46, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9744, loss_cls: 0.8532, loss: 0.8532 +2024-07-18 01:27:47,930 - pyskl - INFO - Epoch [21][2100/2506] lr: 2.383e-02, eta: 22:14:13, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8281, top5_acc: 0.9800, loss_cls: 0.8286, loss: 0.8286 +2024-07-18 01:28:11,251 - pyskl - INFO - Epoch [21][2200/2506] lr: 2.382e-02, eta: 22:13:39, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9769, loss_cls: 0.8830, loss: 0.8830 +2024-07-18 01:28:34,617 - pyskl - INFO - Epoch [21][2300/2506] lr: 2.382e-02, eta: 22:13:06, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 0.8359, loss: 0.8359 +2024-07-18 01:28:58,048 - pyskl - INFO - Epoch [21][2400/2506] lr: 2.382e-02, eta: 22:12:33, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8263, top5_acc: 0.9694, loss_cls: 0.8544, loss: 0.8544 +2024-07-18 01:29:21,399 - pyskl - INFO - Epoch [21][2500/2506] lr: 2.381e-02, eta: 22:12:00, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9831, loss_cls: 0.8490, loss: 0.8490 +2024-07-18 01:29:23,202 - pyskl - INFO - Saving checkpoint at 21 epochs +2024-07-18 01:30:42,955 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 01:30:43,024 - pyskl - INFO - +top1_acc 0.7715 +top5_acc 0.9634 +2024-07-18 01:30:43,026 - pyskl - INFO - Epoch(val) [21][1031] top1_acc: 0.7715, top5_acc: 0.9634 +2024-07-18 01:31:23,687 - pyskl - INFO - Epoch [22][100/2506] lr: 2.381e-02, eta: 22:13:03, time: 0.407, data_time: 0.173, memory: 6429, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 0.8428, loss: 0.8428 +2024-07-18 01:31:47,131 - pyskl - INFO - Epoch [22][200/2506] lr: 2.380e-02, eta: 22:12:30, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 0.8159, loss: 0.8159 +2024-07-18 01:32:10,558 - pyskl - INFO - Epoch [22][300/2506] lr: 2.380e-02, eta: 22:11:57, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 0.8319, loss: 0.8319 +2024-07-18 01:32:33,925 - pyskl - INFO - Epoch [22][400/2506] lr: 2.379e-02, eta: 22:11:24, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8237, top5_acc: 0.9800, loss_cls: 0.7988, loss: 0.7988 +2024-07-18 01:32:57,290 - pyskl - INFO - Epoch [22][500/2506] lr: 2.379e-02, eta: 22:10:51, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 0.8552, loss: 0.8552 +2024-07-18 01:33:20,842 - pyskl - INFO - Epoch [22][600/2506] lr: 2.378e-02, eta: 22:10:19, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 0.8229, loss: 0.8229 +2024-07-18 01:33:44,507 - pyskl - INFO - Epoch [22][700/2506] lr: 2.378e-02, eta: 22:09:48, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 0.8699, loss: 0.8699 +2024-07-18 01:34:07,891 - pyskl - INFO - Epoch [22][800/2506] lr: 2.377e-02, eta: 22:09:15, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 0.8541, loss: 0.8541 +2024-07-18 01:34:31,315 - pyskl - INFO - Epoch [22][900/2506] lr: 2.377e-02, eta: 22:08:42, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8275, top5_acc: 0.9688, loss_cls: 0.8705, loss: 0.8705 +2024-07-18 01:34:54,761 - pyskl - INFO - Epoch [22][1000/2506] lr: 2.377e-02, eta: 22:08:10, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9712, loss_cls: 0.9166, loss: 0.9166 +2024-07-18 01:35:18,134 - pyskl - INFO - Epoch [22][1100/2506] lr: 2.376e-02, eta: 22:07:37, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7950, top5_acc: 0.9719, loss_cls: 0.9598, loss: 0.9598 +2024-07-18 01:35:41,502 - pyskl - INFO - Epoch [22][1200/2506] lr: 2.376e-02, eta: 22:07:04, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7931, top5_acc: 0.9725, loss_cls: 0.9309, loss: 0.9309 +2024-07-18 01:36:04,856 - pyskl - INFO - Epoch [22][1300/2506] lr: 2.375e-02, eta: 22:06:31, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 0.8367, loss: 0.8367 +2024-07-18 01:36:28,181 - pyskl - INFO - Epoch [22][1400/2506] lr: 2.375e-02, eta: 22:05:58, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8319, top5_acc: 0.9725, loss_cls: 0.8262, loss: 0.8262 +2024-07-18 01:36:51,550 - pyskl - INFO - Epoch [22][1500/2506] lr: 2.374e-02, eta: 22:05:25, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 0.8743, loss: 0.8743 +2024-07-18 01:37:14,932 - pyskl - INFO - Epoch [22][1600/2506] lr: 2.374e-02, eta: 22:04:53, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 0.8728, loss: 0.8728 +2024-07-18 01:37:38,305 - pyskl - INFO - Epoch [22][1700/2506] lr: 2.373e-02, eta: 22:04:20, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 0.8302, loss: 0.8302 +2024-07-18 01:38:01,808 - pyskl - INFO - Epoch [22][1800/2506] lr: 2.373e-02, eta: 22:03:48, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9794, loss_cls: 0.8492, loss: 0.8492 +2024-07-18 01:38:25,294 - pyskl - INFO - Epoch [22][1900/2506] lr: 2.372e-02, eta: 22:03:16, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8256, top5_acc: 0.9738, loss_cls: 0.8238, loss: 0.8238 +2024-07-18 01:38:48,628 - pyskl - INFO - Epoch [22][2000/2506] lr: 2.372e-02, eta: 22:02:44, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7981, top5_acc: 0.9637, loss_cls: 0.9616, loss: 0.9616 +2024-07-18 01:39:12,093 - pyskl - INFO - Epoch [22][2100/2506] lr: 2.372e-02, eta: 22:02:12, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 0.8369, loss: 0.8369 +2024-07-18 01:39:35,600 - pyskl - INFO - Epoch [22][2200/2506] lr: 2.371e-02, eta: 22:01:40, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 0.8203, loss: 0.8203 +2024-07-18 01:39:59,006 - pyskl - INFO - Epoch [22][2300/2506] lr: 2.371e-02, eta: 22:01:08, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9812, loss_cls: 0.8335, loss: 0.8335 +2024-07-18 01:40:22,442 - pyskl - INFO - Epoch [22][2400/2506] lr: 2.370e-02, eta: 22:00:36, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 0.8616, loss: 0.8616 +2024-07-18 01:40:45,795 - pyskl - INFO - Epoch [22][2500/2506] lr: 2.370e-02, eta: 22:00:03, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9700, loss_cls: 0.8898, loss: 0.8898 +2024-07-18 01:40:47,590 - pyskl - INFO - Saving checkpoint at 22 epochs +2024-07-18 01:42:07,525 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 01:42:07,593 - pyskl - INFO - +top1_acc 0.7795 +top5_acc 0.9676 +2024-07-18 01:42:07,595 - pyskl - INFO - Epoch(val) [22][1031] top1_acc: 0.7795, top5_acc: 0.9676 +2024-07-18 01:42:48,411 - pyskl - INFO - Epoch [23][100/2506] lr: 2.369e-02, eta: 22:01:02, time: 0.408, data_time: 0.174, memory: 6429, top1_acc: 0.8406, top5_acc: 0.9831, loss_cls: 0.7521, loss: 0.7521 +2024-07-18 01:43:11,886 - pyskl - INFO - Epoch [23][200/2506] lr: 2.369e-02, eta: 22:00:30, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9775, loss_cls: 0.8696, loss: 0.8696 +2024-07-18 01:43:35,200 - pyskl - INFO - Epoch [23][300/2506] lr: 2.368e-02, eta: 21:59:57, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 0.8488, loss: 0.8488 +2024-07-18 01:43:58,568 - pyskl - INFO - Epoch [23][400/2506] lr: 2.368e-02, eta: 21:59:25, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8375, top5_acc: 0.9719, loss_cls: 0.8122, loss: 0.8122 +2024-07-18 01:44:21,951 - pyskl - INFO - Epoch [23][500/2506] lr: 2.367e-02, eta: 21:58:52, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8313, top5_acc: 0.9706, loss_cls: 0.8753, loss: 0.8753 +2024-07-18 01:44:45,332 - pyskl - INFO - Epoch [23][600/2506] lr: 2.367e-02, eta: 21:58:20, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9744, loss_cls: 0.9402, loss: 0.9402 +2024-07-18 01:45:08,749 - pyskl - INFO - Epoch [23][700/2506] lr: 2.366e-02, eta: 21:57:48, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 0.8249, loss: 0.8249 +2024-07-18 01:45:32,225 - pyskl - INFO - Epoch [23][800/2506] lr: 2.366e-02, eta: 21:57:16, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9775, loss_cls: 0.8249, loss: 0.8249 +2024-07-18 01:45:55,685 - pyskl - INFO - Epoch [23][900/2506] lr: 2.365e-02, eta: 21:56:44, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9656, loss_cls: 0.9486, loss: 0.9486 +2024-07-18 01:46:19,152 - pyskl - INFO - Epoch [23][1000/2506] lr: 2.365e-02, eta: 21:56:13, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 0.8508, loss: 0.8508 +2024-07-18 01:46:42,621 - pyskl - INFO - Epoch [23][1100/2506] lr: 2.364e-02, eta: 21:55:41, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9762, loss_cls: 0.8368, loss: 0.8368 +2024-07-18 01:47:06,082 - pyskl - INFO - Epoch [23][1200/2506] lr: 2.364e-02, eta: 21:55:09, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 0.8366, loss: 0.8366 +2024-07-18 01:47:29,469 - pyskl - INFO - Epoch [23][1300/2506] lr: 2.364e-02, eta: 21:54:37, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9725, loss_cls: 0.9066, loss: 0.9066 +2024-07-18 01:47:52,883 - pyskl - INFO - Epoch [23][1400/2506] lr: 2.363e-02, eta: 21:54:05, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9744, loss_cls: 0.9060, loss: 0.9060 +2024-07-18 01:48:16,320 - pyskl - INFO - Epoch [23][1500/2506] lr: 2.363e-02, eta: 21:53:34, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9838, loss_cls: 0.7949, loss: 0.7949 +2024-07-18 01:48:39,731 - pyskl - INFO - Epoch [23][1600/2506] lr: 2.362e-02, eta: 21:53:02, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 0.8016, loss: 0.8016 +2024-07-18 01:49:03,152 - pyskl - INFO - Epoch [23][1700/2506] lr: 2.362e-02, eta: 21:52:30, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 0.8730, loss: 0.8730 +2024-07-18 01:49:26,632 - pyskl - INFO - Epoch [23][1800/2506] lr: 2.361e-02, eta: 21:51:59, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 0.8422, loss: 0.8422 +2024-07-18 01:49:50,096 - pyskl - INFO - Epoch [23][1900/2506] lr: 2.361e-02, eta: 21:51:27, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 0.8093, loss: 0.8093 +2024-07-18 01:50:13,558 - pyskl - INFO - Epoch [23][2000/2506] lr: 2.360e-02, eta: 21:50:56, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8275, top5_acc: 0.9675, loss_cls: 0.8631, loss: 0.8631 +2024-07-18 01:50:37,034 - pyskl - INFO - Epoch [23][2100/2506] lr: 2.360e-02, eta: 21:50:24, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8369, top5_acc: 0.9719, loss_cls: 0.8145, loss: 0.8145 +2024-07-18 01:51:00,478 - pyskl - INFO - Epoch [23][2200/2506] lr: 2.359e-02, eta: 21:49:53, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 0.8667, loss: 0.8667 +2024-07-18 01:51:23,962 - pyskl - INFO - Epoch [23][2300/2506] lr: 2.359e-02, eta: 21:49:21, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9738, loss_cls: 0.9150, loss: 0.9150 +2024-07-18 01:51:47,401 - pyskl - INFO - Epoch [23][2400/2506] lr: 2.358e-02, eta: 21:48:50, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 0.8241, loss: 0.8241 +2024-07-18 01:52:10,885 - pyskl - INFO - Epoch [23][2500/2506] lr: 2.358e-02, eta: 21:48:19, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9788, loss_cls: 0.8770, loss: 0.8770 +2024-07-18 01:52:12,667 - pyskl - INFO - Saving checkpoint at 23 epochs +2024-07-18 01:53:32,138 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 01:53:32,206 - pyskl - INFO - +top1_acc 0.7475 +top5_acc 0.9585 +2024-07-18 01:53:32,208 - pyskl - INFO - Epoch(val) [23][1031] top1_acc: 0.7475, top5_acc: 0.9585 +2024-07-18 01:54:13,144 - pyskl - INFO - Epoch [24][100/2506] lr: 2.357e-02, eta: 21:49:14, time: 0.409, data_time: 0.175, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9719, loss_cls: 0.8969, loss: 0.8969 +2024-07-18 01:54:36,642 - pyskl - INFO - Epoch [24][200/2506] lr: 2.357e-02, eta: 21:48:43, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9775, loss_cls: 0.8468, loss: 0.8468 +2024-07-18 01:55:00,131 - pyskl - INFO - Epoch [24][300/2506] lr: 2.356e-02, eta: 21:48:12, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 0.7813, loss: 0.7813 +2024-07-18 01:55:23,611 - pyskl - INFO - Epoch [24][400/2506] lr: 2.356e-02, eta: 21:47:40, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8237, top5_acc: 0.9700, loss_cls: 0.8609, loss: 0.8609 +2024-07-18 01:55:47,082 - pyskl - INFO - Epoch [24][500/2506] lr: 2.355e-02, eta: 21:47:09, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 0.7816, loss: 0.7816 +2024-07-18 01:56:10,486 - pyskl - INFO - Epoch [24][600/2506] lr: 2.355e-02, eta: 21:46:37, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 0.8715, loss: 0.8715 +2024-07-18 01:56:33,880 - pyskl - INFO - Epoch [24][700/2506] lr: 2.354e-02, eta: 21:46:06, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8406, top5_acc: 0.9738, loss_cls: 0.8102, loss: 0.8102 +2024-07-18 01:56:57,235 - pyskl - INFO - Epoch [24][800/2506] lr: 2.354e-02, eta: 21:45:34, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 0.8402, loss: 0.8402 +2024-07-18 01:57:20,753 - pyskl - INFO - Epoch [24][900/2506] lr: 2.353e-02, eta: 21:45:03, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9762, loss_cls: 0.8634, loss: 0.8634 +2024-07-18 01:57:44,203 - pyskl - INFO - Epoch [24][1000/2506] lr: 2.353e-02, eta: 21:44:32, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 0.8234, loss: 0.8234 +2024-07-18 01:58:07,579 - pyskl - INFO - Epoch [24][1100/2506] lr: 2.352e-02, eta: 21:44:00, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8319, top5_acc: 0.9669, loss_cls: 0.8271, loss: 0.8271 +2024-07-18 01:58:30,943 - pyskl - INFO - Epoch [24][1200/2506] lr: 2.352e-02, eta: 21:43:28, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 0.8614, loss: 0.8614 +2024-07-18 01:58:54,204 - pyskl - INFO - Epoch [24][1300/2506] lr: 2.351e-02, eta: 21:42:56, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9775, loss_cls: 0.8644, loss: 0.8644 +2024-07-18 01:59:17,521 - pyskl - INFO - Epoch [24][1400/2506] lr: 2.351e-02, eta: 21:42:24, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9762, loss_cls: 0.8924, loss: 0.8924 +2024-07-18 01:59:40,740 - pyskl - INFO - Epoch [24][1500/2506] lr: 2.350e-02, eta: 21:41:52, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 0.8253, loss: 0.8253 +2024-07-18 02:00:04,285 - pyskl - INFO - Epoch [24][1600/2506] lr: 2.350e-02, eta: 21:41:21, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 0.8313, loss: 0.8313 +2024-07-18 02:00:27,703 - pyskl - INFO - Epoch [24][1700/2506] lr: 2.349e-02, eta: 21:40:50, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 0.8415, loss: 0.8415 +2024-07-18 02:00:51,048 - pyskl - INFO - Epoch [24][1800/2506] lr: 2.349e-02, eta: 21:40:18, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8263, top5_acc: 0.9775, loss_cls: 0.8127, loss: 0.8127 +2024-07-18 02:01:14,323 - pyskl - INFO - Epoch [24][1900/2506] lr: 2.348e-02, eta: 21:39:46, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9744, loss_cls: 0.8737, loss: 0.8737 +2024-07-18 02:01:37,644 - pyskl - INFO - Epoch [24][2000/2506] lr: 2.348e-02, eta: 21:39:14, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 0.9015, loss: 0.9015 +2024-07-18 02:02:01,011 - pyskl - INFO - Epoch [24][2100/2506] lr: 2.347e-02, eta: 21:38:43, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 0.7805, loss: 0.7805 +2024-07-18 02:02:24,512 - pyskl - INFO - Epoch [24][2200/2506] lr: 2.347e-02, eta: 21:38:12, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 0.8426, loss: 0.8426 +2024-07-18 02:02:47,930 - pyskl - INFO - Epoch [24][2300/2506] lr: 2.346e-02, eta: 21:37:41, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9706, loss_cls: 0.8881, loss: 0.8881 +2024-07-18 02:03:11,298 - pyskl - INFO - Epoch [24][2400/2506] lr: 2.346e-02, eta: 21:37:10, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9731, loss_cls: 0.9077, loss: 0.9077 +2024-07-18 02:03:34,689 - pyskl - INFO - Epoch [24][2500/2506] lr: 2.345e-02, eta: 21:36:39, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 0.8631, loss: 0.8631 +2024-07-18 02:03:36,507 - pyskl - INFO - Saving checkpoint at 24 epochs +2024-07-18 02:04:56,422 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 02:04:56,489 - pyskl - INFO - +top1_acc 0.7960 +top5_acc 0.9699 +2024-07-18 02:04:56,493 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_15.pth was removed +2024-07-18 02:04:56,627 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_24.pth. +2024-07-18 02:04:56,628 - pyskl - INFO - Best top1_acc is 0.7960 at 24 epoch. +2024-07-18 02:04:56,630 - pyskl - INFO - Epoch(val) [24][1031] top1_acc: 0.7960, top5_acc: 0.9699 +2024-07-18 02:05:37,919 - pyskl - INFO - Epoch [25][100/2506] lr: 2.345e-02, eta: 21:37:32, time: 0.413, data_time: 0.178, memory: 6429, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 0.8255, loss: 0.8255 +2024-07-18 02:06:01,258 - pyskl - INFO - Epoch [25][200/2506] lr: 2.344e-02, eta: 21:37:00, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 0.8382, loss: 0.8382 +2024-07-18 02:06:24,631 - pyskl - INFO - Epoch [25][300/2506] lr: 2.344e-02, eta: 21:36:29, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 0.8223, loss: 0.8223 +2024-07-18 02:06:47,994 - pyskl - INFO - Epoch [25][400/2506] lr: 2.343e-02, eta: 21:35:58, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9756, loss_cls: 0.8460, loss: 0.8460 +2024-07-18 02:07:11,395 - pyskl - INFO - Epoch [25][500/2506] lr: 2.343e-02, eta: 21:35:26, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8294, top5_acc: 0.9719, loss_cls: 0.8488, loss: 0.8488 +2024-07-18 02:07:34,799 - pyskl - INFO - Epoch [25][600/2506] lr: 2.342e-02, eta: 21:34:55, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 0.7935, loss: 0.7935 +2024-07-18 02:07:58,169 - pyskl - INFO - Epoch [25][700/2506] lr: 2.342e-02, eta: 21:34:24, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 0.8216, loss: 0.8216 +2024-07-18 02:08:21,578 - pyskl - INFO - Epoch [25][800/2506] lr: 2.341e-02, eta: 21:33:53, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 0.8239, loss: 0.8239 +2024-07-18 02:08:45,024 - pyskl - INFO - Epoch [25][900/2506] lr: 2.341e-02, eta: 21:33:22, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 0.8397, loss: 0.8397 +2024-07-18 02:09:08,459 - pyskl - INFO - Epoch [25][1000/2506] lr: 2.340e-02, eta: 21:32:51, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8169, top5_acc: 0.9812, loss_cls: 0.8116, loss: 0.8116 +2024-07-18 02:09:31,856 - pyskl - INFO - Epoch [25][1100/2506] lr: 2.340e-02, eta: 21:32:20, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 0.8339, loss: 0.8339 +2024-07-18 02:09:55,424 - pyskl - INFO - Epoch [25][1200/2506] lr: 2.339e-02, eta: 21:31:50, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 0.8295, loss: 0.8295 +2024-07-18 02:10:18,784 - pyskl - INFO - Epoch [25][1300/2506] lr: 2.339e-02, eta: 21:31:19, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 0.7942, loss: 0.7942 +2024-07-18 02:10:42,171 - pyskl - INFO - Epoch [25][1400/2506] lr: 2.338e-02, eta: 21:30:48, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 0.8473, loss: 0.8473 +2024-07-18 02:11:05,535 - pyskl - INFO - Epoch [25][1500/2506] lr: 2.338e-02, eta: 21:30:17, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 0.8377, loss: 0.8377 +2024-07-18 02:11:28,943 - pyskl - INFO - Epoch [25][1600/2506] lr: 2.337e-02, eta: 21:29:46, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 0.9151, loss: 0.9151 +2024-07-18 02:11:52,368 - pyskl - INFO - Epoch [25][1700/2506] lr: 2.337e-02, eta: 21:29:15, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 0.8306, loss: 0.8306 +2024-07-18 02:12:15,827 - pyskl - INFO - Epoch [25][1800/2506] lr: 2.336e-02, eta: 21:28:44, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 0.8038, loss: 0.8038 +2024-07-18 02:12:39,285 - pyskl - INFO - Epoch [25][1900/2506] lr: 2.336e-02, eta: 21:28:14, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 0.8129, loss: 0.8129 +2024-07-18 02:13:02,724 - pyskl - INFO - Epoch [25][2000/2506] lr: 2.335e-02, eta: 21:27:43, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9819, loss_cls: 0.8400, loss: 0.8400 +2024-07-18 02:13:26,251 - pyskl - INFO - Epoch [25][2100/2506] lr: 2.335e-02, eta: 21:27:13, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 0.8844, loss: 0.8844 +2024-07-18 02:13:49,809 - pyskl - INFO - Epoch [25][2200/2506] lr: 2.334e-02, eta: 21:26:43, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9719, loss_cls: 0.8370, loss: 0.8370 +2024-07-18 02:14:13,234 - pyskl - INFO - Epoch [25][2300/2506] lr: 2.334e-02, eta: 21:26:12, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9738, loss_cls: 0.8973, loss: 0.8973 +2024-07-18 02:14:36,723 - pyskl - INFO - Epoch [25][2400/2506] lr: 2.333e-02, eta: 21:25:42, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 0.8717, loss: 0.8717 +2024-07-18 02:15:00,111 - pyskl - INFO - Epoch [25][2500/2506] lr: 2.333e-02, eta: 21:25:11, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 0.8406, loss: 0.8406 +2024-07-18 02:15:01,962 - pyskl - INFO - Saving checkpoint at 25 epochs +2024-07-18 02:16:21,743 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 02:16:21,813 - pyskl - INFO - +top1_acc 0.8112 +top5_acc 0.9725 +2024-07-18 02:16:21,817 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_24.pth was removed +2024-07-18 02:16:21,947 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_25.pth. +2024-07-18 02:16:21,947 - pyskl - INFO - Best top1_acc is 0.8112 at 25 epoch. +2024-07-18 02:16:21,950 - pyskl - INFO - Epoch(val) [25][1031] top1_acc: 0.8112, top5_acc: 0.9725 +2024-07-18 02:17:02,660 - pyskl - INFO - Epoch [26][100/2506] lr: 2.332e-02, eta: 21:25:58, time: 0.407, data_time: 0.174, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 0.8123, loss: 0.8123 +2024-07-18 02:17:25,969 - pyskl - INFO - Epoch [26][200/2506] lr: 2.331e-02, eta: 21:25:27, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 0.7796, loss: 0.7796 +2024-07-18 02:17:49,254 - pyskl - INFO - Epoch [26][300/2506] lr: 2.331e-02, eta: 21:24:56, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 0.7645, loss: 0.7645 +2024-07-18 02:18:12,512 - pyskl - INFO - Epoch [26][400/2506] lr: 2.330e-02, eta: 21:24:24, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8369, top5_acc: 0.9806, loss_cls: 0.7863, loss: 0.7863 +2024-07-18 02:18:35,864 - pyskl - INFO - Epoch [26][500/2506] lr: 2.330e-02, eta: 21:23:53, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8331, top5_acc: 0.9844, loss_cls: 0.7585, loss: 0.7585 +2024-07-18 02:18:59,229 - pyskl - INFO - Epoch [26][600/2506] lr: 2.329e-02, eta: 21:23:22, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 0.8584, loss: 0.8584 +2024-07-18 02:19:22,565 - pyskl - INFO - Epoch [26][700/2506] lr: 2.329e-02, eta: 21:22:51, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 0.8415, loss: 0.8415 +2024-07-18 02:19:45,914 - pyskl - INFO - Epoch [26][800/2506] lr: 2.328e-02, eta: 21:22:20, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9794, loss_cls: 0.8209, loss: 0.8209 +2024-07-18 02:20:09,377 - pyskl - INFO - Epoch [26][900/2506] lr: 2.328e-02, eta: 21:21:50, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7963, top5_acc: 0.9731, loss_cls: 0.9281, loss: 0.9281 +2024-07-18 02:20:32,895 - pyskl - INFO - Epoch [26][1000/2506] lr: 2.327e-02, eta: 21:21:20, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 0.7634, loss: 0.7634 +2024-07-18 02:20:56,374 - pyskl - INFO - Epoch [26][1100/2506] lr: 2.327e-02, eta: 21:20:50, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9681, loss_cls: 0.9005, loss: 0.9005 +2024-07-18 02:21:19,699 - pyskl - INFO - Epoch [26][1200/2506] lr: 2.326e-02, eta: 21:20:19, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9731, loss_cls: 0.8519, loss: 0.8519 +2024-07-18 02:21:43,114 - pyskl - INFO - Epoch [26][1300/2506] lr: 2.326e-02, eta: 21:19:48, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 0.8366, loss: 0.8366 +2024-07-18 02:22:06,575 - pyskl - INFO - Epoch [26][1400/2506] lr: 2.325e-02, eta: 21:19:18, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 0.8865, loss: 0.8865 +2024-07-18 02:22:29,917 - pyskl - INFO - Epoch [26][1500/2506] lr: 2.325e-02, eta: 21:18:47, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 0.7850, loss: 0.7850 +2024-07-18 02:22:53,291 - pyskl - INFO - Epoch [26][1600/2506] lr: 2.324e-02, eta: 21:18:17, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 0.8145, loss: 0.8145 +2024-07-18 02:23:16,739 - pyskl - INFO - Epoch [26][1700/2506] lr: 2.324e-02, eta: 21:17:46, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9750, loss_cls: 0.8441, loss: 0.8441 +2024-07-18 02:23:40,132 - pyskl - INFO - Epoch [26][1800/2506] lr: 2.323e-02, eta: 21:17:16, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 0.8013, loss: 0.8013 +2024-07-18 02:24:03,649 - pyskl - INFO - Epoch [26][1900/2506] lr: 2.322e-02, eta: 21:16:46, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 0.7916, loss: 0.7916 +2024-07-18 02:24:27,094 - pyskl - INFO - Epoch [26][2000/2506] lr: 2.322e-02, eta: 21:16:16, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 0.8163, loss: 0.8163 +2024-07-18 02:24:50,498 - pyskl - INFO - Epoch [26][2100/2506] lr: 2.321e-02, eta: 21:15:45, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9712, loss_cls: 0.8237, loss: 0.8237 +2024-07-18 02:25:13,996 - pyskl - INFO - Epoch [26][2200/2506] lr: 2.321e-02, eta: 21:15:16, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 0.7915, loss: 0.7915 +2024-07-18 02:25:37,745 - pyskl - INFO - Epoch [26][2300/2506] lr: 2.320e-02, eta: 21:14:47, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8213, top5_acc: 0.9800, loss_cls: 0.8231, loss: 0.8231 +2024-07-18 02:26:01,310 - pyskl - INFO - Epoch [26][2400/2506] lr: 2.320e-02, eta: 21:14:17, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9744, loss_cls: 0.8414, loss: 0.8414 +2024-07-18 02:26:24,773 - pyskl - INFO - Epoch [26][2500/2506] lr: 2.319e-02, eta: 21:13:47, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 0.7972, loss: 0.7972 +2024-07-18 02:26:26,613 - pyskl - INFO - Saving checkpoint at 26 epochs +2024-07-18 02:27:46,458 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 02:27:46,525 - pyskl - INFO - +top1_acc 0.8191 +top5_acc 0.9715 +2024-07-18 02:27:46,532 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_25.pth was removed +2024-07-18 02:27:46,660 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_26.pth. +2024-07-18 02:27:46,660 - pyskl - INFO - Best top1_acc is 0.8191 at 26 epoch. +2024-07-18 02:27:46,662 - pyskl - INFO - Epoch(val) [26][1031] top1_acc: 0.8191, top5_acc: 0.9715 +2024-07-18 02:28:27,228 - pyskl - INFO - Epoch [27][100/2506] lr: 2.319e-02, eta: 21:14:30, time: 0.406, data_time: 0.172, memory: 6429, top1_acc: 0.8444, top5_acc: 0.9856, loss_cls: 0.7299, loss: 0.7299 +2024-07-18 02:28:50,536 - pyskl - INFO - Epoch [27][200/2506] lr: 2.318e-02, eta: 21:13:59, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9756, loss_cls: 0.8730, loss: 0.8730 +2024-07-18 02:29:13,894 - pyskl - INFO - Epoch [27][300/2506] lr: 2.318e-02, eta: 21:13:29, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8256, top5_acc: 0.9788, loss_cls: 0.8201, loss: 0.8201 +2024-07-18 02:29:37,314 - pyskl - INFO - Epoch [27][400/2506] lr: 2.317e-02, eta: 21:12:59, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 0.8228, loss: 0.8228 +2024-07-18 02:30:00,707 - pyskl - INFO - Epoch [27][500/2506] lr: 2.316e-02, eta: 21:12:28, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 0.8716, loss: 0.8716 +2024-07-18 02:30:23,947 - pyskl - INFO - Epoch [27][600/2506] lr: 2.316e-02, eta: 21:11:57, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9669, loss_cls: 0.9026, loss: 0.9026 +2024-07-18 02:30:47,221 - pyskl - INFO - Epoch [27][700/2506] lr: 2.315e-02, eta: 21:11:26, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8381, top5_acc: 0.9850, loss_cls: 0.7450, loss: 0.7450 +2024-07-18 02:31:10,482 - pyskl - INFO - Epoch [27][800/2506] lr: 2.315e-02, eta: 21:10:55, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 0.8403, loss: 0.8403 +2024-07-18 02:31:33,721 - pyskl - INFO - Epoch [27][900/2506] lr: 2.314e-02, eta: 21:10:24, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9769, loss_cls: 0.8188, loss: 0.8188 +2024-07-18 02:31:57,120 - pyskl - INFO - Epoch [27][1000/2506] lr: 2.314e-02, eta: 21:09:54, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 0.8294, loss: 0.8294 +2024-07-18 02:32:20,715 - pyskl - INFO - Epoch [27][1100/2506] lr: 2.313e-02, eta: 21:09:25, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 0.7763, loss: 0.7763 +2024-07-18 02:32:44,080 - pyskl - INFO - Epoch [27][1200/2506] lr: 2.313e-02, eta: 21:08:54, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9669, loss_cls: 0.8825, loss: 0.8825 +2024-07-18 02:33:07,409 - pyskl - INFO - Epoch [27][1300/2506] lr: 2.312e-02, eta: 21:08:24, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 0.8492, loss: 0.8492 +2024-07-18 02:33:30,748 - pyskl - INFO - Epoch [27][1400/2506] lr: 2.312e-02, eta: 21:07:54, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9769, loss_cls: 0.8318, loss: 0.8318 +2024-07-18 02:33:54,093 - pyskl - INFO - Epoch [27][1500/2506] lr: 2.311e-02, eta: 21:07:23, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 0.7908, loss: 0.7908 +2024-07-18 02:34:17,398 - pyskl - INFO - Epoch [27][1600/2506] lr: 2.310e-02, eta: 21:06:53, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 0.8285, loss: 0.8285 +2024-07-18 02:34:40,678 - pyskl - INFO - Epoch [27][1700/2506] lr: 2.310e-02, eta: 21:06:22, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8169, top5_acc: 0.9781, loss_cls: 0.8498, loss: 0.8498 +2024-07-18 02:35:04,014 - pyskl - INFO - Epoch [27][1800/2506] lr: 2.309e-02, eta: 21:05:52, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 0.8081, loss: 0.8081 +2024-07-18 02:35:27,373 - pyskl - INFO - Epoch [27][1900/2506] lr: 2.309e-02, eta: 21:05:21, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 0.8493, loss: 0.8493 +2024-07-18 02:35:50,704 - pyskl - INFO - Epoch [27][2000/2506] lr: 2.308e-02, eta: 21:04:51, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 0.8142, loss: 0.8142 +2024-07-18 02:36:14,052 - pyskl - INFO - Epoch [27][2100/2506] lr: 2.308e-02, eta: 21:04:21, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 0.8132, loss: 0.8132 +2024-07-18 02:36:37,389 - pyskl - INFO - Epoch [27][2200/2506] lr: 2.307e-02, eta: 21:03:51, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9669, loss_cls: 0.8613, loss: 0.8613 +2024-07-18 02:37:00,731 - pyskl - INFO - Epoch [27][2300/2506] lr: 2.307e-02, eta: 21:03:20, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8331, top5_acc: 0.9681, loss_cls: 0.8299, loss: 0.8299 +2024-07-18 02:37:24,089 - pyskl - INFO - Epoch [27][2400/2506] lr: 2.306e-02, eta: 21:02:50, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8350, top5_acc: 0.9825, loss_cls: 0.7531, loss: 0.7531 +2024-07-18 02:37:47,512 - pyskl - INFO - Epoch [27][2500/2506] lr: 2.305e-02, eta: 21:02:20, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 0.9004, loss: 0.9004 +2024-07-18 02:37:49,354 - pyskl - INFO - Saving checkpoint at 27 epochs +2024-07-18 02:39:09,152 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 02:39:09,219 - pyskl - INFO - +top1_acc 0.7821 +top5_acc 0.9618 +2024-07-18 02:39:09,222 - pyskl - INFO - Epoch(val) [27][1031] top1_acc: 0.7821, top5_acc: 0.9618 +2024-07-18 02:39:49,600 - pyskl - INFO - Epoch [28][100/2506] lr: 2.305e-02, eta: 21:02:59, time: 0.404, data_time: 0.171, memory: 6429, top1_acc: 0.8425, top5_acc: 0.9869, loss_cls: 0.6952, loss: 0.6952 +2024-07-18 02:40:12,787 - pyskl - INFO - Epoch [28][200/2506] lr: 2.304e-02, eta: 21:02:28, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 0.7413, loss: 0.7413 +2024-07-18 02:40:36,021 - pyskl - INFO - Epoch [28][300/2506] lr: 2.304e-02, eta: 21:01:58, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9762, loss_cls: 0.8580, loss: 0.8580 +2024-07-18 02:40:59,312 - pyskl - INFO - Epoch [28][400/2506] lr: 2.303e-02, eta: 21:01:27, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8256, top5_acc: 0.9806, loss_cls: 0.7936, loss: 0.7936 +2024-07-18 02:41:22,620 - pyskl - INFO - Epoch [28][500/2506] lr: 2.303e-02, eta: 21:00:57, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8300, top5_acc: 0.9825, loss_cls: 0.7813, loss: 0.7813 +2024-07-18 02:41:45,880 - pyskl - INFO - Epoch [28][600/2506] lr: 2.302e-02, eta: 21:00:26, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 0.8185, loss: 0.8185 +2024-07-18 02:42:09,137 - pyskl - INFO - Epoch [28][700/2506] lr: 2.301e-02, eta: 20:59:56, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 0.7193, loss: 0.7193 +2024-07-18 02:42:32,392 - pyskl - INFO - Epoch [28][800/2506] lr: 2.301e-02, eta: 20:59:25, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9788, loss_cls: 0.8019, loss: 0.8019 +2024-07-18 02:42:55,744 - pyskl - INFO - Epoch [28][900/2506] lr: 2.300e-02, eta: 20:58:55, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 0.8494, loss: 0.8494 +2024-07-18 02:43:19,033 - pyskl - INFO - Epoch [28][1000/2506] lr: 2.300e-02, eta: 20:58:25, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 0.8292, loss: 0.8292 +2024-07-18 02:43:42,273 - pyskl - INFO - Epoch [28][1100/2506] lr: 2.299e-02, eta: 20:57:54, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8344, top5_acc: 0.9706, loss_cls: 0.8101, loss: 0.8101 +2024-07-18 02:44:05,512 - pyskl - INFO - Epoch [28][1200/2506] lr: 2.299e-02, eta: 20:57:24, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 0.8192, loss: 0.8192 +2024-07-18 02:44:28,700 - pyskl - INFO - Epoch [28][1300/2506] lr: 2.298e-02, eta: 20:56:53, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9731, loss_cls: 0.8675, loss: 0.8675 +2024-07-18 02:44:52,009 - pyskl - INFO - Epoch [28][1400/2506] lr: 2.298e-02, eta: 20:56:23, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9781, loss_cls: 0.8353, loss: 0.8353 +2024-07-18 02:45:15,270 - pyskl - INFO - Epoch [28][1500/2506] lr: 2.297e-02, eta: 20:55:52, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 0.8809, loss: 0.8809 +2024-07-18 02:45:38,550 - pyskl - INFO - Epoch [28][1600/2506] lr: 2.296e-02, eta: 20:55:22, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8287, top5_acc: 0.9788, loss_cls: 0.8148, loss: 0.8148 +2024-07-18 02:46:02,323 - pyskl - INFO - Epoch [28][1700/2506] lr: 2.296e-02, eta: 20:54:54, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8237, top5_acc: 0.9781, loss_cls: 0.8081, loss: 0.8081 +2024-07-18 02:46:25,683 - pyskl - INFO - Epoch [28][1800/2506] lr: 2.295e-02, eta: 20:54:24, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 0.8233, loss: 0.8233 +2024-07-18 02:46:49,090 - pyskl - INFO - Epoch [28][1900/2506] lr: 2.295e-02, eta: 20:53:55, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9706, loss_cls: 0.9431, loss: 0.9431 +2024-07-18 02:47:12,384 - pyskl - INFO - Epoch [28][2000/2506] lr: 2.294e-02, eta: 20:53:25, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 0.8219, loss: 0.8219 +2024-07-18 02:47:35,701 - pyskl - INFO - Epoch [28][2100/2506] lr: 2.293e-02, eta: 20:52:55, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9738, loss_cls: 0.8771, loss: 0.8771 +2024-07-18 02:47:59,021 - pyskl - INFO - Epoch [28][2200/2506] lr: 2.293e-02, eta: 20:52:25, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 0.8221, loss: 0.8221 +2024-07-18 02:48:22,499 - pyskl - INFO - Epoch [28][2300/2506] lr: 2.292e-02, eta: 20:51:55, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 0.8153, loss: 0.8153 +2024-07-18 02:48:46,040 - pyskl - INFO - Epoch [28][2400/2506] lr: 2.292e-02, eta: 20:51:26, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 0.8249, loss: 0.8249 +2024-07-18 02:49:09,743 - pyskl - INFO - Epoch [28][2500/2506] lr: 2.291e-02, eta: 20:50:58, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 0.7535, loss: 0.7535 +2024-07-18 02:49:11,611 - pyskl - INFO - Saving checkpoint at 28 epochs +2024-07-18 02:50:31,270 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 02:50:31,336 - pyskl - INFO - +top1_acc 0.8171 +top5_acc 0.9724 +2024-07-18 02:50:31,338 - pyskl - INFO - Epoch(val) [28][1031] top1_acc: 0.8171, top5_acc: 0.9724 +2024-07-18 02:51:11,709 - pyskl - INFO - Epoch [29][100/2506] lr: 2.291e-02, eta: 20:51:34, time: 0.404, data_time: 0.170, memory: 6429, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 0.7440, loss: 0.7440 +2024-07-18 02:51:35,034 - pyskl - INFO - Epoch [29][200/2506] lr: 2.290e-02, eta: 20:51:04, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8306, top5_acc: 0.9812, loss_cls: 0.7881, loss: 0.7881 +2024-07-18 02:51:58,428 - pyskl - INFO - Epoch [29][300/2506] lr: 2.289e-02, eta: 20:50:35, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8287, top5_acc: 0.9819, loss_cls: 0.7704, loss: 0.7704 +2024-07-18 02:52:21,840 - pyskl - INFO - Epoch [29][400/2506] lr: 2.289e-02, eta: 20:50:05, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 0.8706, loss: 0.8706 +2024-07-18 02:52:45,161 - pyskl - INFO - Epoch [29][500/2506] lr: 2.288e-02, eta: 20:49:35, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 0.8157, loss: 0.8157 +2024-07-18 02:53:08,492 - pyskl - INFO - Epoch [29][600/2506] lr: 2.288e-02, eta: 20:49:05, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 0.8053, loss: 0.8053 +2024-07-18 02:53:31,842 - pyskl - INFO - Epoch [29][700/2506] lr: 2.287e-02, eta: 20:48:36, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 0.8640, loss: 0.8640 +2024-07-18 02:53:55,196 - pyskl - INFO - Epoch [29][800/2506] lr: 2.287e-02, eta: 20:48:06, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 0.7920, loss: 0.7920 +2024-07-18 02:54:18,638 - pyskl - INFO - Epoch [29][900/2506] lr: 2.286e-02, eta: 20:47:37, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 0.8787, loss: 0.8787 +2024-07-18 02:54:42,017 - pyskl - INFO - Epoch [29][1000/2506] lr: 2.285e-02, eta: 20:47:07, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9756, loss_cls: 0.8244, loss: 0.8244 +2024-07-18 02:55:05,357 - pyskl - INFO - Epoch [29][1100/2506] lr: 2.285e-02, eta: 20:46:37, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8169, top5_acc: 0.9762, loss_cls: 0.8321, loss: 0.8321 +2024-07-18 02:55:28,753 - pyskl - INFO - Epoch [29][1200/2506] lr: 2.284e-02, eta: 20:46:08, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 0.7991, loss: 0.7991 +2024-07-18 02:55:52,237 - pyskl - INFO - Epoch [29][1300/2506] lr: 2.284e-02, eta: 20:45:39, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9781, loss_cls: 0.8457, loss: 0.8457 +2024-07-18 02:56:15,626 - pyskl - INFO - Epoch [29][1400/2506] lr: 2.283e-02, eta: 20:45:09, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9750, loss_cls: 0.8196, loss: 0.8196 +2024-07-18 02:56:39,039 - pyskl - INFO - Epoch [29][1500/2506] lr: 2.282e-02, eta: 20:44:40, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9769, loss_cls: 0.8843, loss: 0.8843 +2024-07-18 02:57:02,423 - pyskl - INFO - Epoch [29][1600/2506] lr: 2.282e-02, eta: 20:44:10, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 0.8486, loss: 0.8486 +2024-07-18 02:57:25,867 - pyskl - INFO - Epoch [29][1700/2506] lr: 2.281e-02, eta: 20:43:41, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 0.8601, loss: 0.8601 +2024-07-18 02:57:49,433 - pyskl - INFO - Epoch [29][1800/2506] lr: 2.281e-02, eta: 20:43:12, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 0.8081, loss: 0.8081 +2024-07-18 02:58:12,987 - pyskl - INFO - Epoch [29][1900/2506] lr: 2.280e-02, eta: 20:42:44, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 0.8176, loss: 0.8176 +2024-07-18 02:58:36,515 - pyskl - INFO - Epoch [29][2000/2506] lr: 2.279e-02, eta: 20:42:15, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9781, loss_cls: 0.8118, loss: 0.8118 +2024-07-18 02:58:59,925 - pyskl - INFO - Epoch [29][2100/2506] lr: 2.279e-02, eta: 20:41:46, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 0.7532, loss: 0.7532 +2024-07-18 02:59:23,337 - pyskl - INFO - Epoch [29][2200/2506] lr: 2.278e-02, eta: 20:41:16, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 0.8059, loss: 0.8059 +2024-07-18 02:59:46,784 - pyskl - INFO - Epoch [29][2300/2506] lr: 2.278e-02, eta: 20:40:47, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 0.8101, loss: 0.8101 +2024-07-18 03:00:10,171 - pyskl - INFO - Epoch [29][2400/2506] lr: 2.277e-02, eta: 20:40:18, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9775, loss_cls: 0.8336, loss: 0.8336 +2024-07-18 03:00:33,560 - pyskl - INFO - Epoch [29][2500/2506] lr: 2.276e-02, eta: 20:39:49, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8187, top5_acc: 0.9769, loss_cls: 0.8239, loss: 0.8239 +2024-07-18 03:00:35,399 - pyskl - INFO - Saving checkpoint at 29 epochs +2024-07-18 03:01:55,131 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 03:01:55,197 - pyskl - INFO - +top1_acc 0.7856 +top5_acc 0.9637 +2024-07-18 03:01:55,200 - pyskl - INFO - Epoch(val) [29][1031] top1_acc: 0.7856, top5_acc: 0.9637 +2024-07-18 03:02:36,370 - pyskl - INFO - Epoch [30][100/2506] lr: 2.276e-02, eta: 20:40:26, time: 0.412, data_time: 0.173, memory: 6429, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 0.7177, loss: 0.7177 +2024-07-18 03:03:00,219 - pyskl - INFO - Epoch [30][200/2506] lr: 2.275e-02, eta: 20:39:58, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 0.8442, loss: 0.8442 +2024-07-18 03:03:24,123 - pyskl - INFO - Epoch [30][300/2506] lr: 2.275e-02, eta: 20:39:31, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 0.7442, loss: 0.7442 +2024-07-18 03:03:48,034 - pyskl - INFO - Epoch [30][400/2506] lr: 2.274e-02, eta: 20:39:04, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 0.8290, loss: 0.8290 +2024-07-18 03:04:11,958 - pyskl - INFO - Epoch [30][500/2506] lr: 2.273e-02, eta: 20:38:37, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9744, loss_cls: 0.8254, loss: 0.8254 +2024-07-18 03:04:36,024 - pyskl - INFO - Epoch [30][600/2506] lr: 2.273e-02, eta: 20:38:10, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 0.8385, loss: 0.8385 +2024-07-18 03:04:59,974 - pyskl - INFO - Epoch [30][700/2506] lr: 2.272e-02, eta: 20:37:43, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 0.7550, loss: 0.7550 +2024-07-18 03:05:23,881 - pyskl - INFO - Epoch [30][800/2506] lr: 2.272e-02, eta: 20:37:16, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 0.7819, loss: 0.7819 +2024-07-18 03:05:47,853 - pyskl - INFO - Epoch [30][900/2506] lr: 2.271e-02, eta: 20:36:49, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.8263, top5_acc: 0.9788, loss_cls: 0.8289, loss: 0.8289 +2024-07-18 03:06:11,790 - pyskl - INFO - Epoch [30][1000/2506] lr: 2.270e-02, eta: 20:36:22, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 0.8007, loss: 0.8007 +2024-07-18 03:06:35,710 - pyskl - INFO - Epoch [30][1100/2506] lr: 2.270e-02, eta: 20:35:55, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 0.8322, loss: 0.8322 +2024-07-18 03:06:59,634 - pyskl - INFO - Epoch [30][1200/2506] lr: 2.269e-02, eta: 20:35:28, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8263, top5_acc: 0.9788, loss_cls: 0.7991, loss: 0.7991 +2024-07-18 03:07:23,616 - pyskl - INFO - Epoch [30][1300/2506] lr: 2.269e-02, eta: 20:35:01, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9731, loss_cls: 0.8834, loss: 0.8834 +2024-07-18 03:07:47,537 - pyskl - INFO - Epoch [30][1400/2506] lr: 2.268e-02, eta: 20:34:34, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8337, top5_acc: 0.9800, loss_cls: 0.7645, loss: 0.7645 +2024-07-18 03:08:11,361 - pyskl - INFO - Epoch [30][1500/2506] lr: 2.267e-02, eta: 20:34:06, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8319, top5_acc: 0.9712, loss_cls: 0.8199, loss: 0.8199 +2024-07-18 03:08:35,286 - pyskl - INFO - Epoch [30][1600/2506] lr: 2.267e-02, eta: 20:33:39, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 0.8729, loss: 0.8729 +2024-07-18 03:08:59,288 - pyskl - INFO - Epoch [30][1700/2506] lr: 2.266e-02, eta: 20:33:13, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 0.7801, loss: 0.7801 +2024-07-18 03:09:23,309 - pyskl - INFO - Epoch [30][1800/2506] lr: 2.266e-02, eta: 20:32:46, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.8294, top5_acc: 0.9806, loss_cls: 0.7857, loss: 0.7857 +2024-07-18 03:09:47,314 - pyskl - INFO - Epoch [30][1900/2506] lr: 2.265e-02, eta: 20:32:19, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 0.8138, loss: 0.8138 +2024-07-18 03:10:11,389 - pyskl - INFO - Epoch [30][2000/2506] lr: 2.264e-02, eta: 20:31:53, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 0.7839, loss: 0.7839 +2024-07-18 03:10:35,451 - pyskl - INFO - Epoch [30][2100/2506] lr: 2.264e-02, eta: 20:31:26, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 0.7940, loss: 0.7940 +2024-07-18 03:10:59,537 - pyskl - INFO - Epoch [30][2200/2506] lr: 2.263e-02, eta: 20:31:00, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9750, loss_cls: 0.8551, loss: 0.8551 +2024-07-18 03:11:23,599 - pyskl - INFO - Epoch [30][2300/2506] lr: 2.263e-02, eta: 20:30:34, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 0.8266, loss: 0.8266 +2024-07-18 03:11:47,660 - pyskl - INFO - Epoch [30][2400/2506] lr: 2.262e-02, eta: 20:30:07, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 0.8253, loss: 0.8253 +2024-07-18 03:12:11,691 - pyskl - INFO - Epoch [30][2500/2506] lr: 2.261e-02, eta: 20:29:41, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 0.8496, loss: 0.8496 +2024-07-18 03:12:13,571 - pyskl - INFO - Saving checkpoint at 30 epochs +2024-07-18 03:13:33,290 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 03:13:33,357 - pyskl - INFO - +top1_acc 0.7801 +top5_acc 0.9655 +2024-07-18 03:13:33,359 - pyskl - INFO - Epoch(val) [30][1031] top1_acc: 0.7801, top5_acc: 0.9655 +2024-07-18 03:14:14,843 - pyskl - INFO - Epoch [31][100/2506] lr: 2.261e-02, eta: 20:30:16, time: 0.415, data_time: 0.174, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 0.8104, loss: 0.8104 +2024-07-18 03:14:38,557 - pyskl - INFO - Epoch [31][200/2506] lr: 2.260e-02, eta: 20:29:48, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 0.8707, loss: 0.8707 +2024-07-18 03:15:02,305 - pyskl - INFO - Epoch [31][300/2506] lr: 2.259e-02, eta: 20:29:21, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 0.8100, loss: 0.8100 +2024-07-18 03:15:26,072 - pyskl - INFO - Epoch [31][400/2506] lr: 2.259e-02, eta: 20:28:53, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8187, top5_acc: 0.9712, loss_cls: 0.9567, loss: 0.9567 +2024-07-18 03:15:49,850 - pyskl - INFO - Epoch [31][500/2506] lr: 2.258e-02, eta: 20:28:25, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 0.8787, loss: 0.8787 +2024-07-18 03:16:13,631 - pyskl - INFO - Epoch [31][600/2506] lr: 2.258e-02, eta: 20:27:58, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9788, loss_cls: 0.8678, loss: 0.8678 +2024-07-18 03:16:37,401 - pyskl - INFO - Epoch [31][700/2506] lr: 2.257e-02, eta: 20:27:30, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 0.8550, loss: 0.8550 +2024-07-18 03:17:01,165 - pyskl - INFO - Epoch [31][800/2506] lr: 2.256e-02, eta: 20:27:03, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9706, loss_cls: 0.8842, loss: 0.8842 +2024-07-18 03:17:24,971 - pyskl - INFO - Epoch [31][900/2506] lr: 2.256e-02, eta: 20:26:35, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 0.9161, loss: 0.9161 +2024-07-18 03:17:48,762 - pyskl - INFO - Epoch [31][1000/2506] lr: 2.255e-02, eta: 20:26:08, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 0.8679, loss: 0.8679 +2024-07-18 03:18:12,556 - pyskl - INFO - Epoch [31][1100/2506] lr: 2.254e-02, eta: 20:25:40, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9806, loss_cls: 0.8346, loss: 0.8346 +2024-07-18 03:18:36,378 - pyskl - INFO - Epoch [31][1200/2506] lr: 2.254e-02, eta: 20:25:13, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8225, top5_acc: 0.9769, loss_cls: 0.8888, loss: 0.8888 +2024-07-18 03:19:00,251 - pyskl - INFO - Epoch [31][1300/2506] lr: 2.253e-02, eta: 20:24:45, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 0.8378, loss: 0.8378 +2024-07-18 03:19:24,091 - pyskl - INFO - Epoch [31][1400/2506] lr: 2.253e-02, eta: 20:24:18, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9700, loss_cls: 0.8686, loss: 0.8686 +2024-07-18 03:19:47,906 - pyskl - INFO - Epoch [31][1500/2506] lr: 2.252e-02, eta: 20:23:51, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 0.8969, loss: 0.8969 +2024-07-18 03:20:11,724 - pyskl - INFO - Epoch [31][1600/2506] lr: 2.251e-02, eta: 20:23:23, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 0.8293, loss: 0.8293 +2024-07-18 03:20:35,553 - pyskl - INFO - Epoch [31][1700/2506] lr: 2.251e-02, eta: 20:22:56, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 0.8653, loss: 0.8653 +2024-07-18 03:20:59,353 - pyskl - INFO - Epoch [31][1800/2506] lr: 2.250e-02, eta: 20:22:29, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 0.9426, loss: 0.9426 +2024-07-18 03:21:23,201 - pyskl - INFO - Epoch [31][1900/2506] lr: 2.249e-02, eta: 20:22:02, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 0.8997, loss: 0.8997 +2024-07-18 03:21:47,094 - pyskl - INFO - Epoch [31][2000/2506] lr: 2.249e-02, eta: 20:21:34, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9806, loss_cls: 0.8476, loss: 0.8476 +2024-07-18 03:22:10,948 - pyskl - INFO - Epoch [31][2100/2506] lr: 2.248e-02, eta: 20:21:07, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9781, loss_cls: 0.8693, loss: 0.8693 +2024-07-18 03:22:34,818 - pyskl - INFO - Epoch [31][2200/2506] lr: 2.248e-02, eta: 20:20:40, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 0.9047, loss: 0.9047 +2024-07-18 03:22:58,712 - pyskl - INFO - Epoch [31][2300/2506] lr: 2.247e-02, eta: 20:20:13, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 0.8629, loss: 0.8629 +2024-07-18 03:23:22,561 - pyskl - INFO - Epoch [31][2400/2506] lr: 2.246e-02, eta: 20:19:46, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8219, top5_acc: 0.9788, loss_cls: 0.8984, loss: 0.8984 +2024-07-18 03:23:46,421 - pyskl - INFO - Epoch [31][2500/2506] lr: 2.246e-02, eta: 20:19:19, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8106, top5_acc: 0.9738, loss_cls: 0.9261, loss: 0.9261 +2024-07-18 03:23:48,287 - pyskl - INFO - Saving checkpoint at 31 epochs +2024-07-18 03:25:08,314 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 03:25:08,382 - pyskl - INFO - +top1_acc 0.7735 +top5_acc 0.9583 +2024-07-18 03:25:08,384 - pyskl - INFO - Epoch(val) [31][1031] top1_acc: 0.7735, top5_acc: 0.9583 +2024-07-18 03:25:49,963 - pyskl - INFO - Epoch [32][100/2506] lr: 2.245e-02, eta: 20:19:53, time: 0.416, data_time: 0.174, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 0.8494, loss: 0.8494 +2024-07-18 03:26:13,680 - pyskl - INFO - Epoch [32][200/2506] lr: 2.244e-02, eta: 20:19:25, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 0.8279, loss: 0.8279 +2024-07-18 03:26:37,403 - pyskl - INFO - Epoch [32][300/2506] lr: 2.244e-02, eta: 20:18:57, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9706, loss_cls: 0.8057, loss: 0.8057 +2024-07-18 03:27:01,116 - pyskl - INFO - Epoch [32][400/2506] lr: 2.243e-02, eta: 20:18:29, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9812, loss_cls: 0.8307, loss: 0.8307 +2024-07-18 03:27:24,821 - pyskl - INFO - Epoch [32][500/2506] lr: 2.243e-02, eta: 20:18:02, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 0.8789, loss: 0.8789 +2024-07-18 03:27:48,542 - pyskl - INFO - Epoch [32][600/2506] lr: 2.242e-02, eta: 20:17:34, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 0.8779, loss: 0.8779 +2024-07-18 03:28:12,258 - pyskl - INFO - Epoch [32][700/2506] lr: 2.241e-02, eta: 20:17:06, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 0.8849, loss: 0.8849 +2024-07-18 03:28:35,989 - pyskl - INFO - Epoch [32][800/2506] lr: 2.241e-02, eta: 20:16:39, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9738, loss_cls: 0.8032, loss: 0.8032 +2024-07-18 03:28:59,724 - pyskl - INFO - Epoch [32][900/2506] lr: 2.240e-02, eta: 20:16:11, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 0.8570, loss: 0.8570 +2024-07-18 03:29:23,446 - pyskl - INFO - Epoch [32][1000/2506] lr: 2.239e-02, eta: 20:15:43, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 0.8947, loss: 0.8947 +2024-07-18 03:29:47,196 - pyskl - INFO - Epoch [32][1100/2506] lr: 2.239e-02, eta: 20:15:16, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8113, top5_acc: 0.9775, loss_cls: 0.9101, loss: 0.9101 +2024-07-18 03:30:10,935 - pyskl - INFO - Epoch [32][1200/2506] lr: 2.238e-02, eta: 20:14:48, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 0.8712, loss: 0.8712 +2024-07-18 03:30:34,658 - pyskl - INFO - Epoch [32][1300/2506] lr: 2.237e-02, eta: 20:14:21, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9812, loss_cls: 0.8515, loss: 0.8515 +2024-07-18 03:30:58,380 - pyskl - INFO - Epoch [32][1400/2506] lr: 2.237e-02, eta: 20:13:53, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9831, loss_cls: 0.8131, loss: 0.8131 +2024-07-18 03:31:22,133 - pyskl - INFO - Epoch [32][1500/2506] lr: 2.236e-02, eta: 20:13:26, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9825, loss_cls: 0.8496, loss: 0.8496 +2024-07-18 03:31:45,897 - pyskl - INFO - Epoch [32][1600/2506] lr: 2.235e-02, eta: 20:12:58, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9831, loss_cls: 0.8569, loss: 0.8569 +2024-07-18 03:32:09,719 - pyskl - INFO - Epoch [32][1700/2506] lr: 2.235e-02, eta: 20:12:31, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 0.8687, loss: 0.8687 +2024-07-18 03:32:33,525 - pyskl - INFO - Epoch [32][1800/2506] lr: 2.234e-02, eta: 20:12:04, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9812, loss_cls: 0.8261, loss: 0.8261 +2024-07-18 03:32:57,313 - pyskl - INFO - Epoch [32][1900/2506] lr: 2.234e-02, eta: 20:11:36, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 0.8902, loss: 0.8902 +2024-07-18 03:33:21,204 - pyskl - INFO - Epoch [32][2000/2506] lr: 2.233e-02, eta: 20:11:09, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9762, loss_cls: 0.8987, loss: 0.8987 +2024-07-18 03:33:45,076 - pyskl - INFO - Epoch [32][2100/2506] lr: 2.232e-02, eta: 20:10:42, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 0.8377, loss: 0.8377 +2024-07-18 03:34:08,885 - pyskl - INFO - Epoch [32][2200/2506] lr: 2.232e-02, eta: 20:10:15, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 0.9375, loss: 0.9375 +2024-07-18 03:34:32,765 - pyskl - INFO - Epoch [32][2300/2506] lr: 2.231e-02, eta: 20:09:48, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 0.8821, loss: 0.8821 +2024-07-18 03:34:56,585 - pyskl - INFO - Epoch [32][2400/2506] lr: 2.230e-02, eta: 20:09:21, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 0.8705, loss: 0.8705 +2024-07-18 03:35:20,403 - pyskl - INFO - Epoch [32][2500/2506] lr: 2.230e-02, eta: 20:08:54, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 0.8883, loss: 0.8883 +2024-07-18 03:35:22,290 - pyskl - INFO - Saving checkpoint at 32 epochs +2024-07-18 03:36:42,110 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 03:36:42,179 - pyskl - INFO - +top1_acc 0.7942 +top5_acc 0.9653 +2024-07-18 03:36:42,181 - pyskl - INFO - Epoch(val) [32][1031] top1_acc: 0.7942, top5_acc: 0.9653 +2024-07-18 03:37:23,411 - pyskl - INFO - Epoch [33][100/2506] lr: 2.229e-02, eta: 20:09:24, time: 0.412, data_time: 0.172, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9694, loss_cls: 0.9203, loss: 0.9203 +2024-07-18 03:37:47,115 - pyskl - INFO - Epoch [33][200/2506] lr: 2.228e-02, eta: 20:08:56, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9862, loss_cls: 0.7538, loss: 0.7538 +2024-07-18 03:38:10,869 - pyskl - INFO - Epoch [33][300/2506] lr: 2.228e-02, eta: 20:08:29, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9712, loss_cls: 0.8608, loss: 0.8608 +2024-07-18 03:38:34,623 - pyskl - INFO - Epoch [33][400/2506] lr: 2.227e-02, eta: 20:08:01, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9812, loss_cls: 0.8318, loss: 0.8318 +2024-07-18 03:38:58,385 - pyskl - INFO - Epoch [33][500/2506] lr: 2.226e-02, eta: 20:07:34, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9794, loss_cls: 0.8677, loss: 0.8677 +2024-07-18 03:39:22,142 - pyskl - INFO - Epoch [33][600/2506] lr: 2.226e-02, eta: 20:07:07, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 0.8073, loss: 0.8073 +2024-07-18 03:39:45,912 - pyskl - INFO - Epoch [33][700/2506] lr: 2.225e-02, eta: 20:06:39, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 0.9016, loss: 0.9016 +2024-07-18 03:40:09,697 - pyskl - INFO - Epoch [33][800/2506] lr: 2.224e-02, eta: 20:06:12, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 0.7737, loss: 0.7737 +2024-07-18 03:40:33,468 - pyskl - INFO - Epoch [33][900/2506] lr: 2.224e-02, eta: 20:05:45, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9819, loss_cls: 0.8177, loss: 0.8177 +2024-07-18 03:40:57,234 - pyskl - INFO - Epoch [33][1000/2506] lr: 2.223e-02, eta: 20:05:17, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9788, loss_cls: 0.8714, loss: 0.8714 +2024-07-18 03:41:21,019 - pyskl - INFO - Epoch [33][1100/2506] lr: 2.222e-02, eta: 20:04:50, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 0.8560, loss: 0.8560 +2024-07-18 03:41:44,801 - pyskl - INFO - Epoch [33][1200/2506] lr: 2.222e-02, eta: 20:04:23, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8219, top5_acc: 0.9781, loss_cls: 0.8600, loss: 0.8600 +2024-07-18 03:42:08,589 - pyskl - INFO - Epoch [33][1300/2506] lr: 2.221e-02, eta: 20:03:55, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8219, top5_acc: 0.9675, loss_cls: 0.9187, loss: 0.9187 +2024-07-18 03:42:32,420 - pyskl - INFO - Epoch [33][1400/2506] lr: 2.220e-02, eta: 20:03:28, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 0.8781, loss: 0.8781 +2024-07-18 03:42:56,223 - pyskl - INFO - Epoch [33][1500/2506] lr: 2.220e-02, eta: 20:03:01, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 0.8239, loss: 0.8239 +2024-07-18 03:43:20,042 - pyskl - INFO - Epoch [33][1600/2506] lr: 2.219e-02, eta: 20:02:34, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 0.8380, loss: 0.8380 +2024-07-18 03:43:43,844 - pyskl - INFO - Epoch [33][1700/2506] lr: 2.218e-02, eta: 20:02:07, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 0.8842, loss: 0.8842 +2024-07-18 03:44:07,635 - pyskl - INFO - Epoch [33][1800/2506] lr: 2.218e-02, eta: 20:01:40, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 0.8691, loss: 0.8691 +2024-07-18 03:44:31,498 - pyskl - INFO - Epoch [33][1900/2506] lr: 2.217e-02, eta: 20:01:13, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8194, top5_acc: 0.9762, loss_cls: 0.8805, loss: 0.8805 +2024-07-18 03:44:55,295 - pyskl - INFO - Epoch [33][2000/2506] lr: 2.217e-02, eta: 20:00:46, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8037, top5_acc: 0.9781, loss_cls: 0.9212, loss: 0.9212 +2024-07-18 03:45:19,091 - pyskl - INFO - Epoch [33][2100/2506] lr: 2.216e-02, eta: 20:00:19, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 0.8798, loss: 0.8798 +2024-07-18 03:45:42,962 - pyskl - INFO - Epoch [33][2200/2506] lr: 2.215e-02, eta: 19:59:52, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 0.7786, loss: 0.7786 +2024-07-18 03:46:06,721 - pyskl - INFO - Epoch [33][2300/2506] lr: 2.215e-02, eta: 19:59:24, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 0.7748, loss: 0.7748 +2024-07-18 03:46:30,571 - pyskl - INFO - Epoch [33][2400/2506] lr: 2.214e-02, eta: 19:58:57, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9806, loss_cls: 0.8418, loss: 0.8418 +2024-07-18 03:46:54,334 - pyskl - INFO - Epoch [33][2500/2506] lr: 2.213e-02, eta: 19:58:30, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 0.8320, loss: 0.8320 +2024-07-18 03:46:56,190 - pyskl - INFO - Saving checkpoint at 33 epochs +2024-07-18 03:48:15,942 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 03:48:16,009 - pyskl - INFO - +top1_acc 0.8033 +top5_acc 0.9702 +2024-07-18 03:48:16,011 - pyskl - INFO - Epoch(val) [33][1031] top1_acc: 0.8033, top5_acc: 0.9702 +2024-07-18 03:48:57,298 - pyskl - INFO - Epoch [34][100/2506] lr: 2.212e-02, eta: 19:58:58, time: 0.413, data_time: 0.173, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9731, loss_cls: 0.8384, loss: 0.8384 +2024-07-18 03:49:20,998 - pyskl - INFO - Epoch [34][200/2506] lr: 2.212e-02, eta: 19:58:31, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9712, loss_cls: 0.8186, loss: 0.8186 +2024-07-18 03:49:44,727 - pyskl - INFO - Epoch [34][300/2506] lr: 2.211e-02, eta: 19:58:03, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 0.7584, loss: 0.7584 +2024-07-18 03:50:08,469 - pyskl - INFO - Epoch [34][400/2506] lr: 2.210e-02, eta: 19:57:36, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 0.8269, loss: 0.8269 +2024-07-18 03:50:32,239 - pyskl - INFO - Epoch [34][500/2506] lr: 2.210e-02, eta: 19:57:09, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9756, loss_cls: 0.7711, loss: 0.7711 +2024-07-18 03:50:56,024 - pyskl - INFO - Epoch [34][600/2506] lr: 2.209e-02, eta: 19:56:42, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 0.8099, loss: 0.8099 +2024-07-18 03:51:19,882 - pyskl - INFO - Epoch [34][700/2506] lr: 2.208e-02, eta: 19:56:15, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 0.8626, loss: 0.8626 +2024-07-18 03:51:43,719 - pyskl - INFO - Epoch [34][800/2506] lr: 2.208e-02, eta: 19:55:48, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 0.7165, loss: 0.7165 +2024-07-18 03:52:07,495 - pyskl - INFO - Epoch [34][900/2506] lr: 2.207e-02, eta: 19:55:20, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 0.9096, loss: 0.9096 +2024-07-18 03:52:31,330 - pyskl - INFO - Epoch [34][1000/2506] lr: 2.206e-02, eta: 19:54:53, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 0.8352, loss: 0.8352 +2024-07-18 03:52:55,138 - pyskl - INFO - Epoch [34][1100/2506] lr: 2.206e-02, eta: 19:54:26, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9806, loss_cls: 0.8688, loss: 0.8688 +2024-07-18 03:53:19,010 - pyskl - INFO - Epoch [34][1200/2506] lr: 2.205e-02, eta: 19:54:00, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 0.8370, loss: 0.8370 +2024-07-18 03:53:42,860 - pyskl - INFO - Epoch [34][1300/2506] lr: 2.204e-02, eta: 19:53:33, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 0.8871, loss: 0.8871 +2024-07-18 03:54:06,677 - pyskl - INFO - Epoch [34][1400/2506] lr: 2.204e-02, eta: 19:53:06, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9656, loss_cls: 0.9006, loss: 0.9006 +2024-07-18 03:54:30,515 - pyskl - INFO - Epoch [34][1500/2506] lr: 2.203e-02, eta: 19:52:39, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8181, top5_acc: 0.9750, loss_cls: 0.8753, loss: 0.8753 +2024-07-18 03:54:54,388 - pyskl - INFO - Epoch [34][1600/2506] lr: 2.202e-02, eta: 19:52:12, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9819, loss_cls: 0.7998, loss: 0.7998 +2024-07-18 03:55:18,226 - pyskl - INFO - Epoch [34][1700/2506] lr: 2.202e-02, eta: 19:51:45, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 0.9130, loss: 0.9130 +2024-07-18 03:55:42,030 - pyskl - INFO - Epoch [34][1800/2506] lr: 2.201e-02, eta: 19:51:18, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 0.8136, loss: 0.8136 +2024-07-18 03:56:05,828 - pyskl - INFO - Epoch [34][1900/2506] lr: 2.200e-02, eta: 19:50:51, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9788, loss_cls: 0.8493, loss: 0.8493 +2024-07-18 03:56:29,714 - pyskl - INFO - Epoch [34][2000/2506] lr: 2.200e-02, eta: 19:50:24, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 0.8608, loss: 0.8608 +2024-07-18 03:56:53,836 - pyskl - INFO - Epoch [34][2100/2506] lr: 2.199e-02, eta: 19:49:58, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 0.8354, loss: 0.8354 +2024-07-18 03:57:17,819 - pyskl - INFO - Epoch [34][2200/2506] lr: 2.198e-02, eta: 19:49:32, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 0.8384, loss: 0.8384 +2024-07-18 03:57:41,875 - pyskl - INFO - Epoch [34][2300/2506] lr: 2.198e-02, eta: 19:49:06, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 0.7615, loss: 0.7615 +2024-07-18 03:58:05,914 - pyskl - INFO - Epoch [34][2400/2506] lr: 2.197e-02, eta: 19:48:39, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9712, loss_cls: 0.8749, loss: 0.8749 +2024-07-18 03:58:29,913 - pyskl - INFO - Epoch [34][2500/2506] lr: 2.196e-02, eta: 19:48:13, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9806, loss_cls: 0.8213, loss: 0.8213 +2024-07-18 03:58:31,824 - pyskl - INFO - Saving checkpoint at 34 epochs +2024-07-18 03:59:51,538 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 03:59:51,604 - pyskl - INFO - +top1_acc 0.7919 +top5_acc 0.9708 +2024-07-18 03:59:51,606 - pyskl - INFO - Epoch(val) [34][1031] top1_acc: 0.7919, top5_acc: 0.9708 +2024-07-18 04:00:33,262 - pyskl - INFO - Epoch [35][100/2506] lr: 2.196e-02, eta: 19:48:40, time: 0.417, data_time: 0.176, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 0.8117, loss: 0.8117 +2024-07-18 04:00:56,911 - pyskl - INFO - Epoch [35][200/2506] lr: 2.195e-02, eta: 19:48:13, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 0.7699, loss: 0.7699 +2024-07-18 04:01:20,577 - pyskl - INFO - Epoch [35][300/2506] lr: 2.194e-02, eta: 19:47:45, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 0.8817, loss: 0.8817 +2024-07-18 04:01:44,278 - pyskl - INFO - Epoch [35][400/2506] lr: 2.194e-02, eta: 19:47:18, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 0.8035, loss: 0.8035 +2024-07-18 04:02:08,010 - pyskl - INFO - Epoch [35][500/2506] lr: 2.193e-02, eta: 19:46:51, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9700, loss_cls: 0.8290, loss: 0.8290 +2024-07-18 04:02:31,742 - pyskl - INFO - Epoch [35][600/2506] lr: 2.192e-02, eta: 19:46:23, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9806, loss_cls: 0.8182, loss: 0.8182 +2024-07-18 04:02:55,482 - pyskl - INFO - Epoch [35][700/2506] lr: 2.191e-02, eta: 19:45:56, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 0.8369, loss: 0.8369 +2024-07-18 04:03:19,278 - pyskl - INFO - Epoch [35][800/2506] lr: 2.191e-02, eta: 19:45:29, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9712, loss_cls: 0.8710, loss: 0.8710 +2024-07-18 04:03:43,059 - pyskl - INFO - Epoch [35][900/2506] lr: 2.190e-02, eta: 19:45:02, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 0.8547, loss: 0.8547 +2024-07-18 04:04:06,833 - pyskl - INFO - Epoch [35][1000/2506] lr: 2.189e-02, eta: 19:44:35, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 0.8542, loss: 0.8542 +2024-07-18 04:04:30,574 - pyskl - INFO - Epoch [35][1100/2506] lr: 2.189e-02, eta: 19:44:08, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 0.7555, loss: 0.7555 +2024-07-18 04:04:54,317 - pyskl - INFO - Epoch [35][1200/2506] lr: 2.188e-02, eta: 19:43:41, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 0.8632, loss: 0.8632 +2024-07-18 04:05:18,062 - pyskl - INFO - Epoch [35][1300/2506] lr: 2.187e-02, eta: 19:43:13, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9725, loss_cls: 0.8680, loss: 0.8680 +2024-07-18 04:05:41,836 - pyskl - INFO - Epoch [35][1400/2506] lr: 2.187e-02, eta: 19:42:46, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 0.8261, loss: 0.8261 +2024-07-18 04:06:05,628 - pyskl - INFO - Epoch [35][1500/2506] lr: 2.186e-02, eta: 19:42:19, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 0.8668, loss: 0.8668 +2024-07-18 04:06:29,378 - pyskl - INFO - Epoch [35][1600/2506] lr: 2.185e-02, eta: 19:41:52, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9812, loss_cls: 0.7980, loss: 0.7980 +2024-07-18 04:06:53,151 - pyskl - INFO - Epoch [35][1700/2506] lr: 2.185e-02, eta: 19:41:25, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8225, top5_acc: 0.9794, loss_cls: 0.8751, loss: 0.8751 +2024-07-18 04:07:16,933 - pyskl - INFO - Epoch [35][1800/2506] lr: 2.184e-02, eta: 19:40:58, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 0.7494, loss: 0.7494 +2024-07-18 04:07:40,701 - pyskl - INFO - Epoch [35][1900/2506] lr: 2.183e-02, eta: 19:40:31, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9812, loss_cls: 0.8112, loss: 0.8112 +2024-07-18 04:08:04,548 - pyskl - INFO - Epoch [35][2000/2506] lr: 2.182e-02, eta: 19:40:04, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 0.8115, loss: 0.8115 +2024-07-18 04:08:28,656 - pyskl - INFO - Epoch [35][2100/2506] lr: 2.182e-02, eta: 19:39:38, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 0.8469, loss: 0.8469 +2024-07-18 04:08:52,511 - pyskl - INFO - Epoch [35][2200/2506] lr: 2.181e-02, eta: 19:39:12, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 0.8376, loss: 0.8376 +2024-07-18 04:09:16,326 - pyskl - INFO - Epoch [35][2300/2506] lr: 2.180e-02, eta: 19:38:45, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 0.8230, loss: 0.8230 +2024-07-18 04:09:40,179 - pyskl - INFO - Epoch [35][2400/2506] lr: 2.180e-02, eta: 19:38:18, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9812, loss_cls: 0.8427, loss: 0.8427 +2024-07-18 04:10:04,032 - pyskl - INFO - Epoch [35][2500/2506] lr: 2.179e-02, eta: 19:37:51, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8169, top5_acc: 0.9800, loss_cls: 0.8586, loss: 0.8586 +2024-07-18 04:10:05,922 - pyskl - INFO - Saving checkpoint at 35 epochs +2024-07-18 04:11:25,419 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 04:11:25,486 - pyskl - INFO - +top1_acc 0.8179 +top5_acc 0.9705 +2024-07-18 04:11:25,488 - pyskl - INFO - Epoch(val) [35][1031] top1_acc: 0.8179, top5_acc: 0.9705 +2024-07-18 04:12:07,393 - pyskl - INFO - Epoch [36][100/2506] lr: 2.178e-02, eta: 19:38:18, time: 0.419, data_time: 0.178, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 0.7994, loss: 0.7994 +2024-07-18 04:12:31,135 - pyskl - INFO - Epoch [36][200/2506] lr: 2.178e-02, eta: 19:37:50, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8094, top5_acc: 0.9794, loss_cls: 0.9036, loss: 0.9036 +2024-07-18 04:12:54,850 - pyskl - INFO - Epoch [36][300/2506] lr: 2.177e-02, eta: 19:37:23, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 0.7970, loss: 0.7970 +2024-07-18 04:13:18,579 - pyskl - INFO - Epoch [36][400/2506] lr: 2.176e-02, eta: 19:36:56, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 0.7673, loss: 0.7673 +2024-07-18 04:13:42,320 - pyskl - INFO - Epoch [36][500/2506] lr: 2.175e-02, eta: 19:36:29, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 0.7761, loss: 0.7761 +2024-07-18 04:14:06,088 - pyskl - INFO - Epoch [36][600/2506] lr: 2.175e-02, eta: 19:36:02, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9769, loss_cls: 0.8553, loss: 0.8553 +2024-07-18 04:14:29,885 - pyskl - INFO - Epoch [36][700/2506] lr: 2.174e-02, eta: 19:35:35, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 0.7709, loss: 0.7709 +2024-07-18 04:14:53,697 - pyskl - INFO - Epoch [36][800/2506] lr: 2.173e-02, eta: 19:35:08, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 0.8194, loss: 0.8194 +2024-07-18 04:15:17,480 - pyskl - INFO - Epoch [36][900/2506] lr: 2.173e-02, eta: 19:34:41, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 0.8587, loss: 0.8587 +2024-07-18 04:15:41,281 - pyskl - INFO - Epoch [36][1000/2506] lr: 2.172e-02, eta: 19:34:14, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8200, top5_acc: 0.9756, loss_cls: 0.8826, loss: 0.8826 +2024-07-18 04:16:05,096 - pyskl - INFO - Epoch [36][1100/2506] lr: 2.171e-02, eta: 19:33:47, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 0.8043, loss: 0.8043 +2024-07-18 04:16:28,834 - pyskl - INFO - Epoch [36][1200/2506] lr: 2.171e-02, eta: 19:33:20, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 0.7793, loss: 0.7793 +2024-07-18 04:16:52,594 - pyskl - INFO - Epoch [36][1300/2506] lr: 2.170e-02, eta: 19:32:53, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 0.8360, loss: 0.8360 +2024-07-18 04:17:16,361 - pyskl - INFO - Epoch [36][1400/2506] lr: 2.169e-02, eta: 19:32:26, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 0.9106, loss: 0.9106 +2024-07-18 04:17:40,131 - pyskl - INFO - Epoch [36][1500/2506] lr: 2.168e-02, eta: 19:31:59, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9694, loss_cls: 0.8695, loss: 0.8695 +2024-07-18 04:18:03,997 - pyskl - INFO - Epoch [36][1600/2506] lr: 2.168e-02, eta: 19:31:33, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 0.8560, loss: 0.8560 +2024-07-18 04:18:27,765 - pyskl - INFO - Epoch [36][1700/2506] lr: 2.167e-02, eta: 19:31:06, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 0.9513, loss: 0.9513 +2024-07-18 04:18:51,519 - pyskl - INFO - Epoch [36][1800/2506] lr: 2.166e-02, eta: 19:30:39, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9812, loss_cls: 0.8374, loss: 0.8374 +2024-07-18 04:19:15,271 - pyskl - INFO - Epoch [36][1900/2506] lr: 2.166e-02, eta: 19:30:12, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9700, loss_cls: 0.8608, loss: 0.8608 +2024-07-18 04:19:39,090 - pyskl - INFO - Epoch [36][2000/2506] lr: 2.165e-02, eta: 19:29:45, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 0.8402, loss: 0.8402 +2024-07-18 04:20:02,924 - pyskl - INFO - Epoch [36][2100/2506] lr: 2.164e-02, eta: 19:29:18, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9769, loss_cls: 0.8463, loss: 0.8463 +2024-07-18 04:20:26,729 - pyskl - INFO - Epoch [36][2200/2506] lr: 2.163e-02, eta: 19:28:51, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 0.8474, loss: 0.8474 +2024-07-18 04:20:50,415 - pyskl - INFO - Epoch [36][2300/2506] lr: 2.163e-02, eta: 19:28:24, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 0.8182, loss: 0.8182 +2024-07-18 04:21:14,446 - pyskl - INFO - Epoch [36][2400/2506] lr: 2.162e-02, eta: 19:27:58, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9744, loss_cls: 0.8488, loss: 0.8488 +2024-07-18 04:21:38,357 - pyskl - INFO - Epoch [36][2500/2506] lr: 2.161e-02, eta: 19:27:32, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 0.8457, loss: 0.8457 +2024-07-18 04:21:40,211 - pyskl - INFO - Saving checkpoint at 36 epochs +2024-07-18 04:22:59,954 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 04:23:00,021 - pyskl - INFO - +top1_acc 0.8165 +top5_acc 0.9691 +2024-07-18 04:23:00,023 - pyskl - INFO - Epoch(val) [36][1031] top1_acc: 0.8165, top5_acc: 0.9691 +2024-07-18 04:23:41,595 - pyskl - INFO - Epoch [37][100/2506] lr: 2.161e-02, eta: 19:27:55, time: 0.416, data_time: 0.174, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 0.8111, loss: 0.8111 +2024-07-18 04:24:05,303 - pyskl - INFO - Epoch [37][200/2506] lr: 2.160e-02, eta: 19:27:28, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9812, loss_cls: 0.8226, loss: 0.8226 +2024-07-18 04:24:29,030 - pyskl - INFO - Epoch [37][300/2506] lr: 2.159e-02, eta: 19:27:01, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9731, loss_cls: 0.8251, loss: 0.8251 +2024-07-18 04:24:52,779 - pyskl - INFO - Epoch [37][400/2506] lr: 2.158e-02, eta: 19:26:34, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 0.8103, loss: 0.8103 +2024-07-18 04:25:16,556 - pyskl - INFO - Epoch [37][500/2506] lr: 2.158e-02, eta: 19:26:07, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9856, loss_cls: 0.7725, loss: 0.7725 +2024-07-18 04:25:40,367 - pyskl - INFO - Epoch [37][600/2506] lr: 2.157e-02, eta: 19:25:40, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9769, loss_cls: 0.7851, loss: 0.7851 +2024-07-18 04:26:04,148 - pyskl - INFO - Epoch [37][700/2506] lr: 2.156e-02, eta: 19:25:13, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 0.8736, loss: 0.8736 +2024-07-18 04:26:27,871 - pyskl - INFO - Epoch [37][800/2506] lr: 2.155e-02, eta: 19:24:46, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 0.7981, loss: 0.7981 +2024-07-18 04:26:51,575 - pyskl - INFO - Epoch [37][900/2506] lr: 2.155e-02, eta: 19:24:19, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9856, loss_cls: 0.7805, loss: 0.7805 +2024-07-18 04:27:15,285 - pyskl - INFO - Epoch [37][1000/2506] lr: 2.154e-02, eta: 19:23:52, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 0.8007, loss: 0.8007 +2024-07-18 04:27:39,029 - pyskl - INFO - Epoch [37][1100/2506] lr: 2.153e-02, eta: 19:23:25, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9838, loss_cls: 0.7783, loss: 0.7783 +2024-07-18 04:28:02,768 - pyskl - INFO - Epoch [37][1200/2506] lr: 2.153e-02, eta: 19:22:58, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9812, loss_cls: 0.8471, loss: 0.8471 +2024-07-18 04:28:26,500 - pyskl - INFO - Epoch [37][1300/2506] lr: 2.152e-02, eta: 19:22:31, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 0.9110, loss: 0.9110 +2024-07-18 04:28:50,236 - pyskl - INFO - Epoch [37][1400/2506] lr: 2.151e-02, eta: 19:22:04, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 0.8328, loss: 0.8328 +2024-07-18 04:29:13,949 - pyskl - INFO - Epoch [37][1500/2506] lr: 2.150e-02, eta: 19:21:37, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8150, top5_acc: 0.9762, loss_cls: 0.9308, loss: 0.9308 +2024-07-18 04:29:37,663 - pyskl - INFO - Epoch [37][1600/2506] lr: 2.150e-02, eta: 19:21:10, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9731, loss_cls: 0.8101, loss: 0.8101 +2024-07-18 04:30:01,374 - pyskl - INFO - Epoch [37][1700/2506] lr: 2.149e-02, eta: 19:20:43, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 0.8295, loss: 0.8295 +2024-07-18 04:30:25,069 - pyskl - INFO - Epoch [37][1800/2506] lr: 2.148e-02, eta: 19:20:16, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 0.7710, loss: 0.7710 +2024-07-18 04:30:48,745 - pyskl - INFO - Epoch [37][1900/2506] lr: 2.148e-02, eta: 19:19:48, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9744, loss_cls: 0.7487, loss: 0.7487 +2024-07-18 04:31:12,565 - pyskl - INFO - Epoch [37][2000/2506] lr: 2.147e-02, eta: 19:19:22, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 0.7894, loss: 0.7894 +2024-07-18 04:31:36,367 - pyskl - INFO - Epoch [37][2100/2506] lr: 2.146e-02, eta: 19:18:55, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 0.7990, loss: 0.7990 +2024-07-18 04:32:00,172 - pyskl - INFO - Epoch [37][2200/2506] lr: 2.145e-02, eta: 19:18:28, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9825, loss_cls: 0.8268, loss: 0.8268 +2024-07-18 04:32:24,016 - pyskl - INFO - Epoch [37][2300/2506] lr: 2.145e-02, eta: 19:18:02, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9825, loss_cls: 0.8485, loss: 0.8485 +2024-07-18 04:32:47,930 - pyskl - INFO - Epoch [37][2400/2506] lr: 2.144e-02, eta: 19:17:35, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 0.8615, loss: 0.8615 +2024-07-18 04:33:11,702 - pyskl - INFO - Epoch [37][2500/2506] lr: 2.143e-02, eta: 19:17:08, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9800, loss_cls: 0.8152, loss: 0.8152 +2024-07-18 04:33:13,553 - pyskl - INFO - Saving checkpoint at 37 epochs +2024-07-18 04:34:33,301 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 04:34:33,368 - pyskl - INFO - +top1_acc 0.8150 +top5_acc 0.9733 +2024-07-18 04:34:33,370 - pyskl - INFO - Epoch(val) [37][1031] top1_acc: 0.8150, top5_acc: 0.9733 +2024-07-18 04:35:14,881 - pyskl - INFO - Epoch [38][100/2506] lr: 2.142e-02, eta: 19:17:30, time: 0.415, data_time: 0.174, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 0.8271, loss: 0.8271 +2024-07-18 04:35:38,555 - pyskl - INFO - Epoch [38][200/2506] lr: 2.142e-02, eta: 19:17:03, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9762, loss_cls: 0.7276, loss: 0.7276 +2024-07-18 04:36:02,272 - pyskl - INFO - Epoch [38][300/2506] lr: 2.141e-02, eta: 19:16:36, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 0.8124, loss: 0.8124 +2024-07-18 04:36:26,018 - pyskl - INFO - Epoch [38][400/2506] lr: 2.140e-02, eta: 19:16:09, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9825, loss_cls: 0.8089, loss: 0.8089 +2024-07-18 04:36:49,788 - pyskl - INFO - Epoch [38][500/2506] lr: 2.139e-02, eta: 19:15:42, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 0.8125, loss: 0.8125 +2024-07-18 04:37:13,525 - pyskl - INFO - Epoch [38][600/2506] lr: 2.139e-02, eta: 19:15:15, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 0.8502, loss: 0.8502 +2024-07-18 04:37:37,280 - pyskl - INFO - Epoch [38][700/2506] lr: 2.138e-02, eta: 19:14:48, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 0.7778, loss: 0.7778 +2024-07-18 04:38:01,085 - pyskl - INFO - Epoch [38][800/2506] lr: 2.137e-02, eta: 19:14:21, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 0.8637, loss: 0.8637 +2024-07-18 04:38:24,889 - pyskl - INFO - Epoch [38][900/2506] lr: 2.136e-02, eta: 19:13:55, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 0.8225, loss: 0.8225 +2024-07-18 04:38:48,723 - pyskl - INFO - Epoch [38][1000/2506] lr: 2.136e-02, eta: 19:13:28, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 0.6985, loss: 0.6985 +2024-07-18 04:39:12,492 - pyskl - INFO - Epoch [38][1100/2506] lr: 2.135e-02, eta: 19:13:01, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 0.7850, loss: 0.7850 +2024-07-18 04:39:36,297 - pyskl - INFO - Epoch [38][1200/2506] lr: 2.134e-02, eta: 19:12:35, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 0.8290, loss: 0.8290 +2024-07-18 04:40:00,090 - pyskl - INFO - Epoch [38][1300/2506] lr: 2.134e-02, eta: 19:12:08, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 0.8408, loss: 0.8408 +2024-07-18 04:40:23,890 - pyskl - INFO - Epoch [38][1400/2506] lr: 2.133e-02, eta: 19:11:41, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9819, loss_cls: 0.7966, loss: 0.7966 +2024-07-18 04:40:47,687 - pyskl - INFO - Epoch [38][1500/2506] lr: 2.132e-02, eta: 19:11:14, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 0.8003, loss: 0.8003 +2024-07-18 04:41:11,498 - pyskl - INFO - Epoch [38][1600/2506] lr: 2.131e-02, eta: 19:10:48, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 0.8340, loss: 0.8340 +2024-07-18 04:41:35,334 - pyskl - INFO - Epoch [38][1700/2506] lr: 2.131e-02, eta: 19:10:21, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 0.8090, loss: 0.8090 +2024-07-18 04:41:59,142 - pyskl - INFO - Epoch [38][1800/2506] lr: 2.130e-02, eta: 19:09:55, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 0.7916, loss: 0.7916 +2024-07-18 04:42:22,986 - pyskl - INFO - Epoch [38][1900/2506] lr: 2.129e-02, eta: 19:09:28, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 0.8628, loss: 0.8628 +2024-07-18 04:42:46,751 - pyskl - INFO - Epoch [38][2000/2506] lr: 2.128e-02, eta: 19:09:01, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 0.7270, loss: 0.7270 +2024-07-18 04:43:10,749 - pyskl - INFO - Epoch [38][2100/2506] lr: 2.128e-02, eta: 19:08:35, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 0.8724, loss: 0.8724 +2024-07-18 04:43:34,671 - pyskl - INFO - Epoch [38][2200/2506] lr: 2.127e-02, eta: 19:08:09, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 0.8317, loss: 0.8317 +2024-07-18 04:43:58,697 - pyskl - INFO - Epoch [38][2300/2506] lr: 2.126e-02, eta: 19:07:43, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9825, loss_cls: 0.7830, loss: 0.7830 +2024-07-18 04:44:22,589 - pyskl - INFO - Epoch [38][2400/2506] lr: 2.125e-02, eta: 19:07:17, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 0.7659, loss: 0.7659 +2024-07-18 04:44:46,499 - pyskl - INFO - Epoch [38][2500/2506] lr: 2.125e-02, eta: 19:06:50, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 0.8066, loss: 0.8066 +2024-07-18 04:44:48,337 - pyskl - INFO - Saving checkpoint at 38 epochs +2024-07-18 04:46:07,819 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 04:46:07,888 - pyskl - INFO - +top1_acc 0.7983 +top5_acc 0.9646 +2024-07-18 04:46:07,890 - pyskl - INFO - Epoch(val) [38][1031] top1_acc: 0.7983, top5_acc: 0.9646 +2024-07-18 04:46:49,086 - pyskl - INFO - Epoch [39][100/2506] lr: 2.124e-02, eta: 19:07:09, time: 0.412, data_time: 0.171, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 0.8003, loss: 0.8003 +2024-07-18 04:47:12,755 - pyskl - INFO - Epoch [39][200/2506] lr: 2.123e-02, eta: 19:06:42, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 0.7811, loss: 0.7811 +2024-07-18 04:47:36,609 - pyskl - INFO - Epoch [39][300/2506] lr: 2.122e-02, eta: 19:06:15, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 0.8273, loss: 0.8273 +2024-07-18 04:48:00,446 - pyskl - INFO - Epoch [39][400/2506] lr: 2.122e-02, eta: 19:05:49, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 0.8009, loss: 0.8009 +2024-07-18 04:48:24,306 - pyskl - INFO - Epoch [39][500/2506] lr: 2.121e-02, eta: 19:05:22, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 0.8106, loss: 0.8106 +2024-07-18 04:48:48,179 - pyskl - INFO - Epoch [39][600/2506] lr: 2.120e-02, eta: 19:04:56, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 0.8579, loss: 0.8579 +2024-07-18 04:49:11,942 - pyskl - INFO - Epoch [39][700/2506] lr: 2.119e-02, eta: 19:04:29, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9862, loss_cls: 0.7541, loss: 0.7541 +2024-07-18 04:49:35,696 - pyskl - INFO - Epoch [39][800/2506] lr: 2.119e-02, eta: 19:04:02, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 0.7919, loss: 0.7919 +2024-07-18 04:49:59,465 - pyskl - INFO - Epoch [39][900/2506] lr: 2.118e-02, eta: 19:03:36, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9731, loss_cls: 0.8328, loss: 0.8328 +2024-07-18 04:50:23,290 - pyskl - INFO - Epoch [39][1000/2506] lr: 2.117e-02, eta: 19:03:09, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 0.8420, loss: 0.8420 +2024-07-18 04:50:47,085 - pyskl - INFO - Epoch [39][1100/2506] lr: 2.116e-02, eta: 19:02:42, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 0.8263, loss: 0.8263 +2024-07-18 04:51:10,879 - pyskl - INFO - Epoch [39][1200/2506] lr: 2.116e-02, eta: 19:02:16, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 0.7985, loss: 0.7985 +2024-07-18 04:51:34,704 - pyskl - INFO - Epoch [39][1300/2506] lr: 2.115e-02, eta: 19:01:49, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 0.8488, loss: 0.8488 +2024-07-18 04:51:58,411 - pyskl - INFO - Epoch [39][1400/2506] lr: 2.114e-02, eta: 19:01:22, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 0.8111, loss: 0.8111 +2024-07-18 04:52:22,147 - pyskl - INFO - Epoch [39][1500/2506] lr: 2.113e-02, eta: 19:00:56, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 0.9018, loss: 0.9018 +2024-07-18 04:52:45,901 - pyskl - INFO - Epoch [39][1600/2506] lr: 2.113e-02, eta: 19:00:29, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 0.8384, loss: 0.8384 +2024-07-18 04:53:09,745 - pyskl - INFO - Epoch [39][1700/2506] lr: 2.112e-02, eta: 19:00:02, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 0.7639, loss: 0.7639 +2024-07-18 04:53:33,553 - pyskl - INFO - Epoch [39][1800/2506] lr: 2.111e-02, eta: 18:59:36, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 0.8346, loss: 0.8346 +2024-07-18 04:53:57,398 - pyskl - INFO - Epoch [39][1900/2506] lr: 2.110e-02, eta: 18:59:09, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 0.8064, loss: 0.8064 +2024-07-18 04:54:21,265 - pyskl - INFO - Epoch [39][2000/2506] lr: 2.110e-02, eta: 18:58:43, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 0.8014, loss: 0.8014 +2024-07-18 04:54:45,097 - pyskl - INFO - Epoch [39][2100/2506] lr: 2.109e-02, eta: 18:58:17, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 0.7720, loss: 0.7720 +2024-07-18 04:55:08,919 - pyskl - INFO - Epoch [39][2200/2506] lr: 2.108e-02, eta: 18:57:50, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 0.8027, loss: 0.8027 +2024-07-18 04:55:32,710 - pyskl - INFO - Epoch [39][2300/2506] lr: 2.107e-02, eta: 18:57:23, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 0.8779, loss: 0.8779 +2024-07-18 04:55:56,493 - pyskl - INFO - Epoch [39][2400/2506] lr: 2.106e-02, eta: 18:56:57, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 0.7810, loss: 0.7810 +2024-07-18 04:56:20,530 - pyskl - INFO - Epoch [39][2500/2506] lr: 2.106e-02, eta: 18:56:31, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 0.7609, loss: 0.7609 +2024-07-18 04:56:22,408 - pyskl - INFO - Saving checkpoint at 39 epochs +2024-07-18 04:57:41,609 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 04:57:41,677 - pyskl - INFO - +top1_acc 0.7972 +top5_acc 0.9706 +2024-07-18 04:57:41,679 - pyskl - INFO - Epoch(val) [39][1031] top1_acc: 0.7972, top5_acc: 0.9706 +2024-07-18 04:58:22,773 - pyskl - INFO - Epoch [40][100/2506] lr: 2.105e-02, eta: 18:56:48, time: 0.411, data_time: 0.170, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9812, loss_cls: 0.8345, loss: 0.8345 +2024-07-18 04:58:46,459 - pyskl - INFO - Epoch [40][200/2506] lr: 2.104e-02, eta: 18:56:21, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 0.7591, loss: 0.7591 +2024-07-18 04:59:10,148 - pyskl - INFO - Epoch [40][300/2506] lr: 2.103e-02, eta: 18:55:54, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 0.7346, loss: 0.7346 +2024-07-18 04:59:33,900 - pyskl - INFO - Epoch [40][400/2506] lr: 2.103e-02, eta: 18:55:27, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 0.8420, loss: 0.8420 +2024-07-18 04:59:57,666 - pyskl - INFO - Epoch [40][500/2506] lr: 2.102e-02, eta: 18:55:01, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 0.7561, loss: 0.7561 +2024-07-18 05:00:21,436 - pyskl - INFO - Epoch [40][600/2506] lr: 2.101e-02, eta: 18:54:34, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 0.8494, loss: 0.8494 +2024-07-18 05:00:45,611 - pyskl - INFO - Epoch [40][700/2506] lr: 2.100e-02, eta: 18:54:08, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 0.7990, loss: 0.7990 +2024-07-18 05:01:09,777 - pyskl - INFO - Epoch [40][800/2506] lr: 2.100e-02, eta: 18:53:43, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 0.8135, loss: 0.8135 +2024-07-18 05:01:33,647 - pyskl - INFO - Epoch [40][900/2506] lr: 2.099e-02, eta: 18:53:17, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 0.7657, loss: 0.7657 +2024-07-18 05:01:57,344 - pyskl - INFO - Epoch [40][1000/2506] lr: 2.098e-02, eta: 18:52:50, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9738, loss_cls: 0.7682, loss: 0.7682 +2024-07-18 05:02:21,027 - pyskl - INFO - Epoch [40][1100/2506] lr: 2.097e-02, eta: 18:52:23, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9856, loss_cls: 0.7752, loss: 0.7752 +2024-07-18 05:02:44,794 - pyskl - INFO - Epoch [40][1200/2506] lr: 2.097e-02, eta: 18:51:56, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9738, loss_cls: 0.8170, loss: 0.8170 +2024-07-18 05:03:08,652 - pyskl - INFO - Epoch [40][1300/2506] lr: 2.096e-02, eta: 18:51:30, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 0.7817, loss: 0.7817 +2024-07-18 05:03:32,416 - pyskl - INFO - Epoch [40][1400/2506] lr: 2.095e-02, eta: 18:51:03, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9850, loss_cls: 0.7681, loss: 0.7681 +2024-07-18 05:03:56,167 - pyskl - INFO - Epoch [40][1500/2506] lr: 2.094e-02, eta: 18:50:37, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9812, loss_cls: 0.8087, loss: 0.8087 +2024-07-18 05:04:19,967 - pyskl - INFO - Epoch [40][1600/2506] lr: 2.093e-02, eta: 18:50:10, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 0.7995, loss: 0.7995 +2024-07-18 05:04:43,727 - pyskl - INFO - Epoch [40][1700/2506] lr: 2.093e-02, eta: 18:49:43, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 0.7884, loss: 0.7884 +2024-07-18 05:05:07,515 - pyskl - INFO - Epoch [40][1800/2506] lr: 2.092e-02, eta: 18:49:17, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9856, loss_cls: 0.7675, loss: 0.7675 +2024-07-18 05:05:31,421 - pyskl - INFO - Epoch [40][1900/2506] lr: 2.091e-02, eta: 18:48:51, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 0.7908, loss: 0.7908 +2024-07-18 05:05:55,358 - pyskl - INFO - Epoch [40][2000/2506] lr: 2.090e-02, eta: 18:48:25, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9731, loss_cls: 0.8062, loss: 0.8062 +2024-07-18 05:06:19,412 - pyskl - INFO - Epoch [40][2100/2506] lr: 2.090e-02, eta: 18:47:59, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9731, loss_cls: 0.8568, loss: 0.8568 +2024-07-18 05:06:43,410 - pyskl - INFO - Epoch [40][2200/2506] lr: 2.089e-02, eta: 18:47:33, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9825, loss_cls: 0.7883, loss: 0.7883 +2024-07-18 05:07:07,302 - pyskl - INFO - Epoch [40][2300/2506] lr: 2.088e-02, eta: 18:47:07, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 0.8532, loss: 0.8532 +2024-07-18 05:07:31,151 - pyskl - INFO - Epoch [40][2400/2506] lr: 2.087e-02, eta: 18:46:40, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 0.7883, loss: 0.7883 +2024-07-18 05:07:55,013 - pyskl - INFO - Epoch [40][2500/2506] lr: 2.086e-02, eta: 18:46:14, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 0.7967, loss: 0.7967 +2024-07-18 05:07:56,844 - pyskl - INFO - Saving checkpoint at 40 epochs +2024-07-18 05:09:16,155 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 05:09:16,221 - pyskl - INFO - +top1_acc 0.8239 +top5_acc 0.9719 +2024-07-18 05:09:16,225 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_26.pth was removed +2024-07-18 05:09:16,356 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_40.pth. +2024-07-18 05:09:16,356 - pyskl - INFO - Best top1_acc is 0.8239 at 40 epoch. +2024-07-18 05:09:16,359 - pyskl - INFO - Epoch(val) [40][1031] top1_acc: 0.8239, top5_acc: 0.9719 +2024-07-18 05:09:57,646 - pyskl - INFO - Epoch [41][100/2506] lr: 2.086e-02, eta: 18:46:30, time: 0.413, data_time: 0.172, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9794, loss_cls: 0.8196, loss: 0.8196 +2024-07-18 05:10:21,324 - pyskl - INFO - Epoch [41][200/2506] lr: 2.085e-02, eta: 18:46:03, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 0.8194, loss: 0.8194 +2024-07-18 05:10:44,998 - pyskl - INFO - Epoch [41][300/2506] lr: 2.084e-02, eta: 18:45:36, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 0.7756, loss: 0.7756 +2024-07-18 05:11:08,721 - pyskl - INFO - Epoch [41][400/2506] lr: 2.083e-02, eta: 18:45:09, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 0.8102, loss: 0.8102 +2024-07-18 05:11:32,460 - pyskl - INFO - Epoch [41][500/2506] lr: 2.083e-02, eta: 18:44:43, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 0.7051, loss: 0.7051 +2024-07-18 05:11:56,199 - pyskl - INFO - Epoch [41][600/2506] lr: 2.082e-02, eta: 18:44:16, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 0.7678, loss: 0.7678 +2024-07-18 05:12:19,955 - pyskl - INFO - Epoch [41][700/2506] lr: 2.081e-02, eta: 18:43:49, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 0.7240, loss: 0.7240 +2024-07-18 05:12:43,682 - pyskl - INFO - Epoch [41][800/2506] lr: 2.080e-02, eta: 18:43:23, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 0.7787, loss: 0.7787 +2024-07-18 05:13:07,419 - pyskl - INFO - Epoch [41][900/2506] lr: 2.079e-02, eta: 18:42:56, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 0.8234, loss: 0.8234 +2024-07-18 05:13:31,141 - pyskl - INFO - Epoch [41][1000/2506] lr: 2.079e-02, eta: 18:42:29, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 0.7778, loss: 0.7778 +2024-07-18 05:13:54,860 - pyskl - INFO - Epoch [41][1100/2506] lr: 2.078e-02, eta: 18:42:03, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8106, top5_acc: 0.9788, loss_cls: 0.8852, loss: 0.8852 +2024-07-18 05:14:18,725 - pyskl - INFO - Epoch [41][1200/2506] lr: 2.077e-02, eta: 18:41:36, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9844, loss_cls: 0.7669, loss: 0.7669 +2024-07-18 05:14:42,514 - pyskl - INFO - Epoch [41][1300/2506] lr: 2.076e-02, eta: 18:41:10, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9806, loss_cls: 0.8431, loss: 0.8431 +2024-07-18 05:15:06,291 - pyskl - INFO - Epoch [41][1400/2506] lr: 2.075e-02, eta: 18:40:43, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 0.7556, loss: 0.7556 +2024-07-18 05:15:30,078 - pyskl - INFO - Epoch [41][1500/2506] lr: 2.075e-02, eta: 18:40:17, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 0.7377, loss: 0.7377 +2024-07-18 05:15:53,977 - pyskl - INFO - Epoch [41][1600/2506] lr: 2.074e-02, eta: 18:39:51, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9831, loss_cls: 0.7850, loss: 0.7850 +2024-07-18 05:16:17,972 - pyskl - INFO - Epoch [41][1700/2506] lr: 2.073e-02, eta: 18:39:25, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 0.9000, loss: 0.9000 +2024-07-18 05:16:41,999 - pyskl - INFO - Epoch [41][1800/2506] lr: 2.072e-02, eta: 18:38:59, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 0.7882, loss: 0.7882 +2024-07-18 05:17:05,879 - pyskl - INFO - Epoch [41][1900/2506] lr: 2.072e-02, eta: 18:38:33, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 0.8531, loss: 0.8531 +2024-07-18 05:17:29,761 - pyskl - INFO - Epoch [41][2000/2506] lr: 2.071e-02, eta: 18:38:07, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 0.7289, loss: 0.7289 +2024-07-18 05:17:53,736 - pyskl - INFO - Epoch [41][2100/2506] lr: 2.070e-02, eta: 18:37:41, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9831, loss_cls: 0.7805, loss: 0.7805 +2024-07-18 05:18:17,575 - pyskl - INFO - Epoch [41][2200/2506] lr: 2.069e-02, eta: 18:37:14, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 0.8354, loss: 0.8354 +2024-07-18 05:18:41,352 - pyskl - INFO - Epoch [41][2300/2506] lr: 2.068e-02, eta: 18:36:48, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 0.7867, loss: 0.7867 +2024-07-18 05:19:05,086 - pyskl - INFO - Epoch [41][2400/2506] lr: 2.068e-02, eta: 18:36:21, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 0.7736, loss: 0.7736 +2024-07-18 05:19:28,842 - pyskl - INFO - Epoch [41][2500/2506] lr: 2.067e-02, eta: 18:35:55, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 0.8545, loss: 0.8545 +2024-07-18 05:19:30,647 - pyskl - INFO - Saving checkpoint at 41 epochs +2024-07-18 05:20:49,673 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 05:20:49,743 - pyskl - INFO - +top1_acc 0.8237 +top5_acc 0.9737 +2024-07-18 05:20:49,745 - pyskl - INFO - Epoch(val) [41][1031] top1_acc: 0.8237, top5_acc: 0.9737 +2024-07-18 05:21:30,848 - pyskl - INFO - Epoch [42][100/2506] lr: 2.066e-02, eta: 18:36:09, time: 0.411, data_time: 0.171, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 0.7991, loss: 0.7991 +2024-07-18 05:21:54,467 - pyskl - INFO - Epoch [42][200/2506] lr: 2.065e-02, eta: 18:35:42, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 0.7578, loss: 0.7578 +2024-07-18 05:22:18,105 - pyskl - INFO - Epoch [42][300/2506] lr: 2.064e-02, eta: 18:35:15, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 0.7478, loss: 0.7478 +2024-07-18 05:22:41,800 - pyskl - INFO - Epoch [42][400/2506] lr: 2.064e-02, eta: 18:34:48, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 0.7882, loss: 0.7882 +2024-07-18 05:23:05,459 - pyskl - INFO - Epoch [42][500/2506] lr: 2.063e-02, eta: 18:34:22, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9725, loss_cls: 0.8168, loss: 0.8168 +2024-07-18 05:23:29,141 - pyskl - INFO - Epoch [42][600/2506] lr: 2.062e-02, eta: 18:33:55, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 0.8295, loss: 0.8295 +2024-07-18 05:23:52,841 - pyskl - INFO - Epoch [42][700/2506] lr: 2.061e-02, eta: 18:33:28, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9719, loss_cls: 0.8328, loss: 0.8328 +2024-07-18 05:24:16,561 - pyskl - INFO - Epoch [42][800/2506] lr: 2.060e-02, eta: 18:33:01, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9838, loss_cls: 0.7912, loss: 0.7912 +2024-07-18 05:24:40,292 - pyskl - INFO - Epoch [42][900/2506] lr: 2.060e-02, eta: 18:32:35, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 0.7112, loss: 0.7112 +2024-07-18 05:25:03,992 - pyskl - INFO - Epoch [42][1000/2506] lr: 2.059e-02, eta: 18:32:08, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 0.8384, loss: 0.8384 +2024-07-18 05:25:27,699 - pyskl - INFO - Epoch [42][1100/2506] lr: 2.058e-02, eta: 18:31:42, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9756, loss_cls: 0.7637, loss: 0.7637 +2024-07-18 05:25:51,460 - pyskl - INFO - Epoch [42][1200/2506] lr: 2.057e-02, eta: 18:31:15, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 0.8438, loss: 0.8438 +2024-07-18 05:26:15,219 - pyskl - INFO - Epoch [42][1300/2506] lr: 2.056e-02, eta: 18:30:49, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 0.7732, loss: 0.7732 +2024-07-18 05:26:39,010 - pyskl - INFO - Epoch [42][1400/2506] lr: 2.056e-02, eta: 18:30:22, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 0.8387, loss: 0.8387 +2024-07-18 05:27:02,793 - pyskl - INFO - Epoch [42][1500/2506] lr: 2.055e-02, eta: 18:29:56, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9800, loss_cls: 0.8075, loss: 0.8075 +2024-07-18 05:27:26,626 - pyskl - INFO - Epoch [42][1600/2506] lr: 2.054e-02, eta: 18:29:29, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9838, loss_cls: 0.7863, loss: 0.7863 +2024-07-18 05:27:50,486 - pyskl - INFO - Epoch [42][1700/2506] lr: 2.053e-02, eta: 18:29:03, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 0.7066, loss: 0.7066 +2024-07-18 05:28:14,366 - pyskl - INFO - Epoch [42][1800/2506] lr: 2.052e-02, eta: 18:28:37, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 0.8081, loss: 0.8081 +2024-07-18 05:28:38,198 - pyskl - INFO - Epoch [42][1900/2506] lr: 2.052e-02, eta: 18:28:11, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9844, loss_cls: 0.7284, loss: 0.7284 +2024-07-18 05:29:02,070 - pyskl - INFO - Epoch [42][2000/2506] lr: 2.051e-02, eta: 18:27:45, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9831, loss_cls: 0.8109, loss: 0.8109 +2024-07-18 05:29:26,117 - pyskl - INFO - Epoch [42][2100/2506] lr: 2.050e-02, eta: 18:27:19, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 0.8439, loss: 0.8439 +2024-07-18 05:29:50,073 - pyskl - INFO - Epoch [42][2200/2506] lr: 2.049e-02, eta: 18:26:53, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 0.7902, loss: 0.7902 +2024-07-18 05:30:13,950 - pyskl - INFO - Epoch [42][2300/2506] lr: 2.048e-02, eta: 18:26:27, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9738, loss_cls: 0.8196, loss: 0.8196 +2024-07-18 05:30:37,770 - pyskl - INFO - Epoch [42][2400/2506] lr: 2.048e-02, eta: 18:26:01, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 0.7894, loss: 0.7894 +2024-07-18 05:31:01,811 - pyskl - INFO - Epoch [42][2500/2506] lr: 2.047e-02, eta: 18:25:35, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9812, loss_cls: 0.8084, loss: 0.8084 +2024-07-18 05:31:03,685 - pyskl - INFO - Saving checkpoint at 42 epochs +2024-07-18 05:32:23,130 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 05:32:23,199 - pyskl - INFO - +top1_acc 0.8110 +top5_acc 0.9683 +2024-07-18 05:32:23,201 - pyskl - INFO - Epoch(val) [42][1031] top1_acc: 0.8110, top5_acc: 0.9683 +2024-07-18 05:33:04,629 - pyskl - INFO - Epoch [43][100/2506] lr: 2.046e-02, eta: 18:25:48, time: 0.414, data_time: 0.173, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 0.7631, loss: 0.7631 +2024-07-18 05:33:28,386 - pyskl - INFO - Epoch [43][200/2506] lr: 2.045e-02, eta: 18:25:22, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 0.8000, loss: 0.8000 +2024-07-18 05:33:52,160 - pyskl - INFO - Epoch [43][300/2506] lr: 2.044e-02, eta: 18:24:56, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 0.7657, loss: 0.7657 +2024-07-18 05:34:15,990 - pyskl - INFO - Epoch [43][400/2506] lr: 2.044e-02, eta: 18:24:29, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 0.7574, loss: 0.7574 +2024-07-18 05:34:39,771 - pyskl - INFO - Epoch [43][500/2506] lr: 2.043e-02, eta: 18:24:03, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 0.7788, loss: 0.7788 +2024-07-18 05:35:03,546 - pyskl - INFO - Epoch [43][600/2506] lr: 2.042e-02, eta: 18:23:36, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9812, loss_cls: 0.7900, loss: 0.7900 +2024-07-18 05:35:27,206 - pyskl - INFO - Epoch [43][700/2506] lr: 2.041e-02, eta: 18:23:10, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 0.7166, loss: 0.7166 +2024-07-18 05:35:50,923 - pyskl - INFO - Epoch [43][800/2506] lr: 2.040e-02, eta: 18:22:43, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 0.7477, loss: 0.7477 +2024-07-18 05:36:14,635 - pyskl - INFO - Epoch [43][900/2506] lr: 2.040e-02, eta: 18:22:17, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 0.7568, loss: 0.7568 +2024-07-18 05:36:38,388 - pyskl - INFO - Epoch [43][1000/2506] lr: 2.039e-02, eta: 18:21:50, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 0.7777, loss: 0.7777 +2024-07-18 05:37:02,134 - pyskl - INFO - Epoch [43][1100/2506] lr: 2.038e-02, eta: 18:21:24, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9788, loss_cls: 0.8341, loss: 0.8341 +2024-07-18 05:37:25,940 - pyskl - INFO - Epoch [43][1200/2506] lr: 2.037e-02, eta: 18:20:57, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 0.8008, loss: 0.8008 +2024-07-18 05:37:49,687 - pyskl - INFO - Epoch [43][1300/2506] lr: 2.036e-02, eta: 18:20:31, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9756, loss_cls: 0.7649, loss: 0.7649 +2024-07-18 05:38:13,454 - pyskl - INFO - Epoch [43][1400/2506] lr: 2.035e-02, eta: 18:20:04, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 0.8256, loss: 0.8256 +2024-07-18 05:38:37,324 - pyskl - INFO - Epoch [43][1500/2506] lr: 2.035e-02, eta: 18:19:38, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 0.8274, loss: 0.8274 +2024-07-18 05:39:01,160 - pyskl - INFO - Epoch [43][1600/2506] lr: 2.034e-02, eta: 18:19:12, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 0.7976, loss: 0.7976 +2024-07-18 05:39:25,024 - pyskl - INFO - Epoch [43][1700/2506] lr: 2.033e-02, eta: 18:18:46, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 0.7503, loss: 0.7503 +2024-07-18 05:39:48,856 - pyskl - INFO - Epoch [43][1800/2506] lr: 2.032e-02, eta: 18:18:20, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9788, loss_cls: 0.7250, loss: 0.7250 +2024-07-18 05:40:12,640 - pyskl - INFO - Epoch [43][1900/2506] lr: 2.031e-02, eta: 18:17:53, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 0.8131, loss: 0.8131 +2024-07-18 05:40:36,590 - pyskl - INFO - Epoch [43][2000/2506] lr: 2.031e-02, eta: 18:17:27, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 0.8339, loss: 0.8339 +2024-07-18 05:41:00,379 - pyskl - INFO - Epoch [43][2100/2506] lr: 2.030e-02, eta: 18:17:01, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9856, loss_cls: 0.7824, loss: 0.7824 +2024-07-18 05:41:24,152 - pyskl - INFO - Epoch [43][2200/2506] lr: 2.029e-02, eta: 18:16:35, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9794, loss_cls: 0.8737, loss: 0.8737 +2024-07-18 05:41:47,910 - pyskl - INFO - Epoch [43][2300/2506] lr: 2.028e-02, eta: 18:16:08, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 0.7981, loss: 0.7981 +2024-07-18 05:42:11,626 - pyskl - INFO - Epoch [43][2400/2506] lr: 2.027e-02, eta: 18:15:42, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 0.7278, loss: 0.7278 +2024-07-18 05:42:35,436 - pyskl - INFO - Epoch [43][2500/2506] lr: 2.026e-02, eta: 18:15:16, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9862, loss_cls: 0.7353, loss: 0.7353 +2024-07-18 05:42:37,246 - pyskl - INFO - Saving checkpoint at 43 epochs +2024-07-18 05:43:56,485 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 05:43:56,552 - pyskl - INFO - +top1_acc 0.7867 +top5_acc 0.9651 +2024-07-18 05:43:56,554 - pyskl - INFO - Epoch(val) [43][1031] top1_acc: 0.7867, top5_acc: 0.9651 +2024-07-18 05:44:37,876 - pyskl - INFO - Epoch [44][100/2506] lr: 2.026e-02, eta: 18:15:28, time: 0.413, data_time: 0.173, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 0.7147, loss: 0.7147 +2024-07-18 05:45:01,590 - pyskl - INFO - Epoch [44][200/2506] lr: 2.025e-02, eta: 18:15:01, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 0.7444, loss: 0.7444 +2024-07-18 05:45:25,299 - pyskl - INFO - Epoch [44][300/2506] lr: 2.024e-02, eta: 18:14:35, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 0.7804, loss: 0.7804 +2024-07-18 05:45:49,020 - pyskl - INFO - Epoch [44][400/2506] lr: 2.023e-02, eta: 18:14:08, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 0.7908, loss: 0.7908 +2024-07-18 05:46:12,727 - pyskl - INFO - Epoch [44][500/2506] lr: 2.022e-02, eta: 18:13:42, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9881, loss_cls: 0.7145, loss: 0.7145 +2024-07-18 05:46:36,455 - pyskl - INFO - Epoch [44][600/2506] lr: 2.022e-02, eta: 18:13:15, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 0.7513, loss: 0.7513 +2024-07-18 05:47:00,173 - pyskl - INFO - Epoch [44][700/2506] lr: 2.021e-02, eta: 18:12:49, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 0.7475, loss: 0.7475 +2024-07-18 05:47:23,882 - pyskl - INFO - Epoch [44][800/2506] lr: 2.020e-02, eta: 18:12:22, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 0.7966, loss: 0.7966 +2024-07-18 05:47:47,599 - pyskl - INFO - Epoch [44][900/2506] lr: 2.019e-02, eta: 18:11:56, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 0.7492, loss: 0.7492 +2024-07-18 05:48:11,356 - pyskl - INFO - Epoch [44][1000/2506] lr: 2.018e-02, eta: 18:11:29, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 0.7673, loss: 0.7673 +2024-07-18 05:48:35,157 - pyskl - INFO - Epoch [44][1100/2506] lr: 2.017e-02, eta: 18:11:03, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 0.7397, loss: 0.7397 +2024-07-18 05:48:59,067 - pyskl - INFO - Epoch [44][1200/2506] lr: 2.017e-02, eta: 18:10:37, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 0.7436, loss: 0.7436 +2024-07-18 05:49:22,959 - pyskl - INFO - Epoch [44][1300/2506] lr: 2.016e-02, eta: 18:10:11, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8194, top5_acc: 0.9762, loss_cls: 0.8490, loss: 0.8490 +2024-07-18 05:49:46,910 - pyskl - INFO - Epoch [44][1400/2506] lr: 2.015e-02, eta: 18:09:45, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9719, loss_cls: 0.8628, loss: 0.8628 +2024-07-18 05:50:10,661 - pyskl - INFO - Epoch [44][1500/2506] lr: 2.014e-02, eta: 18:09:19, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 0.9134, loss: 0.9134 +2024-07-18 05:50:34,507 - pyskl - INFO - Epoch [44][1600/2506] lr: 2.013e-02, eta: 18:08:53, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 0.7476, loss: 0.7476 +2024-07-18 05:50:58,616 - pyskl - INFO - Epoch [44][1700/2506] lr: 2.012e-02, eta: 18:08:27, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 0.7649, loss: 0.7649 +2024-07-18 05:51:22,449 - pyskl - INFO - Epoch [44][1800/2506] lr: 2.012e-02, eta: 18:08:01, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9712, loss_cls: 0.7679, loss: 0.7679 +2024-07-18 05:51:46,331 - pyskl - INFO - Epoch [44][1900/2506] lr: 2.011e-02, eta: 18:07:35, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 0.7567, loss: 0.7567 +2024-07-18 05:52:10,337 - pyskl - INFO - Epoch [44][2000/2506] lr: 2.010e-02, eta: 18:07:09, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9762, loss_cls: 0.7564, loss: 0.7564 +2024-07-18 05:52:34,150 - pyskl - INFO - Epoch [44][2100/2506] lr: 2.009e-02, eta: 18:06:43, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9806, loss_cls: 0.8151, loss: 0.8151 +2024-07-18 05:52:58,128 - pyskl - INFO - Epoch [44][2200/2506] lr: 2.008e-02, eta: 18:06:17, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 0.8156, loss: 0.8156 +2024-07-18 05:53:21,951 - pyskl - INFO - Epoch [44][2300/2506] lr: 2.007e-02, eta: 18:05:51, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9800, loss_cls: 0.8479, loss: 0.8479 +2024-07-18 05:53:45,728 - pyskl - INFO - Epoch [44][2400/2506] lr: 2.007e-02, eta: 18:05:25, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 0.8027, loss: 0.8027 +2024-07-18 05:54:09,585 - pyskl - INFO - Epoch [44][2500/2506] lr: 2.006e-02, eta: 18:04:59, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9663, loss_cls: 0.8939, loss: 0.8939 +2024-07-18 05:54:11,410 - pyskl - INFO - Saving checkpoint at 44 epochs +2024-07-18 05:55:30,782 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 05:55:30,849 - pyskl - INFO - +top1_acc 0.8202 +top5_acc 0.9739 +2024-07-18 05:55:30,851 - pyskl - INFO - Epoch(val) [44][1031] top1_acc: 0.8202, top5_acc: 0.9739 +2024-07-18 05:56:11,891 - pyskl - INFO - Epoch [45][100/2506] lr: 2.005e-02, eta: 18:05:09, time: 0.410, data_time: 0.170, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 0.6233, loss: 0.6233 +2024-07-18 05:56:35,525 - pyskl - INFO - Epoch [45][200/2506] lr: 2.004e-02, eta: 18:04:42, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 0.7557, loss: 0.7557 +2024-07-18 05:56:59,180 - pyskl - INFO - Epoch [45][300/2506] lr: 2.003e-02, eta: 18:04:16, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9744, loss_cls: 0.7824, loss: 0.7824 +2024-07-18 05:57:22,831 - pyskl - INFO - Epoch [45][400/2506] lr: 2.002e-02, eta: 18:03:49, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 0.7774, loss: 0.7774 +2024-07-18 05:57:46,513 - pyskl - INFO - Epoch [45][500/2506] lr: 2.002e-02, eta: 18:03:23, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 0.7781, loss: 0.7781 +2024-07-18 05:58:10,239 - pyskl - INFO - Epoch [45][600/2506] lr: 2.001e-02, eta: 18:02:56, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 0.7523, loss: 0.7523 +2024-07-18 05:58:33,965 - pyskl - INFO - Epoch [45][700/2506] lr: 2.000e-02, eta: 18:02:30, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 0.7124, loss: 0.7124 +2024-07-18 05:58:57,676 - pyskl - INFO - Epoch [45][800/2506] lr: 1.999e-02, eta: 18:02:03, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 0.7725, loss: 0.7725 +2024-07-18 05:59:21,367 - pyskl - INFO - Epoch [45][900/2506] lr: 1.998e-02, eta: 18:01:37, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 0.6769, loss: 0.6769 +2024-07-18 05:59:45,077 - pyskl - INFO - Epoch [45][1000/2506] lr: 1.997e-02, eta: 18:01:11, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 0.8574, loss: 0.8574 +2024-07-18 06:00:08,786 - pyskl - INFO - Epoch [45][1100/2506] lr: 1.997e-02, eta: 18:00:44, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9825, loss_cls: 0.7650, loss: 0.7650 +2024-07-18 06:00:32,487 - pyskl - INFO - Epoch [45][1200/2506] lr: 1.996e-02, eta: 18:00:18, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 0.8319, loss: 0.8319 +2024-07-18 06:00:56,213 - pyskl - INFO - Epoch [45][1300/2506] lr: 1.995e-02, eta: 17:59:51, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 0.7541, loss: 0.7541 +2024-07-18 06:01:19,944 - pyskl - INFO - Epoch [45][1400/2506] lr: 1.994e-02, eta: 17:59:25, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 0.7976, loss: 0.7976 +2024-07-18 06:01:43,706 - pyskl - INFO - Epoch [45][1500/2506] lr: 1.993e-02, eta: 17:58:59, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 0.7897, loss: 0.7897 +2024-07-18 06:02:07,468 - pyskl - INFO - Epoch [45][1600/2506] lr: 1.992e-02, eta: 17:58:32, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 0.7686, loss: 0.7686 +2024-07-18 06:02:31,182 - pyskl - INFO - Epoch [45][1700/2506] lr: 1.992e-02, eta: 17:58:06, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 0.7454, loss: 0.7454 +2024-07-18 06:02:54,921 - pyskl - INFO - Epoch [45][1800/2506] lr: 1.991e-02, eta: 17:57:40, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9725, loss_cls: 0.8217, loss: 0.8217 +2024-07-18 06:03:18,939 - pyskl - INFO - Epoch [45][1900/2506] lr: 1.990e-02, eta: 17:57:14, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 0.7520, loss: 0.7520 +2024-07-18 06:03:42,636 - pyskl - INFO - Epoch [45][2000/2506] lr: 1.989e-02, eta: 17:56:48, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9644, loss_cls: 0.8900, loss: 0.8900 +2024-07-18 06:04:06,317 - pyskl - INFO - Epoch [45][2100/2506] lr: 1.988e-02, eta: 17:56:21, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9806, loss_cls: 0.8394, loss: 0.8394 +2024-07-18 06:04:30,043 - pyskl - INFO - Epoch [45][2200/2506] lr: 1.987e-02, eta: 17:55:55, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 0.8056, loss: 0.8056 +2024-07-18 06:04:53,763 - pyskl - INFO - Epoch [45][2300/2506] lr: 1.986e-02, eta: 17:55:28, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 0.7608, loss: 0.7608 +2024-07-18 06:05:17,456 - pyskl - INFO - Epoch [45][2400/2506] lr: 1.986e-02, eta: 17:55:02, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 0.7664, loss: 0.7664 +2024-07-18 06:05:41,299 - pyskl - INFO - Epoch [45][2500/2506] lr: 1.985e-02, eta: 17:54:36, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 0.7718, loss: 0.7718 +2024-07-18 06:05:43,161 - pyskl - INFO - Saving checkpoint at 45 epochs +2024-07-18 06:07:02,728 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 06:07:02,796 - pyskl - INFO - +top1_acc 0.8300 +top5_acc 0.9737 +2024-07-18 06:07:02,799 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_40.pth was removed +2024-07-18 06:07:02,926 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_45.pth. +2024-07-18 06:07:02,927 - pyskl - INFO - Best top1_acc is 0.8300 at 45 epoch. +2024-07-18 06:07:02,929 - pyskl - INFO - Epoch(val) [45][1031] top1_acc: 0.8300, top5_acc: 0.9737 +2024-07-18 06:07:44,119 - pyskl - INFO - Epoch [46][100/2506] lr: 1.984e-02, eta: 17:54:45, time: 0.412, data_time: 0.171, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 0.8178, loss: 0.8178 +2024-07-18 06:08:07,790 - pyskl - INFO - Epoch [46][200/2506] lr: 1.983e-02, eta: 17:54:19, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 0.7580, loss: 0.7580 +2024-07-18 06:08:31,481 - pyskl - INFO - Epoch [46][300/2506] lr: 1.982e-02, eta: 17:53:53, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 0.6906, loss: 0.6906 +2024-07-18 06:08:55,163 - pyskl - INFO - Epoch [46][400/2506] lr: 1.981e-02, eta: 17:53:26, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 0.7321, loss: 0.7321 +2024-07-18 06:09:18,860 - pyskl - INFO - Epoch [46][500/2506] lr: 1.981e-02, eta: 17:53:00, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9788, loss_cls: 0.6977, loss: 0.6977 +2024-07-18 06:09:42,562 - pyskl - INFO - Epoch [46][600/2506] lr: 1.980e-02, eta: 17:52:33, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 0.7561, loss: 0.7561 +2024-07-18 06:10:06,328 - pyskl - INFO - Epoch [46][700/2506] lr: 1.979e-02, eta: 17:52:07, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 0.6895, loss: 0.6895 +2024-07-18 06:10:30,095 - pyskl - INFO - Epoch [46][800/2506] lr: 1.978e-02, eta: 17:51:41, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 0.6736, loss: 0.6736 +2024-07-18 06:10:53,835 - pyskl - INFO - Epoch [46][900/2506] lr: 1.977e-02, eta: 17:51:15, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 0.7736, loss: 0.7736 +2024-07-18 06:11:17,621 - pyskl - INFO - Epoch [46][1000/2506] lr: 1.976e-02, eta: 17:50:48, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9744, loss_cls: 0.7718, loss: 0.7718 +2024-07-18 06:11:41,423 - pyskl - INFO - Epoch [46][1100/2506] lr: 1.975e-02, eta: 17:50:22, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 0.8518, loss: 0.8518 +2024-07-18 06:12:05,206 - pyskl - INFO - Epoch [46][1200/2506] lr: 1.975e-02, eta: 17:49:56, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 0.7399, loss: 0.7399 +2024-07-18 06:12:29,022 - pyskl - INFO - Epoch [46][1300/2506] lr: 1.974e-02, eta: 17:49:30, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 0.7162, loss: 0.7162 +2024-07-18 06:12:52,794 - pyskl - INFO - Epoch [46][1400/2506] lr: 1.973e-02, eta: 17:49:04, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 0.8158, loss: 0.8158 +2024-07-18 06:13:16,640 - pyskl - INFO - Epoch [46][1500/2506] lr: 1.972e-02, eta: 17:48:38, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 0.7994, loss: 0.7994 +2024-07-18 06:13:40,419 - pyskl - INFO - Epoch [46][1600/2506] lr: 1.971e-02, eta: 17:48:12, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9838, loss_cls: 0.7696, loss: 0.7696 +2024-07-18 06:14:04,149 - pyskl - INFO - Epoch [46][1700/2506] lr: 1.970e-02, eta: 17:47:45, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 0.7671, loss: 0.7671 +2024-07-18 06:14:27,911 - pyskl - INFO - Epoch [46][1800/2506] lr: 1.969e-02, eta: 17:47:19, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 0.7762, loss: 0.7762 +2024-07-18 06:14:51,828 - pyskl - INFO - Epoch [46][1900/2506] lr: 1.969e-02, eta: 17:46:53, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 0.7809, loss: 0.7809 +2024-07-18 06:15:15,828 - pyskl - INFO - Epoch [46][2000/2506] lr: 1.968e-02, eta: 17:46:28, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 0.7655, loss: 0.7655 +2024-07-18 06:15:39,820 - pyskl - INFO - Epoch [46][2100/2506] lr: 1.967e-02, eta: 17:46:02, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 0.8022, loss: 0.8022 +2024-07-18 06:16:03,836 - pyskl - INFO - Epoch [46][2200/2506] lr: 1.966e-02, eta: 17:45:36, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 0.7352, loss: 0.7352 +2024-07-18 06:16:27,972 - pyskl - INFO - Epoch [46][2300/2506] lr: 1.965e-02, eta: 17:45:11, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 0.7633, loss: 0.7633 +2024-07-18 06:16:51,854 - pyskl - INFO - Epoch [46][2400/2506] lr: 1.964e-02, eta: 17:44:45, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 0.7587, loss: 0.7587 +2024-07-18 06:17:15,659 - pyskl - INFO - Epoch [46][2500/2506] lr: 1.963e-02, eta: 17:44:19, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 0.7397, loss: 0.7397 +2024-07-18 06:17:17,496 - pyskl - INFO - Saving checkpoint at 46 epochs +2024-07-18 06:18:36,827 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 06:18:36,894 - pyskl - INFO - +top1_acc 0.8186 +top5_acc 0.9694 +2024-07-18 06:18:36,896 - pyskl - INFO - Epoch(val) [46][1031] top1_acc: 0.8186, top5_acc: 0.9694 +2024-07-18 06:19:18,083 - pyskl - INFO - Epoch [47][100/2506] lr: 1.963e-02, eta: 17:44:27, time: 0.412, data_time: 0.170, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 0.7196, loss: 0.7196 +2024-07-18 06:19:41,788 - pyskl - INFO - Epoch [47][200/2506] lr: 1.962e-02, eta: 17:44:01, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 0.7359, loss: 0.7359 +2024-07-18 06:20:05,533 - pyskl - INFO - Epoch [47][300/2506] lr: 1.961e-02, eta: 17:43:35, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9862, loss_cls: 0.7453, loss: 0.7453 +2024-07-18 06:20:29,295 - pyskl - INFO - Epoch [47][400/2506] lr: 1.960e-02, eta: 17:43:09, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 0.7322, loss: 0.7322 +2024-07-18 06:20:53,205 - pyskl - INFO - Epoch [47][500/2506] lr: 1.959e-02, eta: 17:42:43, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9856, loss_cls: 0.7379, loss: 0.7379 +2024-07-18 06:21:16,974 - pyskl - INFO - Epoch [47][600/2506] lr: 1.958e-02, eta: 17:42:16, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 0.7959, loss: 0.7959 +2024-07-18 06:21:40,762 - pyskl - INFO - Epoch [47][700/2506] lr: 1.957e-02, eta: 17:41:50, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 0.7818, loss: 0.7818 +2024-07-18 06:22:04,512 - pyskl - INFO - Epoch [47][800/2506] lr: 1.957e-02, eta: 17:41:24, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 0.7338, loss: 0.7338 +2024-07-18 06:22:28,266 - pyskl - INFO - Epoch [47][900/2506] lr: 1.956e-02, eta: 17:40:58, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 0.7720, loss: 0.7720 +2024-07-18 06:22:52,070 - pyskl - INFO - Epoch [47][1000/2506] lr: 1.955e-02, eta: 17:40:32, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9694, loss_cls: 0.8034, loss: 0.8034 +2024-07-18 06:23:15,891 - pyskl - INFO - Epoch [47][1100/2506] lr: 1.954e-02, eta: 17:40:06, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 0.7258, loss: 0.7258 +2024-07-18 06:23:39,684 - pyskl - INFO - Epoch [47][1200/2506] lr: 1.953e-02, eta: 17:39:40, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 0.7362, loss: 0.7362 +2024-07-18 06:24:03,471 - pyskl - INFO - Epoch [47][1300/2506] lr: 1.952e-02, eta: 17:39:14, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 0.6945, loss: 0.6945 +2024-07-18 06:24:27,298 - pyskl - INFO - Epoch [47][1400/2506] lr: 1.951e-02, eta: 17:38:48, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9719, loss_cls: 0.8185, loss: 0.8185 +2024-07-18 06:24:51,153 - pyskl - INFO - Epoch [47][1500/2506] lr: 1.950e-02, eta: 17:38:22, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9812, loss_cls: 0.7813, loss: 0.7813 +2024-07-18 06:25:14,897 - pyskl - INFO - Epoch [47][1600/2506] lr: 1.950e-02, eta: 17:37:55, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 0.8037, loss: 0.8037 +2024-07-18 06:25:38,668 - pyskl - INFO - Epoch [47][1700/2506] lr: 1.949e-02, eta: 17:37:29, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 0.8689, loss: 0.8689 +2024-07-18 06:26:02,416 - pyskl - INFO - Epoch [47][1800/2506] lr: 1.948e-02, eta: 17:37:03, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 0.7746, loss: 0.7746 +2024-07-18 06:26:26,188 - pyskl - INFO - Epoch [47][1900/2506] lr: 1.947e-02, eta: 17:36:37, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9812, loss_cls: 0.8124, loss: 0.8124 +2024-07-18 06:26:50,009 - pyskl - INFO - Epoch [47][2000/2506] lr: 1.946e-02, eta: 17:36:11, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 0.7717, loss: 0.7717 +2024-07-18 06:27:13,864 - pyskl - INFO - Epoch [47][2100/2506] lr: 1.945e-02, eta: 17:35:45, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 0.7685, loss: 0.7685 +2024-07-18 06:27:37,809 - pyskl - INFO - Epoch [47][2200/2506] lr: 1.944e-02, eta: 17:35:19, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 0.7240, loss: 0.7240 +2024-07-18 06:28:01,709 - pyskl - INFO - Epoch [47][2300/2506] lr: 1.944e-02, eta: 17:34:53, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9756, loss_cls: 0.7362, loss: 0.7362 +2024-07-18 06:28:25,597 - pyskl - INFO - Epoch [47][2400/2506] lr: 1.943e-02, eta: 17:34:28, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9781, loss_cls: 0.7740, loss: 0.7740 +2024-07-18 06:28:49,450 - pyskl - INFO - Epoch [47][2500/2506] lr: 1.942e-02, eta: 17:34:02, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 0.7589, loss: 0.7589 +2024-07-18 06:28:51,292 - pyskl - INFO - Saving checkpoint at 47 epochs +2024-07-18 06:30:10,676 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 06:30:10,743 - pyskl - INFO - +top1_acc 0.8287 +top5_acc 0.9773 +2024-07-18 06:30:10,745 - pyskl - INFO - Epoch(val) [47][1031] top1_acc: 0.8287, top5_acc: 0.9773 +2024-07-18 06:30:52,038 - pyskl - INFO - Epoch [48][100/2506] lr: 1.941e-02, eta: 17:34:09, time: 0.413, data_time: 0.171, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 0.6577, loss: 0.6577 +2024-07-18 06:31:15,753 - pyskl - INFO - Epoch [48][200/2506] lr: 1.940e-02, eta: 17:33:43, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 0.7300, loss: 0.7300 +2024-07-18 06:31:39,496 - pyskl - INFO - Epoch [48][300/2506] lr: 1.939e-02, eta: 17:33:17, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 0.7058, loss: 0.7058 +2024-07-18 06:32:03,272 - pyskl - INFO - Epoch [48][400/2506] lr: 1.938e-02, eta: 17:32:51, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9806, loss_cls: 0.8366, loss: 0.8366 +2024-07-18 06:32:27,044 - pyskl - INFO - Epoch [48][500/2506] lr: 1.937e-02, eta: 17:32:25, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 0.7451, loss: 0.7451 +2024-07-18 06:32:50,942 - pyskl - INFO - Epoch [48][600/2506] lr: 1.937e-02, eta: 17:31:59, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 0.7696, loss: 0.7696 +2024-07-18 06:33:14,644 - pyskl - INFO - Epoch [48][700/2506] lr: 1.936e-02, eta: 17:31:32, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 0.7164, loss: 0.7164 +2024-07-18 06:33:38,301 - pyskl - INFO - Epoch [48][800/2506] lr: 1.935e-02, eta: 17:31:06, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 0.7803, loss: 0.7803 +2024-07-18 06:34:02,060 - pyskl - INFO - Epoch [48][900/2506] lr: 1.934e-02, eta: 17:30:40, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 0.7420, loss: 0.7420 +2024-07-18 06:34:25,836 - pyskl - INFO - Epoch [48][1000/2506] lr: 1.933e-02, eta: 17:30:14, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9738, loss_cls: 0.8002, loss: 0.8002 +2024-07-18 06:34:49,665 - pyskl - INFO - Epoch [48][1100/2506] lr: 1.932e-02, eta: 17:29:48, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 0.8540, loss: 0.8540 +2024-07-18 06:35:13,560 - pyskl - INFO - Epoch [48][1200/2506] lr: 1.931e-02, eta: 17:29:22, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9775, loss_cls: 0.7619, loss: 0.7619 +2024-07-18 06:35:37,430 - pyskl - INFO - Epoch [48][1300/2506] lr: 1.930e-02, eta: 17:28:56, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9781, loss_cls: 0.7387, loss: 0.7387 +2024-07-18 06:36:01,420 - pyskl - INFO - Epoch [48][1400/2506] lr: 1.930e-02, eta: 17:28:31, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 0.6991, loss: 0.6991 +2024-07-18 06:36:25,309 - pyskl - INFO - Epoch [48][1500/2506] lr: 1.929e-02, eta: 17:28:05, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 0.8174, loss: 0.8174 +2024-07-18 06:36:49,151 - pyskl - INFO - Epoch [48][1600/2506] lr: 1.928e-02, eta: 17:27:39, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 0.7766, loss: 0.7766 +2024-07-18 06:37:12,907 - pyskl - INFO - Epoch [48][1700/2506] lr: 1.927e-02, eta: 17:27:13, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 0.6840, loss: 0.6840 +2024-07-18 06:37:36,994 - pyskl - INFO - Epoch [48][1800/2506] lr: 1.926e-02, eta: 17:26:47, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9762, loss_cls: 0.7613, loss: 0.7613 +2024-07-18 06:38:00,811 - pyskl - INFO - Epoch [48][1900/2506] lr: 1.925e-02, eta: 17:26:21, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 0.7845, loss: 0.7845 +2024-07-18 06:38:24,500 - pyskl - INFO - Epoch [48][2000/2506] lr: 1.924e-02, eta: 17:25:55, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 0.7940, loss: 0.7940 +2024-07-18 06:38:48,219 - pyskl - INFO - Epoch [48][2100/2506] lr: 1.923e-02, eta: 17:25:29, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9731, loss_cls: 0.7963, loss: 0.7963 +2024-07-18 06:39:12,004 - pyskl - INFO - Epoch [48][2200/2506] lr: 1.922e-02, eta: 17:25:03, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 0.7541, loss: 0.7541 +2024-07-18 06:39:35,714 - pyskl - INFO - Epoch [48][2300/2506] lr: 1.922e-02, eta: 17:24:37, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 0.6997, loss: 0.6997 +2024-07-18 06:39:59,423 - pyskl - INFO - Epoch [48][2400/2506] lr: 1.921e-02, eta: 17:24:10, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 0.7382, loss: 0.7382 +2024-07-18 06:40:23,145 - pyskl - INFO - Epoch [48][2500/2506] lr: 1.920e-02, eta: 17:23:44, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 0.7549, loss: 0.7549 +2024-07-18 06:40:24,987 - pyskl - INFO - Saving checkpoint at 48 epochs +2024-07-18 06:41:43,997 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 06:41:44,063 - pyskl - INFO - +top1_acc 0.8063 +top5_acc 0.9702 +2024-07-18 06:41:44,066 - pyskl - INFO - Epoch(val) [48][1031] top1_acc: 0.8063, top5_acc: 0.9702 +2024-07-18 06:42:25,336 - pyskl - INFO - Epoch [49][100/2506] lr: 1.919e-02, eta: 17:23:51, time: 0.413, data_time: 0.172, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 0.7725, loss: 0.7725 +2024-07-18 06:42:49,014 - pyskl - INFO - Epoch [49][200/2506] lr: 1.918e-02, eta: 17:23:25, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 0.7930, loss: 0.7930 +2024-07-18 06:43:12,728 - pyskl - INFO - Epoch [49][300/2506] lr: 1.917e-02, eta: 17:22:58, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 0.6576, loss: 0.6576 +2024-07-18 06:43:36,504 - pyskl - INFO - Epoch [49][400/2506] lr: 1.916e-02, eta: 17:22:32, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 0.7222, loss: 0.7222 +2024-07-18 06:44:00,250 - pyskl - INFO - Epoch [49][500/2506] lr: 1.915e-02, eta: 17:22:06, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 0.7349, loss: 0.7349 +2024-07-18 06:44:24,020 - pyskl - INFO - Epoch [49][600/2506] lr: 1.914e-02, eta: 17:21:40, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 0.7532, loss: 0.7532 +2024-07-18 06:44:47,763 - pyskl - INFO - Epoch [49][700/2506] lr: 1.914e-02, eta: 17:21:14, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 0.8065, loss: 0.8065 +2024-07-18 06:45:11,515 - pyskl - INFO - Epoch [49][800/2506] lr: 1.913e-02, eta: 17:20:48, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 0.7887, loss: 0.7887 +2024-07-18 06:45:35,295 - pyskl - INFO - Epoch [49][900/2506] lr: 1.912e-02, eta: 17:20:22, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 0.7934, loss: 0.7934 +2024-07-18 06:45:59,068 - pyskl - INFO - Epoch [49][1000/2506] lr: 1.911e-02, eta: 17:19:56, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9869, loss_cls: 0.7161, loss: 0.7161 +2024-07-18 06:46:22,853 - pyskl - INFO - Epoch [49][1100/2506] lr: 1.910e-02, eta: 17:19:30, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 0.7381, loss: 0.7381 +2024-07-18 06:46:46,665 - pyskl - INFO - Epoch [49][1200/2506] lr: 1.909e-02, eta: 17:19:04, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 0.7134, loss: 0.7134 +2024-07-18 06:47:10,446 - pyskl - INFO - Epoch [49][1300/2506] lr: 1.908e-02, eta: 17:18:38, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 0.8118, loss: 0.8118 +2024-07-18 06:47:34,284 - pyskl - INFO - Epoch [49][1400/2506] lr: 1.907e-02, eta: 17:18:12, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 0.7753, loss: 0.7753 +2024-07-18 06:47:58,072 - pyskl - INFO - Epoch [49][1500/2506] lr: 1.907e-02, eta: 17:17:46, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 0.8206, loss: 0.8206 +2024-07-18 06:48:21,781 - pyskl - INFO - Epoch [49][1600/2506] lr: 1.906e-02, eta: 17:17:20, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9838, loss_cls: 0.7503, loss: 0.7503 +2024-07-18 06:48:45,574 - pyskl - INFO - Epoch [49][1700/2506] lr: 1.905e-02, eta: 17:16:54, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 0.6729, loss: 0.6729 +2024-07-18 06:49:09,554 - pyskl - INFO - Epoch [49][1800/2506] lr: 1.904e-02, eta: 17:16:28, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 0.7104, loss: 0.7104 +2024-07-18 06:49:33,413 - pyskl - INFO - Epoch [49][1900/2506] lr: 1.903e-02, eta: 17:16:02, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 0.7124, loss: 0.7124 +2024-07-18 06:49:57,243 - pyskl - INFO - Epoch [49][2000/2506] lr: 1.902e-02, eta: 17:15:36, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 0.7054, loss: 0.7054 +2024-07-18 06:50:21,017 - pyskl - INFO - Epoch [49][2100/2506] lr: 1.901e-02, eta: 17:15:10, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9706, loss_cls: 0.8449, loss: 0.8449 +2024-07-18 06:50:44,911 - pyskl - INFO - Epoch [49][2200/2506] lr: 1.900e-02, eta: 17:14:45, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 0.7337, loss: 0.7337 +2024-07-18 06:51:08,744 - pyskl - INFO - Epoch [49][2300/2506] lr: 1.899e-02, eta: 17:14:19, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9762, loss_cls: 0.7486, loss: 0.7486 +2024-07-18 06:51:32,552 - pyskl - INFO - Epoch [49][2400/2506] lr: 1.898e-02, eta: 17:13:53, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9738, loss_cls: 0.7912, loss: 0.7912 +2024-07-18 06:51:56,375 - pyskl - INFO - Epoch [49][2500/2506] lr: 1.898e-02, eta: 17:13:27, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9750, loss_cls: 0.7558, loss: 0.7558 +2024-07-18 06:51:58,224 - pyskl - INFO - Saving checkpoint at 49 epochs +2024-07-18 06:53:17,545 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 06:53:17,611 - pyskl - INFO - +top1_acc 0.8214 +top5_acc 0.9726 +2024-07-18 06:53:17,614 - pyskl - INFO - Epoch(val) [49][1031] top1_acc: 0.8214, top5_acc: 0.9726 +2024-07-18 06:53:58,652 - pyskl - INFO - Epoch [50][100/2506] lr: 1.897e-02, eta: 17:13:32, time: 0.410, data_time: 0.170, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 0.6713, loss: 0.6713 +2024-07-18 06:54:22,332 - pyskl - INFO - Epoch [50][200/2506] lr: 1.896e-02, eta: 17:13:06, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9750, loss_cls: 0.7620, loss: 0.7620 +2024-07-18 06:54:46,028 - pyskl - INFO - Epoch [50][300/2506] lr: 1.895e-02, eta: 17:12:40, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9919, loss_cls: 0.6327, loss: 0.6327 +2024-07-18 06:55:09,753 - pyskl - INFO - Epoch [50][400/2506] lr: 1.894e-02, eta: 17:12:13, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 0.7346, loss: 0.7346 +2024-07-18 06:55:33,538 - pyskl - INFO - Epoch [50][500/2506] lr: 1.893e-02, eta: 17:11:47, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 0.7557, loss: 0.7557 +2024-07-18 06:55:57,390 - pyskl - INFO - Epoch [50][600/2506] lr: 1.892e-02, eta: 17:11:22, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 0.7509, loss: 0.7509 +2024-07-18 06:56:21,191 - pyskl - INFO - Epoch [50][700/2506] lr: 1.891e-02, eta: 17:10:56, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 0.6919, loss: 0.6919 +2024-07-18 06:56:44,974 - pyskl - INFO - Epoch [50][800/2506] lr: 1.890e-02, eta: 17:10:30, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 0.6858, loss: 0.6858 +2024-07-18 06:57:08,767 - pyskl - INFO - Epoch [50][900/2506] lr: 1.889e-02, eta: 17:10:04, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 0.7908, loss: 0.7908 +2024-07-18 06:57:32,687 - pyskl - INFO - Epoch [50][1000/2506] lr: 1.889e-02, eta: 17:09:38, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 0.7080, loss: 0.7080 +2024-07-18 06:57:56,568 - pyskl - INFO - Epoch [50][1100/2506] lr: 1.888e-02, eta: 17:09:12, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 0.7049, loss: 0.7049 +2024-07-18 06:58:20,369 - pyskl - INFO - Epoch [50][1200/2506] lr: 1.887e-02, eta: 17:08:46, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9838, loss_cls: 0.7536, loss: 0.7536 +2024-07-18 06:58:44,192 - pyskl - INFO - Epoch [50][1300/2506] lr: 1.886e-02, eta: 17:08:20, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 0.7776, loss: 0.7776 +2024-07-18 06:59:08,053 - pyskl - INFO - Epoch [50][1400/2506] lr: 1.885e-02, eta: 17:07:55, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9800, loss_cls: 0.6697, loss: 0.6697 +2024-07-18 06:59:31,981 - pyskl - INFO - Epoch [50][1500/2506] lr: 1.884e-02, eta: 17:07:29, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 0.8153, loss: 0.8153 +2024-07-18 06:59:55,951 - pyskl - INFO - Epoch [50][1600/2506] lr: 1.883e-02, eta: 17:07:03, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 0.7628, loss: 0.7628 +2024-07-18 07:00:19,913 - pyskl - INFO - Epoch [50][1700/2506] lr: 1.882e-02, eta: 17:06:38, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 0.8090, loss: 0.8090 +2024-07-18 07:00:43,741 - pyskl - INFO - Epoch [50][1800/2506] lr: 1.881e-02, eta: 17:06:12, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 0.7330, loss: 0.7330 +2024-07-18 07:01:07,607 - pyskl - INFO - Epoch [50][1900/2506] lr: 1.880e-02, eta: 17:05:46, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9819, loss_cls: 0.7600, loss: 0.7600 +2024-07-18 07:01:31,444 - pyskl - INFO - Epoch [50][2000/2506] lr: 1.880e-02, eta: 17:05:20, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9756, loss_cls: 0.7867, loss: 0.7867 +2024-07-18 07:01:55,310 - pyskl - INFO - Epoch [50][2100/2506] lr: 1.879e-02, eta: 17:04:55, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 0.7480, loss: 0.7480 +2024-07-18 07:02:19,211 - pyskl - INFO - Epoch [50][2200/2506] lr: 1.878e-02, eta: 17:04:29, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9825, loss_cls: 0.7832, loss: 0.7832 +2024-07-18 07:02:43,016 - pyskl - INFO - Epoch [50][2300/2506] lr: 1.877e-02, eta: 17:04:03, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 0.7359, loss: 0.7359 +2024-07-18 07:03:06,781 - pyskl - INFO - Epoch [50][2400/2506] lr: 1.876e-02, eta: 17:03:37, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 0.7726, loss: 0.7726 +2024-07-18 07:03:30,578 - pyskl - INFO - Epoch [50][2500/2506] lr: 1.875e-02, eta: 17:03:11, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 0.7544, loss: 0.7544 +2024-07-18 07:03:32,452 - pyskl - INFO - Saving checkpoint at 50 epochs +2024-07-18 07:04:51,905 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 07:04:51,972 - pyskl - INFO - +top1_acc 0.8189 +top5_acc 0.9732 +2024-07-18 07:04:51,974 - pyskl - INFO - Epoch(val) [50][1031] top1_acc: 0.8189, top5_acc: 0.9732 +2024-07-18 07:05:33,305 - pyskl - INFO - Epoch [51][100/2506] lr: 1.874e-02, eta: 17:03:16, time: 0.413, data_time: 0.172, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9869, loss_cls: 0.6811, loss: 0.6811 +2024-07-18 07:05:56,989 - pyskl - INFO - Epoch [51][200/2506] lr: 1.873e-02, eta: 17:02:50, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 0.6208, loss: 0.6208 +2024-07-18 07:06:20,647 - pyskl - INFO - Epoch [51][300/2506] lr: 1.872e-02, eta: 17:02:23, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 0.7740, loss: 0.7740 +2024-07-18 07:06:44,280 - pyskl - INFO - Epoch [51][400/2506] lr: 1.871e-02, eta: 17:01:57, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 0.7202, loss: 0.7202 +2024-07-18 07:07:07,920 - pyskl - INFO - Epoch [51][500/2506] lr: 1.870e-02, eta: 17:01:31, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 0.7174, loss: 0.7174 +2024-07-18 07:07:31,569 - pyskl - INFO - Epoch [51][600/2506] lr: 1.870e-02, eta: 17:01:05, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 0.6959, loss: 0.6959 +2024-07-18 07:07:55,288 - pyskl - INFO - Epoch [51][700/2506] lr: 1.869e-02, eta: 17:00:39, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 0.7561, loss: 0.7561 +2024-07-18 07:08:19,009 - pyskl - INFO - Epoch [51][800/2506] lr: 1.868e-02, eta: 17:00:13, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 0.7292, loss: 0.7292 +2024-07-18 07:08:42,768 - pyskl - INFO - Epoch [51][900/2506] lr: 1.867e-02, eta: 16:59:47, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 0.7411, loss: 0.7411 +2024-07-18 07:09:06,517 - pyskl - INFO - Epoch [51][1000/2506] lr: 1.866e-02, eta: 16:59:21, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 0.7265, loss: 0.7265 +2024-07-18 07:09:30,220 - pyskl - INFO - Epoch [51][1100/2506] lr: 1.865e-02, eta: 16:58:55, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 0.7042, loss: 0.7042 +2024-07-18 07:09:53,922 - pyskl - INFO - Epoch [51][1200/2506] lr: 1.864e-02, eta: 16:58:28, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9819, loss_cls: 0.7907, loss: 0.7907 +2024-07-18 07:10:18,028 - pyskl - INFO - Epoch [51][1300/2506] lr: 1.863e-02, eta: 16:58:03, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9694, loss_cls: 0.7944, loss: 0.7944 +2024-07-18 07:10:41,905 - pyskl - INFO - Epoch [51][1400/2506] lr: 1.862e-02, eta: 16:57:37, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 0.7940, loss: 0.7940 +2024-07-18 07:11:05,786 - pyskl - INFO - Epoch [51][1500/2506] lr: 1.861e-02, eta: 16:57:12, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 0.7842, loss: 0.7842 +2024-07-18 07:11:29,697 - pyskl - INFO - Epoch [51][1600/2506] lr: 1.860e-02, eta: 16:56:46, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9794, loss_cls: 0.7250, loss: 0.7250 +2024-07-18 07:11:53,552 - pyskl - INFO - Epoch [51][1700/2506] lr: 1.860e-02, eta: 16:56:20, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 0.7641, loss: 0.7641 +2024-07-18 07:12:17,374 - pyskl - INFO - Epoch [51][1800/2506] lr: 1.859e-02, eta: 16:55:54, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 0.7309, loss: 0.7309 +2024-07-18 07:12:41,162 - pyskl - INFO - Epoch [51][1900/2506] lr: 1.858e-02, eta: 16:55:29, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 0.7845, loss: 0.7845 +2024-07-18 07:13:04,943 - pyskl - INFO - Epoch [51][2000/2506] lr: 1.857e-02, eta: 16:55:03, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9762, loss_cls: 0.7507, loss: 0.7507 +2024-07-18 07:13:28,810 - pyskl - INFO - Epoch [51][2100/2506] lr: 1.856e-02, eta: 16:54:37, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 0.6841, loss: 0.6841 +2024-07-18 07:13:52,668 - pyskl - INFO - Epoch [51][2200/2506] lr: 1.855e-02, eta: 16:54:11, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9775, loss_cls: 0.7183, loss: 0.7183 +2024-07-18 07:14:16,536 - pyskl - INFO - Epoch [51][2300/2506] lr: 1.854e-02, eta: 16:53:45, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 0.7427, loss: 0.7427 +2024-07-18 07:14:40,350 - pyskl - INFO - Epoch [51][2400/2506] lr: 1.853e-02, eta: 16:53:20, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 0.7968, loss: 0.7968 +2024-07-18 07:15:04,123 - pyskl - INFO - Epoch [51][2500/2506] lr: 1.852e-02, eta: 16:52:54, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9775, loss_cls: 0.7113, loss: 0.7113 +2024-07-18 07:15:05,988 - pyskl - INFO - Saving checkpoint at 51 epochs +2024-07-18 07:16:25,385 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 07:16:25,452 - pyskl - INFO - +top1_acc 0.8271 +top5_acc 0.9773 +2024-07-18 07:16:25,454 - pyskl - INFO - Epoch(val) [51][1031] top1_acc: 0.8271, top5_acc: 0.9773 +2024-07-18 07:17:06,923 - pyskl - INFO - Epoch [52][100/2506] lr: 1.851e-02, eta: 16:52:58, time: 0.415, data_time: 0.174, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 0.7395, loss: 0.7395 +2024-07-18 07:17:30,583 - pyskl - INFO - Epoch [52][200/2506] lr: 1.850e-02, eta: 16:52:32, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 0.6646, loss: 0.6646 +2024-07-18 07:17:54,250 - pyskl - INFO - Epoch [52][300/2506] lr: 1.849e-02, eta: 16:52:06, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 0.6783, loss: 0.6783 +2024-07-18 07:18:18,032 - pyskl - INFO - Epoch [52][400/2506] lr: 1.849e-02, eta: 16:51:40, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 0.7125, loss: 0.7125 +2024-07-18 07:18:41,832 - pyskl - INFO - Epoch [52][500/2506] lr: 1.848e-02, eta: 16:51:14, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 0.8044, loss: 0.8044 +2024-07-18 07:19:05,578 - pyskl - INFO - Epoch [52][600/2506] lr: 1.847e-02, eta: 16:50:48, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9856, loss_cls: 0.7069, loss: 0.7069 +2024-07-18 07:19:29,343 - pyskl - INFO - Epoch [52][700/2506] lr: 1.846e-02, eta: 16:50:22, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 0.7358, loss: 0.7358 +2024-07-18 07:19:53,160 - pyskl - INFO - Epoch [52][800/2506] lr: 1.845e-02, eta: 16:49:56, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9725, loss_cls: 0.7775, loss: 0.7775 +2024-07-18 07:20:17,003 - pyskl - INFO - Epoch [52][900/2506] lr: 1.844e-02, eta: 16:49:30, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 0.7168, loss: 0.7168 +2024-07-18 07:20:40,863 - pyskl - INFO - Epoch [52][1000/2506] lr: 1.843e-02, eta: 16:49:05, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 0.6987, loss: 0.6987 +2024-07-18 07:21:04,620 - pyskl - INFO - Epoch [52][1100/2506] lr: 1.842e-02, eta: 16:48:39, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9812, loss_cls: 0.7593, loss: 0.7593 +2024-07-18 07:21:28,596 - pyskl - INFO - Epoch [52][1200/2506] lr: 1.841e-02, eta: 16:48:13, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 0.7212, loss: 0.7212 +2024-07-18 07:21:52,380 - pyskl - INFO - Epoch [52][1300/2506] lr: 1.840e-02, eta: 16:47:47, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 0.7755, loss: 0.7755 +2024-07-18 07:22:16,050 - pyskl - INFO - Epoch [52][1400/2506] lr: 1.839e-02, eta: 16:47:21, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 0.7795, loss: 0.7795 +2024-07-18 07:22:39,887 - pyskl - INFO - Epoch [52][1500/2506] lr: 1.838e-02, eta: 16:46:55, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 0.7280, loss: 0.7280 +2024-07-18 07:23:03,734 - pyskl - INFO - Epoch [52][1600/2506] lr: 1.838e-02, eta: 16:46:30, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 0.7219, loss: 0.7219 +2024-07-18 07:23:27,483 - pyskl - INFO - Epoch [52][1700/2506] lr: 1.837e-02, eta: 16:46:04, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9706, loss_cls: 0.7709, loss: 0.7709 +2024-07-18 07:23:51,271 - pyskl - INFO - Epoch [52][1800/2506] lr: 1.836e-02, eta: 16:45:38, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9788, loss_cls: 0.7350, loss: 0.7350 +2024-07-18 07:24:15,064 - pyskl - INFO - Epoch [52][1900/2506] lr: 1.835e-02, eta: 16:45:12, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 0.6977, loss: 0.6977 +2024-07-18 07:24:38,806 - pyskl - INFO - Epoch [52][2000/2506] lr: 1.834e-02, eta: 16:44:46, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 0.7629, loss: 0.7629 +2024-07-18 07:25:02,525 - pyskl - INFO - Epoch [52][2100/2506] lr: 1.833e-02, eta: 16:44:20, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 0.7180, loss: 0.7180 +2024-07-18 07:25:26,318 - pyskl - INFO - Epoch [52][2200/2506] lr: 1.832e-02, eta: 16:43:54, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 0.7350, loss: 0.7350 +2024-07-18 07:25:50,127 - pyskl - INFO - Epoch [52][2300/2506] lr: 1.831e-02, eta: 16:43:28, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9719, loss_cls: 0.7936, loss: 0.7936 +2024-07-18 07:26:13,879 - pyskl - INFO - Epoch [52][2400/2506] lr: 1.830e-02, eta: 16:43:03, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 0.8040, loss: 0.8040 +2024-07-18 07:26:37,627 - pyskl - INFO - Epoch [52][2500/2506] lr: 1.829e-02, eta: 16:42:37, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9875, loss_cls: 0.7323, loss: 0.7323 +2024-07-18 07:26:39,463 - pyskl - INFO - Saving checkpoint at 52 epochs +2024-07-18 07:27:59,032 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 07:27:59,099 - pyskl - INFO - +top1_acc 0.8015 +top5_acc 0.9671 +2024-07-18 07:27:59,101 - pyskl - INFO - Epoch(val) [52][1031] top1_acc: 0.8015, top5_acc: 0.9671 +2024-07-18 07:28:40,315 - pyskl - INFO - Epoch [53][100/2506] lr: 1.828e-02, eta: 16:42:39, time: 0.412, data_time: 0.170, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 0.7117, loss: 0.7117 +2024-07-18 07:29:04,092 - pyskl - INFO - Epoch [53][200/2506] lr: 1.827e-02, eta: 16:42:13, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 0.7294, loss: 0.7294 +2024-07-18 07:29:27,868 - pyskl - INFO - Epoch [53][300/2506] lr: 1.826e-02, eta: 16:41:48, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 0.7971, loss: 0.7971 +2024-07-18 07:29:51,665 - pyskl - INFO - Epoch [53][400/2506] lr: 1.825e-02, eta: 16:41:22, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 0.7490, loss: 0.7490 +2024-07-18 07:30:15,430 - pyskl - INFO - Epoch [53][500/2506] lr: 1.824e-02, eta: 16:40:56, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 0.6743, loss: 0.6743 +2024-07-18 07:30:39,143 - pyskl - INFO - Epoch [53][600/2506] lr: 1.824e-02, eta: 16:40:30, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 0.7407, loss: 0.7407 +2024-07-18 07:31:02,887 - pyskl - INFO - Epoch [53][700/2506] lr: 1.823e-02, eta: 16:40:04, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 0.7329, loss: 0.7329 +2024-07-18 07:31:26,599 - pyskl - INFO - Epoch [53][800/2506] lr: 1.822e-02, eta: 16:39:38, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 0.7503, loss: 0.7503 +2024-07-18 07:31:50,367 - pyskl - INFO - Epoch [53][900/2506] lr: 1.821e-02, eta: 16:39:12, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 0.7340, loss: 0.7340 +2024-07-18 07:32:14,110 - pyskl - INFO - Epoch [53][1000/2506] lr: 1.820e-02, eta: 16:38:46, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 0.7113, loss: 0.7113 +2024-07-18 07:32:37,834 - pyskl - INFO - Epoch [53][1100/2506] lr: 1.819e-02, eta: 16:38:20, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 0.7866, loss: 0.7866 +2024-07-18 07:33:01,653 - pyskl - INFO - Epoch [53][1200/2506] lr: 1.818e-02, eta: 16:37:55, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 0.6983, loss: 0.6983 +2024-07-18 07:33:25,498 - pyskl - INFO - Epoch [53][1300/2506] lr: 1.817e-02, eta: 16:37:29, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9731, loss_cls: 0.7760, loss: 0.7760 +2024-07-18 07:33:49,465 - pyskl - INFO - Epoch [53][1400/2506] lr: 1.816e-02, eta: 16:37:03, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 0.7770, loss: 0.7770 +2024-07-18 07:34:13,458 - pyskl - INFO - Epoch [53][1500/2506] lr: 1.815e-02, eta: 16:36:38, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 0.7547, loss: 0.7547 +2024-07-18 07:34:37,375 - pyskl - INFO - Epoch [53][1600/2506] lr: 1.814e-02, eta: 16:36:12, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 0.7603, loss: 0.7603 +2024-07-18 07:35:01,148 - pyskl - INFO - Epoch [53][1700/2506] lr: 1.813e-02, eta: 16:35:46, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 0.7386, loss: 0.7386 +2024-07-18 07:35:24,909 - pyskl - INFO - Epoch [53][1800/2506] lr: 1.812e-02, eta: 16:35:21, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 0.7717, loss: 0.7717 +2024-07-18 07:35:48,671 - pyskl - INFO - Epoch [53][1900/2506] lr: 1.811e-02, eta: 16:34:55, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9756, loss_cls: 0.7017, loss: 0.7017 +2024-07-18 07:36:12,444 - pyskl - INFO - Epoch [53][2000/2506] lr: 1.811e-02, eta: 16:34:29, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 0.7709, loss: 0.7709 +2024-07-18 07:36:36,200 - pyskl - INFO - Epoch [53][2100/2506] lr: 1.810e-02, eta: 16:34:03, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 0.7272, loss: 0.7272 +2024-07-18 07:36:59,933 - pyskl - INFO - Epoch [53][2200/2506] lr: 1.809e-02, eta: 16:33:37, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 0.7426, loss: 0.7426 +2024-07-18 07:37:23,709 - pyskl - INFO - Epoch [53][2300/2506] lr: 1.808e-02, eta: 16:33:11, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 0.7570, loss: 0.7570 +2024-07-18 07:37:47,423 - pyskl - INFO - Epoch [53][2400/2506] lr: 1.807e-02, eta: 16:32:45, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 0.7481, loss: 0.7481 +2024-07-18 07:38:11,112 - pyskl - INFO - Epoch [53][2500/2506] lr: 1.806e-02, eta: 16:32:19, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 0.7066, loss: 0.7066 +2024-07-18 07:38:12,933 - pyskl - INFO - Saving checkpoint at 53 epochs +2024-07-18 07:39:32,484 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 07:39:32,551 - pyskl - INFO - +top1_acc 0.8151 +top5_acc 0.9716 +2024-07-18 07:39:32,554 - pyskl - INFO - Epoch(val) [53][1031] top1_acc: 0.8151, top5_acc: 0.9716 +2024-07-18 07:40:13,803 - pyskl - INFO - Epoch [54][100/2506] lr: 1.805e-02, eta: 16:32:21, time: 0.412, data_time: 0.172, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 0.6986, loss: 0.6986 +2024-07-18 07:40:37,503 - pyskl - INFO - Epoch [54][200/2506] lr: 1.804e-02, eta: 16:31:55, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9825, loss_cls: 0.6144, loss: 0.6144 +2024-07-18 07:41:01,261 - pyskl - INFO - Epoch [54][300/2506] lr: 1.803e-02, eta: 16:31:30, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 0.6803, loss: 0.6803 +2024-07-18 07:41:24,996 - pyskl - INFO - Epoch [54][400/2506] lr: 1.802e-02, eta: 16:31:04, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 0.7643, loss: 0.7643 +2024-07-18 07:41:48,737 - pyskl - INFO - Epoch [54][500/2506] lr: 1.801e-02, eta: 16:30:38, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 0.7630, loss: 0.7630 +2024-07-18 07:42:12,530 - pyskl - INFO - Epoch [54][600/2506] lr: 1.800e-02, eta: 16:30:12, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9862, loss_cls: 0.6956, loss: 0.6956 +2024-07-18 07:42:36,287 - pyskl - INFO - Epoch [54][700/2506] lr: 1.799e-02, eta: 16:29:46, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 0.7113, loss: 0.7113 +2024-07-18 07:43:00,114 - pyskl - INFO - Epoch [54][800/2506] lr: 1.798e-02, eta: 16:29:20, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 0.7315, loss: 0.7315 +2024-07-18 07:43:23,963 - pyskl - INFO - Epoch [54][900/2506] lr: 1.797e-02, eta: 16:28:55, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 0.7356, loss: 0.7356 +2024-07-18 07:43:47,791 - pyskl - INFO - Epoch [54][1000/2506] lr: 1.796e-02, eta: 16:28:29, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 0.6732, loss: 0.6732 +2024-07-18 07:44:11,756 - pyskl - INFO - Epoch [54][1100/2506] lr: 1.795e-02, eta: 16:28:04, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9775, loss_cls: 0.7145, loss: 0.7145 +2024-07-18 07:44:35,674 - pyskl - INFO - Epoch [54][1200/2506] lr: 1.795e-02, eta: 16:27:38, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 0.7159, loss: 0.7159 +2024-07-18 07:44:59,504 - pyskl - INFO - Epoch [54][1300/2506] lr: 1.794e-02, eta: 16:27:12, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 0.7185, loss: 0.7185 +2024-07-18 07:45:23,424 - pyskl - INFO - Epoch [54][1400/2506] lr: 1.793e-02, eta: 16:26:47, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 0.7116, loss: 0.7116 +2024-07-18 07:45:47,362 - pyskl - INFO - Epoch [54][1500/2506] lr: 1.792e-02, eta: 16:26:21, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 0.7799, loss: 0.7799 +2024-07-18 07:46:11,192 - pyskl - INFO - Epoch [54][1600/2506] lr: 1.791e-02, eta: 16:25:56, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 0.6948, loss: 0.6948 +2024-07-18 07:46:35,014 - pyskl - INFO - Epoch [54][1700/2506] lr: 1.790e-02, eta: 16:25:30, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 0.6829, loss: 0.6829 +2024-07-18 07:46:58,868 - pyskl - INFO - Epoch [54][1800/2506] lr: 1.789e-02, eta: 16:25:04, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9881, loss_cls: 0.7407, loss: 0.7407 +2024-07-18 07:47:22,663 - pyskl - INFO - Epoch [54][1900/2506] lr: 1.788e-02, eta: 16:24:38, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9731, loss_cls: 0.7301, loss: 0.7301 +2024-07-18 07:47:46,447 - pyskl - INFO - Epoch [54][2000/2506] lr: 1.787e-02, eta: 16:24:13, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 0.6797, loss: 0.6797 +2024-07-18 07:48:10,314 - pyskl - INFO - Epoch [54][2100/2506] lr: 1.786e-02, eta: 16:23:47, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9750, loss_cls: 0.7908, loss: 0.7908 +2024-07-18 07:48:34,156 - pyskl - INFO - Epoch [54][2200/2506] lr: 1.785e-02, eta: 16:23:21, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 0.7694, loss: 0.7694 +2024-07-18 07:48:58,104 - pyskl - INFO - Epoch [54][2300/2506] lr: 1.784e-02, eta: 16:22:56, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 0.7521, loss: 0.7521 +2024-07-18 07:49:22,192 - pyskl - INFO - Epoch [54][2400/2506] lr: 1.783e-02, eta: 16:22:31, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 0.7304, loss: 0.7304 +2024-07-18 07:49:46,220 - pyskl - INFO - Epoch [54][2500/2506] lr: 1.782e-02, eta: 16:22:05, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9856, loss_cls: 0.7545, loss: 0.7545 +2024-07-18 07:49:48,054 - pyskl - INFO - Saving checkpoint at 54 epochs +2024-07-18 07:51:08,326 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 07:51:08,394 - pyskl - INFO - +top1_acc 0.7969 +top5_acc 0.9705 +2024-07-18 07:51:08,397 - pyskl - INFO - Epoch(val) [54][1031] top1_acc: 0.7969, top5_acc: 0.9705 +2024-07-18 07:51:50,036 - pyskl - INFO - Epoch [55][100/2506] lr: 1.781e-02, eta: 16:22:07, time: 0.416, data_time: 0.175, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 0.7178, loss: 0.7178 +2024-07-18 07:52:13,703 - pyskl - INFO - Epoch [55][200/2506] lr: 1.780e-02, eta: 16:21:41, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 0.5779, loss: 0.5779 +2024-07-18 07:52:37,489 - pyskl - INFO - Epoch [55][300/2506] lr: 1.779e-02, eta: 16:21:15, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9900, loss_cls: 0.6321, loss: 0.6321 +2024-07-18 07:53:01,248 - pyskl - INFO - Epoch [55][400/2506] lr: 1.778e-02, eta: 16:20:50, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 0.7627, loss: 0.7627 +2024-07-18 07:53:25,052 - pyskl - INFO - Epoch [55][500/2506] lr: 1.778e-02, eta: 16:20:24, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9781, loss_cls: 0.7379, loss: 0.7379 +2024-07-18 07:53:48,846 - pyskl - INFO - Epoch [55][600/2506] lr: 1.777e-02, eta: 16:19:58, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 0.7710, loss: 0.7710 +2024-07-18 07:54:12,644 - pyskl - INFO - Epoch [55][700/2506] lr: 1.776e-02, eta: 16:19:32, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9775, loss_cls: 0.6846, loss: 0.6846 +2024-07-18 07:54:36,442 - pyskl - INFO - Epoch [55][800/2506] lr: 1.775e-02, eta: 16:19:07, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 0.7546, loss: 0.7546 +2024-07-18 07:55:00,264 - pyskl - INFO - Epoch [55][900/2506] lr: 1.774e-02, eta: 16:18:41, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 0.7385, loss: 0.7385 +2024-07-18 07:55:24,163 - pyskl - INFO - Epoch [55][1000/2506] lr: 1.773e-02, eta: 16:18:15, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 0.7381, loss: 0.7381 +2024-07-18 07:55:47,940 - pyskl - INFO - Epoch [55][1100/2506] lr: 1.772e-02, eta: 16:17:50, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 0.7173, loss: 0.7173 +2024-07-18 07:56:11,706 - pyskl - INFO - Epoch [55][1200/2506] lr: 1.771e-02, eta: 16:17:24, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 0.6438, loss: 0.6438 +2024-07-18 07:56:35,466 - pyskl - INFO - Epoch [55][1300/2506] lr: 1.770e-02, eta: 16:16:58, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 0.6832, loss: 0.6832 +2024-07-18 07:56:59,296 - pyskl - INFO - Epoch [55][1400/2506] lr: 1.769e-02, eta: 16:16:32, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 0.7188, loss: 0.7188 +2024-07-18 07:57:23,064 - pyskl - INFO - Epoch [55][1500/2506] lr: 1.768e-02, eta: 16:16:07, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 0.7392, loss: 0.7392 +2024-07-18 07:57:46,845 - pyskl - INFO - Epoch [55][1600/2506] lr: 1.767e-02, eta: 16:15:41, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 0.7552, loss: 0.7552 +2024-07-18 07:58:10,602 - pyskl - INFO - Epoch [55][1700/2506] lr: 1.766e-02, eta: 16:15:15, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9869, loss_cls: 0.7365, loss: 0.7365 +2024-07-18 07:58:34,378 - pyskl - INFO - Epoch [55][1800/2506] lr: 1.765e-02, eta: 16:14:49, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 0.7069, loss: 0.7069 +2024-07-18 07:58:58,127 - pyskl - INFO - Epoch [55][1900/2506] lr: 1.764e-02, eta: 16:14:24, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 0.7834, loss: 0.7834 +2024-07-18 07:59:21,882 - pyskl - INFO - Epoch [55][2000/2506] lr: 1.763e-02, eta: 16:13:58, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9844, loss_cls: 0.7359, loss: 0.7359 +2024-07-18 07:59:45,636 - pyskl - INFO - Epoch [55][2100/2506] lr: 1.762e-02, eta: 16:13:32, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9856, loss_cls: 0.7297, loss: 0.7297 +2024-07-18 08:00:09,421 - pyskl - INFO - Epoch [55][2200/2506] lr: 1.761e-02, eta: 16:13:06, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 0.6701, loss: 0.6701 +2024-07-18 08:00:33,279 - pyskl - INFO - Epoch [55][2300/2506] lr: 1.760e-02, eta: 16:12:41, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 0.7269, loss: 0.7269 +2024-07-18 08:00:57,077 - pyskl - INFO - Epoch [55][2400/2506] lr: 1.759e-02, eta: 16:12:15, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 0.7743, loss: 0.7743 +2024-07-18 08:01:20,861 - pyskl - INFO - Epoch [55][2500/2506] lr: 1.758e-02, eta: 16:11:49, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9756, loss_cls: 0.7673, loss: 0.7673 +2024-07-18 08:01:22,712 - pyskl - INFO - Saving checkpoint at 55 epochs +2024-07-18 08:02:42,273 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 08:02:42,339 - pyskl - INFO - +top1_acc 0.8377 +top5_acc 0.9738 +2024-07-18 08:02:42,343 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_45.pth was removed +2024-07-18 08:02:42,476 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_55.pth. +2024-07-18 08:02:42,476 - pyskl - INFO - Best top1_acc is 0.8377 at 55 epoch. +2024-07-18 08:02:42,479 - pyskl - INFO - Epoch(val) [55][1031] top1_acc: 0.8377, top5_acc: 0.9738 +2024-07-18 08:03:23,963 - pyskl - INFO - Epoch [56][100/2506] lr: 1.757e-02, eta: 16:11:50, time: 0.415, data_time: 0.174, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 0.6631, loss: 0.6631 +2024-07-18 08:03:47,693 - pyskl - INFO - Epoch [56][200/2506] lr: 1.757e-02, eta: 16:11:24, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 0.7396, loss: 0.7396 +2024-07-18 08:04:11,447 - pyskl - INFO - Epoch [56][300/2506] lr: 1.756e-02, eta: 16:10:58, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 0.6820, loss: 0.6820 +2024-07-18 08:04:35,198 - pyskl - INFO - Epoch [56][400/2506] lr: 1.755e-02, eta: 16:10:33, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 0.6625, loss: 0.6625 +2024-07-18 08:04:58,963 - pyskl - INFO - Epoch [56][500/2506] lr: 1.754e-02, eta: 16:10:07, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9794, loss_cls: 0.6740, loss: 0.6740 +2024-07-18 08:05:22,834 - pyskl - INFO - Epoch [56][600/2506] lr: 1.753e-02, eta: 16:09:41, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9756, loss_cls: 0.7189, loss: 0.7189 +2024-07-18 08:05:46,616 - pyskl - INFO - Epoch [56][700/2506] lr: 1.752e-02, eta: 16:09:16, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 0.6520, loss: 0.6520 +2024-07-18 08:06:10,505 - pyskl - INFO - Epoch [56][800/2506] lr: 1.751e-02, eta: 16:08:50, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 0.6850, loss: 0.6850 +2024-07-18 08:06:34,348 - pyskl - INFO - Epoch [56][900/2506] lr: 1.750e-02, eta: 16:08:24, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9875, loss_cls: 0.6824, loss: 0.6824 +2024-07-18 08:06:58,275 - pyskl - INFO - Epoch [56][1000/2506] lr: 1.749e-02, eta: 16:07:59, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 0.6347, loss: 0.6347 +2024-07-18 08:07:22,089 - pyskl - INFO - Epoch [56][1100/2506] lr: 1.748e-02, eta: 16:07:33, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9831, loss_cls: 0.7280, loss: 0.7280 +2024-07-18 08:07:45,891 - pyskl - INFO - Epoch [56][1200/2506] lr: 1.747e-02, eta: 16:07:08, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 0.6964, loss: 0.6964 +2024-07-18 08:08:09,729 - pyskl - INFO - Epoch [56][1300/2506] lr: 1.746e-02, eta: 16:06:42, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9731, loss_cls: 0.8042, loss: 0.8042 +2024-07-18 08:08:33,504 - pyskl - INFO - Epoch [56][1400/2506] lr: 1.745e-02, eta: 16:06:16, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 0.7387, loss: 0.7387 +2024-07-18 08:08:57,255 - pyskl - INFO - Epoch [56][1500/2506] lr: 1.744e-02, eta: 16:05:50, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 0.7171, loss: 0.7171 +2024-07-18 08:09:20,988 - pyskl - INFO - Epoch [56][1600/2506] lr: 1.743e-02, eta: 16:05:25, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 0.6789, loss: 0.6789 +2024-07-18 08:09:44,730 - pyskl - INFO - Epoch [56][1700/2506] lr: 1.742e-02, eta: 16:04:59, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 0.7588, loss: 0.7588 +2024-07-18 08:10:08,474 - pyskl - INFO - Epoch [56][1800/2506] lr: 1.741e-02, eta: 16:04:33, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 0.7523, loss: 0.7523 +2024-07-18 08:10:32,266 - pyskl - INFO - Epoch [56][1900/2506] lr: 1.740e-02, eta: 16:04:07, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 0.6752, loss: 0.6752 +2024-07-18 08:10:56,047 - pyskl - INFO - Epoch [56][2000/2506] lr: 1.739e-02, eta: 16:03:42, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 0.7112, loss: 0.7112 +2024-07-18 08:11:19,819 - pyskl - INFO - Epoch [56][2100/2506] lr: 1.738e-02, eta: 16:03:16, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 0.7432, loss: 0.7432 +2024-07-18 08:11:43,585 - pyskl - INFO - Epoch [56][2200/2506] lr: 1.737e-02, eta: 16:02:50, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9756, loss_cls: 0.7752, loss: 0.7752 +2024-07-18 08:12:07,421 - pyskl - INFO - Epoch [56][2300/2506] lr: 1.736e-02, eta: 16:02:25, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 0.6891, loss: 0.6891 +2024-07-18 08:12:31,112 - pyskl - INFO - Epoch [56][2400/2506] lr: 1.735e-02, eta: 16:01:59, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 0.7437, loss: 0.7437 +2024-07-18 08:12:54,778 - pyskl - INFO - Epoch [56][2500/2506] lr: 1.734e-02, eta: 16:01:33, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9919, loss_cls: 0.7121, loss: 0.7121 +2024-07-18 08:12:56,600 - pyskl - INFO - Saving checkpoint at 56 epochs +2024-07-18 08:14:16,353 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 08:14:16,420 - pyskl - INFO - +top1_acc 0.8066 +top5_acc 0.9665 +2024-07-18 08:14:16,423 - pyskl - INFO - Epoch(val) [56][1031] top1_acc: 0.8066, top5_acc: 0.9665 +2024-07-18 08:14:57,497 - pyskl - INFO - Epoch [57][100/2506] lr: 1.733e-02, eta: 16:01:32, time: 0.411, data_time: 0.169, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 0.7327, loss: 0.7327 +2024-07-18 08:15:21,269 - pyskl - INFO - Epoch [57][200/2506] lr: 1.732e-02, eta: 16:01:07, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 0.6266, loss: 0.6266 +2024-07-18 08:15:45,087 - pyskl - INFO - Epoch [57][300/2506] lr: 1.732e-02, eta: 16:00:41, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 0.6583, loss: 0.6583 +2024-07-18 08:16:09,027 - pyskl - INFO - Epoch [57][400/2506] lr: 1.731e-02, eta: 16:00:16, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9800, loss_cls: 0.6723, loss: 0.6723 +2024-07-18 08:16:33,208 - pyskl - INFO - Epoch [57][500/2506] lr: 1.730e-02, eta: 15:59:51, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 0.7201, loss: 0.7201 +2024-07-18 08:16:57,054 - pyskl - INFO - Epoch [57][600/2506] lr: 1.729e-02, eta: 15:59:25, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 0.6827, loss: 0.6827 +2024-07-18 08:17:21,168 - pyskl - INFO - Epoch [57][700/2506] lr: 1.728e-02, eta: 15:59:00, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 0.7115, loss: 0.7115 +2024-07-18 08:17:45,295 - pyskl - INFO - Epoch [57][800/2506] lr: 1.727e-02, eta: 15:58:35, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 0.7568, loss: 0.7568 +2024-07-18 08:18:09,403 - pyskl - INFO - Epoch [57][900/2506] lr: 1.726e-02, eta: 15:58:10, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 0.6951, loss: 0.6951 +2024-07-18 08:18:33,363 - pyskl - INFO - Epoch [57][1000/2506] lr: 1.725e-02, eta: 15:57:44, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 0.7126, loss: 0.7126 +2024-07-18 08:18:57,244 - pyskl - INFO - Epoch [57][1100/2506] lr: 1.724e-02, eta: 15:57:19, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 0.7222, loss: 0.7222 +2024-07-18 08:19:21,182 - pyskl - INFO - Epoch [57][1200/2506] lr: 1.723e-02, eta: 15:56:53, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 0.7058, loss: 0.7058 +2024-07-18 08:19:45,211 - pyskl - INFO - Epoch [57][1300/2506] lr: 1.722e-02, eta: 15:56:28, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 0.7245, loss: 0.7245 +2024-07-18 08:20:09,009 - pyskl - INFO - Epoch [57][1400/2506] lr: 1.721e-02, eta: 15:56:02, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9794, loss_cls: 0.7902, loss: 0.7902 +2024-07-18 08:20:32,801 - pyskl - INFO - Epoch [57][1500/2506] lr: 1.720e-02, eta: 15:55:37, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 0.8505, loss: 0.8505 +2024-07-18 08:20:56,557 - pyskl - INFO - Epoch [57][1600/2506] lr: 1.719e-02, eta: 15:55:11, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 0.7247, loss: 0.7247 +2024-07-18 08:21:20,365 - pyskl - INFO - Epoch [57][1700/2506] lr: 1.718e-02, eta: 15:54:45, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 0.6586, loss: 0.6586 +2024-07-18 08:21:44,157 - pyskl - INFO - Epoch [57][1800/2506] lr: 1.717e-02, eta: 15:54:20, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 0.7474, loss: 0.7474 +2024-07-18 08:22:08,028 - pyskl - INFO - Epoch [57][1900/2506] lr: 1.716e-02, eta: 15:53:54, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 0.6810, loss: 0.6810 +2024-07-18 08:22:31,843 - pyskl - INFO - Epoch [57][2000/2506] lr: 1.715e-02, eta: 15:53:28, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9806, loss_cls: 0.7096, loss: 0.7096 +2024-07-18 08:22:55,650 - pyskl - INFO - Epoch [57][2100/2506] lr: 1.714e-02, eta: 15:53:03, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 0.7097, loss: 0.7097 +2024-07-18 08:23:19,428 - pyskl - INFO - Epoch [57][2200/2506] lr: 1.713e-02, eta: 15:52:37, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 0.6981, loss: 0.6981 +2024-07-18 08:23:43,275 - pyskl - INFO - Epoch [57][2300/2506] lr: 1.712e-02, eta: 15:52:12, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 0.7440, loss: 0.7440 +2024-07-18 08:24:07,181 - pyskl - INFO - Epoch [57][2400/2506] lr: 1.711e-02, eta: 15:51:46, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 0.7053, loss: 0.7053 +2024-07-18 08:24:31,009 - pyskl - INFO - Epoch [57][2500/2506] lr: 1.710e-02, eta: 15:51:21, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 0.6385, loss: 0.6385 +2024-07-18 08:24:32,852 - pyskl - INFO - Saving checkpoint at 57 epochs +2024-07-18 08:25:52,559 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 08:25:52,626 - pyskl - INFO - +top1_acc 0.8220 +top5_acc 0.9713 +2024-07-18 08:25:52,628 - pyskl - INFO - Epoch(val) [57][1031] top1_acc: 0.8220, top5_acc: 0.9713 +2024-07-18 08:26:34,063 - pyskl - INFO - Epoch [58][100/2506] lr: 1.709e-02, eta: 15:51:20, time: 0.414, data_time: 0.174, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 0.5900, loss: 0.5900 +2024-07-18 08:26:57,768 - pyskl - INFO - Epoch [58][200/2506] lr: 1.708e-02, eta: 15:50:54, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9788, loss_cls: 0.6659, loss: 0.6659 +2024-07-18 08:27:21,531 - pyskl - INFO - Epoch [58][300/2506] lr: 1.707e-02, eta: 15:50:28, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 0.6699, loss: 0.6699 +2024-07-18 08:27:45,312 - pyskl - INFO - Epoch [58][400/2506] lr: 1.706e-02, eta: 15:50:03, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 0.7261, loss: 0.7261 +2024-07-18 08:28:09,140 - pyskl - INFO - Epoch [58][500/2506] lr: 1.705e-02, eta: 15:49:37, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9794, loss_cls: 0.6645, loss: 0.6645 +2024-07-18 08:28:32,932 - pyskl - INFO - Epoch [58][600/2506] lr: 1.704e-02, eta: 15:49:11, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 0.7006, loss: 0.7006 +2024-07-18 08:28:56,670 - pyskl - INFO - Epoch [58][700/2506] lr: 1.703e-02, eta: 15:48:46, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 0.7180, loss: 0.7180 +2024-07-18 08:29:20,438 - pyskl - INFO - Epoch [58][800/2506] lr: 1.702e-02, eta: 15:48:20, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 0.6761, loss: 0.6761 +2024-07-18 08:29:44,313 - pyskl - INFO - Epoch [58][900/2506] lr: 1.701e-02, eta: 15:47:55, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9831, loss_cls: 0.6252, loss: 0.6252 +2024-07-18 08:30:08,104 - pyskl - INFO - Epoch [58][1000/2506] lr: 1.700e-02, eta: 15:47:29, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 0.7008, loss: 0.7008 +2024-07-18 08:30:31,935 - pyskl - INFO - Epoch [58][1100/2506] lr: 1.699e-02, eta: 15:47:03, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 0.6873, loss: 0.6873 +2024-07-18 08:30:55,799 - pyskl - INFO - Epoch [58][1200/2506] lr: 1.698e-02, eta: 15:46:38, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9875, loss_cls: 0.6511, loss: 0.6511 +2024-07-18 08:31:19,525 - pyskl - INFO - Epoch [58][1300/2506] lr: 1.698e-02, eta: 15:46:12, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 0.7709, loss: 0.7709 +2024-07-18 08:31:43,357 - pyskl - INFO - Epoch [58][1400/2506] lr: 1.697e-02, eta: 15:45:46, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 0.7004, loss: 0.7004 +2024-07-18 08:32:07,121 - pyskl - INFO - Epoch [58][1500/2506] lr: 1.696e-02, eta: 15:45:21, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 0.7343, loss: 0.7343 +2024-07-18 08:32:30,950 - pyskl - INFO - Epoch [58][1600/2506] lr: 1.695e-02, eta: 15:44:55, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 0.6693, loss: 0.6693 +2024-07-18 08:32:54,755 - pyskl - INFO - Epoch [58][1700/2506] lr: 1.694e-02, eta: 15:44:30, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 0.7562, loss: 0.7562 +2024-07-18 08:33:18,476 - pyskl - INFO - Epoch [58][1800/2506] lr: 1.693e-02, eta: 15:44:04, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 0.7220, loss: 0.7220 +2024-07-18 08:33:42,188 - pyskl - INFO - Epoch [58][1900/2506] lr: 1.692e-02, eta: 15:43:38, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 0.7343, loss: 0.7343 +2024-07-18 08:34:05,879 - pyskl - INFO - Epoch [58][2000/2506] lr: 1.691e-02, eta: 15:43:12, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 0.7694, loss: 0.7694 +2024-07-18 08:34:29,591 - pyskl - INFO - Epoch [58][2100/2506] lr: 1.690e-02, eta: 15:42:47, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 0.7039, loss: 0.7039 +2024-07-18 08:34:53,312 - pyskl - INFO - Epoch [58][2200/2506] lr: 1.689e-02, eta: 15:42:21, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 0.6788, loss: 0.6788 +2024-07-18 08:35:16,998 - pyskl - INFO - Epoch [58][2300/2506] lr: 1.688e-02, eta: 15:41:55, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 0.7369, loss: 0.7369 +2024-07-18 08:35:40,694 - pyskl - INFO - Epoch [58][2400/2506] lr: 1.687e-02, eta: 15:41:29, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 0.6663, loss: 0.6663 +2024-07-18 08:36:04,405 - pyskl - INFO - Epoch [58][2500/2506] lr: 1.686e-02, eta: 15:41:04, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 0.7304, loss: 0.7304 +2024-07-18 08:36:06,228 - pyskl - INFO - Saving checkpoint at 58 epochs +2024-07-18 08:37:25,868 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 08:37:25,934 - pyskl - INFO - +top1_acc 0.8217 +top5_acc 0.9756 +2024-07-18 08:37:25,936 - pyskl - INFO - Epoch(val) [58][1031] top1_acc: 0.8217, top5_acc: 0.9756 +2024-07-18 08:38:07,032 - pyskl - INFO - Epoch [59][100/2506] lr: 1.685e-02, eta: 15:41:02, time: 0.411, data_time: 0.171, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 0.5756, loss: 0.5756 +2024-07-18 08:38:30,682 - pyskl - INFO - Epoch [59][200/2506] lr: 1.684e-02, eta: 15:40:36, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 0.7075, loss: 0.7075 +2024-07-18 08:38:54,384 - pyskl - INFO - Epoch [59][300/2506] lr: 1.683e-02, eta: 15:40:10, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9812, loss_cls: 0.6567, loss: 0.6567 +2024-07-18 08:39:18,108 - pyskl - INFO - Epoch [59][400/2506] lr: 1.682e-02, eta: 15:39:44, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 0.6903, loss: 0.6903 +2024-07-18 08:39:41,811 - pyskl - INFO - Epoch [59][500/2506] lr: 1.681e-02, eta: 15:39:19, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 0.6199, loss: 0.6199 +2024-07-18 08:40:05,616 - pyskl - INFO - Epoch [59][600/2506] lr: 1.680e-02, eta: 15:38:53, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 0.7004, loss: 0.7004 +2024-07-18 08:40:29,401 - pyskl - INFO - Epoch [59][700/2506] lr: 1.679e-02, eta: 15:38:27, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 0.6833, loss: 0.6833 +2024-07-18 08:40:53,332 - pyskl - INFO - Epoch [59][800/2506] lr: 1.678e-02, eta: 15:38:02, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 0.6587, loss: 0.6587 +2024-07-18 08:41:17,291 - pyskl - INFO - Epoch [59][900/2506] lr: 1.677e-02, eta: 15:37:37, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 0.7077, loss: 0.7077 +2024-07-18 08:41:41,133 - pyskl - INFO - Epoch [59][1000/2506] lr: 1.676e-02, eta: 15:37:11, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9806, loss_cls: 0.6756, loss: 0.6756 +2024-07-18 08:42:05,004 - pyskl - INFO - Epoch [59][1100/2506] lr: 1.675e-02, eta: 15:36:46, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 0.6232, loss: 0.6232 +2024-07-18 08:42:28,827 - pyskl - INFO - Epoch [59][1200/2506] lr: 1.674e-02, eta: 15:36:20, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 0.7087, loss: 0.7087 +2024-07-18 08:42:52,589 - pyskl - INFO - Epoch [59][1300/2506] lr: 1.673e-02, eta: 15:35:54, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 0.6587, loss: 0.6587 +2024-07-18 08:43:16,348 - pyskl - INFO - Epoch [59][1400/2506] lr: 1.672e-02, eta: 15:35:29, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 0.7151, loss: 0.7151 +2024-07-18 08:43:40,108 - pyskl - INFO - Epoch [59][1500/2506] lr: 1.671e-02, eta: 15:35:03, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 0.7008, loss: 0.7008 +2024-07-18 08:44:03,860 - pyskl - INFO - Epoch [59][1600/2506] lr: 1.670e-02, eta: 15:34:38, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 0.7150, loss: 0.7150 +2024-07-18 08:44:27,621 - pyskl - INFO - Epoch [59][1700/2506] lr: 1.669e-02, eta: 15:34:12, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9800, loss_cls: 0.6958, loss: 0.6958 +2024-07-18 08:44:51,490 - pyskl - INFO - Epoch [59][1800/2506] lr: 1.668e-02, eta: 15:33:46, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 0.6853, loss: 0.6853 +2024-07-18 08:45:15,353 - pyskl - INFO - Epoch [59][1900/2506] lr: 1.667e-02, eta: 15:33:21, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 0.7240, loss: 0.7240 +2024-07-18 08:45:39,186 - pyskl - INFO - Epoch [59][2000/2506] lr: 1.666e-02, eta: 15:32:55, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 0.7445, loss: 0.7445 +2024-07-18 08:46:03,132 - pyskl - INFO - Epoch [59][2100/2506] lr: 1.665e-02, eta: 15:32:30, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 0.7751, loss: 0.7751 +2024-07-18 08:46:27,060 - pyskl - INFO - Epoch [59][2200/2506] lr: 1.664e-02, eta: 15:32:05, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 0.7020, loss: 0.7020 +2024-07-18 08:46:50,902 - pyskl - INFO - Epoch [59][2300/2506] lr: 1.663e-02, eta: 15:31:39, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 0.7015, loss: 0.7015 +2024-07-18 08:47:14,864 - pyskl - INFO - Epoch [59][2400/2506] lr: 1.662e-02, eta: 15:31:14, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 0.6734, loss: 0.6734 +2024-07-18 08:47:38,837 - pyskl - INFO - Epoch [59][2500/2506] lr: 1.661e-02, eta: 15:30:49, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9844, loss_cls: 0.7433, loss: 0.7433 +2024-07-18 08:47:40,682 - pyskl - INFO - Saving checkpoint at 59 epochs +2024-07-18 08:48:59,890 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 08:48:59,957 - pyskl - INFO - +top1_acc 0.8219 +top5_acc 0.9734 +2024-07-18 08:48:59,959 - pyskl - INFO - Epoch(val) [59][1031] top1_acc: 0.8219, top5_acc: 0.9734 +2024-07-18 08:49:41,166 - pyskl - INFO - Epoch [60][100/2506] lr: 1.660e-02, eta: 15:30:46, time: 0.412, data_time: 0.171, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 0.6505, loss: 0.6505 +2024-07-18 08:50:04,877 - pyskl - INFO - Epoch [60][200/2506] lr: 1.659e-02, eta: 15:30:20, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9819, loss_cls: 0.6477, loss: 0.6477 +2024-07-18 08:50:28,756 - pyskl - INFO - Epoch [60][300/2506] lr: 1.658e-02, eta: 15:29:55, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 0.6524, loss: 0.6524 +2024-07-18 08:50:52,652 - pyskl - INFO - Epoch [60][400/2506] lr: 1.657e-02, eta: 15:29:30, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 0.6978, loss: 0.6978 +2024-07-18 08:51:16,471 - pyskl - INFO - Epoch [60][500/2506] lr: 1.656e-02, eta: 15:29:04, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 0.6768, loss: 0.6768 +2024-07-18 08:51:40,290 - pyskl - INFO - Epoch [60][600/2506] lr: 1.655e-02, eta: 15:28:39, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 0.6588, loss: 0.6588 +2024-07-18 08:52:04,128 - pyskl - INFO - Epoch [60][700/2506] lr: 1.654e-02, eta: 15:28:13, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 0.6427, loss: 0.6427 +2024-07-18 08:52:27,948 - pyskl - INFO - Epoch [60][800/2506] lr: 1.653e-02, eta: 15:27:47, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 0.6797, loss: 0.6797 +2024-07-18 08:52:51,671 - pyskl - INFO - Epoch [60][900/2506] lr: 1.652e-02, eta: 15:27:22, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9806, loss_cls: 0.6717, loss: 0.6717 +2024-07-18 08:53:15,413 - pyskl - INFO - Epoch [60][1000/2506] lr: 1.651e-02, eta: 15:26:56, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 0.6169, loss: 0.6169 +2024-07-18 08:53:39,146 - pyskl - INFO - Epoch [60][1100/2506] lr: 1.650e-02, eta: 15:26:30, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 0.6596, loss: 0.6596 +2024-07-18 08:54:02,932 - pyskl - INFO - Epoch [60][1200/2506] lr: 1.649e-02, eta: 15:26:05, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 0.7305, loss: 0.7305 +2024-07-18 08:54:26,716 - pyskl - INFO - Epoch [60][1300/2506] lr: 1.648e-02, eta: 15:25:39, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 0.6959, loss: 0.6959 +2024-07-18 08:54:50,490 - pyskl - INFO - Epoch [60][1400/2506] lr: 1.647e-02, eta: 15:25:14, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 0.6838, loss: 0.6838 +2024-07-18 08:55:14,245 - pyskl - INFO - Epoch [60][1500/2506] lr: 1.646e-02, eta: 15:24:48, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 0.6997, loss: 0.6997 +2024-07-18 08:55:38,011 - pyskl - INFO - Epoch [60][1600/2506] lr: 1.645e-02, eta: 15:24:23, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 0.7233, loss: 0.7233 +2024-07-18 08:56:01,756 - pyskl - INFO - Epoch [60][1700/2506] lr: 1.644e-02, eta: 15:23:57, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 0.6921, loss: 0.6921 +2024-07-18 08:56:25,506 - pyskl - INFO - Epoch [60][1800/2506] lr: 1.643e-02, eta: 15:23:31, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 0.7173, loss: 0.7173 +2024-07-18 08:56:49,270 - pyskl - INFO - Epoch [60][1900/2506] lr: 1.642e-02, eta: 15:23:06, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 0.7014, loss: 0.7014 +2024-07-18 08:57:13,011 - pyskl - INFO - Epoch [60][2000/2506] lr: 1.641e-02, eta: 15:22:40, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9862, loss_cls: 0.7351, loss: 0.7351 +2024-07-18 08:57:36,772 - pyskl - INFO - Epoch [60][2100/2506] lr: 1.640e-02, eta: 15:22:14, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9888, loss_cls: 0.6537, loss: 0.6537 +2024-07-18 08:58:00,534 - pyskl - INFO - Epoch [60][2200/2506] lr: 1.639e-02, eta: 15:21:49, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 0.7151, loss: 0.7151 +2024-07-18 08:58:24,284 - pyskl - INFO - Epoch [60][2300/2506] lr: 1.638e-02, eta: 15:21:23, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 0.7091, loss: 0.7091 +2024-07-18 08:58:48,098 - pyskl - INFO - Epoch [60][2400/2506] lr: 1.637e-02, eta: 15:20:58, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 0.6622, loss: 0.6622 +2024-07-18 08:59:11,830 - pyskl - INFO - Epoch [60][2500/2506] lr: 1.636e-02, eta: 15:20:32, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9806, loss_cls: 0.6591, loss: 0.6591 +2024-07-18 08:59:13,623 - pyskl - INFO - Saving checkpoint at 60 epochs +2024-07-18 09:00:33,021 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 09:00:33,088 - pyskl - INFO - +top1_acc 0.8473 +top5_acc 0.9777 +2024-07-18 09:00:33,092 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_55.pth was removed +2024-07-18 09:00:33,220 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_60.pth. +2024-07-18 09:00:33,221 - pyskl - INFO - Best top1_acc is 0.8473 at 60 epoch. +2024-07-18 09:00:33,223 - pyskl - INFO - Epoch(val) [60][1031] top1_acc: 0.8473, top5_acc: 0.9777 +2024-07-18 09:01:14,820 - pyskl - INFO - Epoch [61][100/2506] lr: 1.635e-02, eta: 15:20:30, time: 0.416, data_time: 0.175, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 0.5970, loss: 0.5970 +2024-07-18 09:01:38,517 - pyskl - INFO - Epoch [61][200/2506] lr: 1.634e-02, eta: 15:20:04, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 0.6434, loss: 0.6434 +2024-07-18 09:02:02,260 - pyskl - INFO - Epoch [61][300/2506] lr: 1.633e-02, eta: 15:19:38, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 0.6305, loss: 0.6305 +2024-07-18 09:02:26,113 - pyskl - INFO - Epoch [61][400/2506] lr: 1.632e-02, eta: 15:19:13, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 0.6925, loss: 0.6925 +2024-07-18 09:02:49,992 - pyskl - INFO - Epoch [61][500/2506] lr: 1.631e-02, eta: 15:18:47, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 0.7079, loss: 0.7079 +2024-07-18 09:03:13,870 - pyskl - INFO - Epoch [61][600/2506] lr: 1.630e-02, eta: 15:18:22, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 0.6764, loss: 0.6764 +2024-07-18 09:03:37,796 - pyskl - INFO - Epoch [61][700/2506] lr: 1.629e-02, eta: 15:17:57, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 0.6359, loss: 0.6359 +2024-07-18 09:04:01,539 - pyskl - INFO - Epoch [61][800/2506] lr: 1.628e-02, eta: 15:17:31, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 0.6917, loss: 0.6917 +2024-07-18 09:04:25,252 - pyskl - INFO - Epoch [61][900/2506] lr: 1.627e-02, eta: 15:17:05, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 0.7008, loss: 0.7008 +2024-07-18 09:04:49,058 - pyskl - INFO - Epoch [61][1000/2506] lr: 1.626e-02, eta: 15:16:40, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 0.7212, loss: 0.7212 +2024-07-18 09:05:12,966 - pyskl - INFO - Epoch [61][1100/2506] lr: 1.625e-02, eta: 15:16:15, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9800, loss_cls: 0.6649, loss: 0.6649 +2024-07-18 09:05:36,819 - pyskl - INFO - Epoch [61][1200/2506] lr: 1.624e-02, eta: 15:15:49, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9769, loss_cls: 0.7115, loss: 0.7115 +2024-07-18 09:06:00,688 - pyskl - INFO - Epoch [61][1300/2506] lr: 1.623e-02, eta: 15:15:24, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 0.6429, loss: 0.6429 +2024-07-18 09:06:24,529 - pyskl - INFO - Epoch [61][1400/2506] lr: 1.622e-02, eta: 15:14:58, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 0.6912, loss: 0.6912 +2024-07-18 09:06:48,388 - pyskl - INFO - Epoch [61][1500/2506] lr: 1.621e-02, eta: 15:14:33, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 0.6350, loss: 0.6350 +2024-07-18 09:07:12,231 - pyskl - INFO - Epoch [61][1600/2506] lr: 1.620e-02, eta: 15:14:07, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9881, loss_cls: 0.6537, loss: 0.6537 +2024-07-18 09:07:36,085 - pyskl - INFO - Epoch [61][1700/2506] lr: 1.619e-02, eta: 15:13:42, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9862, loss_cls: 0.6799, loss: 0.6799 +2024-07-18 09:07:59,921 - pyskl - INFO - Epoch [61][1800/2506] lr: 1.618e-02, eta: 15:13:16, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9781, loss_cls: 0.6897, loss: 0.6897 +2024-07-18 09:08:23,805 - pyskl - INFO - Epoch [61][1900/2506] lr: 1.617e-02, eta: 15:12:51, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9756, loss_cls: 0.7651, loss: 0.7651 +2024-07-18 09:08:47,705 - pyskl - INFO - Epoch [61][2000/2506] lr: 1.616e-02, eta: 15:12:26, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9869, loss_cls: 0.6999, loss: 0.6999 +2024-07-18 09:09:11,578 - pyskl - INFO - Epoch [61][2100/2506] lr: 1.615e-02, eta: 15:12:00, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 0.6043, loss: 0.6043 +2024-07-18 09:09:35,441 - pyskl - INFO - Epoch [61][2200/2506] lr: 1.614e-02, eta: 15:11:35, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9788, loss_cls: 0.7143, loss: 0.7143 +2024-07-18 09:09:59,306 - pyskl - INFO - Epoch [61][2300/2506] lr: 1.613e-02, eta: 15:11:09, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9700, loss_cls: 0.7534, loss: 0.7534 +2024-07-18 09:10:23,244 - pyskl - INFO - Epoch [61][2400/2506] lr: 1.612e-02, eta: 15:10:44, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 0.6615, loss: 0.6615 +2024-07-18 09:10:47,274 - pyskl - INFO - Epoch [61][2500/2506] lr: 1.611e-02, eta: 15:10:19, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 0.7285, loss: 0.7285 +2024-07-18 09:10:49,117 - pyskl - INFO - Saving checkpoint at 61 epochs +2024-07-18 09:12:08,881 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 09:12:08,949 - pyskl - INFO - +top1_acc 0.8236 +top5_acc 0.9735 +2024-07-18 09:12:08,951 - pyskl - INFO - Epoch(val) [61][1031] top1_acc: 0.8236, top5_acc: 0.9735 +2024-07-18 09:12:50,354 - pyskl - INFO - Epoch [62][100/2506] lr: 1.610e-02, eta: 15:10:16, time: 0.414, data_time: 0.173, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 0.6301, loss: 0.6301 +2024-07-18 09:13:14,052 - pyskl - INFO - Epoch [62][200/2506] lr: 1.609e-02, eta: 15:09:50, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 0.5967, loss: 0.5967 +2024-07-18 09:13:37,861 - pyskl - INFO - Epoch [62][300/2506] lr: 1.608e-02, eta: 15:09:24, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 0.6936, loss: 0.6936 +2024-07-18 09:14:01,655 - pyskl - INFO - Epoch [62][400/2506] lr: 1.607e-02, eta: 15:08:59, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9800, loss_cls: 0.6954, loss: 0.6954 +2024-07-18 09:14:25,402 - pyskl - INFO - Epoch [62][500/2506] lr: 1.606e-02, eta: 15:08:33, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 0.6609, loss: 0.6609 +2024-07-18 09:14:49,239 - pyskl - INFO - Epoch [62][600/2506] lr: 1.605e-02, eta: 15:08:08, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 0.6280, loss: 0.6280 +2024-07-18 09:15:13,046 - pyskl - INFO - Epoch [62][700/2506] lr: 1.604e-02, eta: 15:07:42, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 0.6420, loss: 0.6420 +2024-07-18 09:15:36,807 - pyskl - INFO - Epoch [62][800/2506] lr: 1.603e-02, eta: 15:07:17, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 0.6971, loss: 0.6971 +2024-07-18 09:16:00,576 - pyskl - INFO - Epoch [62][900/2506] lr: 1.602e-02, eta: 15:06:51, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 0.6891, loss: 0.6891 +2024-07-18 09:16:24,461 - pyskl - INFO - Epoch [62][1000/2506] lr: 1.601e-02, eta: 15:06:26, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 0.6648, loss: 0.6648 +2024-07-18 09:16:48,268 - pyskl - INFO - Epoch [62][1100/2506] lr: 1.600e-02, eta: 15:06:00, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9800, loss_cls: 0.6434, loss: 0.6434 +2024-07-18 09:17:12,068 - pyskl - INFO - Epoch [62][1200/2506] lr: 1.599e-02, eta: 15:05:35, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 0.6299, loss: 0.6299 +2024-07-18 09:17:35,864 - pyskl - INFO - Epoch [62][1300/2506] lr: 1.598e-02, eta: 15:05:09, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 0.6197, loss: 0.6197 +2024-07-18 09:17:59,674 - pyskl - INFO - Epoch [62][1400/2506] lr: 1.597e-02, eta: 15:04:44, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 0.7060, loss: 0.7060 +2024-07-18 09:18:23,488 - pyskl - INFO - Epoch [62][1500/2506] lr: 1.596e-02, eta: 15:04:18, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 0.6711, loss: 0.6711 +2024-07-18 09:18:47,549 - pyskl - INFO - Epoch [62][1600/2506] lr: 1.595e-02, eta: 15:03:53, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 0.7110, loss: 0.7110 +2024-07-18 09:19:11,403 - pyskl - INFO - Epoch [62][1700/2506] lr: 1.594e-02, eta: 15:03:28, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 0.7434, loss: 0.7434 +2024-07-18 09:19:35,194 - pyskl - INFO - Epoch [62][1800/2506] lr: 1.593e-02, eta: 15:03:02, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9800, loss_cls: 0.6567, loss: 0.6567 +2024-07-18 09:19:59,008 - pyskl - INFO - Epoch [62][1900/2506] lr: 1.592e-02, eta: 15:02:37, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 0.6320, loss: 0.6320 +2024-07-18 09:20:22,819 - pyskl - INFO - Epoch [62][2000/2506] lr: 1.591e-02, eta: 15:02:11, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 0.6967, loss: 0.6967 +2024-07-18 09:20:46,608 - pyskl - INFO - Epoch [62][2100/2506] lr: 1.590e-02, eta: 15:01:46, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 0.6426, loss: 0.6426 +2024-07-18 09:21:10,399 - pyskl - INFO - Epoch [62][2200/2506] lr: 1.589e-02, eta: 15:01:21, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 0.7318, loss: 0.7318 +2024-07-18 09:21:34,192 - pyskl - INFO - Epoch [62][2300/2506] lr: 1.588e-02, eta: 15:00:55, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9750, loss_cls: 0.7105, loss: 0.7105 +2024-07-18 09:21:58,022 - pyskl - INFO - Epoch [62][2400/2506] lr: 1.587e-02, eta: 15:00:30, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 0.6967, loss: 0.6967 +2024-07-18 09:22:21,873 - pyskl - INFO - Epoch [62][2500/2506] lr: 1.586e-02, eta: 15:00:04, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 0.7205, loss: 0.7205 +2024-07-18 09:22:23,756 - pyskl - INFO - Saving checkpoint at 62 epochs +2024-07-18 09:23:43,403 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 09:23:43,470 - pyskl - INFO - +top1_acc 0.8402 +top5_acc 0.9774 +2024-07-18 09:23:43,472 - pyskl - INFO - Epoch(val) [62][1031] top1_acc: 0.8402, top5_acc: 0.9774 +2024-07-18 09:24:25,137 - pyskl - INFO - Epoch [63][100/2506] lr: 1.585e-02, eta: 15:00:01, time: 0.417, data_time: 0.173, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 0.6856, loss: 0.6856 +2024-07-18 09:24:48,925 - pyskl - INFO - Epoch [63][200/2506] lr: 1.584e-02, eta: 14:59:35, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 0.6748, loss: 0.6748 +2024-07-18 09:25:12,657 - pyskl - INFO - Epoch [63][300/2506] lr: 1.583e-02, eta: 14:59:09, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 0.5767, loss: 0.5767 +2024-07-18 09:25:36,448 - pyskl - INFO - Epoch [63][400/2506] lr: 1.582e-02, eta: 14:58:44, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 0.5949, loss: 0.5949 +2024-07-18 09:26:00,258 - pyskl - INFO - Epoch [63][500/2506] lr: 1.581e-02, eta: 14:58:18, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 0.6680, loss: 0.6680 +2024-07-18 09:26:24,320 - pyskl - INFO - Epoch [63][600/2506] lr: 1.580e-02, eta: 14:57:53, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 0.7206, loss: 0.7206 +2024-07-18 09:26:48,190 - pyskl - INFO - Epoch [63][700/2506] lr: 1.579e-02, eta: 14:57:28, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9806, loss_cls: 0.6296, loss: 0.6296 +2024-07-18 09:27:12,042 - pyskl - INFO - Epoch [63][800/2506] lr: 1.578e-02, eta: 14:57:03, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9769, loss_cls: 0.6900, loss: 0.6900 +2024-07-18 09:27:35,899 - pyskl - INFO - Epoch [63][900/2506] lr: 1.577e-02, eta: 14:56:37, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 0.6296, loss: 0.6296 +2024-07-18 09:27:59,756 - pyskl - INFO - Epoch [63][1000/2506] lr: 1.576e-02, eta: 14:56:12, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 0.6879, loss: 0.6879 +2024-07-18 09:28:23,596 - pyskl - INFO - Epoch [63][1100/2506] lr: 1.575e-02, eta: 14:55:46, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 0.6340, loss: 0.6340 +2024-07-18 09:28:47,469 - pyskl - INFO - Epoch [63][1200/2506] lr: 1.574e-02, eta: 14:55:21, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 0.6748, loss: 0.6748 +2024-07-18 09:29:11,346 - pyskl - INFO - Epoch [63][1300/2506] lr: 1.573e-02, eta: 14:54:56, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 0.7336, loss: 0.7336 +2024-07-18 09:29:35,195 - pyskl - INFO - Epoch [63][1400/2506] lr: 1.572e-02, eta: 14:54:30, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9806, loss_cls: 0.6136, loss: 0.6136 +2024-07-18 09:29:59,045 - pyskl - INFO - Epoch [63][1500/2506] lr: 1.571e-02, eta: 14:54:05, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 0.7477, loss: 0.7477 +2024-07-18 09:30:22,902 - pyskl - INFO - Epoch [63][1600/2506] lr: 1.570e-02, eta: 14:53:39, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 0.6880, loss: 0.6880 +2024-07-18 09:30:46,752 - pyskl - INFO - Epoch [63][1700/2506] lr: 1.569e-02, eta: 14:53:14, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 0.7301, loss: 0.7301 +2024-07-18 09:31:10,616 - pyskl - INFO - Epoch [63][1800/2506] lr: 1.568e-02, eta: 14:52:49, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 0.6766, loss: 0.6766 +2024-07-18 09:31:34,455 - pyskl - INFO - Epoch [63][1900/2506] lr: 1.567e-02, eta: 14:52:23, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 0.6844, loss: 0.6844 +2024-07-18 09:31:58,304 - pyskl - INFO - Epoch [63][2000/2506] lr: 1.566e-02, eta: 14:51:58, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 0.6392, loss: 0.6392 +2024-07-18 09:32:22,141 - pyskl - INFO - Epoch [63][2100/2506] lr: 1.565e-02, eta: 14:51:33, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9819, loss_cls: 0.6355, loss: 0.6355 +2024-07-18 09:32:45,973 - pyskl - INFO - Epoch [63][2200/2506] lr: 1.564e-02, eta: 14:51:07, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 0.6401, loss: 0.6401 +2024-07-18 09:33:09,815 - pyskl - INFO - Epoch [63][2300/2506] lr: 1.563e-02, eta: 14:50:42, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 0.6833, loss: 0.6833 +2024-07-18 09:33:33,598 - pyskl - INFO - Epoch [63][2400/2506] lr: 1.562e-02, eta: 14:50:16, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 0.6905, loss: 0.6905 +2024-07-18 09:33:57,374 - pyskl - INFO - Epoch [63][2500/2506] lr: 1.561e-02, eta: 14:49:51, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 0.6683, loss: 0.6683 +2024-07-18 09:33:59,203 - pyskl - INFO - Saving checkpoint at 63 epochs +2024-07-18 09:35:18,821 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 09:35:18,888 - pyskl - INFO - +top1_acc 0.8336 +top5_acc 0.9763 +2024-07-18 09:35:18,890 - pyskl - INFO - Epoch(val) [63][1031] top1_acc: 0.8336, top5_acc: 0.9763 +2024-07-18 09:36:00,185 - pyskl - INFO - Epoch [64][100/2506] lr: 1.560e-02, eta: 14:49:46, time: 0.413, data_time: 0.171, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 0.6227, loss: 0.6227 +2024-07-18 09:36:23,937 - pyskl - INFO - Epoch [64][200/2506] lr: 1.559e-02, eta: 14:49:21, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 0.6881, loss: 0.6881 +2024-07-18 09:36:47,721 - pyskl - INFO - Epoch [64][300/2506] lr: 1.558e-02, eta: 14:48:55, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9900, loss_cls: 0.5920, loss: 0.5920 +2024-07-18 09:37:11,521 - pyskl - INFO - Epoch [64][400/2506] lr: 1.557e-02, eta: 14:48:30, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 0.7221, loss: 0.7221 +2024-07-18 09:37:35,394 - pyskl - INFO - Epoch [64][500/2506] lr: 1.556e-02, eta: 14:48:04, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 0.5883, loss: 0.5883 +2024-07-18 09:37:59,255 - pyskl - INFO - Epoch [64][600/2506] lr: 1.555e-02, eta: 14:47:39, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9919, loss_cls: 0.6467, loss: 0.6467 +2024-07-18 09:38:23,092 - pyskl - INFO - Epoch [64][700/2506] lr: 1.554e-02, eta: 14:47:13, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 0.6865, loss: 0.6865 +2024-07-18 09:38:46,918 - pyskl - INFO - Epoch [64][800/2506] lr: 1.553e-02, eta: 14:46:48, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 0.6129, loss: 0.6129 +2024-07-18 09:39:10,881 - pyskl - INFO - Epoch [64][900/2506] lr: 1.552e-02, eta: 14:46:23, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 0.6131, loss: 0.6131 +2024-07-18 09:39:34,875 - pyskl - INFO - Epoch [64][1000/2506] lr: 1.551e-02, eta: 14:45:58, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 0.6346, loss: 0.6346 +2024-07-18 09:39:58,777 - pyskl - INFO - Epoch [64][1100/2506] lr: 1.550e-02, eta: 14:45:32, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 0.6492, loss: 0.6492 +2024-07-18 09:40:22,623 - pyskl - INFO - Epoch [64][1200/2506] lr: 1.549e-02, eta: 14:45:07, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 0.6730, loss: 0.6730 +2024-07-18 09:40:46,534 - pyskl - INFO - Epoch [64][1300/2506] lr: 1.548e-02, eta: 14:44:42, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 0.6623, loss: 0.6623 +2024-07-18 09:41:10,489 - pyskl - INFO - Epoch [64][1400/2506] lr: 1.547e-02, eta: 14:44:16, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 0.6689, loss: 0.6689 +2024-07-18 09:41:34,488 - pyskl - INFO - Epoch [64][1500/2506] lr: 1.546e-02, eta: 14:43:51, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 0.6844, loss: 0.6844 +2024-07-18 09:41:58,341 - pyskl - INFO - Epoch [64][1600/2506] lr: 1.545e-02, eta: 14:43:26, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 0.6664, loss: 0.6664 +2024-07-18 09:42:22,175 - pyskl - INFO - Epoch [64][1700/2506] lr: 1.544e-02, eta: 14:43:01, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 0.6144, loss: 0.6144 +2024-07-18 09:42:45,973 - pyskl - INFO - Epoch [64][1800/2506] lr: 1.543e-02, eta: 14:42:35, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 0.6965, loss: 0.6965 +2024-07-18 09:43:09,787 - pyskl - INFO - Epoch [64][1900/2506] lr: 1.542e-02, eta: 14:42:10, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 0.7118, loss: 0.7118 +2024-07-18 09:43:33,785 - pyskl - INFO - Epoch [64][2000/2506] lr: 1.541e-02, eta: 14:41:45, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 0.6543, loss: 0.6543 +2024-07-18 09:43:57,646 - pyskl - INFO - Epoch [64][2100/2506] lr: 1.540e-02, eta: 14:41:19, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9819, loss_cls: 0.6177, loss: 0.6177 +2024-07-18 09:44:21,453 - pyskl - INFO - Epoch [64][2200/2506] lr: 1.539e-02, eta: 14:40:54, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 0.7174, loss: 0.7174 +2024-07-18 09:44:45,272 - pyskl - INFO - Epoch [64][2300/2506] lr: 1.538e-02, eta: 14:40:28, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 0.7216, loss: 0.7216 +2024-07-18 09:45:09,095 - pyskl - INFO - Epoch [64][2400/2506] lr: 1.537e-02, eta: 14:40:03, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 0.6859, loss: 0.6859 +2024-07-18 09:45:32,856 - pyskl - INFO - Epoch [64][2500/2506] lr: 1.536e-02, eta: 14:39:38, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 0.6542, loss: 0.6542 +2024-07-18 09:45:34,719 - pyskl - INFO - Saving checkpoint at 64 epochs +2024-07-18 09:46:54,539 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 09:46:54,610 - pyskl - INFO - +top1_acc 0.8358 +top5_acc 0.9742 +2024-07-18 09:46:54,612 - pyskl - INFO - Epoch(val) [64][1031] top1_acc: 0.8358, top5_acc: 0.9742 +2024-07-18 09:47:36,298 - pyskl - INFO - Epoch [65][100/2506] lr: 1.534e-02, eta: 14:39:33, time: 0.417, data_time: 0.175, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 0.5904, loss: 0.5904 +2024-07-18 09:48:00,055 - pyskl - INFO - Epoch [65][200/2506] lr: 1.533e-02, eta: 14:39:07, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 0.6404, loss: 0.6404 +2024-07-18 09:48:23,871 - pyskl - INFO - Epoch [65][300/2506] lr: 1.532e-02, eta: 14:38:42, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 0.6063, loss: 0.6063 +2024-07-18 09:48:47,728 - pyskl - INFO - Epoch [65][400/2506] lr: 1.531e-02, eta: 14:38:16, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 0.6484, loss: 0.6484 +2024-07-18 09:49:11,698 - pyskl - INFO - Epoch [65][500/2506] lr: 1.530e-02, eta: 14:37:51, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 0.6326, loss: 0.6326 +2024-07-18 09:49:35,567 - pyskl - INFO - Epoch [65][600/2506] lr: 1.529e-02, eta: 14:37:26, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 0.6997, loss: 0.6997 +2024-07-18 09:49:59,405 - pyskl - INFO - Epoch [65][700/2506] lr: 1.528e-02, eta: 14:37:01, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9750, loss_cls: 0.7153, loss: 0.7153 +2024-07-18 09:50:23,304 - pyskl - INFO - Epoch [65][800/2506] lr: 1.527e-02, eta: 14:36:35, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 0.6458, loss: 0.6458 +2024-07-18 09:50:47,108 - pyskl - INFO - Epoch [65][900/2506] lr: 1.526e-02, eta: 14:36:10, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 0.5722, loss: 0.5722 +2024-07-18 09:51:10,898 - pyskl - INFO - Epoch [65][1000/2506] lr: 1.525e-02, eta: 14:35:44, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 0.6344, loss: 0.6344 +2024-07-18 09:51:34,685 - pyskl - INFO - Epoch [65][1100/2506] lr: 1.524e-02, eta: 14:35:19, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 0.8100, loss: 0.8100 +2024-07-18 09:51:58,475 - pyskl - INFO - Epoch [65][1200/2506] lr: 1.523e-02, eta: 14:34:54, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 0.7198, loss: 0.7198 +2024-07-18 09:52:22,311 - pyskl - INFO - Epoch [65][1300/2506] lr: 1.522e-02, eta: 14:34:28, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 0.6734, loss: 0.6734 +2024-07-18 09:52:46,189 - pyskl - INFO - Epoch [65][1400/2506] lr: 1.521e-02, eta: 14:34:03, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 0.6233, loss: 0.6233 +2024-07-18 09:53:10,027 - pyskl - INFO - Epoch [65][1500/2506] lr: 1.520e-02, eta: 14:33:37, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 0.6801, loss: 0.6801 +2024-07-18 09:53:33,846 - pyskl - INFO - Epoch [65][1600/2506] lr: 1.519e-02, eta: 14:33:12, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 0.6179, loss: 0.6179 +2024-07-18 09:53:57,664 - pyskl - INFO - Epoch [65][1700/2506] lr: 1.518e-02, eta: 14:32:47, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9806, loss_cls: 0.6717, loss: 0.6717 +2024-07-18 09:54:21,477 - pyskl - INFO - Epoch [65][1800/2506] lr: 1.517e-02, eta: 14:32:21, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9888, loss_cls: 0.6304, loss: 0.6304 +2024-07-18 09:54:45,321 - pyskl - INFO - Epoch [65][1900/2506] lr: 1.516e-02, eta: 14:31:56, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 0.6782, loss: 0.6782 +2024-07-18 09:55:09,170 - pyskl - INFO - Epoch [65][2000/2506] lr: 1.515e-02, eta: 14:31:31, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 0.6321, loss: 0.6321 +2024-07-18 09:55:32,968 - pyskl - INFO - Epoch [65][2100/2506] lr: 1.514e-02, eta: 14:31:05, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9819, loss_cls: 0.6401, loss: 0.6401 +2024-07-18 09:55:56,827 - pyskl - INFO - Epoch [65][2200/2506] lr: 1.513e-02, eta: 14:30:40, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 0.6901, loss: 0.6901 +2024-07-18 09:56:20,703 - pyskl - INFO - Epoch [65][2300/2506] lr: 1.512e-02, eta: 14:30:15, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 0.6871, loss: 0.6871 +2024-07-18 09:56:44,572 - pyskl - INFO - Epoch [65][2400/2506] lr: 1.511e-02, eta: 14:29:49, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 0.6575, loss: 0.6575 +2024-07-18 09:57:08,477 - pyskl - INFO - Epoch [65][2500/2506] lr: 1.510e-02, eta: 14:29:24, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 0.7270, loss: 0.7270 +2024-07-18 09:57:10,349 - pyskl - INFO - Saving checkpoint at 65 epochs +2024-07-18 09:58:30,160 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 09:58:30,228 - pyskl - INFO - +top1_acc 0.8213 +top5_acc 0.9757 +2024-07-18 09:58:30,230 - pyskl - INFO - Epoch(val) [65][1031] top1_acc: 0.8213, top5_acc: 0.9757 +2024-07-18 09:59:11,601 - pyskl - INFO - Epoch [66][100/2506] lr: 1.509e-02, eta: 14:29:18, time: 0.414, data_time: 0.173, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 0.6214, loss: 0.6214 +2024-07-18 09:59:35,292 - pyskl - INFO - Epoch [66][200/2506] lr: 1.508e-02, eta: 14:28:53, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 0.5710, loss: 0.5710 +2024-07-18 09:59:59,076 - pyskl - INFO - Epoch [66][300/2506] lr: 1.507e-02, eta: 14:28:27, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 0.5825, loss: 0.5825 +2024-07-18 10:00:23,039 - pyskl - INFO - Epoch [66][400/2506] lr: 1.506e-02, eta: 14:28:02, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 0.6174, loss: 0.6174 +2024-07-18 10:00:46,926 - pyskl - INFO - Epoch [66][500/2506] lr: 1.505e-02, eta: 14:27:37, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 0.6714, loss: 0.6714 +2024-07-18 10:01:10,753 - pyskl - INFO - Epoch [66][600/2506] lr: 1.504e-02, eta: 14:27:11, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 0.5954, loss: 0.5954 +2024-07-18 10:01:34,600 - pyskl - INFO - Epoch [66][700/2506] lr: 1.503e-02, eta: 14:26:46, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 0.6216, loss: 0.6216 +2024-07-18 10:01:58,479 - pyskl - INFO - Epoch [66][800/2506] lr: 1.502e-02, eta: 14:26:21, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 0.6341, loss: 0.6341 +2024-07-18 10:02:22,256 - pyskl - INFO - Epoch [66][900/2506] lr: 1.501e-02, eta: 14:25:55, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 0.6050, loss: 0.6050 +2024-07-18 10:02:46,050 - pyskl - INFO - Epoch [66][1000/2506] lr: 1.500e-02, eta: 14:25:30, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 0.6390, loss: 0.6390 +2024-07-18 10:03:09,899 - pyskl - INFO - Epoch [66][1100/2506] lr: 1.499e-02, eta: 14:25:05, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 0.6043, loss: 0.6043 +2024-07-18 10:03:33,738 - pyskl - INFO - Epoch [66][1200/2506] lr: 1.498e-02, eta: 14:24:39, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 0.6845, loss: 0.6845 +2024-07-18 10:03:57,524 - pyskl - INFO - Epoch [66][1300/2506] lr: 1.497e-02, eta: 14:24:14, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 0.6494, loss: 0.6494 +2024-07-18 10:04:21,372 - pyskl - INFO - Epoch [66][1400/2506] lr: 1.496e-02, eta: 14:23:49, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 0.6558, loss: 0.6558 +2024-07-18 10:04:45,243 - pyskl - INFO - Epoch [66][1500/2506] lr: 1.495e-02, eta: 14:23:23, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 0.6559, loss: 0.6559 +2024-07-18 10:05:09,046 - pyskl - INFO - Epoch [66][1600/2506] lr: 1.494e-02, eta: 14:22:58, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9800, loss_cls: 0.6503, loss: 0.6503 +2024-07-18 10:05:32,838 - pyskl - INFO - Epoch [66][1700/2506] lr: 1.493e-02, eta: 14:22:32, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 0.6853, loss: 0.6853 +2024-07-18 10:05:56,629 - pyskl - INFO - Epoch [66][1800/2506] lr: 1.491e-02, eta: 14:22:07, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9794, loss_cls: 0.6997, loss: 0.6997 +2024-07-18 10:06:20,420 - pyskl - INFO - Epoch [66][1900/2506] lr: 1.490e-02, eta: 14:21:42, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 0.6686, loss: 0.6686 +2024-07-18 10:06:44,196 - pyskl - INFO - Epoch [66][2000/2506] lr: 1.489e-02, eta: 14:21:16, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 0.7299, loss: 0.7299 +2024-07-18 10:07:07,979 - pyskl - INFO - Epoch [66][2100/2506] lr: 1.488e-02, eta: 14:20:51, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9894, loss_cls: 0.6656, loss: 0.6656 +2024-07-18 10:07:31,799 - pyskl - INFO - Epoch [66][2200/2506] lr: 1.487e-02, eta: 14:20:26, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 0.6931, loss: 0.6931 +2024-07-18 10:07:55,624 - pyskl - INFO - Epoch [66][2300/2506] lr: 1.486e-02, eta: 14:20:00, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 0.6775, loss: 0.6775 +2024-07-18 10:08:19,480 - pyskl - INFO - Epoch [66][2400/2506] lr: 1.485e-02, eta: 14:19:35, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 0.6288, loss: 0.6288 +2024-07-18 10:08:43,444 - pyskl - INFO - Epoch [66][2500/2506] lr: 1.484e-02, eta: 14:19:10, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 0.5826, loss: 0.5826 +2024-07-18 10:08:45,255 - pyskl - INFO - Saving checkpoint at 66 epochs +2024-07-18 10:10:04,810 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 10:10:04,877 - pyskl - INFO - +top1_acc 0.8433 +top5_acc 0.9771 +2024-07-18 10:10:04,879 - pyskl - INFO - Epoch(val) [66][1031] top1_acc: 0.8433, top5_acc: 0.9771 +2024-07-18 10:10:46,047 - pyskl - INFO - Epoch [67][100/2506] lr: 1.483e-02, eta: 14:19:03, time: 0.412, data_time: 0.171, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 0.5950, loss: 0.5950 +2024-07-18 10:11:09,738 - pyskl - INFO - Epoch [67][200/2506] lr: 1.482e-02, eta: 14:18:38, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 0.5979, loss: 0.5979 +2024-07-18 10:11:33,577 - pyskl - INFO - Epoch [67][300/2506] lr: 1.481e-02, eta: 14:18:12, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 0.6129, loss: 0.6129 +2024-07-18 10:11:57,509 - pyskl - INFO - Epoch [67][400/2506] lr: 1.480e-02, eta: 14:17:47, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 0.6515, loss: 0.6515 +2024-07-18 10:12:21,345 - pyskl - INFO - Epoch [67][500/2506] lr: 1.479e-02, eta: 14:17:22, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 0.5958, loss: 0.5958 +2024-07-18 10:12:45,158 - pyskl - INFO - Epoch [67][600/2506] lr: 1.478e-02, eta: 14:16:56, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9806, loss_cls: 0.6401, loss: 0.6401 +2024-07-18 10:13:09,037 - pyskl - INFO - Epoch [67][700/2506] lr: 1.477e-02, eta: 14:16:31, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 0.6259, loss: 0.6259 +2024-07-18 10:13:32,869 - pyskl - INFO - Epoch [67][800/2506] lr: 1.476e-02, eta: 14:16:06, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 0.6483, loss: 0.6483 +2024-07-18 10:13:56,721 - pyskl - INFO - Epoch [67][900/2506] lr: 1.475e-02, eta: 14:15:40, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 0.6355, loss: 0.6355 +2024-07-18 10:14:20,510 - pyskl - INFO - Epoch [67][1000/2506] lr: 1.474e-02, eta: 14:15:15, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 0.6816, loss: 0.6816 +2024-07-18 10:14:44,215 - pyskl - INFO - Epoch [67][1100/2506] lr: 1.473e-02, eta: 14:14:50, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 0.6622, loss: 0.6622 +2024-07-18 10:15:07,992 - pyskl - INFO - Epoch [67][1200/2506] lr: 1.472e-02, eta: 14:14:24, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 0.6276, loss: 0.6276 +2024-07-18 10:15:31,739 - pyskl - INFO - Epoch [67][1300/2506] lr: 1.471e-02, eta: 14:13:59, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 0.6370, loss: 0.6370 +2024-07-18 10:15:55,492 - pyskl - INFO - Epoch [67][1400/2506] lr: 1.470e-02, eta: 14:13:33, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 0.6564, loss: 0.6564 +2024-07-18 10:16:19,276 - pyskl - INFO - Epoch [67][1500/2506] lr: 1.469e-02, eta: 14:13:08, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 0.6595, loss: 0.6595 +2024-07-18 10:16:43,100 - pyskl - INFO - Epoch [67][1600/2506] lr: 1.468e-02, eta: 14:12:43, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 0.6573, loss: 0.6573 +2024-07-18 10:17:06,842 - pyskl - INFO - Epoch [67][1700/2506] lr: 1.467e-02, eta: 14:12:17, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 0.6573, loss: 0.6573 +2024-07-18 10:17:30,543 - pyskl - INFO - Epoch [67][1800/2506] lr: 1.466e-02, eta: 14:11:52, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 0.6415, loss: 0.6415 +2024-07-18 10:17:54,363 - pyskl - INFO - Epoch [67][1900/2506] lr: 1.465e-02, eta: 14:11:26, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9756, loss_cls: 0.6790, loss: 0.6790 +2024-07-18 10:18:18,111 - pyskl - INFO - Epoch [67][2000/2506] lr: 1.464e-02, eta: 14:11:01, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 0.6705, loss: 0.6705 +2024-07-18 10:18:42,115 - pyskl - INFO - Epoch [67][2100/2506] lr: 1.463e-02, eta: 14:10:36, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 0.6064, loss: 0.6064 +2024-07-18 10:19:05,982 - pyskl - INFO - Epoch [67][2200/2506] lr: 1.462e-02, eta: 14:10:11, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 0.5674, loss: 0.5674 +2024-07-18 10:19:29,766 - pyskl - INFO - Epoch [67][2300/2506] lr: 1.461e-02, eta: 14:09:45, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 0.6800, loss: 0.6800 +2024-07-18 10:19:53,556 - pyskl - INFO - Epoch [67][2400/2506] lr: 1.460e-02, eta: 14:09:20, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 0.6410, loss: 0.6410 +2024-07-18 10:20:17,555 - pyskl - INFO - Epoch [67][2500/2506] lr: 1.459e-02, eta: 14:08:55, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 0.6562, loss: 0.6562 +2024-07-18 10:20:19,433 - pyskl - INFO - Saving checkpoint at 67 epochs +2024-07-18 10:21:39,325 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 10:21:39,395 - pyskl - INFO - +top1_acc 0.8101 +top5_acc 0.9711 +2024-07-18 10:21:39,397 - pyskl - INFO - Epoch(val) [67][1031] top1_acc: 0.8101, top5_acc: 0.9711 +2024-07-18 10:22:20,907 - pyskl - INFO - Epoch [68][100/2506] lr: 1.457e-02, eta: 14:08:48, time: 0.415, data_time: 0.174, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 0.5737, loss: 0.5737 +2024-07-18 10:22:44,693 - pyskl - INFO - Epoch [68][200/2506] lr: 1.456e-02, eta: 14:08:23, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 0.6434, loss: 0.6434 +2024-07-18 10:23:08,491 - pyskl - INFO - Epoch [68][300/2506] lr: 1.455e-02, eta: 14:07:57, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 0.5601, loss: 0.5601 +2024-07-18 10:23:32,316 - pyskl - INFO - Epoch [68][400/2506] lr: 1.454e-02, eta: 14:07:32, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9800, loss_cls: 0.6085, loss: 0.6085 +2024-07-18 10:23:56,126 - pyskl - INFO - Epoch [68][500/2506] lr: 1.453e-02, eta: 14:07:07, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 0.6736, loss: 0.6736 +2024-07-18 10:24:20,009 - pyskl - INFO - Epoch [68][600/2506] lr: 1.452e-02, eta: 14:06:41, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 0.5894, loss: 0.5894 +2024-07-18 10:24:44,087 - pyskl - INFO - Epoch [68][700/2506] lr: 1.451e-02, eta: 14:06:16, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9794, loss_cls: 0.6716, loss: 0.6716 +2024-07-18 10:25:07,965 - pyskl - INFO - Epoch [68][800/2506] lr: 1.450e-02, eta: 14:05:51, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 0.5502, loss: 0.5502 +2024-07-18 10:25:31,739 - pyskl - INFO - Epoch [68][900/2506] lr: 1.449e-02, eta: 14:05:26, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 0.5921, loss: 0.5921 +2024-07-18 10:25:55,512 - pyskl - INFO - Epoch [68][1000/2506] lr: 1.448e-02, eta: 14:05:00, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 0.6305, loss: 0.6305 +2024-07-18 10:26:19,268 - pyskl - INFO - Epoch [68][1100/2506] lr: 1.447e-02, eta: 14:04:35, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 0.6125, loss: 0.6125 +2024-07-18 10:26:43,013 - pyskl - INFO - Epoch [68][1200/2506] lr: 1.446e-02, eta: 14:04:10, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 0.5743, loss: 0.5743 +2024-07-18 10:27:06,754 - pyskl - INFO - Epoch [68][1300/2506] lr: 1.445e-02, eta: 14:03:44, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 0.6650, loss: 0.6650 +2024-07-18 10:27:30,538 - pyskl - INFO - Epoch [68][1400/2506] lr: 1.444e-02, eta: 14:03:19, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9794, loss_cls: 0.6266, loss: 0.6266 +2024-07-18 10:27:54,314 - pyskl - INFO - Epoch [68][1500/2506] lr: 1.443e-02, eta: 14:02:54, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 0.6833, loss: 0.6833 +2024-07-18 10:28:18,068 - pyskl - INFO - Epoch [68][1600/2506] lr: 1.442e-02, eta: 14:02:28, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9894, loss_cls: 0.7003, loss: 0.7003 +2024-07-18 10:28:41,812 - pyskl - INFO - Epoch [68][1700/2506] lr: 1.441e-02, eta: 14:02:03, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 0.6983, loss: 0.6983 +2024-07-18 10:29:05,581 - pyskl - INFO - Epoch [68][1800/2506] lr: 1.440e-02, eta: 14:01:37, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 0.7218, loss: 0.7218 +2024-07-18 10:29:29,331 - pyskl - INFO - Epoch [68][1900/2506] lr: 1.439e-02, eta: 14:01:12, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9769, loss_cls: 0.7309, loss: 0.7309 +2024-07-18 10:29:53,088 - pyskl - INFO - Epoch [68][2000/2506] lr: 1.438e-02, eta: 14:00:47, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9825, loss_cls: 0.6255, loss: 0.6255 +2024-07-18 10:30:16,860 - pyskl - INFO - Epoch [68][2100/2506] lr: 1.437e-02, eta: 14:00:21, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 0.6211, loss: 0.6211 +2024-07-18 10:30:40,629 - pyskl - INFO - Epoch [68][2200/2506] lr: 1.436e-02, eta: 13:59:56, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 0.5962, loss: 0.5962 +2024-07-18 10:31:04,381 - pyskl - INFO - Epoch [68][2300/2506] lr: 1.435e-02, eta: 13:59:30, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 0.6125, loss: 0.6125 +2024-07-18 10:31:28,146 - pyskl - INFO - Epoch [68][2400/2506] lr: 1.434e-02, eta: 13:59:05, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 0.5780, loss: 0.5780 +2024-07-18 10:31:51,992 - pyskl - INFO - Epoch [68][2500/2506] lr: 1.433e-02, eta: 13:58:40, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 0.6477, loss: 0.6477 +2024-07-18 10:31:53,823 - pyskl - INFO - Saving checkpoint at 68 epochs +2024-07-18 10:33:13,225 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 10:33:13,292 - pyskl - INFO - +top1_acc 0.8236 +top5_acc 0.9773 +2024-07-18 10:33:13,294 - pyskl - INFO - Epoch(val) [68][1031] top1_acc: 0.8236, top5_acc: 0.9773 +2024-07-18 10:33:54,390 - pyskl - INFO - Epoch [69][100/2506] lr: 1.432e-02, eta: 13:58:32, time: 0.411, data_time: 0.171, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 0.5817, loss: 0.5817 +2024-07-18 10:34:18,146 - pyskl - INFO - Epoch [69][200/2506] lr: 1.431e-02, eta: 13:58:07, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 0.5753, loss: 0.5753 +2024-07-18 10:34:41,999 - pyskl - INFO - Epoch [69][300/2506] lr: 1.430e-02, eta: 13:57:41, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 0.5799, loss: 0.5799 +2024-07-18 10:35:05,845 - pyskl - INFO - Epoch [69][400/2506] lr: 1.428e-02, eta: 13:57:16, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9812, loss_cls: 0.6382, loss: 0.6382 +2024-07-18 10:35:29,687 - pyskl - INFO - Epoch [69][500/2506] lr: 1.427e-02, eta: 13:56:51, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 0.6153, loss: 0.6153 +2024-07-18 10:35:53,660 - pyskl - INFO - Epoch [69][600/2506] lr: 1.426e-02, eta: 13:56:26, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 0.5624, loss: 0.5624 +2024-07-18 10:36:17,634 - pyskl - INFO - Epoch [69][700/2506] lr: 1.425e-02, eta: 13:56:01, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 0.6142, loss: 0.6142 +2024-07-18 10:36:41,673 - pyskl - INFO - Epoch [69][800/2506] lr: 1.424e-02, eta: 13:55:36, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9869, loss_cls: 0.5718, loss: 0.5718 +2024-07-18 10:37:05,640 - pyskl - INFO - Epoch [69][900/2506] lr: 1.423e-02, eta: 13:55:11, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 0.6250, loss: 0.6250 +2024-07-18 10:37:29,589 - pyskl - INFO - Epoch [69][1000/2506] lr: 1.422e-02, eta: 13:54:45, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 0.6438, loss: 0.6438 +2024-07-18 10:37:53,466 - pyskl - INFO - Epoch [69][1100/2506] lr: 1.421e-02, eta: 13:54:20, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 0.6946, loss: 0.6946 +2024-07-18 10:38:17,345 - pyskl - INFO - Epoch [69][1200/2506] lr: 1.420e-02, eta: 13:53:55, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 0.5792, loss: 0.5792 +2024-07-18 10:38:41,251 - pyskl - INFO - Epoch [69][1300/2506] lr: 1.419e-02, eta: 13:53:30, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 0.5963, loss: 0.5963 +2024-07-18 10:39:05,148 - pyskl - INFO - Epoch [69][1400/2506] lr: 1.418e-02, eta: 13:53:05, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 0.6333, loss: 0.6333 +2024-07-18 10:39:29,058 - pyskl - INFO - Epoch [69][1500/2506] lr: 1.417e-02, eta: 13:52:39, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 0.6790, loss: 0.6790 +2024-07-18 10:39:52,947 - pyskl - INFO - Epoch [69][1600/2506] lr: 1.416e-02, eta: 13:52:14, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9900, loss_cls: 0.6161, loss: 0.6161 +2024-07-18 10:40:16,828 - pyskl - INFO - Epoch [69][1700/2506] lr: 1.415e-02, eta: 13:51:49, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9800, loss_cls: 0.7085, loss: 0.7085 +2024-07-18 10:40:40,735 - pyskl - INFO - Epoch [69][1800/2506] lr: 1.414e-02, eta: 13:51:24, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 0.6100, loss: 0.6100 +2024-07-18 10:41:04,638 - pyskl - INFO - Epoch [69][1900/2506] lr: 1.413e-02, eta: 13:50:59, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 0.6046, loss: 0.6046 +2024-07-18 10:41:28,563 - pyskl - INFO - Epoch [69][2000/2506] lr: 1.412e-02, eta: 13:50:33, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 0.6743, loss: 0.6743 +2024-07-18 10:41:52,474 - pyskl - INFO - Epoch [69][2100/2506] lr: 1.411e-02, eta: 13:50:08, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 0.6121, loss: 0.6121 +2024-07-18 10:42:16,369 - pyskl - INFO - Epoch [69][2200/2506] lr: 1.410e-02, eta: 13:49:43, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 0.6582, loss: 0.6582 +2024-07-18 10:42:40,251 - pyskl - INFO - Epoch [69][2300/2506] lr: 1.409e-02, eta: 13:49:18, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9850, loss_cls: 0.7279, loss: 0.7279 +2024-07-18 10:43:04,110 - pyskl - INFO - Epoch [69][2400/2506] lr: 1.408e-02, eta: 13:48:53, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 0.6799, loss: 0.6799 +2024-07-18 10:43:28,083 - pyskl - INFO - Epoch [69][2500/2506] lr: 1.407e-02, eta: 13:48:28, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9844, loss_cls: 0.5976, loss: 0.5976 +2024-07-18 10:43:29,969 - pyskl - INFO - Saving checkpoint at 69 epochs +2024-07-18 10:44:49,618 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 10:44:49,689 - pyskl - INFO - +top1_acc 0.8411 +top5_acc 0.9755 +2024-07-18 10:44:49,691 - pyskl - INFO - Epoch(val) [69][1031] top1_acc: 0.8411, top5_acc: 0.9755 +2024-07-18 10:45:31,268 - pyskl - INFO - Epoch [70][100/2506] lr: 1.406e-02, eta: 13:48:20, time: 0.416, data_time: 0.174, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 0.6226, loss: 0.6226 +2024-07-18 10:45:55,116 - pyskl - INFO - Epoch [70][200/2506] lr: 1.405e-02, eta: 13:47:55, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9919, loss_cls: 0.5613, loss: 0.5613 +2024-07-18 10:46:18,887 - pyskl - INFO - Epoch [70][300/2506] lr: 1.404e-02, eta: 13:47:29, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 0.5832, loss: 0.5832 +2024-07-18 10:46:42,677 - pyskl - INFO - Epoch [70][400/2506] lr: 1.403e-02, eta: 13:47:04, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 0.5956, loss: 0.5956 +2024-07-18 10:47:06,529 - pyskl - INFO - Epoch [70][500/2506] lr: 1.401e-02, eta: 13:46:39, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 0.6341, loss: 0.6341 +2024-07-18 10:47:30,426 - pyskl - INFO - Epoch [70][600/2506] lr: 1.400e-02, eta: 13:46:14, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 0.5693, loss: 0.5693 +2024-07-18 10:47:54,241 - pyskl - INFO - Epoch [70][700/2506] lr: 1.399e-02, eta: 13:45:48, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 0.5697, loss: 0.5697 +2024-07-18 10:48:18,092 - pyskl - INFO - Epoch [70][800/2506] lr: 1.398e-02, eta: 13:45:23, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 0.6635, loss: 0.6635 +2024-07-18 10:48:41,899 - pyskl - INFO - Epoch [70][900/2506] lr: 1.397e-02, eta: 13:44:58, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9894, loss_cls: 0.6375, loss: 0.6375 +2024-07-18 10:49:05,698 - pyskl - INFO - Epoch [70][1000/2506] lr: 1.396e-02, eta: 13:44:32, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 0.5876, loss: 0.5876 +2024-07-18 10:49:29,445 - pyskl - INFO - Epoch [70][1100/2506] lr: 1.395e-02, eta: 13:44:07, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 0.6260, loss: 0.6260 +2024-07-18 10:49:53,172 - pyskl - INFO - Epoch [70][1200/2506] lr: 1.394e-02, eta: 13:43:42, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9900, loss_cls: 0.6004, loss: 0.6004 +2024-07-18 10:50:16,922 - pyskl - INFO - Epoch [70][1300/2506] lr: 1.393e-02, eta: 13:43:16, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9794, loss_cls: 0.6527, loss: 0.6527 +2024-07-18 10:50:40,658 - pyskl - INFO - Epoch [70][1400/2506] lr: 1.392e-02, eta: 13:42:51, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 0.6312, loss: 0.6312 +2024-07-18 10:51:04,386 - pyskl - INFO - Epoch [70][1500/2506] lr: 1.391e-02, eta: 13:42:26, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 0.6371, loss: 0.6371 +2024-07-18 10:51:28,128 - pyskl - INFO - Epoch [70][1600/2506] lr: 1.390e-02, eta: 13:42:00, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 0.6327, loss: 0.6327 +2024-07-18 10:51:51,881 - pyskl - INFO - Epoch [70][1700/2506] lr: 1.389e-02, eta: 13:41:35, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9881, loss_cls: 0.6547, loss: 0.6547 +2024-07-18 10:52:15,627 - pyskl - INFO - Epoch [70][1800/2506] lr: 1.388e-02, eta: 13:41:10, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 0.6126, loss: 0.6126 +2024-07-18 10:52:39,334 - pyskl - INFO - Epoch [70][1900/2506] lr: 1.387e-02, eta: 13:40:44, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 0.6129, loss: 0.6129 +2024-07-18 10:53:03,072 - pyskl - INFO - Epoch [70][2000/2506] lr: 1.386e-02, eta: 13:40:19, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 0.5691, loss: 0.5691 +2024-07-18 10:53:26,811 - pyskl - INFO - Epoch [70][2100/2506] lr: 1.385e-02, eta: 13:39:53, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9844, loss_cls: 0.5768, loss: 0.5768 +2024-07-18 10:53:50,580 - pyskl - INFO - Epoch [70][2200/2506] lr: 1.384e-02, eta: 13:39:28, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 0.6536, loss: 0.6536 +2024-07-18 10:54:14,304 - pyskl - INFO - Epoch [70][2300/2506] lr: 1.383e-02, eta: 13:39:03, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 0.6147, loss: 0.6147 +2024-07-18 10:54:38,016 - pyskl - INFO - Epoch [70][2400/2506] lr: 1.382e-02, eta: 13:38:37, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 0.6586, loss: 0.6586 +2024-07-18 10:55:01,842 - pyskl - INFO - Epoch [70][2500/2506] lr: 1.381e-02, eta: 13:38:12, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9775, loss_cls: 0.6963, loss: 0.6963 +2024-07-18 10:55:03,689 - pyskl - INFO - Saving checkpoint at 70 epochs +2024-07-18 10:56:23,443 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 10:56:23,510 - pyskl - INFO - +top1_acc 0.8581 +top5_acc 0.9797 +2024-07-18 10:56:23,514 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_60.pth was removed +2024-07-18 10:56:23,645 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_70.pth. +2024-07-18 10:56:23,646 - pyskl - INFO - Best top1_acc is 0.8581 at 70 epoch. +2024-07-18 10:56:23,648 - pyskl - INFO - Epoch(val) [70][1031] top1_acc: 0.8581, top5_acc: 0.9797 +2024-07-18 10:57:05,288 - pyskl - INFO - Epoch [71][100/2506] lr: 1.380e-02, eta: 13:38:04, time: 0.416, data_time: 0.175, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 0.5740, loss: 0.5740 +2024-07-18 10:57:29,098 - pyskl - INFO - Epoch [71][200/2506] lr: 1.379e-02, eta: 13:37:39, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 0.6232, loss: 0.6232 +2024-07-18 10:57:52,837 - pyskl - INFO - Epoch [71][300/2506] lr: 1.378e-02, eta: 13:37:13, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 0.6021, loss: 0.6021 +2024-07-18 10:58:16,650 - pyskl - INFO - Epoch [71][400/2506] lr: 1.377e-02, eta: 13:36:48, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 0.6084, loss: 0.6084 +2024-07-18 10:58:40,457 - pyskl - INFO - Epoch [71][500/2506] lr: 1.375e-02, eta: 13:36:23, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 0.5777, loss: 0.5777 +2024-07-18 10:59:04,180 - pyskl - INFO - Epoch [71][600/2506] lr: 1.374e-02, eta: 13:35:58, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9831, loss_cls: 0.5777, loss: 0.5777 +2024-07-18 10:59:27,962 - pyskl - INFO - Epoch [71][700/2506] lr: 1.373e-02, eta: 13:35:32, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 0.6020, loss: 0.6020 +2024-07-18 10:59:51,750 - pyskl - INFO - Epoch [71][800/2506] lr: 1.372e-02, eta: 13:35:07, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 0.5723, loss: 0.5723 +2024-07-18 11:00:15,544 - pyskl - INFO - Epoch [71][900/2506] lr: 1.371e-02, eta: 13:34:42, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 0.6066, loss: 0.6066 +2024-07-18 11:00:39,351 - pyskl - INFO - Epoch [71][1000/2506] lr: 1.370e-02, eta: 13:34:16, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9812, loss_cls: 0.6685, loss: 0.6685 +2024-07-18 11:01:03,167 - pyskl - INFO - Epoch [71][1100/2506] lr: 1.369e-02, eta: 13:33:51, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 0.5703, loss: 0.5703 +2024-07-18 11:01:26,959 - pyskl - INFO - Epoch [71][1200/2506] lr: 1.368e-02, eta: 13:33:26, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 0.6388, loss: 0.6388 +2024-07-18 11:01:50,779 - pyskl - INFO - Epoch [71][1300/2506] lr: 1.367e-02, eta: 13:33:01, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 0.5937, loss: 0.5937 +2024-07-18 11:02:14,593 - pyskl - INFO - Epoch [71][1400/2506] lr: 1.366e-02, eta: 13:32:35, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9931, loss_cls: 0.5902, loss: 0.5902 +2024-07-18 11:02:38,385 - pyskl - INFO - Epoch [71][1500/2506] lr: 1.365e-02, eta: 13:32:10, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 0.6118, loss: 0.6118 +2024-07-18 11:03:02,182 - pyskl - INFO - Epoch [71][1600/2506] lr: 1.364e-02, eta: 13:31:45, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 0.6197, loss: 0.6197 +2024-07-18 11:03:26,079 - pyskl - INFO - Epoch [71][1700/2506] lr: 1.363e-02, eta: 13:31:20, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9800, loss_cls: 0.6574, loss: 0.6574 +2024-07-18 11:03:50,002 - pyskl - INFO - Epoch [71][1800/2506] lr: 1.362e-02, eta: 13:30:55, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 0.6722, loss: 0.6722 +2024-07-18 11:04:13,928 - pyskl - INFO - Epoch [71][1900/2506] lr: 1.361e-02, eta: 13:30:29, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 0.6088, loss: 0.6088 +2024-07-18 11:04:37,780 - pyskl - INFO - Epoch [71][2000/2506] lr: 1.360e-02, eta: 13:30:04, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 0.6263, loss: 0.6263 +2024-07-18 11:05:01,587 - pyskl - INFO - Epoch [71][2100/2506] lr: 1.359e-02, eta: 13:29:39, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 0.6279, loss: 0.6279 +2024-07-18 11:05:25,367 - pyskl - INFO - Epoch [71][2200/2506] lr: 1.358e-02, eta: 13:29:14, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 0.6272, loss: 0.6272 +2024-07-18 11:05:49,203 - pyskl - INFO - Epoch [71][2300/2506] lr: 1.357e-02, eta: 13:28:48, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 0.6237, loss: 0.6237 +2024-07-18 11:06:13,067 - pyskl - INFO - Epoch [71][2400/2506] lr: 1.356e-02, eta: 13:28:23, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 0.5949, loss: 0.5949 +2024-07-18 11:06:36,976 - pyskl - INFO - Epoch [71][2500/2506] lr: 1.355e-02, eta: 13:27:58, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 0.6553, loss: 0.6553 +2024-07-18 11:06:38,871 - pyskl - INFO - Saving checkpoint at 71 epochs +2024-07-18 11:07:58,804 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 11:07:58,871 - pyskl - INFO - +top1_acc 0.8157 +top5_acc 0.9722 +2024-07-18 11:07:58,873 - pyskl - INFO - Epoch(val) [71][1031] top1_acc: 0.8157, top5_acc: 0.9722 +2024-07-18 11:08:40,625 - pyskl - INFO - Epoch [72][100/2506] lr: 1.354e-02, eta: 13:27:50, time: 0.417, data_time: 0.175, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 0.5925, loss: 0.5925 +2024-07-18 11:09:04,422 - pyskl - INFO - Epoch [72][200/2506] lr: 1.353e-02, eta: 13:27:24, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 0.5428, loss: 0.5428 +2024-07-18 11:09:28,242 - pyskl - INFO - Epoch [72][300/2506] lr: 1.351e-02, eta: 13:26:59, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 0.5413, loss: 0.5413 +2024-07-18 11:09:52,234 - pyskl - INFO - Epoch [72][400/2506] lr: 1.350e-02, eta: 13:26:34, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 0.5343, loss: 0.5343 +2024-07-18 11:10:16,076 - pyskl - INFO - Epoch [72][500/2506] lr: 1.349e-02, eta: 13:26:09, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9819, loss_cls: 0.6032, loss: 0.6032 +2024-07-18 11:10:39,938 - pyskl - INFO - Epoch [72][600/2506] lr: 1.348e-02, eta: 13:25:44, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 0.5989, loss: 0.5989 +2024-07-18 11:11:03,685 - pyskl - INFO - Epoch [72][700/2506] lr: 1.347e-02, eta: 13:25:18, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 0.5909, loss: 0.5909 +2024-07-18 11:11:27,438 - pyskl - INFO - Epoch [72][800/2506] lr: 1.346e-02, eta: 13:24:53, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 0.5459, loss: 0.5459 +2024-07-18 11:11:51,237 - pyskl - INFO - Epoch [72][900/2506] lr: 1.345e-02, eta: 13:24:28, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9838, loss_cls: 0.5790, loss: 0.5790 +2024-07-18 11:12:15,049 - pyskl - INFO - Epoch [72][1000/2506] lr: 1.344e-02, eta: 13:24:03, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9819, loss_cls: 0.6246, loss: 0.6246 +2024-07-18 11:12:38,842 - pyskl - INFO - Epoch [72][1100/2506] lr: 1.343e-02, eta: 13:23:37, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 0.5883, loss: 0.5883 +2024-07-18 11:13:02,629 - pyskl - INFO - Epoch [72][1200/2506] lr: 1.342e-02, eta: 13:23:12, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 0.6055, loss: 0.6055 +2024-07-18 11:13:26,441 - pyskl - INFO - Epoch [72][1300/2506] lr: 1.341e-02, eta: 13:22:47, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 0.6482, loss: 0.6482 +2024-07-18 11:13:50,233 - pyskl - INFO - Epoch [72][1400/2506] lr: 1.340e-02, eta: 13:22:22, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 0.5755, loss: 0.5755 +2024-07-18 11:14:14,042 - pyskl - INFO - Epoch [72][1500/2506] lr: 1.339e-02, eta: 13:21:56, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 0.6477, loss: 0.6477 +2024-07-18 11:14:38,004 - pyskl - INFO - Epoch [72][1600/2506] lr: 1.338e-02, eta: 13:21:31, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9831, loss_cls: 0.6030, loss: 0.6030 +2024-07-18 11:15:01,809 - pyskl - INFO - Epoch [72][1700/2506] lr: 1.337e-02, eta: 13:21:06, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 0.5820, loss: 0.5820 +2024-07-18 11:15:25,560 - pyskl - INFO - Epoch [72][1800/2506] lr: 1.336e-02, eta: 13:20:41, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 0.6700, loss: 0.6700 +2024-07-18 11:15:49,325 - pyskl - INFO - Epoch [72][1900/2506] lr: 1.335e-02, eta: 13:20:15, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 0.6243, loss: 0.6243 +2024-07-18 11:16:13,113 - pyskl - INFO - Epoch [72][2000/2506] lr: 1.334e-02, eta: 13:19:50, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 0.6474, loss: 0.6474 +2024-07-18 11:16:36,887 - pyskl - INFO - Epoch [72][2100/2506] lr: 1.333e-02, eta: 13:19:25, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9725, loss_cls: 0.6454, loss: 0.6454 +2024-07-18 11:17:00,639 - pyskl - INFO - Epoch [72][2200/2506] lr: 1.332e-02, eta: 13:19:00, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 0.5994, loss: 0.5994 +2024-07-18 11:17:24,417 - pyskl - INFO - Epoch [72][2300/2506] lr: 1.331e-02, eta: 13:18:34, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 0.6164, loss: 0.6164 +2024-07-18 11:17:48,252 - pyskl - INFO - Epoch [72][2400/2506] lr: 1.330e-02, eta: 13:18:09, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 0.6670, loss: 0.6670 +2024-07-18 11:18:12,166 - pyskl - INFO - Epoch [72][2500/2506] lr: 1.329e-02, eta: 13:17:44, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 0.6310, loss: 0.6310 +2024-07-18 11:18:14,050 - pyskl - INFO - Saving checkpoint at 72 epochs +2024-07-18 11:19:33,468 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 11:19:33,536 - pyskl - INFO - +top1_acc 0.8525 +top5_acc 0.9767 +2024-07-18 11:19:33,539 - pyskl - INFO - Epoch(val) [72][1031] top1_acc: 0.8525, top5_acc: 0.9767 +2024-07-18 11:20:14,988 - pyskl - INFO - Epoch [73][100/2506] lr: 1.327e-02, eta: 13:17:35, time: 0.414, data_time: 0.171, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 0.5219, loss: 0.5219 +2024-07-18 11:20:38,847 - pyskl - INFO - Epoch [73][200/2506] lr: 1.326e-02, eta: 13:17:10, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 0.6024, loss: 0.6024 +2024-07-18 11:21:02,820 - pyskl - INFO - Epoch [73][300/2506] lr: 1.325e-02, eta: 13:16:45, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 0.5437, loss: 0.5437 +2024-07-18 11:21:26,811 - pyskl - INFO - Epoch [73][400/2506] lr: 1.324e-02, eta: 13:16:20, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 0.6119, loss: 0.6119 +2024-07-18 11:21:50,669 - pyskl - INFO - Epoch [73][500/2506] lr: 1.323e-02, eta: 13:15:54, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 0.5568, loss: 0.5568 +2024-07-18 11:22:14,454 - pyskl - INFO - Epoch [73][600/2506] lr: 1.322e-02, eta: 13:15:29, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 0.5911, loss: 0.5911 +2024-07-18 11:22:38,239 - pyskl - INFO - Epoch [73][700/2506] lr: 1.321e-02, eta: 13:15:04, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 0.5021, loss: 0.5021 +2024-07-18 11:23:02,003 - pyskl - INFO - Epoch [73][800/2506] lr: 1.320e-02, eta: 13:14:39, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 0.5985, loss: 0.5985 +2024-07-18 11:23:25,789 - pyskl - INFO - Epoch [73][900/2506] lr: 1.319e-02, eta: 13:14:13, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 0.5523, loss: 0.5523 +2024-07-18 11:23:49,551 - pyskl - INFO - Epoch [73][1000/2506] lr: 1.318e-02, eta: 13:13:48, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9844, loss_cls: 0.5594, loss: 0.5594 +2024-07-18 11:24:13,310 - pyskl - INFO - Epoch [73][1100/2506] lr: 1.317e-02, eta: 13:13:23, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 0.5565, loss: 0.5565 +2024-07-18 11:24:37,077 - pyskl - INFO - Epoch [73][1200/2506] lr: 1.316e-02, eta: 13:12:58, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9812, loss_cls: 0.6377, loss: 0.6377 +2024-07-18 11:25:00,827 - pyskl - INFO - Epoch [73][1300/2506] lr: 1.315e-02, eta: 13:12:32, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9788, loss_cls: 0.6509, loss: 0.6509 +2024-07-18 11:25:24,612 - pyskl - INFO - Epoch [73][1400/2506] lr: 1.314e-02, eta: 13:12:07, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 0.6232, loss: 0.6232 +2024-07-18 11:25:48,379 - pyskl - INFO - Epoch [73][1500/2506] lr: 1.313e-02, eta: 13:11:42, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 0.6375, loss: 0.6375 +2024-07-18 11:26:12,099 - pyskl - INFO - Epoch [73][1600/2506] lr: 1.312e-02, eta: 13:11:17, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 0.6410, loss: 0.6410 +2024-07-18 11:26:35,861 - pyskl - INFO - Epoch [73][1700/2506] lr: 1.311e-02, eta: 13:10:51, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9912, loss_cls: 0.5650, loss: 0.5650 +2024-07-18 11:26:59,619 - pyskl - INFO - Epoch [73][1800/2506] lr: 1.310e-02, eta: 13:10:26, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 0.5949, loss: 0.5949 +2024-07-18 11:27:23,406 - pyskl - INFO - Epoch [73][1900/2506] lr: 1.309e-02, eta: 13:10:01, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 0.6065, loss: 0.6065 +2024-07-18 11:27:47,213 - pyskl - INFO - Epoch [73][2000/2506] lr: 1.308e-02, eta: 13:09:36, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 0.5528, loss: 0.5528 +2024-07-18 11:28:10,978 - pyskl - INFO - Epoch [73][2100/2506] lr: 1.307e-02, eta: 13:09:10, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9769, loss_cls: 0.6582, loss: 0.6582 +2024-07-18 11:28:34,725 - pyskl - INFO - Epoch [73][2200/2506] lr: 1.306e-02, eta: 13:08:45, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9844, loss_cls: 0.5730, loss: 0.5730 +2024-07-18 11:28:58,512 - pyskl - INFO - Epoch [73][2300/2506] lr: 1.305e-02, eta: 13:08:20, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 0.5767, loss: 0.5767 +2024-07-18 11:29:22,293 - pyskl - INFO - Epoch [73][2400/2506] lr: 1.303e-02, eta: 13:07:55, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 0.6089, loss: 0.6089 +2024-07-18 11:29:46,182 - pyskl - INFO - Epoch [73][2500/2506] lr: 1.302e-02, eta: 13:07:29, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9906, loss_cls: 0.6069, loss: 0.6069 +2024-07-18 11:29:48,036 - pyskl - INFO - Saving checkpoint at 73 epochs +2024-07-18 11:31:07,314 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 11:31:07,382 - pyskl - INFO - +top1_acc 0.8366 +top5_acc 0.9754 +2024-07-18 11:31:07,384 - pyskl - INFO - Epoch(val) [73][1031] top1_acc: 0.8366, top5_acc: 0.9754 +2024-07-18 11:31:49,264 - pyskl - INFO - Epoch [74][100/2506] lr: 1.301e-02, eta: 13:07:20, time: 0.419, data_time: 0.176, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9900, loss_cls: 0.5733, loss: 0.5733 +2024-07-18 11:32:13,097 - pyskl - INFO - Epoch [74][200/2506] lr: 1.300e-02, eta: 13:06:55, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 0.5357, loss: 0.5357 +2024-07-18 11:32:36,912 - pyskl - INFO - Epoch [74][300/2506] lr: 1.299e-02, eta: 13:06:30, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 0.5912, loss: 0.5912 +2024-07-18 11:33:00,649 - pyskl - INFO - Epoch [74][400/2506] lr: 1.298e-02, eta: 13:06:05, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 0.5995, loss: 0.5995 +2024-07-18 11:33:24,364 - pyskl - INFO - Epoch [74][500/2506] lr: 1.297e-02, eta: 13:05:39, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 0.5820, loss: 0.5820 +2024-07-18 11:33:48,083 - pyskl - INFO - Epoch [74][600/2506] lr: 1.296e-02, eta: 13:05:14, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 0.5234, loss: 0.5234 +2024-07-18 11:34:11,871 - pyskl - INFO - Epoch [74][700/2506] lr: 1.295e-02, eta: 13:04:49, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 0.5694, loss: 0.5694 +2024-07-18 11:34:35,618 - pyskl - INFO - Epoch [74][800/2506] lr: 1.294e-02, eta: 13:04:23, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 0.5186, loss: 0.5186 +2024-07-18 11:34:59,367 - pyskl - INFO - Epoch [74][900/2506] lr: 1.293e-02, eta: 13:03:58, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 0.5756, loss: 0.5756 +2024-07-18 11:35:23,129 - pyskl - INFO - Epoch [74][1000/2506] lr: 1.292e-02, eta: 13:03:33, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 0.5225, loss: 0.5225 +2024-07-18 11:35:46,891 - pyskl - INFO - Epoch [74][1100/2506] lr: 1.291e-02, eta: 13:03:08, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 0.5707, loss: 0.5707 +2024-07-18 11:36:10,733 - pyskl - INFO - Epoch [74][1200/2506] lr: 1.290e-02, eta: 13:02:43, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 0.6260, loss: 0.6260 +2024-07-18 11:36:34,516 - pyskl - INFO - Epoch [74][1300/2506] lr: 1.289e-02, eta: 13:02:17, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 0.5769, loss: 0.5769 +2024-07-18 11:36:58,264 - pyskl - INFO - Epoch [74][1400/2506] lr: 1.288e-02, eta: 13:01:52, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 0.6380, loss: 0.6380 +2024-07-18 11:37:22,049 - pyskl - INFO - Epoch [74][1500/2506] lr: 1.287e-02, eta: 13:01:27, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 0.5916, loss: 0.5916 +2024-07-18 11:37:45,787 - pyskl - INFO - Epoch [74][1600/2506] lr: 1.286e-02, eta: 13:01:02, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 0.5416, loss: 0.5416 +2024-07-18 11:38:09,521 - pyskl - INFO - Epoch [74][1700/2506] lr: 1.285e-02, eta: 13:00:36, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 0.5478, loss: 0.5478 +2024-07-18 11:38:33,292 - pyskl - INFO - Epoch [74][1800/2506] lr: 1.284e-02, eta: 13:00:11, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 0.6409, loss: 0.6409 +2024-07-18 11:38:57,069 - pyskl - INFO - Epoch [74][1900/2506] lr: 1.283e-02, eta: 12:59:46, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 0.6049, loss: 0.6049 +2024-07-18 11:39:20,822 - pyskl - INFO - Epoch [74][2000/2506] lr: 1.281e-02, eta: 12:59:21, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 0.6139, loss: 0.6139 +2024-07-18 11:39:44,568 - pyskl - INFO - Epoch [74][2100/2506] lr: 1.280e-02, eta: 12:58:55, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 0.5985, loss: 0.5985 +2024-07-18 11:40:08,302 - pyskl - INFO - Epoch [74][2200/2506] lr: 1.279e-02, eta: 12:58:30, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 0.5825, loss: 0.5825 +2024-07-18 11:40:32,049 - pyskl - INFO - Epoch [74][2300/2506] lr: 1.278e-02, eta: 12:58:05, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9906, loss_cls: 0.6258, loss: 0.6258 +2024-07-18 11:40:55,802 - pyskl - INFO - Epoch [74][2400/2506] lr: 1.277e-02, eta: 12:57:40, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 0.5973, loss: 0.5973 +2024-07-18 11:41:19,522 - pyskl - INFO - Epoch [74][2500/2506] lr: 1.276e-02, eta: 12:57:14, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 0.6280, loss: 0.6280 +2024-07-18 11:41:21,317 - pyskl - INFO - Saving checkpoint at 74 epochs +2024-07-18 11:42:40,823 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 11:42:40,891 - pyskl - INFO - +top1_acc 0.8362 +top5_acc 0.9754 +2024-07-18 11:42:40,893 - pyskl - INFO - Epoch(val) [74][1031] top1_acc: 0.8362, top5_acc: 0.9754 +2024-07-18 11:43:22,387 - pyskl - INFO - Epoch [75][100/2506] lr: 1.275e-02, eta: 12:57:04, time: 0.415, data_time: 0.174, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 0.5369, loss: 0.5369 +2024-07-18 11:43:46,253 - pyskl - INFO - Epoch [75][200/2506] lr: 1.274e-02, eta: 12:56:39, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 0.5496, loss: 0.5496 +2024-07-18 11:44:10,099 - pyskl - INFO - Epoch [75][300/2506] lr: 1.273e-02, eta: 12:56:14, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 0.5738, loss: 0.5738 +2024-07-18 11:44:33,940 - pyskl - INFO - Epoch [75][400/2506] lr: 1.272e-02, eta: 12:55:49, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 0.5621, loss: 0.5621 +2024-07-18 11:44:57,725 - pyskl - INFO - Epoch [75][500/2506] lr: 1.271e-02, eta: 12:55:24, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 0.6028, loss: 0.6028 +2024-07-18 11:45:21,551 - pyskl - INFO - Epoch [75][600/2506] lr: 1.270e-02, eta: 12:54:58, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9806, loss_cls: 0.5844, loss: 0.5844 +2024-07-18 11:45:45,359 - pyskl - INFO - Epoch [75][700/2506] lr: 1.269e-02, eta: 12:54:33, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9912, loss_cls: 0.5917, loss: 0.5917 +2024-07-18 11:46:09,138 - pyskl - INFO - Epoch [75][800/2506] lr: 1.268e-02, eta: 12:54:08, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 0.4849, loss: 0.4849 +2024-07-18 11:46:32,906 - pyskl - INFO - Epoch [75][900/2506] lr: 1.267e-02, eta: 12:53:43, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 0.5949, loss: 0.5949 +2024-07-18 11:46:56,667 - pyskl - INFO - Epoch [75][1000/2506] lr: 1.266e-02, eta: 12:53:18, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9812, loss_cls: 0.6318, loss: 0.6318 +2024-07-18 11:47:20,496 - pyskl - INFO - Epoch [75][1100/2506] lr: 1.265e-02, eta: 12:52:52, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9850, loss_cls: 0.5567, loss: 0.5567 +2024-07-18 11:47:44,282 - pyskl - INFO - Epoch [75][1200/2506] lr: 1.264e-02, eta: 12:52:27, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 0.5524, loss: 0.5524 +2024-07-18 11:48:08,111 - pyskl - INFO - Epoch [75][1300/2506] lr: 1.263e-02, eta: 12:52:02, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9806, loss_cls: 0.6103, loss: 0.6103 +2024-07-18 11:48:31,942 - pyskl - INFO - Epoch [75][1400/2506] lr: 1.262e-02, eta: 12:51:37, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 0.5592, loss: 0.5592 +2024-07-18 11:48:55,724 - pyskl - INFO - Epoch [75][1500/2506] lr: 1.261e-02, eta: 12:51:12, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 0.6254, loss: 0.6254 +2024-07-18 11:49:19,495 - pyskl - INFO - Epoch [75][1600/2506] lr: 1.259e-02, eta: 12:50:46, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 0.5362, loss: 0.5362 +2024-07-18 11:49:43,341 - pyskl - INFO - Epoch [75][1700/2506] lr: 1.258e-02, eta: 12:50:21, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 0.5662, loss: 0.5662 +2024-07-18 11:50:07,145 - pyskl - INFO - Epoch [75][1800/2506] lr: 1.257e-02, eta: 12:49:56, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 0.6442, loss: 0.6442 +2024-07-18 11:50:30,933 - pyskl - INFO - Epoch [75][1900/2506] lr: 1.256e-02, eta: 12:49:31, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9788, loss_cls: 0.5981, loss: 0.5981 +2024-07-18 11:50:54,670 - pyskl - INFO - Epoch [75][2000/2506] lr: 1.255e-02, eta: 12:49:06, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 0.5301, loss: 0.5301 +2024-07-18 11:51:18,380 - pyskl - INFO - Epoch [75][2100/2506] lr: 1.254e-02, eta: 12:48:40, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 0.5915, loss: 0.5915 +2024-07-18 11:51:42,135 - pyskl - INFO - Epoch [75][2200/2506] lr: 1.253e-02, eta: 12:48:15, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9925, loss_cls: 0.6108, loss: 0.6108 +2024-07-18 11:52:05,901 - pyskl - INFO - Epoch [75][2300/2506] lr: 1.252e-02, eta: 12:47:50, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 0.5843, loss: 0.5843 +2024-07-18 11:52:29,646 - pyskl - INFO - Epoch [75][2400/2506] lr: 1.251e-02, eta: 12:47:25, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 0.5457, loss: 0.5457 +2024-07-18 11:52:53,410 - pyskl - INFO - Epoch [75][2500/2506] lr: 1.250e-02, eta: 12:47:00, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9862, loss_cls: 0.5450, loss: 0.5450 +2024-07-18 11:52:55,199 - pyskl - INFO - Saving checkpoint at 75 epochs +2024-07-18 11:54:15,025 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 11:54:15,092 - pyskl - INFO - +top1_acc 0.8576 +top5_acc 0.9782 +2024-07-18 11:54:15,094 - pyskl - INFO - Epoch(val) [75][1031] top1_acc: 0.8576, top5_acc: 0.9782 +2024-07-18 11:54:56,760 - pyskl - INFO - Epoch [76][100/2506] lr: 1.249e-02, eta: 12:46:49, time: 0.417, data_time: 0.172, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 0.5738, loss: 0.5738 +2024-07-18 11:55:20,811 - pyskl - INFO - Epoch [76][200/2506] lr: 1.248e-02, eta: 12:46:24, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 0.5675, loss: 0.5675 +2024-07-18 11:55:44,709 - pyskl - INFO - Epoch [76][300/2506] lr: 1.247e-02, eta: 12:45:59, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 0.5829, loss: 0.5829 +2024-07-18 11:56:08,524 - pyskl - INFO - Epoch [76][400/2506] lr: 1.246e-02, eta: 12:45:34, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9831, loss_cls: 0.6068, loss: 0.6068 +2024-07-18 11:56:32,340 - pyskl - INFO - Epoch [76][500/2506] lr: 1.245e-02, eta: 12:45:09, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 0.5705, loss: 0.5705 +2024-07-18 11:56:56,236 - pyskl - INFO - Epoch [76][600/2506] lr: 1.244e-02, eta: 12:44:44, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 0.5718, loss: 0.5718 +2024-07-18 11:57:20,049 - pyskl - INFO - Epoch [76][700/2506] lr: 1.243e-02, eta: 12:44:19, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 0.5795, loss: 0.5795 +2024-07-18 11:57:43,860 - pyskl - INFO - Epoch [76][800/2506] lr: 1.242e-02, eta: 12:43:54, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 0.5747, loss: 0.5747 +2024-07-18 11:58:07,703 - pyskl - INFO - Epoch [76][900/2506] lr: 1.241e-02, eta: 12:43:28, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 0.5981, loss: 0.5981 +2024-07-18 11:58:31,495 - pyskl - INFO - Epoch [76][1000/2506] lr: 1.240e-02, eta: 12:43:03, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 0.5955, loss: 0.5955 +2024-07-18 11:58:55,337 - pyskl - INFO - Epoch [76][1100/2506] lr: 1.239e-02, eta: 12:42:38, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 0.5255, loss: 0.5255 +2024-07-18 11:59:19,163 - pyskl - INFO - Epoch [76][1200/2506] lr: 1.237e-02, eta: 12:42:13, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9831, loss_cls: 0.5671, loss: 0.5671 +2024-07-18 11:59:42,972 - pyskl - INFO - Epoch [76][1300/2506] lr: 1.236e-02, eta: 12:41:48, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 0.6103, loss: 0.6103 +2024-07-18 12:00:06,770 - pyskl - INFO - Epoch [76][1400/2506] lr: 1.235e-02, eta: 12:41:23, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9931, loss_cls: 0.5490, loss: 0.5490 +2024-07-18 12:00:30,575 - pyskl - INFO - Epoch [76][1500/2506] lr: 1.234e-02, eta: 12:40:57, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 0.5316, loss: 0.5316 +2024-07-18 12:00:54,406 - pyskl - INFO - Epoch [76][1600/2506] lr: 1.233e-02, eta: 12:40:32, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 0.5714, loss: 0.5714 +2024-07-18 12:01:18,260 - pyskl - INFO - Epoch [76][1700/2506] lr: 1.232e-02, eta: 12:40:07, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 0.5598, loss: 0.5598 +2024-07-18 12:01:42,063 - pyskl - INFO - Epoch [76][1800/2506] lr: 1.231e-02, eta: 12:39:42, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 0.5457, loss: 0.5457 +2024-07-18 12:02:05,877 - pyskl - INFO - Epoch [76][1900/2506] lr: 1.230e-02, eta: 12:39:17, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 0.5722, loss: 0.5722 +2024-07-18 12:02:29,720 - pyskl - INFO - Epoch [76][2000/2506] lr: 1.229e-02, eta: 12:38:52, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 0.6092, loss: 0.6092 +2024-07-18 12:02:53,650 - pyskl - INFO - Epoch [76][2100/2506] lr: 1.228e-02, eta: 12:38:27, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 0.5889, loss: 0.5889 +2024-07-18 12:03:17,619 - pyskl - INFO - Epoch [76][2200/2506] lr: 1.227e-02, eta: 12:38:02, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 0.5723, loss: 0.5723 +2024-07-18 12:03:41,373 - pyskl - INFO - Epoch [76][2300/2506] lr: 1.226e-02, eta: 12:37:37, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9800, loss_cls: 0.5907, loss: 0.5907 +2024-07-18 12:04:05,150 - pyskl - INFO - Epoch [76][2400/2506] lr: 1.225e-02, eta: 12:37:11, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9856, loss_cls: 0.5233, loss: 0.5233 +2024-07-18 12:04:29,012 - pyskl - INFO - Epoch [76][2500/2506] lr: 1.224e-02, eta: 12:36:46, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9825, loss_cls: 0.6113, loss: 0.6113 +2024-07-18 12:04:30,841 - pyskl - INFO - Saving checkpoint at 76 epochs +2024-07-18 12:05:50,630 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 12:05:50,697 - pyskl - INFO - +top1_acc 0.8347 +top5_acc 0.9752 +2024-07-18 12:05:50,699 - pyskl - INFO - Epoch(val) [76][1031] top1_acc: 0.8347, top5_acc: 0.9752 +2024-07-18 12:06:32,274 - pyskl - INFO - Epoch [77][100/2506] lr: 1.223e-02, eta: 12:36:36, time: 0.416, data_time: 0.174, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9881, loss_cls: 0.4975, loss: 0.4975 +2024-07-18 12:06:56,086 - pyskl - INFO - Epoch [77][200/2506] lr: 1.222e-02, eta: 12:36:10, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 0.5172, loss: 0.5172 +2024-07-18 12:07:19,913 - pyskl - INFO - Epoch [77][300/2506] lr: 1.221e-02, eta: 12:35:45, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 0.5911, loss: 0.5911 +2024-07-18 12:07:43,744 - pyskl - INFO - Epoch [77][400/2506] lr: 1.220e-02, eta: 12:35:20, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 0.5513, loss: 0.5513 +2024-07-18 12:08:07,599 - pyskl - INFO - Epoch [77][500/2506] lr: 1.219e-02, eta: 12:34:55, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 0.5688, loss: 0.5688 +2024-07-18 12:08:31,419 - pyskl - INFO - Epoch [77][600/2506] lr: 1.218e-02, eta: 12:34:30, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 0.5351, loss: 0.5351 +2024-07-18 12:08:55,190 - pyskl - INFO - Epoch [77][700/2506] lr: 1.217e-02, eta: 12:34:05, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 0.5579, loss: 0.5579 +2024-07-18 12:09:18,981 - pyskl - INFO - Epoch [77][800/2506] lr: 1.215e-02, eta: 12:33:40, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 0.5344, loss: 0.5344 +2024-07-18 12:09:42,776 - pyskl - INFO - Epoch [77][900/2506] lr: 1.214e-02, eta: 12:33:14, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 0.5229, loss: 0.5229 +2024-07-18 12:10:06,605 - pyskl - INFO - Epoch [77][1000/2506] lr: 1.213e-02, eta: 12:32:49, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9844, loss_cls: 0.5615, loss: 0.5615 +2024-07-18 12:10:30,420 - pyskl - INFO - Epoch [77][1100/2506] lr: 1.212e-02, eta: 12:32:24, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 0.5424, loss: 0.5424 +2024-07-18 12:10:54,276 - pyskl - INFO - Epoch [77][1200/2506] lr: 1.211e-02, eta: 12:31:59, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9900, loss_cls: 0.5887, loss: 0.5887 +2024-07-18 12:11:18,075 - pyskl - INFO - Epoch [77][1300/2506] lr: 1.210e-02, eta: 12:31:34, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 0.6041, loss: 0.6041 +2024-07-18 12:11:41,840 - pyskl - INFO - Epoch [77][1400/2506] lr: 1.209e-02, eta: 12:31:09, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 0.6168, loss: 0.6168 +2024-07-18 12:12:05,651 - pyskl - INFO - Epoch [77][1500/2506] lr: 1.208e-02, eta: 12:30:44, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9894, loss_cls: 0.6404, loss: 0.6404 +2024-07-18 12:12:29,425 - pyskl - INFO - Epoch [77][1600/2506] lr: 1.207e-02, eta: 12:30:18, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 0.5506, loss: 0.5506 +2024-07-18 12:12:53,184 - pyskl - INFO - Epoch [77][1700/2506] lr: 1.206e-02, eta: 12:29:53, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9919, loss_cls: 0.5786, loss: 0.5786 +2024-07-18 12:13:16,977 - pyskl - INFO - Epoch [77][1800/2506] lr: 1.205e-02, eta: 12:29:28, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 0.5950, loss: 0.5950 +2024-07-18 12:13:40,809 - pyskl - INFO - Epoch [77][1900/2506] lr: 1.204e-02, eta: 12:29:03, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 0.5985, loss: 0.5985 +2024-07-18 12:14:04,661 - pyskl - INFO - Epoch [77][2000/2506] lr: 1.203e-02, eta: 12:28:38, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 0.5719, loss: 0.5719 +2024-07-18 12:14:28,530 - pyskl - INFO - Epoch [77][2100/2506] lr: 1.202e-02, eta: 12:28:13, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9838, loss_cls: 0.5698, loss: 0.5698 +2024-07-18 12:14:52,441 - pyskl - INFO - Epoch [77][2200/2506] lr: 1.201e-02, eta: 12:27:48, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 0.6115, loss: 0.6115 +2024-07-18 12:15:16,281 - pyskl - INFO - Epoch [77][2300/2506] lr: 1.200e-02, eta: 12:27:23, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 0.5727, loss: 0.5727 +2024-07-18 12:15:40,090 - pyskl - INFO - Epoch [77][2400/2506] lr: 1.199e-02, eta: 12:26:57, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 0.5627, loss: 0.5627 +2024-07-18 12:16:03,942 - pyskl - INFO - Epoch [77][2500/2506] lr: 1.198e-02, eta: 12:26:32, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 0.5714, loss: 0.5714 +2024-07-18 12:16:05,776 - pyskl - INFO - Saving checkpoint at 77 epochs +2024-07-18 12:17:25,323 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 12:17:25,389 - pyskl - INFO - +top1_acc 0.8395 +top5_acc 0.9731 +2024-07-18 12:17:25,392 - pyskl - INFO - Epoch(val) [77][1031] top1_acc: 0.8395, top5_acc: 0.9731 +2024-07-18 12:18:06,984 - pyskl - INFO - Epoch [78][100/2506] lr: 1.197e-02, eta: 12:26:21, time: 0.416, data_time: 0.173, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 0.5303, loss: 0.5303 +2024-07-18 12:18:30,719 - pyskl - INFO - Epoch [78][200/2506] lr: 1.196e-02, eta: 12:25:56, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 0.5761, loss: 0.5761 +2024-07-18 12:18:54,489 - pyskl - INFO - Epoch [78][300/2506] lr: 1.195e-02, eta: 12:25:31, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 0.5357, loss: 0.5357 +2024-07-18 12:19:18,279 - pyskl - INFO - Epoch [78][400/2506] lr: 1.193e-02, eta: 12:25:06, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 0.5441, loss: 0.5441 +2024-07-18 12:19:42,058 - pyskl - INFO - Epoch [78][500/2506] lr: 1.192e-02, eta: 12:24:41, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 0.4930, loss: 0.4930 +2024-07-18 12:20:05,766 - pyskl - INFO - Epoch [78][600/2506] lr: 1.191e-02, eta: 12:24:15, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9838, loss_cls: 0.4921, loss: 0.4921 +2024-07-18 12:20:29,523 - pyskl - INFO - Epoch [78][700/2506] lr: 1.190e-02, eta: 12:23:50, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 0.5775, loss: 0.5775 +2024-07-18 12:20:53,272 - pyskl - INFO - Epoch [78][800/2506] lr: 1.189e-02, eta: 12:23:25, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 0.5639, loss: 0.5639 +2024-07-18 12:21:17,037 - pyskl - INFO - Epoch [78][900/2506] lr: 1.188e-02, eta: 12:23:00, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 0.5914, loss: 0.5914 +2024-07-18 12:21:40,774 - pyskl - INFO - Epoch [78][1000/2506] lr: 1.187e-02, eta: 12:22:35, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 0.5765, loss: 0.5765 +2024-07-18 12:22:04,532 - pyskl - INFO - Epoch [78][1100/2506] lr: 1.186e-02, eta: 12:22:09, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 0.5754, loss: 0.5754 +2024-07-18 12:22:28,293 - pyskl - INFO - Epoch [78][1200/2506] lr: 1.185e-02, eta: 12:21:44, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 0.5661, loss: 0.5661 +2024-07-18 12:22:52,038 - pyskl - INFO - Epoch [78][1300/2506] lr: 1.184e-02, eta: 12:21:19, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9844, loss_cls: 0.5839, loss: 0.5839 +2024-07-18 12:23:15,786 - pyskl - INFO - Epoch [78][1400/2506] lr: 1.183e-02, eta: 12:20:54, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 0.6050, loss: 0.6050 +2024-07-18 12:23:39,550 - pyskl - INFO - Epoch [78][1500/2506] lr: 1.182e-02, eta: 12:20:29, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 0.5473, loss: 0.5473 +2024-07-18 12:24:03,270 - pyskl - INFO - Epoch [78][1600/2506] lr: 1.181e-02, eta: 12:20:04, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 0.5728, loss: 0.5728 +2024-07-18 12:24:27,021 - pyskl - INFO - Epoch [78][1700/2506] lr: 1.180e-02, eta: 12:19:38, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 0.5579, loss: 0.5579 +2024-07-18 12:24:50,796 - pyskl - INFO - Epoch [78][1800/2506] lr: 1.179e-02, eta: 12:19:13, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 0.5941, loss: 0.5941 +2024-07-18 12:25:14,531 - pyskl - INFO - Epoch [78][1900/2506] lr: 1.178e-02, eta: 12:18:48, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 0.5467, loss: 0.5467 +2024-07-18 12:25:38,285 - pyskl - INFO - Epoch [78][2000/2506] lr: 1.177e-02, eta: 12:18:23, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 0.5823, loss: 0.5823 +2024-07-18 12:26:02,075 - pyskl - INFO - Epoch [78][2100/2506] lr: 1.176e-02, eta: 12:17:58, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 0.6168, loss: 0.6168 +2024-07-18 12:26:25,819 - pyskl - INFO - Epoch [78][2200/2506] lr: 1.175e-02, eta: 12:17:33, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 0.5722, loss: 0.5722 +2024-07-18 12:26:49,557 - pyskl - INFO - Epoch [78][2300/2506] lr: 1.174e-02, eta: 12:17:07, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 0.5460, loss: 0.5460 +2024-07-18 12:27:13,300 - pyskl - INFO - Epoch [78][2400/2506] lr: 1.173e-02, eta: 12:16:42, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 0.5454, loss: 0.5454 +2024-07-18 12:27:37,147 - pyskl - INFO - Epoch [78][2500/2506] lr: 1.172e-02, eta: 12:16:17, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 0.5896, loss: 0.5896 +2024-07-18 12:27:38,968 - pyskl - INFO - Saving checkpoint at 78 epochs +2024-07-18 12:28:58,706 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 12:28:58,772 - pyskl - INFO - +top1_acc 0.8234 +top5_acc 0.9742 +2024-07-18 12:28:58,775 - pyskl - INFO - Epoch(val) [78][1031] top1_acc: 0.8234, top5_acc: 0.9742 +2024-07-18 12:29:40,921 - pyskl - INFO - Epoch [79][100/2506] lr: 1.170e-02, eta: 12:16:06, time: 0.421, data_time: 0.178, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 0.5205, loss: 0.5205 +2024-07-18 12:30:04,769 - pyskl - INFO - Epoch [79][200/2506] lr: 1.169e-02, eta: 12:15:41, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 0.4707, loss: 0.4707 +2024-07-18 12:30:28,673 - pyskl - INFO - Epoch [79][300/2506] lr: 1.168e-02, eta: 12:15:16, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 0.4906, loss: 0.4906 +2024-07-18 12:30:52,464 - pyskl - INFO - Epoch [79][400/2506] lr: 1.167e-02, eta: 12:14:51, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 0.5088, loss: 0.5088 +2024-07-18 12:31:16,267 - pyskl - INFO - Epoch [79][500/2506] lr: 1.166e-02, eta: 12:14:26, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9844, loss_cls: 0.5240, loss: 0.5240 +2024-07-18 12:31:40,070 - pyskl - INFO - Epoch [79][600/2506] lr: 1.165e-02, eta: 12:14:01, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 0.5763, loss: 0.5763 +2024-07-18 12:32:03,873 - pyskl - INFO - Epoch [79][700/2506] lr: 1.164e-02, eta: 12:13:35, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9862, loss_cls: 0.5378, loss: 0.5378 +2024-07-18 12:32:27,676 - pyskl - INFO - Epoch [79][800/2506] lr: 1.163e-02, eta: 12:13:10, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 0.5977, loss: 0.5977 +2024-07-18 12:32:51,485 - pyskl - INFO - Epoch [79][900/2506] lr: 1.162e-02, eta: 12:12:45, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9825, loss_cls: 0.5596, loss: 0.5596 +2024-07-18 12:33:15,312 - pyskl - INFO - Epoch [79][1000/2506] lr: 1.161e-02, eta: 12:12:20, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 0.5263, loss: 0.5263 +2024-07-18 12:33:39,118 - pyskl - INFO - Epoch [79][1100/2506] lr: 1.160e-02, eta: 12:11:55, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 0.5758, loss: 0.5758 +2024-07-18 12:34:02,922 - pyskl - INFO - Epoch [79][1200/2506] lr: 1.159e-02, eta: 12:11:30, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9919, loss_cls: 0.5566, loss: 0.5566 +2024-07-18 12:34:26,724 - pyskl - INFO - Epoch [79][1300/2506] lr: 1.158e-02, eta: 12:11:05, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 0.5475, loss: 0.5475 +2024-07-18 12:34:50,533 - pyskl - INFO - Epoch [79][1400/2506] lr: 1.157e-02, eta: 12:10:40, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 0.5852, loss: 0.5852 +2024-07-18 12:35:14,344 - pyskl - INFO - Epoch [79][1500/2506] lr: 1.156e-02, eta: 12:10:15, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 0.5580, loss: 0.5580 +2024-07-18 12:35:38,158 - pyskl - INFO - Epoch [79][1600/2506] lr: 1.155e-02, eta: 12:09:50, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 0.5666, loss: 0.5666 +2024-07-18 12:36:01,991 - pyskl - INFO - Epoch [79][1700/2506] lr: 1.154e-02, eta: 12:09:24, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9862, loss_cls: 0.5773, loss: 0.5773 +2024-07-18 12:36:25,848 - pyskl - INFO - Epoch [79][1800/2506] lr: 1.153e-02, eta: 12:08:59, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 0.6421, loss: 0.6421 +2024-07-18 12:36:49,663 - pyskl - INFO - Epoch [79][1900/2506] lr: 1.152e-02, eta: 12:08:34, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 0.5403, loss: 0.5403 +2024-07-18 12:37:13,508 - pyskl - INFO - Epoch [79][2000/2506] lr: 1.151e-02, eta: 12:08:09, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 0.6410, loss: 0.6410 +2024-07-18 12:37:37,355 - pyskl - INFO - Epoch [79][2100/2506] lr: 1.150e-02, eta: 12:07:44, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 0.5490, loss: 0.5490 +2024-07-18 12:38:01,168 - pyskl - INFO - Epoch [79][2200/2506] lr: 1.149e-02, eta: 12:07:19, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 0.4603, loss: 0.4603 +2024-07-18 12:38:24,987 - pyskl - INFO - Epoch [79][2300/2506] lr: 1.148e-02, eta: 12:06:54, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9856, loss_cls: 0.5354, loss: 0.5354 +2024-07-18 12:38:48,875 - pyskl - INFO - Epoch [79][2400/2506] lr: 1.147e-02, eta: 12:06:29, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9850, loss_cls: 0.5619, loss: 0.5619 +2024-07-18 12:39:12,709 - pyskl - INFO - Epoch [79][2500/2506] lr: 1.145e-02, eta: 12:06:04, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 0.6378, loss: 0.6378 +2024-07-18 12:39:14,578 - pyskl - INFO - Saving checkpoint at 79 epochs +2024-07-18 12:40:34,332 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 12:40:34,399 - pyskl - INFO - +top1_acc 0.8512 +top5_acc 0.9757 +2024-07-18 12:40:34,402 - pyskl - INFO - Epoch(val) [79][1031] top1_acc: 0.8512, top5_acc: 0.9757 +2024-07-18 12:41:16,891 - pyskl - INFO - Epoch [80][100/2506] lr: 1.144e-02, eta: 12:05:53, time: 0.425, data_time: 0.181, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 0.5023, loss: 0.5023 +2024-07-18 12:41:40,756 - pyskl - INFO - Epoch [80][200/2506] lr: 1.143e-02, eta: 12:05:28, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 0.4736, loss: 0.4736 +2024-07-18 12:42:04,622 - pyskl - INFO - Epoch [80][300/2506] lr: 1.142e-02, eta: 12:05:03, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 0.5172, loss: 0.5172 +2024-07-18 12:42:28,512 - pyskl - INFO - Epoch [80][400/2506] lr: 1.141e-02, eta: 12:04:38, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 0.5230, loss: 0.5230 +2024-07-18 12:42:52,348 - pyskl - INFO - Epoch [80][500/2506] lr: 1.140e-02, eta: 12:04:13, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 0.4529, loss: 0.4529 +2024-07-18 12:43:16,232 - pyskl - INFO - Epoch [80][600/2506] lr: 1.139e-02, eta: 12:03:48, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 0.5146, loss: 0.5146 +2024-07-18 12:43:40,092 - pyskl - INFO - Epoch [80][700/2506] lr: 1.138e-02, eta: 12:03:22, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9919, loss_cls: 0.5613, loss: 0.5613 +2024-07-18 12:44:03,984 - pyskl - INFO - Epoch [80][800/2506] lr: 1.137e-02, eta: 12:02:57, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9856, loss_cls: 0.5498, loss: 0.5498 +2024-07-18 12:44:27,824 - pyskl - INFO - Epoch [80][900/2506] lr: 1.136e-02, eta: 12:02:32, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9869, loss_cls: 0.5311, loss: 0.5311 +2024-07-18 12:44:51,684 - pyskl - INFO - Epoch [80][1000/2506] lr: 1.135e-02, eta: 12:02:07, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 0.5114, loss: 0.5114 +2024-07-18 12:45:15,557 - pyskl - INFO - Epoch [80][1100/2506] lr: 1.134e-02, eta: 12:01:42, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9856, loss_cls: 0.5375, loss: 0.5375 +2024-07-18 12:45:39,405 - pyskl - INFO - Epoch [80][1200/2506] lr: 1.133e-02, eta: 12:01:17, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 0.5740, loss: 0.5740 +2024-07-18 12:46:03,240 - pyskl - INFO - Epoch [80][1300/2506] lr: 1.132e-02, eta: 12:00:52, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 0.5369, loss: 0.5369 +2024-07-18 12:46:27,081 - pyskl - INFO - Epoch [80][1400/2506] lr: 1.131e-02, eta: 12:00:27, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 0.4847, loss: 0.4847 +2024-07-18 12:46:50,807 - pyskl - INFO - Epoch [80][1500/2506] lr: 1.130e-02, eta: 12:00:02, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 0.4706, loss: 0.4706 +2024-07-18 12:47:14,526 - pyskl - INFO - Epoch [80][1600/2506] lr: 1.129e-02, eta: 11:59:37, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 0.5125, loss: 0.5125 +2024-07-18 12:47:38,258 - pyskl - INFO - Epoch [80][1700/2506] lr: 1.128e-02, eta: 11:59:12, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 0.5920, loss: 0.5920 +2024-07-18 12:48:01,991 - pyskl - INFO - Epoch [80][1800/2506] lr: 1.127e-02, eta: 11:58:46, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 0.6102, loss: 0.6102 +2024-07-18 12:48:25,864 - pyskl - INFO - Epoch [80][1900/2506] lr: 1.126e-02, eta: 11:58:21, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 0.5487, loss: 0.5487 +2024-07-18 12:48:49,734 - pyskl - INFO - Epoch [80][2000/2506] lr: 1.125e-02, eta: 11:57:56, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 0.5883, loss: 0.5883 +2024-07-18 12:49:13,585 - pyskl - INFO - Epoch [80][2100/2506] lr: 1.124e-02, eta: 11:57:31, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 0.5535, loss: 0.5535 +2024-07-18 12:49:37,380 - pyskl - INFO - Epoch [80][2200/2506] lr: 1.123e-02, eta: 11:57:06, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 0.5512, loss: 0.5512 +2024-07-18 12:50:01,194 - pyskl - INFO - Epoch [80][2300/2506] lr: 1.121e-02, eta: 11:56:41, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 0.5610, loss: 0.5610 +2024-07-18 12:50:25,039 - pyskl - INFO - Epoch [80][2400/2506] lr: 1.120e-02, eta: 11:56:16, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 0.5730, loss: 0.5730 +2024-07-18 12:50:48,960 - pyskl - INFO - Epoch [80][2500/2506] lr: 1.119e-02, eta: 11:55:51, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 0.5904, loss: 0.5904 +2024-07-18 12:50:50,857 - pyskl - INFO - Saving checkpoint at 80 epochs +2024-07-18 12:52:10,744 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 12:52:10,811 - pyskl - INFO - +top1_acc 0.8618 +top5_acc 0.9793 +2024-07-18 12:52:10,815 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_70.pth was removed +2024-07-18 12:52:10,946 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_80.pth. +2024-07-18 12:52:10,946 - pyskl - INFO - Best top1_acc is 0.8618 at 80 epoch. +2024-07-18 12:52:10,948 - pyskl - INFO - Epoch(val) [80][1031] top1_acc: 0.8618, top5_acc: 0.9793 +2024-07-18 12:52:52,512 - pyskl - INFO - Epoch [81][100/2506] lr: 1.118e-02, eta: 11:55:39, time: 0.416, data_time: 0.173, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 0.5276, loss: 0.5276 +2024-07-18 12:53:16,255 - pyskl - INFO - Epoch [81][200/2506] lr: 1.117e-02, eta: 11:55:14, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 0.5085, loss: 0.5085 +2024-07-18 12:53:39,971 - pyskl - INFO - Epoch [81][300/2506] lr: 1.116e-02, eta: 11:54:49, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 0.5171, loss: 0.5171 +2024-07-18 12:54:03,739 - pyskl - INFO - Epoch [81][400/2506] lr: 1.115e-02, eta: 11:54:23, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9825, loss_cls: 0.5198, loss: 0.5198 +2024-07-18 12:54:27,439 - pyskl - INFO - Epoch [81][500/2506] lr: 1.114e-02, eta: 11:53:58, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9881, loss_cls: 0.4414, loss: 0.4414 +2024-07-18 12:54:51,163 - pyskl - INFO - Epoch [81][600/2506] lr: 1.113e-02, eta: 11:53:33, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 0.5575, loss: 0.5575 +2024-07-18 12:55:14,958 - pyskl - INFO - Epoch [81][700/2506] lr: 1.112e-02, eta: 11:53:08, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 0.5010, loss: 0.5010 +2024-07-18 12:55:38,741 - pyskl - INFO - Epoch [81][800/2506] lr: 1.111e-02, eta: 11:52:43, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 0.4768, loss: 0.4768 +2024-07-18 12:56:02,559 - pyskl - INFO - Epoch [81][900/2506] lr: 1.110e-02, eta: 11:52:18, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 0.5209, loss: 0.5209 +2024-07-18 12:56:26,355 - pyskl - INFO - Epoch [81][1000/2506] lr: 1.109e-02, eta: 11:51:53, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9844, loss_cls: 0.5487, loss: 0.5487 +2024-07-18 12:56:50,144 - pyskl - INFO - Epoch [81][1100/2506] lr: 1.108e-02, eta: 11:51:28, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 0.5322, loss: 0.5322 +2024-07-18 12:57:13,915 - pyskl - INFO - Epoch [81][1200/2506] lr: 1.107e-02, eta: 11:51:03, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 0.4646, loss: 0.4646 +2024-07-18 12:57:37,711 - pyskl - INFO - Epoch [81][1300/2506] lr: 1.106e-02, eta: 11:50:37, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 0.5344, loss: 0.5344 +2024-07-18 12:58:01,501 - pyskl - INFO - Epoch [81][1400/2506] lr: 1.105e-02, eta: 11:50:12, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 0.5205, loss: 0.5205 +2024-07-18 12:58:25,314 - pyskl - INFO - Epoch [81][1500/2506] lr: 1.104e-02, eta: 11:49:47, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9938, loss_cls: 0.5278, loss: 0.5278 +2024-07-18 12:58:49,122 - pyskl - INFO - Epoch [81][1600/2506] lr: 1.103e-02, eta: 11:49:22, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9919, loss_cls: 0.5763, loss: 0.5763 +2024-07-18 12:59:12,982 - pyskl - INFO - Epoch [81][1700/2506] lr: 1.102e-02, eta: 11:48:57, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9856, loss_cls: 0.5549, loss: 0.5549 +2024-07-18 12:59:36,963 - pyskl - INFO - Epoch [81][1800/2506] lr: 1.101e-02, eta: 11:48:32, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 0.5688, loss: 0.5688 +2024-07-18 13:00:00,833 - pyskl - INFO - Epoch [81][1900/2506] lr: 1.100e-02, eta: 11:48:07, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 0.5682, loss: 0.5682 +2024-07-18 13:00:24,734 - pyskl - INFO - Epoch [81][2000/2506] lr: 1.099e-02, eta: 11:47:42, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 0.5656, loss: 0.5656 +2024-07-18 13:00:48,624 - pyskl - INFO - Epoch [81][2100/2506] lr: 1.098e-02, eta: 11:47:17, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 0.5403, loss: 0.5403 +2024-07-18 13:01:12,474 - pyskl - INFO - Epoch [81][2200/2506] lr: 1.097e-02, eta: 11:46:52, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 0.5656, loss: 0.5656 +2024-07-18 13:01:36,385 - pyskl - INFO - Epoch [81][2300/2506] lr: 1.095e-02, eta: 11:46:27, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 0.5084, loss: 0.5084 +2024-07-18 13:02:00,338 - pyskl - INFO - Epoch [81][2400/2506] lr: 1.094e-02, eta: 11:46:02, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 0.6207, loss: 0.6207 +2024-07-18 13:02:24,329 - pyskl - INFO - Epoch [81][2500/2506] lr: 1.093e-02, eta: 11:45:37, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 0.5494, loss: 0.5494 +2024-07-18 13:02:26,183 - pyskl - INFO - Saving checkpoint at 81 epochs +2024-07-18 13:03:45,787 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 13:03:45,854 - pyskl - INFO - +top1_acc 0.8468 +top5_acc 0.9762 +2024-07-18 13:03:45,856 - pyskl - INFO - Epoch(val) [81][1031] top1_acc: 0.8468, top5_acc: 0.9762 +2024-07-18 13:04:27,391 - pyskl - INFO - Epoch [82][100/2506] lr: 1.092e-02, eta: 11:45:25, time: 0.415, data_time: 0.173, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9969, loss_cls: 0.4549, loss: 0.4549 +2024-07-18 13:04:51,169 - pyskl - INFO - Epoch [82][200/2506] lr: 1.091e-02, eta: 11:45:00, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9950, loss_cls: 0.4682, loss: 0.4682 +2024-07-18 13:05:14,983 - pyskl - INFO - Epoch [82][300/2506] lr: 1.090e-02, eta: 11:44:35, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 0.4892, loss: 0.4892 +2024-07-18 13:05:38,784 - pyskl - INFO - Epoch [82][400/2506] lr: 1.089e-02, eta: 11:44:09, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 0.4891, loss: 0.4891 +2024-07-18 13:06:02,606 - pyskl - INFO - Epoch [82][500/2506] lr: 1.088e-02, eta: 11:43:44, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 0.5154, loss: 0.5154 +2024-07-18 13:06:26,406 - pyskl - INFO - Epoch [82][600/2506] lr: 1.087e-02, eta: 11:43:19, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9806, loss_cls: 0.5793, loss: 0.5793 +2024-07-18 13:06:50,227 - pyskl - INFO - Epoch [82][700/2506] lr: 1.086e-02, eta: 11:42:54, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9869, loss_cls: 0.4989, loss: 0.4989 +2024-07-18 13:07:14,042 - pyskl - INFO - Epoch [82][800/2506] lr: 1.085e-02, eta: 11:42:29, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 0.4901, loss: 0.4901 +2024-07-18 13:07:37,865 - pyskl - INFO - Epoch [82][900/2506] lr: 1.084e-02, eta: 11:42:04, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 0.5558, loss: 0.5558 +2024-07-18 13:08:01,656 - pyskl - INFO - Epoch [82][1000/2506] lr: 1.083e-02, eta: 11:41:39, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 0.5433, loss: 0.5433 +2024-07-18 13:08:25,458 - pyskl - INFO - Epoch [82][1100/2506] lr: 1.082e-02, eta: 11:41:14, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 0.5220, loss: 0.5220 +2024-07-18 13:08:49,334 - pyskl - INFO - Epoch [82][1200/2506] lr: 1.081e-02, eta: 11:40:49, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9838, loss_cls: 0.5902, loss: 0.5902 +2024-07-18 13:09:13,160 - pyskl - INFO - Epoch [82][1300/2506] lr: 1.080e-02, eta: 11:40:24, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9925, loss_cls: 0.5181, loss: 0.5181 +2024-07-18 13:09:36,997 - pyskl - INFO - Epoch [82][1400/2506] lr: 1.079e-02, eta: 11:39:59, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 0.5659, loss: 0.5659 +2024-07-18 13:10:00,848 - pyskl - INFO - Epoch [82][1500/2506] lr: 1.078e-02, eta: 11:39:34, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 0.5537, loss: 0.5537 +2024-07-18 13:10:24,738 - pyskl - INFO - Epoch [82][1600/2506] lr: 1.077e-02, eta: 11:39:09, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 0.5700, loss: 0.5700 +2024-07-18 13:10:48,656 - pyskl - INFO - Epoch [82][1700/2506] lr: 1.076e-02, eta: 11:38:44, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 0.5304, loss: 0.5304 +2024-07-18 13:11:12,511 - pyskl - INFO - Epoch [82][1800/2506] lr: 1.075e-02, eta: 11:38:19, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 0.5773, loss: 0.5773 +2024-07-18 13:11:36,364 - pyskl - INFO - Epoch [82][1900/2506] lr: 1.074e-02, eta: 11:37:54, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 0.5958, loss: 0.5958 +2024-07-18 13:12:00,154 - pyskl - INFO - Epoch [82][2000/2506] lr: 1.073e-02, eta: 11:37:29, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 0.5183, loss: 0.5183 +2024-07-18 13:12:23,928 - pyskl - INFO - Epoch [82][2100/2506] lr: 1.072e-02, eta: 11:37:04, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 0.5850, loss: 0.5850 +2024-07-18 13:12:47,728 - pyskl - INFO - Epoch [82][2200/2506] lr: 1.071e-02, eta: 11:36:39, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 0.5036, loss: 0.5036 +2024-07-18 13:13:11,580 - pyskl - INFO - Epoch [82][2300/2506] lr: 1.070e-02, eta: 11:36:14, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9838, loss_cls: 0.5575, loss: 0.5575 +2024-07-18 13:13:35,535 - pyskl - INFO - Epoch [82][2400/2506] lr: 1.069e-02, eta: 11:35:49, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9869, loss_cls: 0.4995, loss: 0.4995 +2024-07-18 13:13:59,409 - pyskl - INFO - Epoch [82][2500/2506] lr: 1.067e-02, eta: 11:35:24, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9819, loss_cls: 0.5807, loss: 0.5807 +2024-07-18 13:14:01,229 - pyskl - INFO - Saving checkpoint at 82 epochs +2024-07-18 13:15:20,904 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 13:15:20,975 - pyskl - INFO - +top1_acc 0.8329 +top5_acc 0.9718 +2024-07-18 13:15:20,978 - pyskl - INFO - Epoch(val) [82][1031] top1_acc: 0.8329, top5_acc: 0.9718 +2024-07-18 13:16:02,663 - pyskl - INFO - Epoch [83][100/2506] lr: 1.066e-02, eta: 11:35:11, time: 0.417, data_time: 0.173, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9938, loss_cls: 0.4868, loss: 0.4868 +2024-07-18 13:16:26,593 - pyskl - INFO - Epoch [83][200/2506] lr: 1.065e-02, eta: 11:34:46, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 0.4684, loss: 0.4684 +2024-07-18 13:16:50,447 - pyskl - INFO - Epoch [83][300/2506] lr: 1.064e-02, eta: 11:34:21, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 0.4900, loss: 0.4900 +2024-07-18 13:17:14,293 - pyskl - INFO - Epoch [83][400/2506] lr: 1.063e-02, eta: 11:33:56, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 0.5563, loss: 0.5563 +2024-07-18 13:17:38,095 - pyskl - INFO - Epoch [83][500/2506] lr: 1.062e-02, eta: 11:33:31, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9869, loss_cls: 0.5100, loss: 0.5100 +2024-07-18 13:18:01,879 - pyskl - INFO - Epoch [83][600/2506] lr: 1.061e-02, eta: 11:33:06, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9881, loss_cls: 0.4663, loss: 0.4663 +2024-07-18 13:18:25,712 - pyskl - INFO - Epoch [83][700/2506] lr: 1.060e-02, eta: 11:32:41, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 0.4877, loss: 0.4877 +2024-07-18 13:18:49,572 - pyskl - INFO - Epoch [83][800/2506] lr: 1.059e-02, eta: 11:32:16, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 0.5180, loss: 0.5180 +2024-07-18 13:19:13,463 - pyskl - INFO - Epoch [83][900/2506] lr: 1.058e-02, eta: 11:31:51, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9800, loss_cls: 0.5948, loss: 0.5948 +2024-07-18 13:19:37,325 - pyskl - INFO - Epoch [83][1000/2506] lr: 1.057e-02, eta: 11:31:26, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 0.5174, loss: 0.5174 +2024-07-18 13:20:01,200 - pyskl - INFO - Epoch [83][1100/2506] lr: 1.056e-02, eta: 11:31:01, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 0.5043, loss: 0.5043 +2024-07-18 13:20:25,094 - pyskl - INFO - Epoch [83][1200/2506] lr: 1.055e-02, eta: 11:30:36, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 0.5183, loss: 0.5183 +2024-07-18 13:20:48,997 - pyskl - INFO - Epoch [83][1300/2506] lr: 1.054e-02, eta: 11:30:11, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9856, loss_cls: 0.5050, loss: 0.5050 +2024-07-18 13:21:12,871 - pyskl - INFO - Epoch [83][1400/2506] lr: 1.053e-02, eta: 11:29:46, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 0.5041, loss: 0.5041 +2024-07-18 13:21:36,807 - pyskl - INFO - Epoch [83][1500/2506] lr: 1.052e-02, eta: 11:29:21, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 0.5312, loss: 0.5312 +2024-07-18 13:22:00,730 - pyskl - INFO - Epoch [83][1600/2506] lr: 1.051e-02, eta: 11:28:56, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 0.5182, loss: 0.5182 +2024-07-18 13:22:24,671 - pyskl - INFO - Epoch [83][1700/2506] lr: 1.050e-02, eta: 11:28:31, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9862, loss_cls: 0.5195, loss: 0.5195 +2024-07-18 13:22:48,602 - pyskl - INFO - Epoch [83][1800/2506] lr: 1.049e-02, eta: 11:28:06, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9844, loss_cls: 0.5200, loss: 0.5200 +2024-07-18 13:23:12,475 - pyskl - INFO - Epoch [83][1900/2506] lr: 1.048e-02, eta: 11:27:41, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 0.5147, loss: 0.5147 +2024-07-18 13:23:36,340 - pyskl - INFO - Epoch [83][2000/2506] lr: 1.047e-02, eta: 11:27:16, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 0.5242, loss: 0.5242 +2024-07-18 13:24:00,272 - pyskl - INFO - Epoch [83][2100/2506] lr: 1.046e-02, eta: 11:26:51, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 0.5524, loss: 0.5524 +2024-07-18 13:24:24,217 - pyskl - INFO - Epoch [83][2200/2506] lr: 1.045e-02, eta: 11:26:26, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 0.4867, loss: 0.4867 +2024-07-18 13:24:48,030 - pyskl - INFO - Epoch [83][2300/2506] lr: 1.044e-02, eta: 11:26:01, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 0.4693, loss: 0.4693 +2024-07-18 13:25:11,889 - pyskl - INFO - Epoch [83][2400/2506] lr: 1.043e-02, eta: 11:25:36, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9844, loss_cls: 0.4990, loss: 0.4990 +2024-07-18 13:25:35,720 - pyskl - INFO - Epoch [83][2500/2506] lr: 1.042e-02, eta: 11:25:11, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9862, loss_cls: 0.5253, loss: 0.5253 +2024-07-18 13:25:37,585 - pyskl - INFO - Saving checkpoint at 83 epochs +2024-07-18 13:26:57,485 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 13:26:57,552 - pyskl - INFO - +top1_acc 0.8587 +top5_acc 0.9786 +2024-07-18 13:26:57,554 - pyskl - INFO - Epoch(val) [83][1031] top1_acc: 0.8587, top5_acc: 0.9786 +2024-07-18 13:27:39,081 - pyskl - INFO - Epoch [84][100/2506] lr: 1.041e-02, eta: 11:24:58, time: 0.415, data_time: 0.174, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9906, loss_cls: 0.4232, loss: 0.4232 +2024-07-18 13:28:02,865 - pyskl - INFO - Epoch [84][200/2506] lr: 1.039e-02, eta: 11:24:33, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 0.4549, loss: 0.4549 +2024-07-18 13:28:26,588 - pyskl - INFO - Epoch [84][300/2506] lr: 1.038e-02, eta: 11:24:08, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9875, loss_cls: 0.4931, loss: 0.4931 +2024-07-18 13:28:50,365 - pyskl - INFO - Epoch [84][400/2506] lr: 1.037e-02, eta: 11:23:43, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 0.4659, loss: 0.4659 +2024-07-18 13:29:14,165 - pyskl - INFO - Epoch [84][500/2506] lr: 1.036e-02, eta: 11:23:18, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 0.4184, loss: 0.4184 +2024-07-18 13:29:37,960 - pyskl - INFO - Epoch [84][600/2506] lr: 1.035e-02, eta: 11:22:52, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 0.4688, loss: 0.4688 +2024-07-18 13:30:01,735 - pyskl - INFO - Epoch [84][700/2506] lr: 1.034e-02, eta: 11:22:27, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 0.4836, loss: 0.4836 +2024-07-18 13:30:25,513 - pyskl - INFO - Epoch [84][800/2506] lr: 1.033e-02, eta: 11:22:02, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 0.4617, loss: 0.4617 +2024-07-18 13:30:49,273 - pyskl - INFO - Epoch [84][900/2506] lr: 1.032e-02, eta: 11:21:37, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 0.4856, loss: 0.4856 +2024-07-18 13:31:13,109 - pyskl - INFO - Epoch [84][1000/2506] lr: 1.031e-02, eta: 11:21:12, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 0.4940, loss: 0.4940 +2024-07-18 13:31:36,900 - pyskl - INFO - Epoch [84][1100/2506] lr: 1.030e-02, eta: 11:20:47, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 0.5029, loss: 0.5029 +2024-07-18 13:32:00,695 - pyskl - INFO - Epoch [84][1200/2506] lr: 1.029e-02, eta: 11:20:22, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 0.4677, loss: 0.4677 +2024-07-18 13:32:24,487 - pyskl - INFO - Epoch [84][1300/2506] lr: 1.028e-02, eta: 11:19:57, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 0.5032, loss: 0.5032 +2024-07-18 13:32:48,287 - pyskl - INFO - Epoch [84][1400/2506] lr: 1.027e-02, eta: 11:19:32, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 0.5094, loss: 0.5094 +2024-07-18 13:33:12,092 - pyskl - INFO - Epoch [84][1500/2506] lr: 1.026e-02, eta: 11:19:07, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 0.5098, loss: 0.5098 +2024-07-18 13:33:35,938 - pyskl - INFO - Epoch [84][1600/2506] lr: 1.025e-02, eta: 11:18:42, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 0.5497, loss: 0.5497 +2024-07-18 13:33:59,762 - pyskl - INFO - Epoch [84][1700/2506] lr: 1.024e-02, eta: 11:18:17, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 0.5261, loss: 0.5261 +2024-07-18 13:34:23,551 - pyskl - INFO - Epoch [84][1800/2506] lr: 1.023e-02, eta: 11:17:52, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 0.5040, loss: 0.5040 +2024-07-18 13:34:47,451 - pyskl - INFO - Epoch [84][1900/2506] lr: 1.022e-02, eta: 11:17:27, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 0.5349, loss: 0.5349 +2024-07-18 13:35:11,293 - pyskl - INFO - Epoch [84][2000/2506] lr: 1.021e-02, eta: 11:17:02, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9819, loss_cls: 0.5751, loss: 0.5751 +2024-07-18 13:35:35,214 - pyskl - INFO - Epoch [84][2100/2506] lr: 1.020e-02, eta: 11:16:37, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 0.5418, loss: 0.5418 +2024-07-18 13:35:59,076 - pyskl - INFO - Epoch [84][2200/2506] lr: 1.019e-02, eta: 11:16:12, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 0.4854, loss: 0.4854 +2024-07-18 13:36:23,003 - pyskl - INFO - Epoch [84][2300/2506] lr: 1.018e-02, eta: 11:15:47, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 0.5713, loss: 0.5713 +2024-07-18 13:36:46,855 - pyskl - INFO - Epoch [84][2400/2506] lr: 1.017e-02, eta: 11:15:22, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 0.5582, loss: 0.5582 +2024-07-18 13:37:10,724 - pyskl - INFO - Epoch [84][2500/2506] lr: 1.016e-02, eta: 11:14:57, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 0.5252, loss: 0.5252 +2024-07-18 13:37:12,592 - pyskl - INFO - Saving checkpoint at 84 epochs +2024-07-18 13:38:32,412 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 13:38:32,479 - pyskl - INFO - +top1_acc 0.8573 +top5_acc 0.9788 +2024-07-18 13:38:32,481 - pyskl - INFO - Epoch(val) [84][1031] top1_acc: 0.8573, top5_acc: 0.9788 +2024-07-18 13:39:14,272 - pyskl - INFO - Epoch [85][100/2506] lr: 1.015e-02, eta: 11:14:44, time: 0.418, data_time: 0.175, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 0.5319, loss: 0.5319 +2024-07-18 13:39:38,061 - pyskl - INFO - Epoch [85][200/2506] lr: 1.014e-02, eta: 11:14:19, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 0.4837, loss: 0.4837 +2024-07-18 13:40:01,840 - pyskl - INFO - Epoch [85][300/2506] lr: 1.013e-02, eta: 11:13:54, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 0.4114, loss: 0.4114 +2024-07-18 13:40:25,667 - pyskl - INFO - Epoch [85][400/2506] lr: 1.012e-02, eta: 11:13:29, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 0.5235, loss: 0.5235 +2024-07-18 13:40:49,536 - pyskl - INFO - Epoch [85][500/2506] lr: 1.011e-02, eta: 11:13:04, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 0.5233, loss: 0.5233 +2024-07-18 13:41:13,339 - pyskl - INFO - Epoch [85][600/2506] lr: 1.010e-02, eta: 11:12:39, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9862, loss_cls: 0.5335, loss: 0.5335 +2024-07-18 13:41:37,228 - pyskl - INFO - Epoch [85][700/2506] lr: 1.009e-02, eta: 11:12:14, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 0.4483, loss: 0.4483 +2024-07-18 13:42:01,116 - pyskl - INFO - Epoch [85][800/2506] lr: 1.008e-02, eta: 11:11:49, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 0.5178, loss: 0.5178 +2024-07-18 13:42:24,908 - pyskl - INFO - Epoch [85][900/2506] lr: 1.007e-02, eta: 11:11:24, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9856, loss_cls: 0.5139, loss: 0.5139 +2024-07-18 13:42:48,703 - pyskl - INFO - Epoch [85][1000/2506] lr: 1.006e-02, eta: 11:10:59, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 0.4964, loss: 0.4964 +2024-07-18 13:43:12,489 - pyskl - INFO - Epoch [85][1100/2506] lr: 1.005e-02, eta: 11:10:34, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 0.5071, loss: 0.5071 +2024-07-18 13:43:36,265 - pyskl - INFO - Epoch [85][1200/2506] lr: 1.003e-02, eta: 11:10:09, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 0.4759, loss: 0.4759 +2024-07-18 13:44:00,053 - pyskl - INFO - Epoch [85][1300/2506] lr: 1.002e-02, eta: 11:09:44, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 0.5093, loss: 0.5093 +2024-07-18 13:44:23,867 - pyskl - INFO - Epoch [85][1400/2506] lr: 1.001e-02, eta: 11:09:19, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 0.4864, loss: 0.4864 +2024-07-18 13:44:47,713 - pyskl - INFO - Epoch [85][1500/2506] lr: 1.000e-02, eta: 11:08:54, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 0.4914, loss: 0.4914 +2024-07-18 13:45:11,596 - pyskl - INFO - Epoch [85][1600/2506] lr: 9.994e-03, eta: 11:08:29, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 0.5474, loss: 0.5474 +2024-07-18 13:45:35,507 - pyskl - INFO - Epoch [85][1700/2506] lr: 9.984e-03, eta: 11:08:04, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9875, loss_cls: 0.4951, loss: 0.4951 +2024-07-18 13:45:59,451 - pyskl - INFO - Epoch [85][1800/2506] lr: 9.973e-03, eta: 11:07:39, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 0.4896, loss: 0.4896 +2024-07-18 13:46:23,335 - pyskl - INFO - Epoch [85][1900/2506] lr: 9.963e-03, eta: 11:07:14, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 0.5292, loss: 0.5292 +2024-07-18 13:46:47,205 - pyskl - INFO - Epoch [85][2000/2506] lr: 9.953e-03, eta: 11:06:49, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 0.4958, loss: 0.4958 +2024-07-18 13:47:11,085 - pyskl - INFO - Epoch [85][2100/2506] lr: 9.943e-03, eta: 11:06:24, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 0.4847, loss: 0.4847 +2024-07-18 13:47:34,966 - pyskl - INFO - Epoch [85][2200/2506] lr: 9.932e-03, eta: 11:05:59, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9838, loss_cls: 0.5319, loss: 0.5319 +2024-07-18 13:47:58,837 - pyskl - INFO - Epoch [85][2300/2506] lr: 9.922e-03, eta: 11:05:34, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 0.5065, loss: 0.5065 +2024-07-18 13:48:22,563 - pyskl - INFO - Epoch [85][2400/2506] lr: 9.912e-03, eta: 11:05:09, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 0.5212, loss: 0.5212 +2024-07-18 13:48:46,278 - pyskl - INFO - Epoch [85][2500/2506] lr: 9.902e-03, eta: 11:04:44, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 0.5051, loss: 0.5051 +2024-07-18 13:48:48,137 - pyskl - INFO - Saving checkpoint at 85 epochs +2024-07-18 13:50:08,045 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 13:50:08,112 - pyskl - INFO - +top1_acc 0.8558 +top5_acc 0.9799 +2024-07-18 13:50:08,114 - pyskl - INFO - Epoch(val) [85][1031] top1_acc: 0.8558, top5_acc: 0.9799 +2024-07-18 13:50:49,656 - pyskl - INFO - Epoch [86][100/2506] lr: 9.891e-03, eta: 11:04:30, time: 0.415, data_time: 0.173, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 0.4662, loss: 0.4662 +2024-07-18 13:51:13,450 - pyskl - INFO - Epoch [86][200/2506] lr: 9.881e-03, eta: 11:04:05, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 0.4381, loss: 0.4381 +2024-07-18 13:51:37,261 - pyskl - INFO - Epoch [86][300/2506] lr: 9.871e-03, eta: 11:03:40, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 0.4127, loss: 0.4127 +2024-07-18 13:52:01,060 - pyskl - INFO - Epoch [86][400/2506] lr: 9.860e-03, eta: 11:03:15, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 0.4999, loss: 0.4999 +2024-07-18 13:52:24,851 - pyskl - INFO - Epoch [86][500/2506] lr: 9.850e-03, eta: 11:02:50, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 0.4895, loss: 0.4895 +2024-07-18 13:52:48,664 - pyskl - INFO - Epoch [86][600/2506] lr: 9.840e-03, eta: 11:02:25, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 0.4569, loss: 0.4569 +2024-07-18 13:53:12,422 - pyskl - INFO - Epoch [86][700/2506] lr: 9.830e-03, eta: 11:02:00, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 0.4232, loss: 0.4232 +2024-07-18 13:53:36,188 - pyskl - INFO - Epoch [86][800/2506] lr: 9.820e-03, eta: 11:01:35, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9844, loss_cls: 0.4912, loss: 0.4912 +2024-07-18 13:53:59,959 - pyskl - INFO - Epoch [86][900/2506] lr: 9.809e-03, eta: 11:01:10, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 0.4768, loss: 0.4768 +2024-07-18 13:54:23,754 - pyskl - INFO - Epoch [86][1000/2506] lr: 9.799e-03, eta: 11:00:45, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 0.4306, loss: 0.4306 +2024-07-18 13:54:47,513 - pyskl - INFO - Epoch [86][1100/2506] lr: 9.789e-03, eta: 11:00:20, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9869, loss_cls: 0.4622, loss: 0.4622 +2024-07-18 13:55:11,282 - pyskl - INFO - Epoch [86][1200/2506] lr: 9.779e-03, eta: 10:59:55, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9856, loss_cls: 0.5354, loss: 0.5354 +2024-07-18 13:55:35,047 - pyskl - INFO - Epoch [86][1300/2506] lr: 9.769e-03, eta: 10:59:29, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 0.4913, loss: 0.4913 +2024-07-18 13:55:58,802 - pyskl - INFO - Epoch [86][1400/2506] lr: 9.758e-03, eta: 10:59:04, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 0.4654, loss: 0.4654 +2024-07-18 13:56:22,578 - pyskl - INFO - Epoch [86][1500/2506] lr: 9.748e-03, eta: 10:58:39, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 0.4586, loss: 0.4586 +2024-07-18 13:56:46,361 - pyskl - INFO - Epoch [86][1600/2506] lr: 9.738e-03, eta: 10:58:14, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 0.5186, loss: 0.5186 +2024-07-18 13:57:10,151 - pyskl - INFO - Epoch [86][1700/2506] lr: 9.728e-03, eta: 10:57:49, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 0.5352, loss: 0.5352 +2024-07-18 13:57:33,964 - pyskl - INFO - Epoch [86][1800/2506] lr: 9.718e-03, eta: 10:57:24, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 0.4958, loss: 0.4958 +2024-07-18 13:57:57,769 - pyskl - INFO - Epoch [86][1900/2506] lr: 9.707e-03, eta: 10:56:59, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 0.4973, loss: 0.4973 +2024-07-18 13:58:21,594 - pyskl - INFO - Epoch [86][2000/2506] lr: 9.697e-03, eta: 10:56:34, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9844, loss_cls: 0.5078, loss: 0.5078 +2024-07-18 13:58:45,442 - pyskl - INFO - Epoch [86][2100/2506] lr: 9.687e-03, eta: 10:56:09, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9850, loss_cls: 0.5465, loss: 0.5465 +2024-07-18 13:59:09,323 - pyskl - INFO - Epoch [86][2200/2506] lr: 9.677e-03, eta: 10:55:45, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 0.5216, loss: 0.5216 +2024-07-18 13:59:33,288 - pyskl - INFO - Epoch [86][2300/2506] lr: 9.667e-03, eta: 10:55:20, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 0.4772, loss: 0.4772 +2024-07-18 13:59:57,161 - pyskl - INFO - Epoch [86][2400/2506] lr: 9.656e-03, eta: 10:54:55, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 0.5022, loss: 0.5022 +2024-07-18 14:00:21,052 - pyskl - INFO - Epoch [86][2500/2506] lr: 9.646e-03, eta: 10:54:30, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 0.5012, loss: 0.5012 +2024-07-18 14:00:22,875 - pyskl - INFO - Saving checkpoint at 86 epochs +2024-07-18 14:01:42,844 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 14:01:42,912 - pyskl - INFO - +top1_acc 0.8589 +top5_acc 0.9777 +2024-07-18 14:01:42,914 - pyskl - INFO - Epoch(val) [86][1031] top1_acc: 0.8589, top5_acc: 0.9777 +2024-07-18 14:02:24,232 - pyskl - INFO - Epoch [87][100/2506] lr: 9.636e-03, eta: 10:54:15, time: 0.413, data_time: 0.173, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 0.4382, loss: 0.4382 +2024-07-18 14:02:48,180 - pyskl - INFO - Epoch [87][200/2506] lr: 9.625e-03, eta: 10:53:50, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9888, loss_cls: 0.4605, loss: 0.4605 +2024-07-18 14:03:12,117 - pyskl - INFO - Epoch [87][300/2506] lr: 9.615e-03, eta: 10:53:25, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 0.4058, loss: 0.4058 +2024-07-18 14:03:35,812 - pyskl - INFO - Epoch [87][400/2506] lr: 9.605e-03, eta: 10:53:00, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9912, loss_cls: 0.3852, loss: 0.3852 +2024-07-18 14:03:59,562 - pyskl - INFO - Epoch [87][500/2506] lr: 9.595e-03, eta: 10:52:35, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 0.4980, loss: 0.4980 +2024-07-18 14:04:23,317 - pyskl - INFO - Epoch [87][600/2506] lr: 9.585e-03, eta: 10:52:10, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 0.3972, loss: 0.3972 +2024-07-18 14:04:47,086 - pyskl - INFO - Epoch [87][700/2506] lr: 9.575e-03, eta: 10:51:45, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9969, loss_cls: 0.4186, loss: 0.4186 +2024-07-18 14:05:10,850 - pyskl - INFO - Epoch [87][800/2506] lr: 9.564e-03, eta: 10:51:20, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9888, loss_cls: 0.4705, loss: 0.4705 +2024-07-18 14:05:34,586 - pyskl - INFO - Epoch [87][900/2506] lr: 9.554e-03, eta: 10:50:55, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9875, loss_cls: 0.4373, loss: 0.4373 +2024-07-18 14:05:58,371 - pyskl - INFO - Epoch [87][1000/2506] lr: 9.544e-03, eta: 10:50:30, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 0.4804, loss: 0.4804 +2024-07-18 14:06:22,130 - pyskl - INFO - Epoch [87][1100/2506] lr: 9.534e-03, eta: 10:50:05, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9844, loss_cls: 0.4950, loss: 0.4950 +2024-07-18 14:06:45,916 - pyskl - INFO - Epoch [87][1200/2506] lr: 9.524e-03, eta: 10:49:40, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 0.5105, loss: 0.5105 +2024-07-18 14:07:09,662 - pyskl - INFO - Epoch [87][1300/2506] lr: 9.514e-03, eta: 10:49:15, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 0.4884, loss: 0.4884 +2024-07-18 14:07:33,406 - pyskl - INFO - Epoch [87][1400/2506] lr: 9.504e-03, eta: 10:48:50, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 0.5089, loss: 0.5089 +2024-07-18 14:07:57,151 - pyskl - INFO - Epoch [87][1500/2506] lr: 9.493e-03, eta: 10:48:25, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 0.5280, loss: 0.5280 +2024-07-18 14:08:20,933 - pyskl - INFO - Epoch [87][1600/2506] lr: 9.483e-03, eta: 10:48:00, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 0.4537, loss: 0.4537 +2024-07-18 14:08:44,693 - pyskl - INFO - Epoch [87][1700/2506] lr: 9.473e-03, eta: 10:47:35, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9850, loss_cls: 0.5278, loss: 0.5278 +2024-07-18 14:09:08,456 - pyskl - INFO - Epoch [87][1800/2506] lr: 9.463e-03, eta: 10:47:10, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 0.4289, loss: 0.4289 +2024-07-18 14:09:32,258 - pyskl - INFO - Epoch [87][1900/2506] lr: 9.453e-03, eta: 10:46:45, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 0.4216, loss: 0.4216 +2024-07-18 14:09:56,064 - pyskl - INFO - Epoch [87][2000/2506] lr: 9.443e-03, eta: 10:46:20, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9850, loss_cls: 0.5123, loss: 0.5123 +2024-07-18 14:10:19,883 - pyskl - INFO - Epoch [87][2100/2506] lr: 9.433e-03, eta: 10:45:55, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9838, loss_cls: 0.5527, loss: 0.5527 +2024-07-18 14:10:43,743 - pyskl - INFO - Epoch [87][2200/2506] lr: 9.422e-03, eta: 10:45:30, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 0.5599, loss: 0.5599 +2024-07-18 14:11:07,576 - pyskl - INFO - Epoch [87][2300/2506] lr: 9.412e-03, eta: 10:45:05, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9894, loss_cls: 0.4652, loss: 0.4652 +2024-07-18 14:11:31,375 - pyskl - INFO - Epoch [87][2400/2506] lr: 9.402e-03, eta: 10:44:40, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 0.5208, loss: 0.5208 +2024-07-18 14:11:55,389 - pyskl - INFO - Epoch [87][2500/2506] lr: 9.392e-03, eta: 10:44:15, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 0.4464, loss: 0.4464 +2024-07-18 14:11:57,236 - pyskl - INFO - Saving checkpoint at 87 epochs +2024-07-18 14:13:16,566 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 14:13:16,633 - pyskl - INFO - +top1_acc 0.8658 +top5_acc 0.9811 +2024-07-18 14:13:16,637 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_80.pth was removed +2024-07-18 14:13:16,765 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_87.pth. +2024-07-18 14:13:16,765 - pyskl - INFO - Best top1_acc is 0.8658 at 87 epoch. +2024-07-18 14:13:16,767 - pyskl - INFO - Epoch(val) [87][1031] top1_acc: 0.8658, top5_acc: 0.9811 +2024-07-18 14:13:58,625 - pyskl - INFO - Epoch [88][100/2506] lr: 9.381e-03, eta: 10:44:01, time: 0.419, data_time: 0.176, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9975, loss_cls: 0.4038, loss: 0.4038 +2024-07-18 14:14:22,478 - pyskl - INFO - Epoch [88][200/2506] lr: 9.371e-03, eta: 10:43:36, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 0.4828, loss: 0.4828 +2024-07-18 14:14:46,357 - pyskl - INFO - Epoch [88][300/2506] lr: 9.361e-03, eta: 10:43:11, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 0.4135, loss: 0.4135 +2024-07-18 14:15:10,234 - pyskl - INFO - Epoch [88][400/2506] lr: 9.351e-03, eta: 10:42:46, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9894, loss_cls: 0.4505, loss: 0.4505 +2024-07-18 14:15:34,079 - pyskl - INFO - Epoch [88][500/2506] lr: 9.341e-03, eta: 10:42:21, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 0.4404, loss: 0.4404 +2024-07-18 14:15:57,952 - pyskl - INFO - Epoch [88][600/2506] lr: 9.331e-03, eta: 10:41:56, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 0.5072, loss: 0.5072 +2024-07-18 14:16:21,832 - pyskl - INFO - Epoch [88][700/2506] lr: 9.321e-03, eta: 10:41:31, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9875, loss_cls: 0.5031, loss: 0.5031 +2024-07-18 14:16:45,688 - pyskl - INFO - Epoch [88][800/2506] lr: 9.311e-03, eta: 10:41:06, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9888, loss_cls: 0.4461, loss: 0.4461 +2024-07-18 14:17:09,569 - pyskl - INFO - Epoch [88][900/2506] lr: 9.300e-03, eta: 10:40:41, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9962, loss_cls: 0.4803, loss: 0.4803 +2024-07-18 14:17:33,446 - pyskl - INFO - Epoch [88][1000/2506] lr: 9.290e-03, eta: 10:40:17, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9881, loss_cls: 0.4629, loss: 0.4629 +2024-07-18 14:17:57,306 - pyskl - INFO - Epoch [88][1100/2506] lr: 9.280e-03, eta: 10:39:52, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 0.4590, loss: 0.4590 +2024-07-18 14:18:21,176 - pyskl - INFO - Epoch [88][1200/2506] lr: 9.270e-03, eta: 10:39:27, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 0.5090, loss: 0.5090 +2024-07-18 14:18:45,030 - pyskl - INFO - Epoch [88][1300/2506] lr: 9.260e-03, eta: 10:39:02, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 0.4869, loss: 0.4869 +2024-07-18 14:19:08,865 - pyskl - INFO - Epoch [88][1400/2506] lr: 9.250e-03, eta: 10:38:37, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 0.5357, loss: 0.5357 +2024-07-18 14:19:32,720 - pyskl - INFO - Epoch [88][1500/2506] lr: 9.240e-03, eta: 10:38:12, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 0.4345, loss: 0.4345 +2024-07-18 14:19:56,613 - pyskl - INFO - Epoch [88][1600/2506] lr: 9.230e-03, eta: 10:37:47, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9869, loss_cls: 0.4708, loss: 0.4708 +2024-07-18 14:20:20,589 - pyskl - INFO - Epoch [88][1700/2506] lr: 9.220e-03, eta: 10:37:22, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 0.4538, loss: 0.4538 +2024-07-18 14:20:44,589 - pyskl - INFO - Epoch [88][1800/2506] lr: 9.210e-03, eta: 10:36:57, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 0.4883, loss: 0.4883 +2024-07-18 14:21:08,452 - pyskl - INFO - Epoch [88][1900/2506] lr: 9.200e-03, eta: 10:36:32, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9862, loss_cls: 0.5252, loss: 0.5252 +2024-07-18 14:21:32,321 - pyskl - INFO - Epoch [88][2000/2506] lr: 9.190e-03, eta: 10:36:07, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 0.4764, loss: 0.4764 +2024-07-18 14:21:56,233 - pyskl - INFO - Epoch [88][2100/2506] lr: 9.179e-03, eta: 10:35:42, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 0.5131, loss: 0.5131 +2024-07-18 14:22:20,065 - pyskl - INFO - Epoch [88][2200/2506] lr: 9.169e-03, eta: 10:35:18, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9956, loss_cls: 0.4583, loss: 0.4583 +2024-07-18 14:22:43,892 - pyskl - INFO - Epoch [88][2300/2506] lr: 9.159e-03, eta: 10:34:53, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 0.5285, loss: 0.5285 +2024-07-18 14:23:07,856 - pyskl - INFO - Epoch [88][2400/2506] lr: 9.149e-03, eta: 10:34:28, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 0.5028, loss: 0.5028 +2024-07-18 14:23:31,827 - pyskl - INFO - Epoch [88][2500/2506] lr: 9.139e-03, eta: 10:34:03, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 0.5001, loss: 0.5001 +2024-07-18 14:23:33,680 - pyskl - INFO - Saving checkpoint at 88 epochs +2024-07-18 14:24:53,306 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 14:24:53,378 - pyskl - INFO - +top1_acc 0.8580 +top5_acc 0.9806 +2024-07-18 14:24:53,380 - pyskl - INFO - Epoch(val) [88][1031] top1_acc: 0.8580, top5_acc: 0.9806 +2024-07-18 14:25:34,812 - pyskl - INFO - Epoch [89][100/2506] lr: 9.129e-03, eta: 10:33:48, time: 0.414, data_time: 0.172, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 0.3900, loss: 0.3900 +2024-07-18 14:25:58,571 - pyskl - INFO - Epoch [89][200/2506] lr: 9.118e-03, eta: 10:33:23, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 0.3356, loss: 0.3356 +2024-07-18 14:26:22,428 - pyskl - INFO - Epoch [89][300/2506] lr: 9.108e-03, eta: 10:32:58, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 0.4453, loss: 0.4453 +2024-07-18 14:26:46,333 - pyskl - INFO - Epoch [89][400/2506] lr: 9.098e-03, eta: 10:32:33, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 0.4657, loss: 0.4657 +2024-07-18 14:27:10,182 - pyskl - INFO - Epoch [89][500/2506] lr: 9.088e-03, eta: 10:32:08, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9906, loss_cls: 0.4015, loss: 0.4015 +2024-07-18 14:27:33,944 - pyskl - INFO - Epoch [89][600/2506] lr: 9.078e-03, eta: 10:31:43, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 0.4127, loss: 0.4127 +2024-07-18 14:27:57,713 - pyskl - INFO - Epoch [89][700/2506] lr: 9.068e-03, eta: 10:31:18, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9881, loss_cls: 0.4868, loss: 0.4868 +2024-07-18 14:28:21,512 - pyskl - INFO - Epoch [89][800/2506] lr: 9.058e-03, eta: 10:30:53, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 0.4612, loss: 0.4612 +2024-07-18 14:28:45,292 - pyskl - INFO - Epoch [89][900/2506] lr: 9.048e-03, eta: 10:30:28, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 0.5342, loss: 0.5342 +2024-07-18 14:29:09,075 - pyskl - INFO - Epoch [89][1000/2506] lr: 9.038e-03, eta: 10:30:03, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9944, loss_cls: 0.4645, loss: 0.4645 +2024-07-18 14:29:32,867 - pyskl - INFO - Epoch [89][1100/2506] lr: 9.028e-03, eta: 10:29:38, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9888, loss_cls: 0.4377, loss: 0.4377 +2024-07-18 14:29:56,643 - pyskl - INFO - Epoch [89][1200/2506] lr: 9.018e-03, eta: 10:29:13, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 0.3739, loss: 0.3739 +2024-07-18 14:30:20,437 - pyskl - INFO - Epoch [89][1300/2506] lr: 9.008e-03, eta: 10:28:48, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 0.4291, loss: 0.4291 +2024-07-18 14:30:44,212 - pyskl - INFO - Epoch [89][1400/2506] lr: 8.998e-03, eta: 10:28:23, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 0.5346, loss: 0.5346 +2024-07-18 14:31:08,007 - pyskl - INFO - Epoch [89][1500/2506] lr: 8.988e-03, eta: 10:27:58, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9906, loss_cls: 0.4506, loss: 0.4506 +2024-07-18 14:31:31,877 - pyskl - INFO - Epoch [89][1600/2506] lr: 8.978e-03, eta: 10:27:33, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 0.4915, loss: 0.4915 +2024-07-18 14:31:55,794 - pyskl - INFO - Epoch [89][1700/2506] lr: 8.968e-03, eta: 10:27:08, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9850, loss_cls: 0.4864, loss: 0.4864 +2024-07-18 14:32:19,622 - pyskl - INFO - Epoch [89][1800/2506] lr: 8.958e-03, eta: 10:26:43, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 0.4986, loss: 0.4986 +2024-07-18 14:32:43,449 - pyskl - INFO - Epoch [89][1900/2506] lr: 8.948e-03, eta: 10:26:19, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 0.4593, loss: 0.4593 +2024-07-18 14:33:07,304 - pyskl - INFO - Epoch [89][2000/2506] lr: 8.938e-03, eta: 10:25:54, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 0.4601, loss: 0.4601 +2024-07-18 14:33:31,302 - pyskl - INFO - Epoch [89][2100/2506] lr: 8.928e-03, eta: 10:25:29, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 0.4493, loss: 0.4493 +2024-07-18 14:33:55,120 - pyskl - INFO - Epoch [89][2200/2506] lr: 8.918e-03, eta: 10:25:04, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 0.4764, loss: 0.4764 +2024-07-18 14:34:19,000 - pyskl - INFO - Epoch [89][2300/2506] lr: 8.908e-03, eta: 10:24:39, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 0.4360, loss: 0.4360 +2024-07-18 14:34:42,880 - pyskl - INFO - Epoch [89][2400/2506] lr: 8.898e-03, eta: 10:24:14, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9856, loss_cls: 0.4902, loss: 0.4902 +2024-07-18 14:35:06,628 - pyskl - INFO - Epoch [89][2500/2506] lr: 8.888e-03, eta: 10:23:49, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 0.4633, loss: 0.4633 +2024-07-18 14:35:08,500 - pyskl - INFO - Saving checkpoint at 89 epochs +2024-07-18 14:36:27,719 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 14:36:27,787 - pyskl - INFO - +top1_acc 0.8679 +top5_acc 0.9807 +2024-07-18 14:36:27,791 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_87.pth was removed +2024-07-18 14:36:27,919 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_89.pth. +2024-07-18 14:36:27,919 - pyskl - INFO - Best top1_acc is 0.8679 at 89 epoch. +2024-07-18 14:36:27,921 - pyskl - INFO - Epoch(val) [89][1031] top1_acc: 0.8679, top5_acc: 0.9807 +2024-07-18 14:37:10,086 - pyskl - INFO - Epoch [90][100/2506] lr: 8.877e-03, eta: 10:23:34, time: 0.422, data_time: 0.180, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 0.3639, loss: 0.3639 +2024-07-18 14:37:34,043 - pyskl - INFO - Epoch [90][200/2506] lr: 8.867e-03, eta: 10:23:09, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9962, loss_cls: 0.4124, loss: 0.4124 +2024-07-18 14:37:58,155 - pyskl - INFO - Epoch [90][300/2506] lr: 8.857e-03, eta: 10:22:45, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 0.4025, loss: 0.4025 +2024-07-18 14:38:22,039 - pyskl - INFO - Epoch [90][400/2506] lr: 8.847e-03, eta: 10:22:20, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 0.4301, loss: 0.4301 +2024-07-18 14:38:45,925 - pyskl - INFO - Epoch [90][500/2506] lr: 8.837e-03, eta: 10:21:55, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 0.4408, loss: 0.4408 +2024-07-18 14:39:09,774 - pyskl - INFO - Epoch [90][600/2506] lr: 8.827e-03, eta: 10:21:30, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 0.4412, loss: 0.4412 +2024-07-18 14:39:33,632 - pyskl - INFO - Epoch [90][700/2506] lr: 8.817e-03, eta: 10:21:05, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 0.4957, loss: 0.4957 +2024-07-18 14:39:57,481 - pyskl - INFO - Epoch [90][800/2506] lr: 8.807e-03, eta: 10:20:40, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 0.4875, loss: 0.4875 +2024-07-18 14:40:21,322 - pyskl - INFO - Epoch [90][900/2506] lr: 8.797e-03, eta: 10:20:15, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 0.4334, loss: 0.4334 +2024-07-18 14:40:45,162 - pyskl - INFO - Epoch [90][1000/2506] lr: 8.787e-03, eta: 10:19:50, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9875, loss_cls: 0.4972, loss: 0.4972 +2024-07-18 14:41:09,039 - pyskl - INFO - Epoch [90][1100/2506] lr: 8.777e-03, eta: 10:19:25, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 0.4522, loss: 0.4522 +2024-07-18 14:41:32,982 - pyskl - INFO - Epoch [90][1200/2506] lr: 8.767e-03, eta: 10:19:00, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 0.4060, loss: 0.4060 +2024-07-18 14:41:56,866 - pyskl - INFO - Epoch [90][1300/2506] lr: 8.757e-03, eta: 10:18:35, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 0.4514, loss: 0.4514 +2024-07-18 14:42:20,713 - pyskl - INFO - Epoch [90][1400/2506] lr: 8.747e-03, eta: 10:18:11, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9856, loss_cls: 0.4764, loss: 0.4764 +2024-07-18 14:42:44,543 - pyskl - INFO - Epoch [90][1500/2506] lr: 8.737e-03, eta: 10:17:46, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 0.4123, loss: 0.4123 +2024-07-18 14:43:08,419 - pyskl - INFO - Epoch [90][1600/2506] lr: 8.728e-03, eta: 10:17:21, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 0.4237, loss: 0.4237 +2024-07-18 14:43:32,298 - pyskl - INFO - Epoch [90][1700/2506] lr: 8.718e-03, eta: 10:16:56, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 0.4639, loss: 0.4639 +2024-07-18 14:43:56,127 - pyskl - INFO - Epoch [90][1800/2506] lr: 8.708e-03, eta: 10:16:31, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 0.4725, loss: 0.4725 +2024-07-18 14:44:19,970 - pyskl - INFO - Epoch [90][1900/2506] lr: 8.698e-03, eta: 10:16:06, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 0.4352, loss: 0.4352 +2024-07-18 14:44:43,919 - pyskl - INFO - Epoch [90][2000/2506] lr: 8.688e-03, eta: 10:15:41, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 0.4433, loss: 0.4433 +2024-07-18 14:45:07,940 - pyskl - INFO - Epoch [90][2100/2506] lr: 8.678e-03, eta: 10:15:16, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 0.5051, loss: 0.5051 +2024-07-18 14:45:31,809 - pyskl - INFO - Epoch [90][2200/2506] lr: 8.668e-03, eta: 10:14:51, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 0.4629, loss: 0.4629 +2024-07-18 14:45:55,687 - pyskl - INFO - Epoch [90][2300/2506] lr: 8.658e-03, eta: 10:14:27, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 0.4245, loss: 0.4245 +2024-07-18 14:46:19,774 - pyskl - INFO - Epoch [90][2400/2506] lr: 8.648e-03, eta: 10:14:02, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9862, loss_cls: 0.4711, loss: 0.4711 +2024-07-18 14:46:43,739 - pyskl - INFO - Epoch [90][2500/2506] lr: 8.638e-03, eta: 10:13:37, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 0.4712, loss: 0.4712 +2024-07-18 14:46:45,623 - pyskl - INFO - Saving checkpoint at 90 epochs +2024-07-18 14:48:05,420 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 14:48:05,488 - pyskl - INFO - +top1_acc 0.8747 +top5_acc 0.9799 +2024-07-18 14:48:05,493 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_89.pth was removed +2024-07-18 14:48:05,625 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_90.pth. +2024-07-18 14:48:05,625 - pyskl - INFO - Best top1_acc is 0.8747 at 90 epoch. +2024-07-18 14:48:05,627 - pyskl - INFO - Epoch(val) [90][1031] top1_acc: 0.8747, top5_acc: 0.9799 +2024-07-18 14:48:47,112 - pyskl - INFO - Epoch [91][100/2506] lr: 8.627e-03, eta: 10:13:21, time: 0.415, data_time: 0.174, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 0.3903, loss: 0.3903 +2024-07-18 14:49:10,949 - pyskl - INFO - Epoch [91][200/2506] lr: 8.618e-03, eta: 10:12:56, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 0.4075, loss: 0.4075 +2024-07-18 14:49:34,845 - pyskl - INFO - Epoch [91][300/2506] lr: 8.608e-03, eta: 10:12:32, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 0.3869, loss: 0.3869 +2024-07-18 14:49:58,690 - pyskl - INFO - Epoch [91][400/2506] lr: 8.598e-03, eta: 10:12:07, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 0.3910, loss: 0.3910 +2024-07-18 14:50:22,586 - pyskl - INFO - Epoch [91][500/2506] lr: 8.588e-03, eta: 10:11:42, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 0.3904, loss: 0.3904 +2024-07-18 14:50:46,440 - pyskl - INFO - Epoch [91][600/2506] lr: 8.578e-03, eta: 10:11:17, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 0.4936, loss: 0.4936 +2024-07-18 14:51:10,285 - pyskl - INFO - Epoch [91][700/2506] lr: 8.568e-03, eta: 10:10:52, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 0.3926, loss: 0.3926 +2024-07-18 14:51:34,074 - pyskl - INFO - Epoch [91][800/2506] lr: 8.558e-03, eta: 10:10:27, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 0.4133, loss: 0.4133 +2024-07-18 14:51:57,886 - pyskl - INFO - Epoch [91][900/2506] lr: 8.548e-03, eta: 10:10:02, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 0.4419, loss: 0.4419 +2024-07-18 14:52:21,733 - pyskl - INFO - Epoch [91][1000/2506] lr: 8.538e-03, eta: 10:09:37, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 0.4532, loss: 0.4532 +2024-07-18 14:52:45,617 - pyskl - INFO - Epoch [91][1100/2506] lr: 8.528e-03, eta: 10:09:12, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 0.4219, loss: 0.4219 +2024-07-18 14:53:09,491 - pyskl - INFO - Epoch [91][1200/2506] lr: 8.518e-03, eta: 10:08:47, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 0.5040, loss: 0.5040 +2024-07-18 14:53:33,327 - pyskl - INFO - Epoch [91][1300/2506] lr: 8.508e-03, eta: 10:08:22, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 0.4099, loss: 0.4099 +2024-07-18 14:53:57,143 - pyskl - INFO - Epoch [91][1400/2506] lr: 8.499e-03, eta: 10:07:57, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 0.5025, loss: 0.5025 +2024-07-18 14:54:20,951 - pyskl - INFO - Epoch [91][1500/2506] lr: 8.489e-03, eta: 10:07:33, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 0.4062, loss: 0.4062 +2024-07-18 14:54:44,769 - pyskl - INFO - Epoch [91][1600/2506] lr: 8.479e-03, eta: 10:07:08, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9888, loss_cls: 0.4576, loss: 0.4576 +2024-07-18 14:55:08,623 - pyskl - INFO - Epoch [91][1700/2506] lr: 8.469e-03, eta: 10:06:43, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 0.4728, loss: 0.4728 +2024-07-18 14:55:32,388 - pyskl - INFO - Epoch [91][1800/2506] lr: 8.459e-03, eta: 10:06:18, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9862, loss_cls: 0.4997, loss: 0.4997 +2024-07-18 14:55:56,271 - pyskl - INFO - Epoch [91][1900/2506] lr: 8.449e-03, eta: 10:05:53, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9838, loss_cls: 0.5231, loss: 0.5231 +2024-07-18 14:56:20,165 - pyskl - INFO - Epoch [91][2000/2506] lr: 8.439e-03, eta: 10:05:28, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 0.4925, loss: 0.4925 +2024-07-18 14:56:43,987 - pyskl - INFO - Epoch [91][2100/2506] lr: 8.429e-03, eta: 10:05:03, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9881, loss_cls: 0.4482, loss: 0.4482 +2024-07-18 14:57:07,809 - pyskl - INFO - Epoch [91][2200/2506] lr: 8.419e-03, eta: 10:04:38, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 0.4349, loss: 0.4349 +2024-07-18 14:57:31,734 - pyskl - INFO - Epoch [91][2300/2506] lr: 8.410e-03, eta: 10:04:13, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 0.4717, loss: 0.4717 +2024-07-18 14:57:55,581 - pyskl - INFO - Epoch [91][2400/2506] lr: 8.400e-03, eta: 10:03:48, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 0.4375, loss: 0.4375 +2024-07-18 14:58:19,434 - pyskl - INFO - Epoch [91][2500/2506] lr: 8.390e-03, eta: 10:03:23, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 0.4752, loss: 0.4752 +2024-07-18 14:58:21,281 - pyskl - INFO - Saving checkpoint at 91 epochs +2024-07-18 14:59:41,183 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 14:59:41,249 - pyskl - INFO - +top1_acc 0.8661 +top5_acc 0.9816 +2024-07-18 14:59:41,252 - pyskl - INFO - Epoch(val) [91][1031] top1_acc: 0.8661, top5_acc: 0.9816 +2024-07-18 15:00:22,519 - pyskl - INFO - Epoch [92][100/2506] lr: 8.379e-03, eta: 10:03:07, time: 0.413, data_time: 0.171, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 0.3907, loss: 0.3907 +2024-07-18 15:00:46,266 - pyskl - INFO - Epoch [92][200/2506] lr: 8.370e-03, eta: 10:02:42, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 0.3572, loss: 0.3572 +2024-07-18 15:01:10,238 - pyskl - INFO - Epoch [92][300/2506] lr: 8.360e-03, eta: 10:02:18, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 0.4283, loss: 0.4283 +2024-07-18 15:01:34,255 - pyskl - INFO - Epoch [92][400/2506] lr: 8.350e-03, eta: 10:01:53, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 0.4000, loss: 0.4000 +2024-07-18 15:01:58,149 - pyskl - INFO - Epoch [92][500/2506] lr: 8.340e-03, eta: 10:01:28, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9900, loss_cls: 0.3806, loss: 0.3806 +2024-07-18 15:02:22,007 - pyskl - INFO - Epoch [92][600/2506] lr: 8.330e-03, eta: 10:01:03, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 0.4017, loss: 0.4017 +2024-07-18 15:02:45,909 - pyskl - INFO - Epoch [92][700/2506] lr: 8.320e-03, eta: 10:00:38, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 0.3828, loss: 0.3828 +2024-07-18 15:03:09,895 - pyskl - INFO - Epoch [92][800/2506] lr: 8.310e-03, eta: 10:00:13, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 0.3794, loss: 0.3794 +2024-07-18 15:03:33,761 - pyskl - INFO - Epoch [92][900/2506] lr: 8.301e-03, eta: 9:59:48, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 0.4296, loss: 0.4296 +2024-07-18 15:03:57,627 - pyskl - INFO - Epoch [92][1000/2506] lr: 8.291e-03, eta: 9:59:24, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 0.4155, loss: 0.4155 +2024-07-18 15:04:21,507 - pyskl - INFO - Epoch [92][1100/2506] lr: 8.281e-03, eta: 9:58:59, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 0.4147, loss: 0.4147 +2024-07-18 15:04:45,407 - pyskl - INFO - Epoch [92][1200/2506] lr: 8.271e-03, eta: 9:58:34, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 0.4183, loss: 0.4183 +2024-07-18 15:05:09,357 - pyskl - INFO - Epoch [92][1300/2506] lr: 8.261e-03, eta: 9:58:09, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9888, loss_cls: 0.4478, loss: 0.4478 +2024-07-18 15:05:33,243 - pyskl - INFO - Epoch [92][1400/2506] lr: 8.251e-03, eta: 9:57:44, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 0.4564, loss: 0.4564 +2024-07-18 15:05:57,121 - pyskl - INFO - Epoch [92][1500/2506] lr: 8.242e-03, eta: 9:57:19, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 0.4880, loss: 0.4880 +2024-07-18 15:06:21,013 - pyskl - INFO - Epoch [92][1600/2506] lr: 8.232e-03, eta: 9:56:54, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 0.4530, loss: 0.4530 +2024-07-18 15:06:44,861 - pyskl - INFO - Epoch [92][1700/2506] lr: 8.222e-03, eta: 9:56:30, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9894, loss_cls: 0.4760, loss: 0.4760 +2024-07-18 15:07:08,718 - pyskl - INFO - Epoch [92][1800/2506] lr: 8.212e-03, eta: 9:56:05, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 0.4460, loss: 0.4460 +2024-07-18 15:07:32,689 - pyskl - INFO - Epoch [92][1900/2506] lr: 8.202e-03, eta: 9:55:40, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9862, loss_cls: 0.4623, loss: 0.4623 +2024-07-18 15:07:56,584 - pyskl - INFO - Epoch [92][2000/2506] lr: 8.193e-03, eta: 9:55:15, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 0.4331, loss: 0.4331 +2024-07-18 15:08:20,428 - pyskl - INFO - Epoch [92][2100/2506] lr: 8.183e-03, eta: 9:54:50, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 0.5128, loss: 0.5128 +2024-07-18 15:08:44,446 - pyskl - INFO - Epoch [92][2200/2506] lr: 8.173e-03, eta: 9:54:25, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9950, loss_cls: 0.4495, loss: 0.4495 +2024-07-18 15:09:08,414 - pyskl - INFO - Epoch [92][2300/2506] lr: 8.163e-03, eta: 9:54:00, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9894, loss_cls: 0.4462, loss: 0.4462 +2024-07-18 15:09:32,286 - pyskl - INFO - Epoch [92][2400/2506] lr: 8.153e-03, eta: 9:53:36, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 0.4679, loss: 0.4679 +2024-07-18 15:09:56,163 - pyskl - INFO - Epoch [92][2500/2506] lr: 8.144e-03, eta: 9:53:11, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 0.4539, loss: 0.4539 +2024-07-18 15:09:57,963 - pyskl - INFO - Saving checkpoint at 92 epochs +2024-07-18 15:11:17,875 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 15:11:17,942 - pyskl - INFO - +top1_acc 0.8758 +top5_acc 0.9805 +2024-07-18 15:11:17,946 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_90.pth was removed +2024-07-18 15:11:18,075 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_92.pth. +2024-07-18 15:11:18,076 - pyskl - INFO - Best top1_acc is 0.8758 at 92 epoch. +2024-07-18 15:11:18,078 - pyskl - INFO - Epoch(val) [92][1031] top1_acc: 0.8758, top5_acc: 0.9805 +2024-07-18 15:11:59,511 - pyskl - INFO - Epoch [93][100/2506] lr: 8.133e-03, eta: 9:52:54, time: 0.414, data_time: 0.173, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 0.3624, loss: 0.3624 +2024-07-18 15:12:23,326 - pyskl - INFO - Epoch [93][200/2506] lr: 8.123e-03, eta: 9:52:30, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 0.4005, loss: 0.4005 +2024-07-18 15:12:47,372 - pyskl - INFO - Epoch [93][300/2506] lr: 8.114e-03, eta: 9:52:05, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 0.4423, loss: 0.4423 +2024-07-18 15:13:11,390 - pyskl - INFO - Epoch [93][400/2506] lr: 8.104e-03, eta: 9:51:40, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 0.3943, loss: 0.3943 +2024-07-18 15:13:35,305 - pyskl - INFO - Epoch [93][500/2506] lr: 8.094e-03, eta: 9:51:15, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9969, loss_cls: 0.3629, loss: 0.3629 +2024-07-18 15:13:59,197 - pyskl - INFO - Epoch [93][600/2506] lr: 8.084e-03, eta: 9:50:50, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 0.3729, loss: 0.3729 +2024-07-18 15:14:23,064 - pyskl - INFO - Epoch [93][700/2506] lr: 8.074e-03, eta: 9:50:25, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 0.4249, loss: 0.4249 +2024-07-18 15:14:46,891 - pyskl - INFO - Epoch [93][800/2506] lr: 8.065e-03, eta: 9:50:01, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 0.4348, loss: 0.4348 +2024-07-18 15:15:10,749 - pyskl - INFO - Epoch [93][900/2506] lr: 8.055e-03, eta: 9:49:36, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 0.4105, loss: 0.4105 +2024-07-18 15:15:34,572 - pyskl - INFO - Epoch [93][1000/2506] lr: 8.045e-03, eta: 9:49:11, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 0.4566, loss: 0.4566 +2024-07-18 15:15:58,422 - pyskl - INFO - Epoch [93][1100/2506] lr: 8.035e-03, eta: 9:48:46, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 0.4296, loss: 0.4296 +2024-07-18 15:16:22,302 - pyskl - INFO - Epoch [93][1200/2506] lr: 8.026e-03, eta: 9:48:21, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9906, loss_cls: 0.3766, loss: 0.3766 +2024-07-18 15:16:46,096 - pyskl - INFO - Epoch [93][1300/2506] lr: 8.016e-03, eta: 9:47:56, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 0.4191, loss: 0.4191 +2024-07-18 15:17:09,932 - pyskl - INFO - Epoch [93][1400/2506] lr: 8.006e-03, eta: 9:47:31, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 0.4537, loss: 0.4537 +2024-07-18 15:17:33,748 - pyskl - INFO - Epoch [93][1500/2506] lr: 7.996e-03, eta: 9:47:06, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 0.4398, loss: 0.4398 +2024-07-18 15:17:57,547 - pyskl - INFO - Epoch [93][1600/2506] lr: 7.987e-03, eta: 9:46:41, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 0.4354, loss: 0.4354 +2024-07-18 15:18:21,374 - pyskl - INFO - Epoch [93][1700/2506] lr: 7.977e-03, eta: 9:46:16, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 0.4221, loss: 0.4221 +2024-07-18 15:18:45,281 - pyskl - INFO - Epoch [93][1800/2506] lr: 7.967e-03, eta: 9:45:52, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 0.4386, loss: 0.4386 +2024-07-18 15:19:09,145 - pyskl - INFO - Epoch [93][1900/2506] lr: 7.957e-03, eta: 9:45:27, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 0.4581, loss: 0.4581 +2024-07-18 15:19:33,021 - pyskl - INFO - Epoch [93][2000/2506] lr: 7.948e-03, eta: 9:45:02, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 0.3848, loss: 0.3848 +2024-07-18 15:19:56,900 - pyskl - INFO - Epoch [93][2100/2506] lr: 7.938e-03, eta: 9:44:37, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 0.4256, loss: 0.4256 +2024-07-18 15:20:20,763 - pyskl - INFO - Epoch [93][2200/2506] lr: 7.928e-03, eta: 9:44:12, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 0.4644, loss: 0.4644 +2024-07-18 15:20:44,604 - pyskl - INFO - Epoch [93][2300/2506] lr: 7.919e-03, eta: 9:43:47, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 0.4604, loss: 0.4604 +2024-07-18 15:21:08,416 - pyskl - INFO - Epoch [93][2400/2506] lr: 7.909e-03, eta: 9:43:22, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9900, loss_cls: 0.4531, loss: 0.4531 +2024-07-18 15:21:32,218 - pyskl - INFO - Epoch [93][2500/2506] lr: 7.899e-03, eta: 9:42:57, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 0.4873, loss: 0.4873 +2024-07-18 15:21:34,087 - pyskl - INFO - Saving checkpoint at 93 epochs +2024-07-18 15:22:53,950 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 15:22:54,017 - pyskl - INFO - +top1_acc 0.8446 +top5_acc 0.9797 +2024-07-18 15:22:54,019 - pyskl - INFO - Epoch(val) [93][1031] top1_acc: 0.8446, top5_acc: 0.9797 +2024-07-18 15:23:35,847 - pyskl - INFO - Epoch [94][100/2506] lr: 7.889e-03, eta: 9:42:41, time: 0.418, data_time: 0.176, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 0.4028, loss: 0.4028 +2024-07-18 15:23:59,675 - pyskl - INFO - Epoch [94][200/2506] lr: 7.879e-03, eta: 9:42:16, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 0.3515, loss: 0.3515 +2024-07-18 15:24:23,552 - pyskl - INFO - Epoch [94][300/2506] lr: 7.869e-03, eta: 9:41:51, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9906, loss_cls: 0.3758, loss: 0.3758 +2024-07-18 15:24:47,405 - pyskl - INFO - Epoch [94][400/2506] lr: 7.860e-03, eta: 9:41:27, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 0.3975, loss: 0.3975 +2024-07-18 15:25:11,277 - pyskl - INFO - Epoch [94][500/2506] lr: 7.850e-03, eta: 9:41:02, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 0.4326, loss: 0.4326 +2024-07-18 15:25:35,176 - pyskl - INFO - Epoch [94][600/2506] lr: 7.840e-03, eta: 9:40:37, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9900, loss_cls: 0.4016, loss: 0.4016 +2024-07-18 15:25:59,091 - pyskl - INFO - Epoch [94][700/2506] lr: 7.831e-03, eta: 9:40:12, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 0.3667, loss: 0.3667 +2024-07-18 15:26:23,011 - pyskl - INFO - Epoch [94][800/2506] lr: 7.821e-03, eta: 9:39:47, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9900, loss_cls: 0.3839, loss: 0.3839 +2024-07-18 15:26:46,913 - pyskl - INFO - Epoch [94][900/2506] lr: 7.811e-03, eta: 9:39:22, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 0.4231, loss: 0.4231 +2024-07-18 15:27:10,824 - pyskl - INFO - Epoch [94][1000/2506] lr: 7.802e-03, eta: 9:38:57, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 0.3821, loss: 0.3821 +2024-07-18 15:27:34,726 - pyskl - INFO - Epoch [94][1100/2506] lr: 7.792e-03, eta: 9:38:33, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9975, loss_cls: 0.4235, loss: 0.4235 +2024-07-18 15:27:58,613 - pyskl - INFO - Epoch [94][1200/2506] lr: 7.782e-03, eta: 9:38:08, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 0.4295, loss: 0.4295 +2024-07-18 15:28:22,525 - pyskl - INFO - Epoch [94][1300/2506] lr: 7.773e-03, eta: 9:37:43, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9938, loss_cls: 0.4769, loss: 0.4769 +2024-07-18 15:28:46,461 - pyskl - INFO - Epoch [94][1400/2506] lr: 7.763e-03, eta: 9:37:18, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 0.3993, loss: 0.3993 +2024-07-18 15:29:10,295 - pyskl - INFO - Epoch [94][1500/2506] lr: 7.753e-03, eta: 9:36:53, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 0.4636, loss: 0.4636 +2024-07-18 15:29:34,131 - pyskl - INFO - Epoch [94][1600/2506] lr: 7.744e-03, eta: 9:36:28, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 0.4337, loss: 0.4337 +2024-07-18 15:29:58,022 - pyskl - INFO - Epoch [94][1700/2506] lr: 7.734e-03, eta: 9:36:03, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 0.4525, loss: 0.4525 +2024-07-18 15:30:21,972 - pyskl - INFO - Epoch [94][1800/2506] lr: 7.724e-03, eta: 9:35:39, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 0.4327, loss: 0.4327 +2024-07-18 15:30:45,860 - pyskl - INFO - Epoch [94][1900/2506] lr: 7.715e-03, eta: 9:35:14, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 0.4787, loss: 0.4787 +2024-07-18 15:31:09,764 - pyskl - INFO - Epoch [94][2000/2506] lr: 7.705e-03, eta: 9:34:49, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 0.4497, loss: 0.4497 +2024-07-18 15:31:33,688 - pyskl - INFO - Epoch [94][2100/2506] lr: 7.695e-03, eta: 9:34:24, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9881, loss_cls: 0.4489, loss: 0.4489 +2024-07-18 15:31:57,600 - pyskl - INFO - Epoch [94][2200/2506] lr: 7.686e-03, eta: 9:33:59, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 0.4109, loss: 0.4109 +2024-07-18 15:32:21,519 - pyskl - INFO - Epoch [94][2300/2506] lr: 7.676e-03, eta: 9:33:34, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 0.4517, loss: 0.4517 +2024-07-18 15:32:45,421 - pyskl - INFO - Epoch [94][2400/2506] lr: 7.666e-03, eta: 9:33:10, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 0.4338, loss: 0.4338 +2024-07-18 15:33:09,294 - pyskl - INFO - Epoch [94][2500/2506] lr: 7.657e-03, eta: 9:32:45, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9981, loss_cls: 0.4544, loss: 0.4544 +2024-07-18 15:33:11,202 - pyskl - INFO - Saving checkpoint at 94 epochs +2024-07-18 15:34:31,254 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 15:34:31,324 - pyskl - INFO - +top1_acc 0.8728 +top5_acc 0.9813 +2024-07-18 15:34:31,326 - pyskl - INFO - Epoch(val) [94][1031] top1_acc: 0.8728, top5_acc: 0.9813 +2024-07-18 15:35:12,824 - pyskl - INFO - Epoch [95][100/2506] lr: 7.647e-03, eta: 9:32:28, time: 0.415, data_time: 0.173, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 0.3928, loss: 0.3928 +2024-07-18 15:35:36,595 - pyskl - INFO - Epoch [95][200/2506] lr: 7.637e-03, eta: 9:32:03, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 0.3779, loss: 0.3779 +2024-07-18 15:36:00,461 - pyskl - INFO - Epoch [95][300/2506] lr: 7.627e-03, eta: 9:31:38, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9975, loss_cls: 0.3436, loss: 0.3436 +2024-07-18 15:36:24,317 - pyskl - INFO - Epoch [95][400/2506] lr: 7.618e-03, eta: 9:31:13, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 0.3911, loss: 0.3911 +2024-07-18 15:36:48,109 - pyskl - INFO - Epoch [95][500/2506] lr: 7.608e-03, eta: 9:30:48, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 0.3868, loss: 0.3868 +2024-07-18 15:37:11,862 - pyskl - INFO - Epoch [95][600/2506] lr: 7.598e-03, eta: 9:30:24, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9900, loss_cls: 0.3909, loss: 0.3909 +2024-07-18 15:37:35,631 - pyskl - INFO - Epoch [95][700/2506] lr: 7.589e-03, eta: 9:29:59, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 0.4162, loss: 0.4162 +2024-07-18 15:37:59,423 - pyskl - INFO - Epoch [95][800/2506] lr: 7.579e-03, eta: 9:29:34, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 0.3862, loss: 0.3862 +2024-07-18 15:38:23,195 - pyskl - INFO - Epoch [95][900/2506] lr: 7.570e-03, eta: 9:29:09, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9906, loss_cls: 0.3850, loss: 0.3850 +2024-07-18 15:38:46,990 - pyskl - INFO - Epoch [95][1000/2506] lr: 7.560e-03, eta: 9:28:44, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9888, loss_cls: 0.4313, loss: 0.4313 +2024-07-18 15:39:10,833 - pyskl - INFO - Epoch [95][1100/2506] lr: 7.550e-03, eta: 9:28:19, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 0.4260, loss: 0.4260 +2024-07-18 15:39:34,651 - pyskl - INFO - Epoch [95][1200/2506] lr: 7.541e-03, eta: 9:27:54, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 0.4192, loss: 0.4192 +2024-07-18 15:39:58,510 - pyskl - INFO - Epoch [95][1300/2506] lr: 7.531e-03, eta: 9:27:29, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 0.4012, loss: 0.4012 +2024-07-18 15:40:22,398 - pyskl - INFO - Epoch [95][1400/2506] lr: 7.522e-03, eta: 9:27:04, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 0.4476, loss: 0.4476 +2024-07-18 15:40:46,263 - pyskl - INFO - Epoch [95][1500/2506] lr: 7.512e-03, eta: 9:26:40, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9956, loss_cls: 0.4308, loss: 0.4308 +2024-07-18 15:41:10,069 - pyskl - INFO - Epoch [95][1600/2506] lr: 7.502e-03, eta: 9:26:15, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 0.3877, loss: 0.3877 +2024-07-18 15:41:33,848 - pyskl - INFO - Epoch [95][1700/2506] lr: 7.493e-03, eta: 9:25:50, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9875, loss_cls: 0.4707, loss: 0.4707 +2024-07-18 15:41:57,559 - pyskl - INFO - Epoch [95][1800/2506] lr: 7.483e-03, eta: 9:25:25, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 0.3806, loss: 0.3806 +2024-07-18 15:42:21,252 - pyskl - INFO - Epoch [95][1900/2506] lr: 7.474e-03, eta: 9:25:00, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 0.4680, loss: 0.4680 +2024-07-18 15:42:45,058 - pyskl - INFO - Epoch [95][2000/2506] lr: 7.464e-03, eta: 9:24:35, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 0.4137, loss: 0.4137 +2024-07-18 15:43:08,903 - pyskl - INFO - Epoch [95][2100/2506] lr: 7.455e-03, eta: 9:24:10, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9900, loss_cls: 0.4402, loss: 0.4402 +2024-07-18 15:43:32,771 - pyskl - INFO - Epoch [95][2200/2506] lr: 7.445e-03, eta: 9:23:45, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 0.4210, loss: 0.4210 +2024-07-18 15:43:56,572 - pyskl - INFO - Epoch [95][2300/2506] lr: 7.436e-03, eta: 9:23:20, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9856, loss_cls: 0.4960, loss: 0.4960 +2024-07-18 15:44:20,398 - pyskl - INFO - Epoch [95][2400/2506] lr: 7.426e-03, eta: 9:22:56, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 0.4048, loss: 0.4048 +2024-07-18 15:44:44,172 - pyskl - INFO - Epoch [95][2500/2506] lr: 7.416e-03, eta: 9:22:31, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 0.3876, loss: 0.3876 +2024-07-18 15:44:45,944 - pyskl - INFO - Saving checkpoint at 95 epochs +2024-07-18 15:46:05,866 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 15:46:05,933 - pyskl - INFO - +top1_acc 0.8758 +top5_acc 0.9812 +2024-07-18 15:46:05,935 - pyskl - INFO - Epoch(val) [95][1031] top1_acc: 0.8758, top5_acc: 0.9812 +2024-07-18 15:46:47,463 - pyskl - INFO - Epoch [96][100/2506] lr: 7.406e-03, eta: 9:22:14, time: 0.415, data_time: 0.174, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9912, loss_cls: 0.3676, loss: 0.3676 +2024-07-18 15:47:11,184 - pyskl - INFO - Epoch [96][200/2506] lr: 7.397e-03, eta: 9:21:49, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 0.3809, loss: 0.3809 +2024-07-18 15:47:34,984 - pyskl - INFO - Epoch [96][300/2506] lr: 7.387e-03, eta: 9:21:24, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 0.3684, loss: 0.3684 +2024-07-18 15:47:58,789 - pyskl - INFO - Epoch [96][400/2506] lr: 7.378e-03, eta: 9:20:59, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 0.3847, loss: 0.3847 +2024-07-18 15:48:22,529 - pyskl - INFO - Epoch [96][500/2506] lr: 7.368e-03, eta: 9:20:34, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 0.3557, loss: 0.3557 +2024-07-18 15:48:46,325 - pyskl - INFO - Epoch [96][600/2506] lr: 7.359e-03, eta: 9:20:09, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9900, loss_cls: 0.3924, loss: 0.3924 +2024-07-18 15:49:10,150 - pyskl - INFO - Epoch [96][700/2506] lr: 7.349e-03, eta: 9:19:44, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 0.3999, loss: 0.3999 +2024-07-18 15:49:33,917 - pyskl - INFO - Epoch [96][800/2506] lr: 7.340e-03, eta: 9:19:19, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 0.3991, loss: 0.3991 +2024-07-18 15:49:57,698 - pyskl - INFO - Epoch [96][900/2506] lr: 7.330e-03, eta: 9:18:54, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 0.3946, loss: 0.3946 +2024-07-18 15:50:21,533 - pyskl - INFO - Epoch [96][1000/2506] lr: 7.321e-03, eta: 9:18:30, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 0.4032, loss: 0.4032 +2024-07-18 15:50:45,414 - pyskl - INFO - Epoch [96][1100/2506] lr: 7.311e-03, eta: 9:18:05, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 0.3821, loss: 0.3821 +2024-07-18 15:51:09,279 - pyskl - INFO - Epoch [96][1200/2506] lr: 7.302e-03, eta: 9:17:40, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 0.3783, loss: 0.3783 +2024-07-18 15:51:33,252 - pyskl - INFO - Epoch [96][1300/2506] lr: 7.292e-03, eta: 9:17:15, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 0.3938, loss: 0.3938 +2024-07-18 15:51:57,408 - pyskl - INFO - Epoch [96][1400/2506] lr: 7.283e-03, eta: 9:16:50, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 0.3798, loss: 0.3798 +2024-07-18 15:52:21,327 - pyskl - INFO - Epoch [96][1500/2506] lr: 7.273e-03, eta: 9:16:26, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 0.4211, loss: 0.4211 +2024-07-18 15:52:45,229 - pyskl - INFO - Epoch [96][1600/2506] lr: 7.264e-03, eta: 9:16:01, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 0.3916, loss: 0.3916 +2024-07-18 15:53:09,120 - pyskl - INFO - Epoch [96][1700/2506] lr: 7.254e-03, eta: 9:15:36, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 0.4112, loss: 0.4112 +2024-07-18 15:53:32,974 - pyskl - INFO - Epoch [96][1800/2506] lr: 7.245e-03, eta: 9:15:11, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9875, loss_cls: 0.3876, loss: 0.3876 +2024-07-18 15:53:56,804 - pyskl - INFO - Epoch [96][1900/2506] lr: 7.235e-03, eta: 9:14:46, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 0.4022, loss: 0.4022 +2024-07-18 15:54:20,836 - pyskl - INFO - Epoch [96][2000/2506] lr: 7.226e-03, eta: 9:14:22, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 0.3955, loss: 0.3955 +2024-07-18 15:54:44,880 - pyskl - INFO - Epoch [96][2100/2506] lr: 7.216e-03, eta: 9:13:57, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 0.3371, loss: 0.3371 +2024-07-18 15:55:08,852 - pyskl - INFO - Epoch [96][2200/2506] lr: 7.207e-03, eta: 9:13:32, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 0.3864, loss: 0.3864 +2024-07-18 15:55:32,764 - pyskl - INFO - Epoch [96][2300/2506] lr: 7.197e-03, eta: 9:13:07, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 0.4106, loss: 0.4106 +2024-07-18 15:55:56,705 - pyskl - INFO - Epoch [96][2400/2506] lr: 7.188e-03, eta: 9:12:42, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 0.4217, loss: 0.4217 +2024-07-18 15:56:20,641 - pyskl - INFO - Epoch [96][2500/2506] lr: 7.178e-03, eta: 9:12:18, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9906, loss_cls: 0.4126, loss: 0.4126 +2024-07-18 15:56:22,524 - pyskl - INFO - Saving checkpoint at 96 epochs +2024-07-18 15:57:42,661 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 15:57:42,729 - pyskl - INFO - +top1_acc 0.8741 +top5_acc 0.9817 +2024-07-18 15:57:42,731 - pyskl - INFO - Epoch(val) [96][1031] top1_acc: 0.8741, top5_acc: 0.9817 +2024-07-18 15:58:24,099 - pyskl - INFO - Epoch [97][100/2506] lr: 7.168e-03, eta: 9:12:00, time: 0.414, data_time: 0.173, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 0.3289, loss: 0.3289 +2024-07-18 15:58:47,784 - pyskl - INFO - Epoch [97][200/2506] lr: 7.159e-03, eta: 9:11:35, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 0.2942, loss: 0.2942 +2024-07-18 15:59:11,542 - pyskl - INFO - Epoch [97][300/2506] lr: 7.150e-03, eta: 9:11:10, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 0.3692, loss: 0.3692 +2024-07-18 15:59:35,307 - pyskl - INFO - Epoch [97][400/2506] lr: 7.140e-03, eta: 9:10:46, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 0.3944, loss: 0.3944 +2024-07-18 15:59:59,085 - pyskl - INFO - Epoch [97][500/2506] lr: 7.131e-03, eta: 9:10:21, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 0.3772, loss: 0.3772 +2024-07-18 16:00:22,841 - pyskl - INFO - Epoch [97][600/2506] lr: 7.121e-03, eta: 9:09:56, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 0.3795, loss: 0.3795 +2024-07-18 16:00:46,607 - pyskl - INFO - Epoch [97][700/2506] lr: 7.112e-03, eta: 9:09:31, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 0.3475, loss: 0.3475 +2024-07-18 16:01:10,378 - pyskl - INFO - Epoch [97][800/2506] lr: 7.102e-03, eta: 9:09:06, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 0.4237, loss: 0.4237 +2024-07-18 16:01:34,158 - pyskl - INFO - Epoch [97][900/2506] lr: 7.093e-03, eta: 9:08:41, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9900, loss_cls: 0.3595, loss: 0.3595 +2024-07-18 16:01:58,020 - pyskl - INFO - Epoch [97][1000/2506] lr: 7.084e-03, eta: 9:08:16, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 0.3210, loss: 0.3210 +2024-07-18 16:02:21,830 - pyskl - INFO - Epoch [97][1100/2506] lr: 7.074e-03, eta: 9:07:51, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 0.3440, loss: 0.3440 +2024-07-18 16:02:45,665 - pyskl - INFO - Epoch [97][1200/2506] lr: 7.065e-03, eta: 9:07:27, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 0.3849, loss: 0.3849 +2024-07-18 16:03:09,679 - pyskl - INFO - Epoch [97][1300/2506] lr: 7.055e-03, eta: 9:07:02, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9888, loss_cls: 0.4275, loss: 0.4275 +2024-07-18 16:03:33,488 - pyskl - INFO - Epoch [97][1400/2506] lr: 7.046e-03, eta: 9:06:37, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9881, loss_cls: 0.3845, loss: 0.3845 +2024-07-18 16:03:57,302 - pyskl - INFO - Epoch [97][1500/2506] lr: 7.036e-03, eta: 9:06:12, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 0.4081, loss: 0.4081 +2024-07-18 16:04:21,167 - pyskl - INFO - Epoch [97][1600/2506] lr: 7.027e-03, eta: 9:05:47, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 0.4529, loss: 0.4529 +2024-07-18 16:04:45,227 - pyskl - INFO - Epoch [97][1700/2506] lr: 7.018e-03, eta: 9:05:22, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 0.4421, loss: 0.4421 +2024-07-18 16:05:09,211 - pyskl - INFO - Epoch [97][1800/2506] lr: 7.008e-03, eta: 9:04:58, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 0.4290, loss: 0.4290 +2024-07-18 16:05:33,151 - pyskl - INFO - Epoch [97][1900/2506] lr: 6.999e-03, eta: 9:04:33, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 0.3659, loss: 0.3659 +2024-07-18 16:05:57,089 - pyskl - INFO - Epoch [97][2000/2506] lr: 6.990e-03, eta: 9:04:08, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 0.3681, loss: 0.3681 +2024-07-18 16:06:20,935 - pyskl - INFO - Epoch [97][2100/2506] lr: 6.980e-03, eta: 9:03:43, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 0.3659, loss: 0.3659 +2024-07-18 16:06:44,763 - pyskl - INFO - Epoch [97][2200/2506] lr: 6.971e-03, eta: 9:03:18, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9919, loss_cls: 0.3797, loss: 0.3797 +2024-07-18 16:07:08,547 - pyskl - INFO - Epoch [97][2300/2506] lr: 6.961e-03, eta: 9:02:54, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 0.3996, loss: 0.3996 +2024-07-18 16:07:32,335 - pyskl - INFO - Epoch [97][2400/2506] lr: 6.952e-03, eta: 9:02:29, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 0.3995, loss: 0.3995 +2024-07-18 16:07:56,127 - pyskl - INFO - Epoch [97][2500/2506] lr: 6.943e-03, eta: 9:02:04, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 0.4165, loss: 0.4165 +2024-07-18 16:07:57,970 - pyskl - INFO - Saving checkpoint at 97 epochs +2024-07-18 16:09:17,794 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 16:09:17,861 - pyskl - INFO - +top1_acc 0.8572 +top5_acc 0.9813 +2024-07-18 16:09:17,863 - pyskl - INFO - Epoch(val) [97][1031] top1_acc: 0.8572, top5_acc: 0.9813 +2024-07-18 16:09:59,922 - pyskl - INFO - Epoch [98][100/2506] lr: 6.933e-03, eta: 9:01:47, time: 0.421, data_time: 0.179, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 0.3378, loss: 0.3378 +2024-07-18 16:10:23,705 - pyskl - INFO - Epoch [98][200/2506] lr: 6.923e-03, eta: 9:01:22, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 0.3464, loss: 0.3464 +2024-07-18 16:10:47,465 - pyskl - INFO - Epoch [98][300/2506] lr: 6.914e-03, eta: 9:00:57, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 0.3623, loss: 0.3623 +2024-07-18 16:11:11,283 - pyskl - INFO - Epoch [98][400/2506] lr: 6.905e-03, eta: 9:00:32, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 0.4022, loss: 0.4022 +2024-07-18 16:11:35,076 - pyskl - INFO - Epoch [98][500/2506] lr: 6.895e-03, eta: 9:00:07, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9925, loss_cls: 0.3687, loss: 0.3687 +2024-07-18 16:11:58,847 - pyskl - INFO - Epoch [98][600/2506] lr: 6.886e-03, eta: 8:59:42, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 0.4004, loss: 0.4004 +2024-07-18 16:12:22,624 - pyskl - INFO - Epoch [98][700/2506] lr: 6.877e-03, eta: 8:59:17, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 0.3427, loss: 0.3427 +2024-07-18 16:12:46,393 - pyskl - INFO - Epoch [98][800/2506] lr: 6.867e-03, eta: 8:58:53, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 0.3538, loss: 0.3538 +2024-07-18 16:13:10,164 - pyskl - INFO - Epoch [98][900/2506] lr: 6.858e-03, eta: 8:58:28, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 0.4124, loss: 0.4124 +2024-07-18 16:13:33,892 - pyskl - INFO - Epoch [98][1000/2506] lr: 6.849e-03, eta: 8:58:03, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 0.3880, loss: 0.3880 +2024-07-18 16:13:57,649 - pyskl - INFO - Epoch [98][1100/2506] lr: 6.839e-03, eta: 8:57:38, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 0.3727, loss: 0.3727 +2024-07-18 16:14:21,588 - pyskl - INFO - Epoch [98][1200/2506] lr: 6.830e-03, eta: 8:57:13, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9900, loss_cls: 0.3913, loss: 0.3913 +2024-07-18 16:14:45,694 - pyskl - INFO - Epoch [98][1300/2506] lr: 6.821e-03, eta: 8:56:48, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 0.3851, loss: 0.3851 +2024-07-18 16:15:09,635 - pyskl - INFO - Epoch [98][1400/2506] lr: 6.812e-03, eta: 8:56:24, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 0.4434, loss: 0.4434 +2024-07-18 16:15:33,575 - pyskl - INFO - Epoch [98][1500/2506] lr: 6.802e-03, eta: 8:55:59, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 0.3839, loss: 0.3839 +2024-07-18 16:15:57,704 - pyskl - INFO - Epoch [98][1600/2506] lr: 6.793e-03, eta: 8:55:34, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 0.4121, loss: 0.4121 +2024-07-18 16:16:21,719 - pyskl - INFO - Epoch [98][1700/2506] lr: 6.784e-03, eta: 8:55:09, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9919, loss_cls: 0.3456, loss: 0.3456 +2024-07-18 16:16:45,642 - pyskl - INFO - Epoch [98][1800/2506] lr: 6.774e-03, eta: 8:54:45, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 0.3569, loss: 0.3569 +2024-07-18 16:17:09,524 - pyskl - INFO - Epoch [98][1900/2506] lr: 6.765e-03, eta: 8:54:20, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 0.3768, loss: 0.3768 +2024-07-18 16:17:33,448 - pyskl - INFO - Epoch [98][2000/2506] lr: 6.756e-03, eta: 8:53:55, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 0.3772, loss: 0.3772 +2024-07-18 16:17:57,355 - pyskl - INFO - Epoch [98][2100/2506] lr: 6.747e-03, eta: 8:53:30, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.3889, loss: 0.3889 +2024-07-18 16:18:21,229 - pyskl - INFO - Epoch [98][2200/2506] lr: 6.737e-03, eta: 8:53:05, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9969, loss_cls: 0.3766, loss: 0.3766 +2024-07-18 16:18:45,175 - pyskl - INFO - Epoch [98][2300/2506] lr: 6.728e-03, eta: 8:52:41, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9900, loss_cls: 0.3961, loss: 0.3961 +2024-07-18 16:19:09,150 - pyskl - INFO - Epoch [98][2400/2506] lr: 6.719e-03, eta: 8:52:16, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 0.3660, loss: 0.3660 +2024-07-18 16:19:33,089 - pyskl - INFO - Epoch [98][2500/2506] lr: 6.709e-03, eta: 8:51:51, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 0.3971, loss: 0.3971 +2024-07-18 16:19:35,005 - pyskl - INFO - Saving checkpoint at 98 epochs +2024-07-18 16:20:54,729 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 16:20:54,797 - pyskl - INFO - +top1_acc 0.8624 +top5_acc 0.9777 +2024-07-18 16:20:54,799 - pyskl - INFO - Epoch(val) [98][1031] top1_acc: 0.8624, top5_acc: 0.9777 +2024-07-18 16:21:36,451 - pyskl - INFO - Epoch [99][100/2506] lr: 6.700e-03, eta: 8:51:33, time: 0.416, data_time: 0.173, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9906, loss_cls: 0.3742, loss: 0.3742 +2024-07-18 16:22:00,309 - pyskl - INFO - Epoch [99][200/2506] lr: 6.690e-03, eta: 8:51:09, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 0.3174, loss: 0.3174 +2024-07-18 16:22:24,207 - pyskl - INFO - Epoch [99][300/2506] lr: 6.681e-03, eta: 8:50:44, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 0.3481, loss: 0.3481 +2024-07-18 16:22:48,063 - pyskl - INFO - Epoch [99][400/2506] lr: 6.672e-03, eta: 8:50:19, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 0.3539, loss: 0.3539 +2024-07-18 16:23:11,905 - pyskl - INFO - Epoch [99][500/2506] lr: 6.663e-03, eta: 8:49:54, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9925, loss_cls: 0.3483, loss: 0.3483 +2024-07-18 16:23:35,748 - pyskl - INFO - Epoch [99][600/2506] lr: 6.653e-03, eta: 8:49:29, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 0.3771, loss: 0.3771 +2024-07-18 16:23:59,656 - pyskl - INFO - Epoch [99][700/2506] lr: 6.644e-03, eta: 8:49:04, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 0.3522, loss: 0.3522 +2024-07-18 16:24:23,541 - pyskl - INFO - Epoch [99][800/2506] lr: 6.635e-03, eta: 8:48:40, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9919, loss_cls: 0.3727, loss: 0.3727 +2024-07-18 16:24:47,394 - pyskl - INFO - Epoch [99][900/2506] lr: 6.626e-03, eta: 8:48:15, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 0.3704, loss: 0.3704 +2024-07-18 16:25:11,254 - pyskl - INFO - Epoch [99][1000/2506] lr: 6.617e-03, eta: 8:47:50, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9925, loss_cls: 0.3472, loss: 0.3472 +2024-07-18 16:25:35,121 - pyskl - INFO - Epoch [99][1100/2506] lr: 6.607e-03, eta: 8:47:25, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 0.3744, loss: 0.3744 +2024-07-18 16:25:59,061 - pyskl - INFO - Epoch [99][1200/2506] lr: 6.598e-03, eta: 8:47:00, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 0.3475, loss: 0.3475 +2024-07-18 16:26:22,949 - pyskl - INFO - Epoch [99][1300/2506] lr: 6.589e-03, eta: 8:46:36, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 0.3771, loss: 0.3771 +2024-07-18 16:26:46,876 - pyskl - INFO - Epoch [99][1400/2506] lr: 6.580e-03, eta: 8:46:11, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9912, loss_cls: 0.3630, loss: 0.3630 +2024-07-18 16:27:10,819 - pyskl - INFO - Epoch [99][1500/2506] lr: 6.570e-03, eta: 8:45:46, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 0.3259, loss: 0.3259 +2024-07-18 16:27:34,730 - pyskl - INFO - Epoch [99][1600/2506] lr: 6.561e-03, eta: 8:45:21, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 0.3788, loss: 0.3788 +2024-07-18 16:27:58,693 - pyskl - INFO - Epoch [99][1700/2506] lr: 6.552e-03, eta: 8:44:56, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 0.3895, loss: 0.3895 +2024-07-18 16:28:22,564 - pyskl - INFO - Epoch [99][1800/2506] lr: 6.543e-03, eta: 8:44:32, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 0.3188, loss: 0.3188 +2024-07-18 16:28:46,452 - pyskl - INFO - Epoch [99][1900/2506] lr: 6.534e-03, eta: 8:44:07, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 0.3939, loss: 0.3939 +2024-07-18 16:29:10,385 - pyskl - INFO - Epoch [99][2000/2506] lr: 6.525e-03, eta: 8:43:42, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 0.3723, loss: 0.3723 +2024-07-18 16:29:34,290 - pyskl - INFO - Epoch [99][2100/2506] lr: 6.515e-03, eta: 8:43:17, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9894, loss_cls: 0.3822, loss: 0.3822 +2024-07-18 16:29:58,187 - pyskl - INFO - Epoch [99][2200/2506] lr: 6.506e-03, eta: 8:42:52, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 0.3608, loss: 0.3608 +2024-07-18 16:30:22,066 - pyskl - INFO - Epoch [99][2300/2506] lr: 6.497e-03, eta: 8:42:28, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 0.3924, loss: 0.3924 +2024-07-18 16:30:45,936 - pyskl - INFO - Epoch [99][2400/2506] lr: 6.488e-03, eta: 8:42:03, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 0.3784, loss: 0.3784 +2024-07-18 16:31:09,815 - pyskl - INFO - Epoch [99][2500/2506] lr: 6.479e-03, eta: 8:41:38, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 0.4147, loss: 0.4147 +2024-07-18 16:31:11,675 - pyskl - INFO - Saving checkpoint at 99 epochs +2024-07-18 16:32:31,381 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 16:32:31,448 - pyskl - INFO - +top1_acc 0.8680 +top5_acc 0.9817 +2024-07-18 16:32:31,450 - pyskl - INFO - Epoch(val) [99][1031] top1_acc: 0.8680, top5_acc: 0.9817 +2024-07-18 16:33:13,011 - pyskl - INFO - Epoch [100][100/2506] lr: 6.469e-03, eta: 8:41:20, time: 0.416, data_time: 0.174, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 0.3313, loss: 0.3313 +2024-07-18 16:33:36,779 - pyskl - INFO - Epoch [100][200/2506] lr: 6.460e-03, eta: 8:40:55, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9931, loss_cls: 0.3200, loss: 0.3200 +2024-07-18 16:34:00,616 - pyskl - INFO - Epoch [100][300/2506] lr: 6.451e-03, eta: 8:40:30, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 0.3020, loss: 0.3020 +2024-07-18 16:34:24,414 - pyskl - INFO - Epoch [100][400/2506] lr: 6.442e-03, eta: 8:40:06, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9938, loss_cls: 0.2685, loss: 0.2685 +2024-07-18 16:34:48,265 - pyskl - INFO - Epoch [100][500/2506] lr: 6.432e-03, eta: 8:39:41, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 0.3132, loss: 0.3132 +2024-07-18 16:35:12,092 - pyskl - INFO - Epoch [100][600/2506] lr: 6.423e-03, eta: 8:39:16, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 0.3347, loss: 0.3347 +2024-07-18 16:35:35,952 - pyskl - INFO - Epoch [100][700/2506] lr: 6.414e-03, eta: 8:38:51, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 0.3642, loss: 0.3642 +2024-07-18 16:35:59,832 - pyskl - INFO - Epoch [100][800/2506] lr: 6.405e-03, eta: 8:38:26, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 0.3786, loss: 0.3786 +2024-07-18 16:36:23,731 - pyskl - INFO - Epoch [100][900/2506] lr: 6.396e-03, eta: 8:38:02, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9925, loss_cls: 0.3408, loss: 0.3408 +2024-07-18 16:36:47,605 - pyskl - INFO - Epoch [100][1000/2506] lr: 6.387e-03, eta: 8:37:37, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9912, loss_cls: 0.3620, loss: 0.3620 +2024-07-18 16:37:11,585 - pyskl - INFO - Epoch [100][1100/2506] lr: 6.378e-03, eta: 8:37:12, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 0.3806, loss: 0.3806 +2024-07-18 16:37:35,814 - pyskl - INFO - Epoch [100][1200/2506] lr: 6.369e-03, eta: 8:36:47, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 0.4093, loss: 0.4093 +2024-07-18 16:37:59,684 - pyskl - INFO - Epoch [100][1300/2506] lr: 6.360e-03, eta: 8:36:23, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 0.3486, loss: 0.3486 +2024-07-18 16:38:23,607 - pyskl - INFO - Epoch [100][1400/2506] lr: 6.350e-03, eta: 8:35:58, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 0.3637, loss: 0.3637 +2024-07-18 16:38:47,528 - pyskl - INFO - Epoch [100][1500/2506] lr: 6.341e-03, eta: 8:35:33, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 0.3230, loss: 0.3230 +2024-07-18 16:39:11,371 - pyskl - INFO - Epoch [100][1600/2506] lr: 6.332e-03, eta: 8:35:08, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 0.3128, loss: 0.3128 +2024-07-18 16:39:35,397 - pyskl - INFO - Epoch [100][1700/2506] lr: 6.323e-03, eta: 8:34:43, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 0.3288, loss: 0.3288 +2024-07-18 16:39:59,332 - pyskl - INFO - Epoch [100][1800/2506] lr: 6.314e-03, eta: 8:34:19, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 0.2816, loss: 0.2816 +2024-07-18 16:40:23,251 - pyskl - INFO - Epoch [100][1900/2506] lr: 6.305e-03, eta: 8:33:54, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 0.4097, loss: 0.4097 +2024-07-18 16:40:47,133 - pyskl - INFO - Epoch [100][2000/2506] lr: 6.296e-03, eta: 8:33:29, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 0.3505, loss: 0.3505 +2024-07-18 16:41:10,989 - pyskl - INFO - Epoch [100][2100/2506] lr: 6.287e-03, eta: 8:33:04, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 0.3968, loss: 0.3968 +2024-07-18 16:41:34,826 - pyskl - INFO - Epoch [100][2200/2506] lr: 6.278e-03, eta: 8:32:39, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9906, loss_cls: 0.3633, loss: 0.3633 +2024-07-18 16:41:58,608 - pyskl - INFO - Epoch [100][2300/2506] lr: 6.269e-03, eta: 8:32:15, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9900, loss_cls: 0.3680, loss: 0.3680 +2024-07-18 16:42:22,431 - pyskl - INFO - Epoch [100][2400/2506] lr: 6.260e-03, eta: 8:31:50, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 0.3915, loss: 0.3915 +2024-07-18 16:42:46,246 - pyskl - INFO - Epoch [100][2500/2506] lr: 6.251e-03, eta: 8:31:25, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9906, loss_cls: 0.4051, loss: 0.4051 +2024-07-18 16:42:48,105 - pyskl - INFO - Saving checkpoint at 100 epochs +2024-07-18 16:44:07,954 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 16:44:08,020 - pyskl - INFO - +top1_acc 0.8695 +top5_acc 0.9817 +2024-07-18 16:44:08,022 - pyskl - INFO - Epoch(val) [100][1031] top1_acc: 0.8695, top5_acc: 0.9817 +2024-07-18 16:44:49,394 - pyskl - INFO - Epoch [101][100/2506] lr: 6.241e-03, eta: 8:31:07, time: 0.414, data_time: 0.172, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 0.3060, loss: 0.3060 +2024-07-18 16:45:13,163 - pyskl - INFO - Epoch [101][200/2506] lr: 6.232e-03, eta: 8:30:42, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 0.3091, loss: 0.3091 +2024-07-18 16:45:36,973 - pyskl - INFO - Epoch [101][300/2506] lr: 6.223e-03, eta: 8:30:17, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 0.3232, loss: 0.3232 +2024-07-18 16:46:00,789 - pyskl - INFO - Epoch [101][400/2506] lr: 6.214e-03, eta: 8:29:52, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 0.3160, loss: 0.3160 +2024-07-18 16:46:24,577 - pyskl - INFO - Epoch [101][500/2506] lr: 6.205e-03, eta: 8:29:27, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 0.3540, loss: 0.3540 +2024-07-18 16:46:48,375 - pyskl - INFO - Epoch [101][600/2506] lr: 6.196e-03, eta: 8:29:02, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 0.3158, loss: 0.3158 +2024-07-18 16:47:12,203 - pyskl - INFO - Epoch [101][700/2506] lr: 6.187e-03, eta: 8:28:38, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 0.3346, loss: 0.3346 +2024-07-18 16:47:36,025 - pyskl - INFO - Epoch [101][800/2506] lr: 6.178e-03, eta: 8:28:13, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 0.3442, loss: 0.3442 +2024-07-18 16:47:59,866 - pyskl - INFO - Epoch [101][900/2506] lr: 6.169e-03, eta: 8:27:48, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 0.3116, loss: 0.3116 +2024-07-18 16:48:23,726 - pyskl - INFO - Epoch [101][1000/2506] lr: 6.160e-03, eta: 8:27:23, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9919, loss_cls: 0.3422, loss: 0.3422 +2024-07-18 16:48:47,635 - pyskl - INFO - Epoch [101][1100/2506] lr: 6.151e-03, eta: 8:26:58, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9981, loss_cls: 0.3260, loss: 0.3260 +2024-07-18 16:49:11,411 - pyskl - INFO - Epoch [101][1200/2506] lr: 6.142e-03, eta: 8:26:34, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 0.3464, loss: 0.3464 +2024-07-18 16:49:35,217 - pyskl - INFO - Epoch [101][1300/2506] lr: 6.133e-03, eta: 8:26:09, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 0.3207, loss: 0.3207 +2024-07-18 16:49:59,105 - pyskl - INFO - Epoch [101][1400/2506] lr: 6.124e-03, eta: 8:25:44, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 0.3494, loss: 0.3494 +2024-07-18 16:50:23,014 - pyskl - INFO - Epoch [101][1500/2506] lr: 6.115e-03, eta: 8:25:19, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9919, loss_cls: 0.3405, loss: 0.3405 +2024-07-18 16:50:46,873 - pyskl - INFO - Epoch [101][1600/2506] lr: 6.106e-03, eta: 8:24:54, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 0.3465, loss: 0.3465 +2024-07-18 16:51:10,838 - pyskl - INFO - Epoch [101][1700/2506] lr: 6.097e-03, eta: 8:24:30, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9906, loss_cls: 0.3810, loss: 0.3810 +2024-07-18 16:51:34,967 - pyskl - INFO - Epoch [101][1800/2506] lr: 6.088e-03, eta: 8:24:05, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 0.3291, loss: 0.3291 +2024-07-18 16:51:58,839 - pyskl - INFO - Epoch [101][1900/2506] lr: 6.079e-03, eta: 8:23:40, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9906, loss_cls: 0.3817, loss: 0.3817 +2024-07-18 16:52:22,696 - pyskl - INFO - Epoch [101][2000/2506] lr: 6.070e-03, eta: 8:23:15, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 0.3532, loss: 0.3532 +2024-07-18 16:52:46,584 - pyskl - INFO - Epoch [101][2100/2506] lr: 6.061e-03, eta: 8:22:51, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 0.3328, loss: 0.3328 +2024-07-18 16:53:10,409 - pyskl - INFO - Epoch [101][2200/2506] lr: 6.052e-03, eta: 8:22:26, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9931, loss_cls: 0.3276, loss: 0.3276 +2024-07-18 16:53:34,223 - pyskl - INFO - Epoch [101][2300/2506] lr: 6.043e-03, eta: 8:22:01, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 0.3746, loss: 0.3746 +2024-07-18 16:53:58,056 - pyskl - INFO - Epoch [101][2400/2506] lr: 6.034e-03, eta: 8:21:36, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9975, loss_cls: 0.3435, loss: 0.3435 +2024-07-18 16:54:21,901 - pyskl - INFO - Epoch [101][2500/2506] lr: 6.025e-03, eta: 8:21:11, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 0.3903, loss: 0.3903 +2024-07-18 16:54:23,740 - pyskl - INFO - Saving checkpoint at 101 epochs +2024-07-18 16:55:43,714 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 16:55:43,781 - pyskl - INFO - +top1_acc 0.8714 +top5_acc 0.9783 +2024-07-18 16:55:43,784 - pyskl - INFO - Epoch(val) [101][1031] top1_acc: 0.8714, top5_acc: 0.9783 +2024-07-18 16:56:25,242 - pyskl - INFO - Epoch [102][100/2506] lr: 6.016e-03, eta: 8:20:53, time: 0.415, data_time: 0.173, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9912, loss_cls: 0.3485, loss: 0.3485 +2024-07-18 16:56:49,019 - pyskl - INFO - Epoch [102][200/2506] lr: 6.007e-03, eta: 8:20:28, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 0.2941, loss: 0.2941 +2024-07-18 16:57:12,846 - pyskl - INFO - Epoch [102][300/2506] lr: 5.998e-03, eta: 8:20:03, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 0.2972, loss: 0.2972 +2024-07-18 16:57:36,672 - pyskl - INFO - Epoch [102][400/2506] lr: 5.989e-03, eta: 8:19:38, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9931, loss_cls: 0.3263, loss: 0.3263 +2024-07-18 16:58:00,515 - pyskl - INFO - Epoch [102][500/2506] lr: 5.980e-03, eta: 8:19:14, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 0.3441, loss: 0.3441 +2024-07-18 16:58:24,394 - pyskl - INFO - Epoch [102][600/2506] lr: 5.971e-03, eta: 8:18:49, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 0.3220, loss: 0.3220 +2024-07-18 16:58:48,287 - pyskl - INFO - Epoch [102][700/2506] lr: 5.962e-03, eta: 8:18:24, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 0.2935, loss: 0.2935 +2024-07-18 16:59:12,123 - pyskl - INFO - Epoch [102][800/2506] lr: 5.953e-03, eta: 8:17:59, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9938, loss_cls: 0.3162, loss: 0.3162 +2024-07-18 16:59:35,995 - pyskl - INFO - Epoch [102][900/2506] lr: 5.945e-03, eta: 8:17:34, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9931, loss_cls: 0.3043, loss: 0.3043 +2024-07-18 16:59:59,933 - pyskl - INFO - Epoch [102][1000/2506] lr: 5.936e-03, eta: 8:17:10, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 0.3174, loss: 0.3174 +2024-07-18 17:00:23,998 - pyskl - INFO - Epoch [102][1100/2506] lr: 5.927e-03, eta: 8:16:45, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 0.3702, loss: 0.3702 +2024-07-18 17:00:47,924 - pyskl - INFO - Epoch [102][1200/2506] lr: 5.918e-03, eta: 8:16:20, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 0.3103, loss: 0.3103 +2024-07-18 17:01:11,801 - pyskl - INFO - Epoch [102][1300/2506] lr: 5.909e-03, eta: 8:15:55, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 0.3370, loss: 0.3370 +2024-07-18 17:01:35,721 - pyskl - INFO - Epoch [102][1400/2506] lr: 5.900e-03, eta: 8:15:31, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 0.3295, loss: 0.3295 +2024-07-18 17:01:59,589 - pyskl - INFO - Epoch [102][1500/2506] lr: 5.891e-03, eta: 8:15:06, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 0.3272, loss: 0.3272 +2024-07-18 17:02:23,493 - pyskl - INFO - Epoch [102][1600/2506] lr: 5.882e-03, eta: 8:14:41, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 0.3757, loss: 0.3757 +2024-07-18 17:02:47,459 - pyskl - INFO - Epoch [102][1700/2506] lr: 5.873e-03, eta: 8:14:16, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 0.3313, loss: 0.3313 +2024-07-18 17:03:11,482 - pyskl - INFO - Epoch [102][1800/2506] lr: 5.865e-03, eta: 8:13:52, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 0.2987, loss: 0.2987 +2024-07-18 17:03:35,427 - pyskl - INFO - Epoch [102][1900/2506] lr: 5.856e-03, eta: 8:13:27, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 0.3134, loss: 0.3134 +2024-07-18 17:03:59,355 - pyskl - INFO - Epoch [102][2000/2506] lr: 5.847e-03, eta: 8:13:02, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 0.3796, loss: 0.3796 +2024-07-18 17:04:23,334 - pyskl - INFO - Epoch [102][2100/2506] lr: 5.838e-03, eta: 8:12:37, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 0.3082, loss: 0.3082 +2024-07-18 17:04:47,222 - pyskl - INFO - Epoch [102][2200/2506] lr: 5.829e-03, eta: 8:12:13, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 0.3414, loss: 0.3414 +2024-07-18 17:05:11,095 - pyskl - INFO - Epoch [102][2300/2506] lr: 5.820e-03, eta: 8:11:48, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 0.3414, loss: 0.3414 +2024-07-18 17:05:34,959 - pyskl - INFO - Epoch [102][2400/2506] lr: 5.812e-03, eta: 8:11:23, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 0.3848, loss: 0.3848 +2024-07-18 17:05:58,725 - pyskl - INFO - Epoch [102][2500/2506] lr: 5.803e-03, eta: 8:10:58, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 0.3858, loss: 0.3858 +2024-07-18 17:06:00,608 - pyskl - INFO - Saving checkpoint at 102 epochs +2024-07-18 17:07:20,262 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 17:07:20,330 - pyskl - INFO - +top1_acc 0.8726 +top5_acc 0.9798 +2024-07-18 17:07:20,332 - pyskl - INFO - Epoch(val) [102][1031] top1_acc: 0.8726, top5_acc: 0.9798 +2024-07-18 17:08:01,997 - pyskl - INFO - Epoch [103][100/2506] lr: 5.793e-03, eta: 8:10:40, time: 0.417, data_time: 0.175, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9931, loss_cls: 0.3167, loss: 0.3167 +2024-07-18 17:08:25,766 - pyskl - INFO - Epoch [103][200/2506] lr: 5.785e-03, eta: 8:10:15, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9931, loss_cls: 0.3160, loss: 0.3160 +2024-07-18 17:08:49,585 - pyskl - INFO - Epoch [103][300/2506] lr: 5.776e-03, eta: 8:09:50, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 0.3053, loss: 0.3053 +2024-07-18 17:09:13,453 - pyskl - INFO - Epoch [103][400/2506] lr: 5.767e-03, eta: 8:09:25, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 0.3636, loss: 0.3636 +2024-07-18 17:09:37,329 - pyskl - INFO - Epoch [103][500/2506] lr: 5.758e-03, eta: 8:09:00, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 0.3314, loss: 0.3314 +2024-07-18 17:10:01,203 - pyskl - INFO - Epoch [103][600/2506] lr: 5.749e-03, eta: 8:08:36, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 0.2998, loss: 0.2998 +2024-07-18 17:10:25,060 - pyskl - INFO - Epoch [103][700/2506] lr: 5.741e-03, eta: 8:08:11, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 0.3074, loss: 0.3074 +2024-07-18 17:10:48,903 - pyskl - INFO - Epoch [103][800/2506] lr: 5.732e-03, eta: 8:07:46, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 0.3083, loss: 0.3083 +2024-07-18 17:11:12,824 - pyskl - INFO - Epoch [103][900/2506] lr: 5.723e-03, eta: 8:07:21, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 0.3197, loss: 0.3197 +2024-07-18 17:11:36,748 - pyskl - INFO - Epoch [103][1000/2506] lr: 5.714e-03, eta: 8:06:57, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9950, loss_cls: 0.3079, loss: 0.3079 +2024-07-18 17:12:00,591 - pyskl - INFO - Epoch [103][1100/2506] lr: 5.706e-03, eta: 8:06:32, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 0.3391, loss: 0.3391 +2024-07-18 17:12:24,455 - pyskl - INFO - Epoch [103][1200/2506] lr: 5.697e-03, eta: 8:06:07, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 0.3239, loss: 0.3239 +2024-07-18 17:12:48,309 - pyskl - INFO - Epoch [103][1300/2506] lr: 5.688e-03, eta: 8:05:42, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 0.3145, loss: 0.3145 +2024-07-18 17:13:12,219 - pyskl - INFO - Epoch [103][1400/2506] lr: 5.679e-03, eta: 8:05:17, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.3032, loss: 0.3032 +2024-07-18 17:13:36,104 - pyskl - INFO - Epoch [103][1500/2506] lr: 5.670e-03, eta: 8:04:53, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 0.2683, loss: 0.2683 +2024-07-18 17:14:00,011 - pyskl - INFO - Epoch [103][1600/2506] lr: 5.662e-03, eta: 8:04:28, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 0.2992, loss: 0.2992 +2024-07-18 17:14:23,952 - pyskl - INFO - Epoch [103][1700/2506] lr: 5.653e-03, eta: 8:04:03, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 0.3455, loss: 0.3455 +2024-07-18 17:14:47,848 - pyskl - INFO - Epoch [103][1800/2506] lr: 5.644e-03, eta: 8:03:38, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 0.3242, loss: 0.3242 +2024-07-18 17:15:11,853 - pyskl - INFO - Epoch [103][1900/2506] lr: 5.636e-03, eta: 8:03:14, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 0.2596, loss: 0.2596 +2024-07-18 17:15:35,739 - pyskl - INFO - Epoch [103][2000/2506] lr: 5.627e-03, eta: 8:02:49, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 0.3153, loss: 0.3153 +2024-07-18 17:15:59,707 - pyskl - INFO - Epoch [103][2100/2506] lr: 5.618e-03, eta: 8:02:24, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 0.3549, loss: 0.3549 +2024-07-18 17:16:23,599 - pyskl - INFO - Epoch [103][2200/2506] lr: 5.609e-03, eta: 8:01:59, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9931, loss_cls: 0.3168, loss: 0.3168 +2024-07-18 17:16:47,406 - pyskl - INFO - Epoch [103][2300/2506] lr: 5.601e-03, eta: 8:01:35, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9931, loss_cls: 0.3261, loss: 0.3261 +2024-07-18 17:17:11,183 - pyskl - INFO - Epoch [103][2400/2506] lr: 5.592e-03, eta: 8:01:10, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9938, loss_cls: 0.3473, loss: 0.3473 +2024-07-18 17:17:34,923 - pyskl - INFO - Epoch [103][2500/2506] lr: 5.583e-03, eta: 8:00:45, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 0.3769, loss: 0.3769 +2024-07-18 17:17:36,746 - pyskl - INFO - Saving checkpoint at 103 epochs +2024-07-18 17:18:56,665 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 17:18:56,732 - pyskl - INFO - +top1_acc 0.8732 +top5_acc 0.9826 +2024-07-18 17:18:56,734 - pyskl - INFO - Epoch(val) [103][1031] top1_acc: 0.8732, top5_acc: 0.9826 +2024-07-18 17:19:38,415 - pyskl - INFO - Epoch [104][100/2506] lr: 5.574e-03, eta: 8:00:26, time: 0.417, data_time: 0.175, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 0.2977, loss: 0.2977 +2024-07-18 17:20:02,217 - pyskl - INFO - Epoch [104][200/2506] lr: 5.565e-03, eta: 8:00:01, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 0.2620, loss: 0.2620 +2024-07-18 17:20:26,043 - pyskl - INFO - Epoch [104][300/2506] lr: 5.557e-03, eta: 7:59:37, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.2328, loss: 0.2328 +2024-07-18 17:20:49,859 - pyskl - INFO - Epoch [104][400/2506] lr: 5.548e-03, eta: 7:59:12, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9956, loss_cls: 0.2398, loss: 0.2398 +2024-07-18 17:21:13,700 - pyskl - INFO - Epoch [104][500/2506] lr: 5.539e-03, eta: 7:58:47, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9944, loss_cls: 0.2990, loss: 0.2990 +2024-07-18 17:21:37,536 - pyskl - INFO - Epoch [104][600/2506] lr: 5.531e-03, eta: 7:58:22, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.2838, loss: 0.2838 +2024-07-18 17:22:01,345 - pyskl - INFO - Epoch [104][700/2506] lr: 5.522e-03, eta: 7:57:57, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 0.2588, loss: 0.2588 +2024-07-18 17:22:25,182 - pyskl - INFO - Epoch [104][800/2506] lr: 5.513e-03, eta: 7:57:33, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9931, loss_cls: 0.3194, loss: 0.3194 +2024-07-18 17:22:49,038 - pyskl - INFO - Epoch [104][900/2506] lr: 5.505e-03, eta: 7:57:08, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 0.2503, loss: 0.2503 +2024-07-18 17:23:12,935 - pyskl - INFO - Epoch [104][1000/2506] lr: 5.496e-03, eta: 7:56:43, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 0.2883, loss: 0.2883 +2024-07-18 17:23:36,765 - pyskl - INFO - Epoch [104][1100/2506] lr: 5.487e-03, eta: 7:56:18, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 0.3166, loss: 0.3166 +2024-07-18 17:24:00,607 - pyskl - INFO - Epoch [104][1200/2506] lr: 5.479e-03, eta: 7:55:53, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 0.3385, loss: 0.3385 +2024-07-18 17:24:24,536 - pyskl - INFO - Epoch [104][1300/2506] lr: 5.470e-03, eta: 7:55:29, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 0.3677, loss: 0.3677 +2024-07-18 17:24:48,398 - pyskl - INFO - Epoch [104][1400/2506] lr: 5.461e-03, eta: 7:55:04, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9931, loss_cls: 0.3156, loss: 0.3156 +2024-07-18 17:25:12,344 - pyskl - INFO - Epoch [104][1500/2506] lr: 5.453e-03, eta: 7:54:39, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 0.3093, loss: 0.3093 +2024-07-18 17:25:36,238 - pyskl - INFO - Epoch [104][1600/2506] lr: 5.444e-03, eta: 7:54:14, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 0.3225, loss: 0.3225 +2024-07-18 17:26:00,159 - pyskl - INFO - Epoch [104][1700/2506] lr: 5.435e-03, eta: 7:53:50, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 0.2845, loss: 0.2845 +2024-07-18 17:26:24,012 - pyskl - INFO - Epoch [104][1800/2506] lr: 5.427e-03, eta: 7:53:25, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 0.3320, loss: 0.3320 +2024-07-18 17:26:47,871 - pyskl - INFO - Epoch [104][1900/2506] lr: 5.418e-03, eta: 7:53:00, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 0.3142, loss: 0.3142 +2024-07-18 17:27:11,687 - pyskl - INFO - Epoch [104][2000/2506] lr: 5.410e-03, eta: 7:52:35, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9912, loss_cls: 0.3551, loss: 0.3551 +2024-07-18 17:27:35,551 - pyskl - INFO - Epoch [104][2100/2506] lr: 5.401e-03, eta: 7:52:11, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9450, top5_acc: 0.9938, loss_cls: 0.3065, loss: 0.3065 +2024-07-18 17:27:59,435 - pyskl - INFO - Epoch [104][2200/2506] lr: 5.392e-03, eta: 7:51:46, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 0.3505, loss: 0.3505 +2024-07-18 17:28:23,341 - pyskl - INFO - Epoch [104][2300/2506] lr: 5.384e-03, eta: 7:51:21, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9900, loss_cls: 0.4024, loss: 0.4024 +2024-07-18 17:28:47,222 - pyskl - INFO - Epoch [104][2400/2506] lr: 5.375e-03, eta: 7:50:56, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 0.3625, loss: 0.3625 +2024-07-18 17:29:11,109 - pyskl - INFO - Epoch [104][2500/2506] lr: 5.367e-03, eta: 7:50:32, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 0.3541, loss: 0.3541 +2024-07-18 17:29:12,948 - pyskl - INFO - Saving checkpoint at 104 epochs +2024-07-18 17:30:32,768 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 17:30:32,835 - pyskl - INFO - +top1_acc 0.8886 +top5_acc 0.9827 +2024-07-18 17:30:32,839 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_92.pth was removed +2024-07-18 17:30:32,970 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_104.pth. +2024-07-18 17:30:32,970 - pyskl - INFO - Best top1_acc is 0.8886 at 104 epoch. +2024-07-18 17:30:32,972 - pyskl - INFO - Epoch(val) [104][1031] top1_acc: 0.8886, top5_acc: 0.9827 +2024-07-18 17:31:14,461 - pyskl - INFO - Epoch [105][100/2506] lr: 5.358e-03, eta: 7:50:12, time: 0.415, data_time: 0.174, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 0.2408, loss: 0.2408 +2024-07-18 17:31:38,283 - pyskl - INFO - Epoch [105][200/2506] lr: 5.349e-03, eta: 7:49:48, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 0.2986, loss: 0.2986 +2024-07-18 17:32:02,122 - pyskl - INFO - Epoch [105][300/2506] lr: 5.340e-03, eta: 7:49:23, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.2262, loss: 0.2262 +2024-07-18 17:32:25,949 - pyskl - INFO - Epoch [105][400/2506] lr: 5.332e-03, eta: 7:48:58, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 0.2691, loss: 0.2691 +2024-07-18 17:32:49,798 - pyskl - INFO - Epoch [105][500/2506] lr: 5.323e-03, eta: 7:48:33, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9912, loss_cls: 0.2972, loss: 0.2972 +2024-07-18 17:33:13,645 - pyskl - INFO - Epoch [105][600/2506] lr: 5.315e-03, eta: 7:48:09, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 0.2563, loss: 0.2563 +2024-07-18 17:33:37,459 - pyskl - INFO - Epoch [105][700/2506] lr: 5.306e-03, eta: 7:47:44, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 0.3437, loss: 0.3437 +2024-07-18 17:34:01,342 - pyskl - INFO - Epoch [105][800/2506] lr: 5.298e-03, eta: 7:47:19, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 0.3055, loss: 0.3055 +2024-07-18 17:34:25,220 - pyskl - INFO - Epoch [105][900/2506] lr: 5.289e-03, eta: 7:46:54, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 0.3380, loss: 0.3380 +2024-07-18 17:34:49,136 - pyskl - INFO - Epoch [105][1000/2506] lr: 5.281e-03, eta: 7:46:29, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 0.3155, loss: 0.3155 +2024-07-18 17:35:13,059 - pyskl - INFO - Epoch [105][1100/2506] lr: 5.272e-03, eta: 7:46:05, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 0.3237, loss: 0.3237 +2024-07-18 17:35:36,965 - pyskl - INFO - Epoch [105][1200/2506] lr: 5.264e-03, eta: 7:45:40, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 0.2878, loss: 0.2878 +2024-07-18 17:36:00,956 - pyskl - INFO - Epoch [105][1300/2506] lr: 5.255e-03, eta: 7:45:15, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 0.3296, loss: 0.3296 +2024-07-18 17:36:24,846 - pyskl - INFO - Epoch [105][1400/2506] lr: 5.247e-03, eta: 7:44:51, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 0.3348, loss: 0.3348 +2024-07-18 17:36:48,761 - pyskl - INFO - Epoch [105][1500/2506] lr: 5.238e-03, eta: 7:44:26, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.2963, loss: 0.2963 +2024-07-18 17:37:12,667 - pyskl - INFO - Epoch [105][1600/2506] lr: 5.230e-03, eta: 7:44:01, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 0.3258, loss: 0.3258 +2024-07-18 17:37:36,515 - pyskl - INFO - Epoch [105][1700/2506] lr: 5.221e-03, eta: 7:43:36, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.2892, loss: 0.2892 +2024-07-18 17:38:00,435 - pyskl - INFO - Epoch [105][1800/2506] lr: 5.213e-03, eta: 7:43:12, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 0.2729, loss: 0.2729 +2024-07-18 17:38:24,241 - pyskl - INFO - Epoch [105][1900/2506] lr: 5.204e-03, eta: 7:42:47, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 0.3126, loss: 0.3126 +2024-07-18 17:38:47,999 - pyskl - INFO - Epoch [105][2000/2506] lr: 5.196e-03, eta: 7:42:22, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 0.3382, loss: 0.3382 +2024-07-18 17:39:11,961 - pyskl - INFO - Epoch [105][2100/2506] lr: 5.187e-03, eta: 7:41:57, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 0.3327, loss: 0.3327 +2024-07-18 17:39:36,072 - pyskl - INFO - Epoch [105][2200/2506] lr: 5.179e-03, eta: 7:41:33, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 0.3165, loss: 0.3165 +2024-07-18 17:40:00,001 - pyskl - INFO - Epoch [105][2300/2506] lr: 5.170e-03, eta: 7:41:08, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 0.3016, loss: 0.3016 +2024-07-18 17:40:23,850 - pyskl - INFO - Epoch [105][2400/2506] lr: 5.162e-03, eta: 7:40:43, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 0.3432, loss: 0.3432 +2024-07-18 17:40:47,669 - pyskl - INFO - Epoch [105][2500/2506] lr: 5.153e-03, eta: 7:40:18, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 0.3031, loss: 0.3031 +2024-07-18 17:40:49,510 - pyskl - INFO - Saving checkpoint at 105 epochs +2024-07-18 17:42:09,202 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 17:42:09,270 - pyskl - INFO - +top1_acc 0.8801 +top5_acc 0.9823 +2024-07-18 17:42:09,272 - pyskl - INFO - Epoch(val) [105][1031] top1_acc: 0.8801, top5_acc: 0.9823 +2024-07-18 17:42:50,584 - pyskl - INFO - Epoch [106][100/2506] lr: 5.144e-03, eta: 7:39:59, time: 0.413, data_time: 0.171, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 0.2587, loss: 0.2587 +2024-07-18 17:43:14,420 - pyskl - INFO - Epoch [106][200/2506] lr: 5.136e-03, eta: 7:39:34, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9950, loss_cls: 0.2566, loss: 0.2566 +2024-07-18 17:43:38,222 - pyskl - INFO - Epoch [106][300/2506] lr: 5.127e-03, eta: 7:39:09, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 0.2357, loss: 0.2357 +2024-07-18 17:44:02,167 - pyskl - INFO - Epoch [106][400/2506] lr: 5.119e-03, eta: 7:38:45, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.2548, loss: 0.2548 +2024-07-18 17:44:26,140 - pyskl - INFO - Epoch [106][500/2506] lr: 5.111e-03, eta: 7:38:20, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9450, top5_acc: 0.9931, loss_cls: 0.2821, loss: 0.2821 +2024-07-18 17:44:50,087 - pyskl - INFO - Epoch [106][600/2506] lr: 5.102e-03, eta: 7:37:55, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 0.2919, loss: 0.2919 +2024-07-18 17:45:14,107 - pyskl - INFO - Epoch [106][700/2506] lr: 5.094e-03, eta: 7:37:30, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9938, loss_cls: 0.2831, loss: 0.2831 +2024-07-18 17:45:38,038 - pyskl - INFO - Epoch [106][800/2506] lr: 5.085e-03, eta: 7:37:06, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 0.2616, loss: 0.2616 +2024-07-18 17:46:02,020 - pyskl - INFO - Epoch [106][900/2506] lr: 5.077e-03, eta: 7:36:41, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 0.2566, loss: 0.2566 +2024-07-18 17:46:25,926 - pyskl - INFO - Epoch [106][1000/2506] lr: 5.069e-03, eta: 7:36:16, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 0.2747, loss: 0.2747 +2024-07-18 17:46:49,805 - pyskl - INFO - Epoch [106][1100/2506] lr: 5.060e-03, eta: 7:35:52, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 0.2856, loss: 0.2856 +2024-07-18 17:47:13,733 - pyskl - INFO - Epoch [106][1200/2506] lr: 5.052e-03, eta: 7:35:27, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9925, loss_cls: 0.2910, loss: 0.2910 +2024-07-18 17:47:37,603 - pyskl - INFO - Epoch [106][1300/2506] lr: 5.043e-03, eta: 7:35:02, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 0.2634, loss: 0.2634 +2024-07-18 17:48:01,458 - pyskl - INFO - Epoch [106][1400/2506] lr: 5.035e-03, eta: 7:34:37, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.2645, loss: 0.2645 +2024-07-18 17:48:25,261 - pyskl - INFO - Epoch [106][1500/2506] lr: 5.027e-03, eta: 7:34:12, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 0.2917, loss: 0.2917 +2024-07-18 17:48:49,112 - pyskl - INFO - Epoch [106][1600/2506] lr: 5.018e-03, eta: 7:33:48, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 0.2976, loss: 0.2976 +2024-07-18 17:49:12,937 - pyskl - INFO - Epoch [106][1700/2506] lr: 5.010e-03, eta: 7:33:23, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 0.2769, loss: 0.2769 +2024-07-18 17:49:36,988 - pyskl - INFO - Epoch [106][1800/2506] lr: 5.001e-03, eta: 7:32:58, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 0.2510, loss: 0.2510 +2024-07-18 17:50:01,005 - pyskl - INFO - Epoch [106][1900/2506] lr: 4.993e-03, eta: 7:32:34, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9950, loss_cls: 0.2876, loss: 0.2876 +2024-07-18 17:50:24,892 - pyskl - INFO - Epoch [106][2000/2506] lr: 4.985e-03, eta: 7:32:09, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9950, loss_cls: 0.2676, loss: 0.2676 +2024-07-18 17:50:48,804 - pyskl - INFO - Epoch [106][2100/2506] lr: 4.976e-03, eta: 7:31:44, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9944, loss_cls: 0.3011, loss: 0.3011 +2024-07-18 17:51:12,655 - pyskl - INFO - Epoch [106][2200/2506] lr: 4.968e-03, eta: 7:31:19, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9931, loss_cls: 0.3058, loss: 0.3058 +2024-07-18 17:51:36,529 - pyskl - INFO - Epoch [106][2300/2506] lr: 4.960e-03, eta: 7:30:55, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 0.3194, loss: 0.3194 +2024-07-18 17:52:00,400 - pyskl - INFO - Epoch [106][2400/2506] lr: 4.951e-03, eta: 7:30:30, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 0.2761, loss: 0.2761 +2024-07-18 17:52:24,299 - pyskl - INFO - Epoch [106][2500/2506] lr: 4.943e-03, eta: 7:30:05, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9944, loss_cls: 0.2692, loss: 0.2692 +2024-07-18 17:52:26,103 - pyskl - INFO - Saving checkpoint at 106 epochs +2024-07-18 17:53:46,047 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 17:53:46,114 - pyskl - INFO - +top1_acc 0.8859 +top5_acc 0.9820 +2024-07-18 17:53:46,117 - pyskl - INFO - Epoch(val) [106][1031] top1_acc: 0.8859, top5_acc: 0.9820 +2024-07-18 17:54:27,670 - pyskl - INFO - Epoch [107][100/2506] lr: 4.934e-03, eta: 7:29:46, time: 0.415, data_time: 0.174, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 0.2765, loss: 0.2765 +2024-07-18 17:54:51,443 - pyskl - INFO - Epoch [107][200/2506] lr: 4.926e-03, eta: 7:29:21, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.2441, loss: 0.2441 +2024-07-18 17:55:15,287 - pyskl - INFO - Epoch [107][300/2506] lr: 4.918e-03, eta: 7:28:56, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 0.3065, loss: 0.3065 +2024-07-18 17:55:39,086 - pyskl - INFO - Epoch [107][400/2506] lr: 4.909e-03, eta: 7:28:31, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 0.2357, loss: 0.2357 +2024-07-18 17:56:02,925 - pyskl - INFO - Epoch [107][500/2506] lr: 4.901e-03, eta: 7:28:06, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 0.2313, loss: 0.2313 +2024-07-18 17:56:26,804 - pyskl - INFO - Epoch [107][600/2506] lr: 4.893e-03, eta: 7:27:42, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.2382, loss: 0.2382 +2024-07-18 17:56:50,669 - pyskl - INFO - Epoch [107][700/2506] lr: 4.884e-03, eta: 7:27:17, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 0.2456, loss: 0.2456 +2024-07-18 17:57:14,589 - pyskl - INFO - Epoch [107][800/2506] lr: 4.876e-03, eta: 7:26:52, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 0.2596, loss: 0.2596 +2024-07-18 17:57:38,411 - pyskl - INFO - Epoch [107][900/2506] lr: 4.868e-03, eta: 7:26:27, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9950, loss_cls: 0.2421, loss: 0.2421 +2024-07-18 17:58:02,254 - pyskl - INFO - Epoch [107][1000/2506] lr: 4.860e-03, eta: 7:26:03, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9925, loss_cls: 0.2556, loss: 0.2556 +2024-07-18 17:58:26,055 - pyskl - INFO - Epoch [107][1100/2506] lr: 4.851e-03, eta: 7:25:38, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 0.2679, loss: 0.2679 +2024-07-18 17:58:49,985 - pyskl - INFO - Epoch [107][1200/2506] lr: 4.843e-03, eta: 7:25:13, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9988, loss_cls: 0.3026, loss: 0.3026 +2024-07-18 17:59:13,875 - pyskl - INFO - Epoch [107][1300/2506] lr: 4.835e-03, eta: 7:24:48, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 0.2641, loss: 0.2641 +2024-07-18 17:59:37,759 - pyskl - INFO - Epoch [107][1400/2506] lr: 4.827e-03, eta: 7:24:24, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 0.2764, loss: 0.2764 +2024-07-18 18:00:01,631 - pyskl - INFO - Epoch [107][1500/2506] lr: 4.818e-03, eta: 7:23:59, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 0.2750, loss: 0.2750 +2024-07-18 18:00:25,451 - pyskl - INFO - Epoch [107][1600/2506] lr: 4.810e-03, eta: 7:23:34, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 0.3123, loss: 0.3123 +2024-07-18 18:00:49,345 - pyskl - INFO - Epoch [107][1700/2506] lr: 4.802e-03, eta: 7:23:09, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 0.3263, loss: 0.3263 +2024-07-18 18:01:13,425 - pyskl - INFO - Epoch [107][1800/2506] lr: 4.794e-03, eta: 7:22:45, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 0.2818, loss: 0.2818 +2024-07-18 18:01:37,418 - pyskl - INFO - Epoch [107][1900/2506] lr: 4.785e-03, eta: 7:22:20, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 0.2482, loss: 0.2482 +2024-07-18 18:02:01,252 - pyskl - INFO - Epoch [107][2000/2506] lr: 4.777e-03, eta: 7:21:55, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 0.3166, loss: 0.3166 +2024-07-18 18:02:25,183 - pyskl - INFO - Epoch [107][2100/2506] lr: 4.769e-03, eta: 7:21:31, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 0.2855, loss: 0.2855 +2024-07-18 18:02:49,118 - pyskl - INFO - Epoch [107][2200/2506] lr: 4.761e-03, eta: 7:21:06, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 0.2631, loss: 0.2631 +2024-07-18 18:03:13,066 - pyskl - INFO - Epoch [107][2300/2506] lr: 4.753e-03, eta: 7:20:41, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 0.3375, loss: 0.3375 +2024-07-18 18:03:36,961 - pyskl - INFO - Epoch [107][2400/2506] lr: 4.744e-03, eta: 7:20:16, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 0.3249, loss: 0.3249 +2024-07-18 18:04:00,909 - pyskl - INFO - Epoch [107][2500/2506] lr: 4.736e-03, eta: 7:19:52, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9925, loss_cls: 0.3234, loss: 0.3234 +2024-07-18 18:04:02,767 - pyskl - INFO - Saving checkpoint at 107 epochs +2024-07-18 18:05:22,641 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 18:05:22,709 - pyskl - INFO - +top1_acc 0.8816 +top5_acc 0.9822 +2024-07-18 18:05:22,711 - pyskl - INFO - Epoch(val) [107][1031] top1_acc: 0.8816, top5_acc: 0.9822 +2024-07-18 18:06:04,425 - pyskl - INFO - Epoch [108][100/2506] lr: 4.728e-03, eta: 7:19:32, time: 0.417, data_time: 0.175, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.2489, loss: 0.2489 +2024-07-18 18:06:28,246 - pyskl - INFO - Epoch [108][200/2506] lr: 4.719e-03, eta: 7:19:07, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9938, loss_cls: 0.2354, loss: 0.2354 +2024-07-18 18:06:52,071 - pyskl - INFO - Epoch [108][300/2506] lr: 4.711e-03, eta: 7:18:43, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 0.2286, loss: 0.2286 +2024-07-18 18:07:15,869 - pyskl - INFO - Epoch [108][400/2506] lr: 4.703e-03, eta: 7:18:18, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 0.2720, loss: 0.2720 +2024-07-18 18:07:39,721 - pyskl - INFO - Epoch [108][500/2506] lr: 4.695e-03, eta: 7:17:53, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9962, loss_cls: 0.2323, loss: 0.2323 +2024-07-18 18:08:03,571 - pyskl - INFO - Epoch [108][600/2506] lr: 4.687e-03, eta: 7:17:28, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 0.2143, loss: 0.2143 +2024-07-18 18:08:27,371 - pyskl - INFO - Epoch [108][700/2506] lr: 4.679e-03, eta: 7:17:04, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 0.2385, loss: 0.2385 +2024-07-18 18:08:51,277 - pyskl - INFO - Epoch [108][800/2506] lr: 4.670e-03, eta: 7:16:39, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 0.2614, loss: 0.2614 +2024-07-18 18:09:15,220 - pyskl - INFO - Epoch [108][900/2506] lr: 4.662e-03, eta: 7:16:14, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 0.2453, loss: 0.2453 +2024-07-18 18:09:39,114 - pyskl - INFO - Epoch [108][1000/2506] lr: 4.654e-03, eta: 7:15:49, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 0.3021, loss: 0.3021 +2024-07-18 18:10:03,011 - pyskl - INFO - Epoch [108][1100/2506] lr: 4.646e-03, eta: 7:15:25, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 0.2791, loss: 0.2791 +2024-07-18 18:10:26,932 - pyskl - INFO - Epoch [108][1200/2506] lr: 4.638e-03, eta: 7:15:00, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9956, loss_cls: 0.2661, loss: 0.2661 +2024-07-18 18:10:50,725 - pyskl - INFO - Epoch [108][1300/2506] lr: 4.630e-03, eta: 7:14:35, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9944, loss_cls: 0.2689, loss: 0.2689 +2024-07-18 18:11:14,511 - pyskl - INFO - Epoch [108][1400/2506] lr: 4.622e-03, eta: 7:14:10, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 0.2793, loss: 0.2793 +2024-07-18 18:11:38,292 - pyskl - INFO - Epoch [108][1500/2506] lr: 4.614e-03, eta: 7:13:46, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 0.2435, loss: 0.2435 +2024-07-18 18:12:02,095 - pyskl - INFO - Epoch [108][1600/2506] lr: 4.605e-03, eta: 7:13:21, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 0.2979, loss: 0.2979 +2024-07-18 18:12:25,909 - pyskl - INFO - Epoch [108][1700/2506] lr: 4.597e-03, eta: 7:12:56, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9994, loss_cls: 0.2917, loss: 0.2917 +2024-07-18 18:12:49,789 - pyskl - INFO - Epoch [108][1800/2506] lr: 4.589e-03, eta: 7:12:31, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9994, loss_cls: 0.2769, loss: 0.2769 +2024-07-18 18:13:13,688 - pyskl - INFO - Epoch [108][1900/2506] lr: 4.581e-03, eta: 7:12:07, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 0.2738, loss: 0.2738 +2024-07-18 18:13:37,515 - pyskl - INFO - Epoch [108][2000/2506] lr: 4.573e-03, eta: 7:11:42, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 0.2755, loss: 0.2755 +2024-07-18 18:14:01,440 - pyskl - INFO - Epoch [108][2100/2506] lr: 4.565e-03, eta: 7:11:17, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 0.2873, loss: 0.2873 +2024-07-18 18:14:25,690 - pyskl - INFO - Epoch [108][2200/2506] lr: 4.557e-03, eta: 7:10:53, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9944, loss_cls: 0.2670, loss: 0.2670 +2024-07-18 18:14:49,789 - pyskl - INFO - Epoch [108][2300/2506] lr: 4.549e-03, eta: 7:10:28, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 0.2805, loss: 0.2805 +2024-07-18 18:15:13,648 - pyskl - INFO - Epoch [108][2400/2506] lr: 4.541e-03, eta: 7:10:03, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 0.3366, loss: 0.3366 +2024-07-18 18:15:37,520 - pyskl - INFO - Epoch [108][2500/2506] lr: 4.533e-03, eta: 7:09:38, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 0.2398, loss: 0.2398 +2024-07-18 18:15:39,357 - pyskl - INFO - Saving checkpoint at 108 epochs +2024-07-18 18:16:58,761 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 18:16:58,828 - pyskl - INFO - +top1_acc 0.8832 +top5_acc 0.9811 +2024-07-18 18:16:58,831 - pyskl - INFO - Epoch(val) [108][1031] top1_acc: 0.8832, top5_acc: 0.9811 +2024-07-18 18:17:40,003 - pyskl - INFO - Epoch [109][100/2506] lr: 4.524e-03, eta: 7:09:18, time: 0.412, data_time: 0.171, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1807, loss: 0.1807 +2024-07-18 18:18:03,803 - pyskl - INFO - Epoch [109][200/2506] lr: 4.516e-03, eta: 7:08:54, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9956, loss_cls: 0.2242, loss: 0.2242 +2024-07-18 18:18:27,629 - pyskl - INFO - Epoch [109][300/2506] lr: 4.508e-03, eta: 7:08:29, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.2270, loss: 0.2270 +2024-07-18 18:18:51,529 - pyskl - INFO - Epoch [109][400/2506] lr: 4.500e-03, eta: 7:08:04, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 0.2802, loss: 0.2802 +2024-07-18 18:19:15,396 - pyskl - INFO - Epoch [109][500/2506] lr: 4.492e-03, eta: 7:07:39, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 0.2396, loss: 0.2396 +2024-07-18 18:19:39,183 - pyskl - INFO - Epoch [109][600/2506] lr: 4.484e-03, eta: 7:07:15, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.2730, loss: 0.2730 +2024-07-18 18:20:02,964 - pyskl - INFO - Epoch [109][700/2506] lr: 4.476e-03, eta: 7:06:50, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.2423, loss: 0.2423 +2024-07-18 18:20:26,725 - pyskl - INFO - Epoch [109][800/2506] lr: 4.468e-03, eta: 7:06:25, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 0.2605, loss: 0.2605 +2024-07-18 18:20:50,617 - pyskl - INFO - Epoch [109][900/2506] lr: 4.460e-03, eta: 7:06:00, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9931, loss_cls: 0.2738, loss: 0.2738 +2024-07-18 18:21:14,468 - pyskl - INFO - Epoch [109][1000/2506] lr: 4.452e-03, eta: 7:05:36, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 0.2630, loss: 0.2630 +2024-07-18 18:21:38,436 - pyskl - INFO - Epoch [109][1100/2506] lr: 4.444e-03, eta: 7:05:11, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 0.2599, loss: 0.2599 +2024-07-18 18:22:02,406 - pyskl - INFO - Epoch [109][1200/2506] lr: 4.436e-03, eta: 7:04:46, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 0.2649, loss: 0.2649 +2024-07-18 18:22:26,292 - pyskl - INFO - Epoch [109][1300/2506] lr: 4.428e-03, eta: 7:04:22, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 0.2420, loss: 0.2420 +2024-07-18 18:22:50,185 - pyskl - INFO - Epoch [109][1400/2506] lr: 4.420e-03, eta: 7:03:57, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 0.2332, loss: 0.2332 +2024-07-18 18:23:14,080 - pyskl - INFO - Epoch [109][1500/2506] lr: 4.412e-03, eta: 7:03:32, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 0.2584, loss: 0.2584 +2024-07-18 18:23:37,966 - pyskl - INFO - Epoch [109][1600/2506] lr: 4.404e-03, eta: 7:03:07, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 0.2963, loss: 0.2963 +2024-07-18 18:24:01,955 - pyskl - INFO - Epoch [109][1700/2506] lr: 4.396e-03, eta: 7:02:43, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 0.3132, loss: 0.3132 +2024-07-18 18:24:26,002 - pyskl - INFO - Epoch [109][1800/2506] lr: 4.388e-03, eta: 7:02:18, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.2763, loss: 0.2763 +2024-07-18 18:24:49,940 - pyskl - INFO - Epoch [109][1900/2506] lr: 4.380e-03, eta: 7:01:53, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 0.2566, loss: 0.2566 +2024-07-18 18:25:13,815 - pyskl - INFO - Epoch [109][2000/2506] lr: 4.372e-03, eta: 7:01:29, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 0.2733, loss: 0.2733 +2024-07-18 18:25:37,716 - pyskl - INFO - Epoch [109][2100/2506] lr: 4.364e-03, eta: 7:01:04, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 0.2989, loss: 0.2989 +2024-07-18 18:26:01,563 - pyskl - INFO - Epoch [109][2200/2506] lr: 4.357e-03, eta: 7:00:39, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 0.2760, loss: 0.2760 +2024-07-18 18:26:25,392 - pyskl - INFO - Epoch [109][2300/2506] lr: 4.349e-03, eta: 7:00:14, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9950, loss_cls: 0.2446, loss: 0.2446 +2024-07-18 18:26:49,209 - pyskl - INFO - Epoch [109][2400/2506] lr: 4.341e-03, eta: 6:59:50, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 0.2570, loss: 0.2570 +2024-07-18 18:27:13,061 - pyskl - INFO - Epoch [109][2500/2506] lr: 4.333e-03, eta: 6:59:25, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 0.2734, loss: 0.2734 +2024-07-18 18:27:14,882 - pyskl - INFO - Saving checkpoint at 109 epochs +2024-07-18 18:28:34,440 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 18:28:34,508 - pyskl - INFO - +top1_acc 0.8823 +top5_acc 0.9822 +2024-07-18 18:28:34,510 - pyskl - INFO - Epoch(val) [109][1031] top1_acc: 0.8823, top5_acc: 0.9822 +2024-07-18 18:29:16,051 - pyskl - INFO - Epoch [110][100/2506] lr: 4.324e-03, eta: 6:59:05, time: 0.415, data_time: 0.174, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 0.2318, loss: 0.2318 +2024-07-18 18:29:39,786 - pyskl - INFO - Epoch [110][200/2506] lr: 4.317e-03, eta: 6:58:40, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 0.2114, loss: 0.2114 +2024-07-18 18:30:03,548 - pyskl - INFO - Epoch [110][300/2506] lr: 4.309e-03, eta: 6:58:15, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 0.2572, loss: 0.2572 +2024-07-18 18:30:27,392 - pyskl - INFO - Epoch [110][400/2506] lr: 4.301e-03, eta: 6:57:50, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.2083, loss: 0.2083 +2024-07-18 18:30:51,234 - pyskl - INFO - Epoch [110][500/2506] lr: 4.293e-03, eta: 6:57:26, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 0.2025, loss: 0.2025 +2024-07-18 18:31:15,053 - pyskl - INFO - Epoch [110][600/2506] lr: 4.285e-03, eta: 6:57:01, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 0.2200, loss: 0.2200 +2024-07-18 18:31:38,920 - pyskl - INFO - Epoch [110][700/2506] lr: 4.277e-03, eta: 6:56:36, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 0.2533, loss: 0.2533 +2024-07-18 18:32:02,774 - pyskl - INFO - Epoch [110][800/2506] lr: 4.269e-03, eta: 6:56:12, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.2308, loss: 0.2308 +2024-07-18 18:32:26,598 - pyskl - INFO - Epoch [110][900/2506] lr: 4.261e-03, eta: 6:55:47, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 0.1996, loss: 0.1996 +2024-07-18 18:32:50,435 - pyskl - INFO - Epoch [110][1000/2506] lr: 4.254e-03, eta: 6:55:22, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9962, loss_cls: 0.2073, loss: 0.2073 +2024-07-18 18:33:14,605 - pyskl - INFO - Epoch [110][1100/2506] lr: 4.246e-03, eta: 6:54:57, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.2363, loss: 0.2363 +2024-07-18 18:33:38,516 - pyskl - INFO - Epoch [110][1200/2506] lr: 4.238e-03, eta: 6:54:33, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 0.2867, loss: 0.2867 +2024-07-18 18:34:02,410 - pyskl - INFO - Epoch [110][1300/2506] lr: 4.230e-03, eta: 6:54:08, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9956, loss_cls: 0.2588, loss: 0.2588 +2024-07-18 18:34:26,318 - pyskl - INFO - Epoch [110][1400/2506] lr: 4.222e-03, eta: 6:53:43, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 0.2221, loss: 0.2221 +2024-07-18 18:34:50,261 - pyskl - INFO - Epoch [110][1500/2506] lr: 4.214e-03, eta: 6:53:19, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 0.2578, loss: 0.2578 +2024-07-18 18:35:14,161 - pyskl - INFO - Epoch [110][1600/2506] lr: 4.207e-03, eta: 6:52:54, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 0.2508, loss: 0.2508 +2024-07-18 18:35:38,049 - pyskl - INFO - Epoch [110][1700/2506] lr: 4.199e-03, eta: 6:52:29, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 0.2295, loss: 0.2295 +2024-07-18 18:36:01,887 - pyskl - INFO - Epoch [110][1800/2506] lr: 4.191e-03, eta: 6:52:04, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 0.2922, loss: 0.2922 +2024-07-18 18:36:25,741 - pyskl - INFO - Epoch [110][1900/2506] lr: 4.183e-03, eta: 6:51:40, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 0.2731, loss: 0.2731 +2024-07-18 18:36:49,632 - pyskl - INFO - Epoch [110][2000/2506] lr: 4.175e-03, eta: 6:51:15, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 0.2364, loss: 0.2364 +2024-07-18 18:37:13,465 - pyskl - INFO - Epoch [110][2100/2506] lr: 4.168e-03, eta: 6:50:50, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9956, loss_cls: 0.2159, loss: 0.2159 +2024-07-18 18:37:37,446 - pyskl - INFO - Epoch [110][2200/2506] lr: 4.160e-03, eta: 6:50:26, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9938, loss_cls: 0.2644, loss: 0.2644 +2024-07-18 18:38:01,341 - pyskl - INFO - Epoch [110][2300/2506] lr: 4.152e-03, eta: 6:50:01, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 0.2295, loss: 0.2295 +2024-07-18 18:38:25,220 - pyskl - INFO - Epoch [110][2400/2506] lr: 4.144e-03, eta: 6:49:36, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 0.2586, loss: 0.2586 +2024-07-18 18:38:49,073 - pyskl - INFO - Epoch [110][2500/2506] lr: 4.136e-03, eta: 6:49:11, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 0.2225, loss: 0.2225 +2024-07-18 18:38:50,877 - pyskl - INFO - Saving checkpoint at 110 epochs +2024-07-18 18:40:10,780 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 18:40:10,847 - pyskl - INFO - +top1_acc 0.8879 +top5_acc 0.9834 +2024-07-18 18:40:10,849 - pyskl - INFO - Epoch(val) [110][1031] top1_acc: 0.8879, top5_acc: 0.9834 +2024-07-18 18:40:52,067 - pyskl - INFO - Epoch [111][100/2506] lr: 4.128e-03, eta: 6:48:51, time: 0.412, data_time: 0.170, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 0.2043, loss: 0.2043 +2024-07-18 18:41:15,867 - pyskl - INFO - Epoch [111][200/2506] lr: 4.120e-03, eta: 6:48:26, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.2302, loss: 0.2302 +2024-07-18 18:41:39,742 - pyskl - INFO - Epoch [111][300/2506] lr: 4.113e-03, eta: 6:48:02, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 0.2249, loss: 0.2249 +2024-07-18 18:42:03,700 - pyskl - INFO - Epoch [111][400/2506] lr: 4.105e-03, eta: 6:47:37, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 0.2055, loss: 0.2055 +2024-07-18 18:42:27,647 - pyskl - INFO - Epoch [111][500/2506] lr: 4.097e-03, eta: 6:47:12, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 0.2201, loss: 0.2201 +2024-07-18 18:42:51,612 - pyskl - INFO - Epoch [111][600/2506] lr: 4.089e-03, eta: 6:46:47, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 0.1895, loss: 0.1895 +2024-07-18 18:43:15,659 - pyskl - INFO - Epoch [111][700/2506] lr: 4.082e-03, eta: 6:46:23, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1822, loss: 0.1822 +2024-07-18 18:43:39,822 - pyskl - INFO - Epoch [111][800/2506] lr: 4.074e-03, eta: 6:45:58, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 0.2248, loss: 0.2248 +2024-07-18 18:44:04,017 - pyskl - INFO - Epoch [111][900/2506] lr: 4.066e-03, eta: 6:45:34, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 0.2493, loss: 0.2493 +2024-07-18 18:44:28,082 - pyskl - INFO - Epoch [111][1000/2506] lr: 4.059e-03, eta: 6:45:09, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 0.2879, loss: 0.2879 +2024-07-18 18:44:52,138 - pyskl - INFO - Epoch [111][1100/2506] lr: 4.051e-03, eta: 6:44:44, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 0.2534, loss: 0.2534 +2024-07-18 18:45:16,110 - pyskl - INFO - Epoch [111][1200/2506] lr: 4.043e-03, eta: 6:44:20, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 0.2411, loss: 0.2411 +2024-07-18 18:45:40,008 - pyskl - INFO - Epoch [111][1300/2506] lr: 4.036e-03, eta: 6:43:55, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 0.2295, loss: 0.2295 +2024-07-18 18:46:03,876 - pyskl - INFO - Epoch [111][1400/2506] lr: 4.028e-03, eta: 6:43:30, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 0.2281, loss: 0.2281 +2024-07-18 18:46:27,715 - pyskl - INFO - Epoch [111][1500/2506] lr: 4.020e-03, eta: 6:43:05, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 0.2361, loss: 0.2361 +2024-07-18 18:46:51,547 - pyskl - INFO - Epoch [111][1600/2506] lr: 4.012e-03, eta: 6:42:41, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 0.2481, loss: 0.2481 +2024-07-18 18:47:15,389 - pyskl - INFO - Epoch [111][1700/2506] lr: 4.005e-03, eta: 6:42:16, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 0.2523, loss: 0.2523 +2024-07-18 18:47:39,280 - pyskl - INFO - Epoch [111][1800/2506] lr: 3.997e-03, eta: 6:41:51, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 0.1953, loss: 0.1953 +2024-07-18 18:48:03,139 - pyskl - INFO - Epoch [111][1900/2506] lr: 3.989e-03, eta: 6:41:27, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9988, loss_cls: 0.2619, loss: 0.2619 +2024-07-18 18:48:27,012 - pyskl - INFO - Epoch [111][2000/2506] lr: 3.982e-03, eta: 6:41:02, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 0.2800, loss: 0.2800 +2024-07-18 18:48:51,006 - pyskl - INFO - Epoch [111][2100/2506] lr: 3.974e-03, eta: 6:40:37, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9956, loss_cls: 0.2236, loss: 0.2236 +2024-07-18 18:49:14,935 - pyskl - INFO - Epoch [111][2200/2506] lr: 3.967e-03, eta: 6:40:12, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 0.2470, loss: 0.2470 +2024-07-18 18:49:38,806 - pyskl - INFO - Epoch [111][2300/2506] lr: 3.959e-03, eta: 6:39:48, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 0.2247, loss: 0.2247 +2024-07-18 18:50:02,777 - pyskl - INFO - Epoch [111][2400/2506] lr: 3.951e-03, eta: 6:39:23, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.2056, loss: 0.2056 +2024-07-18 18:50:26,614 - pyskl - INFO - Epoch [111][2500/2506] lr: 3.944e-03, eta: 6:38:58, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 0.2699, loss: 0.2699 +2024-07-18 18:50:28,427 - pyskl - INFO - Saving checkpoint at 111 epochs +2024-07-18 18:51:48,161 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 18:51:48,228 - pyskl - INFO - +top1_acc 0.8808 +top5_acc 0.9820 +2024-07-18 18:51:48,230 - pyskl - INFO - Epoch(val) [111][1031] top1_acc: 0.8808, top5_acc: 0.9820 +2024-07-18 18:52:29,568 - pyskl - INFO - Epoch [112][100/2506] lr: 3.936e-03, eta: 6:38:38, time: 0.413, data_time: 0.172, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.1851, loss: 0.1851 +2024-07-18 18:52:53,342 - pyskl - INFO - Epoch [112][200/2506] lr: 3.928e-03, eta: 6:38:13, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.1980, loss: 0.1980 +2024-07-18 18:53:17,200 - pyskl - INFO - Epoch [112][300/2506] lr: 3.920e-03, eta: 6:37:48, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.1794, loss: 0.1794 +2024-07-18 18:53:41,045 - pyskl - INFO - Epoch [112][400/2506] lr: 3.913e-03, eta: 6:37:24, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 0.1902, loss: 0.1902 +2024-07-18 18:54:04,915 - pyskl - INFO - Epoch [112][500/2506] lr: 3.905e-03, eta: 6:36:59, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.1630, loss: 0.1630 +2024-07-18 18:54:28,768 - pyskl - INFO - Epoch [112][600/2506] lr: 3.898e-03, eta: 6:36:34, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 0.2255, loss: 0.2255 +2024-07-18 18:54:52,853 - pyskl - INFO - Epoch [112][700/2506] lr: 3.890e-03, eta: 6:36:10, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 0.1916, loss: 0.1916 +2024-07-18 18:55:16,766 - pyskl - INFO - Epoch [112][800/2506] lr: 3.883e-03, eta: 6:35:45, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.2035, loss: 0.2035 +2024-07-18 18:55:40,652 - pyskl - INFO - Epoch [112][900/2506] lr: 3.875e-03, eta: 6:35:20, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.1841, loss: 0.1841 +2024-07-18 18:56:04,515 - pyskl - INFO - Epoch [112][1000/2506] lr: 3.867e-03, eta: 6:34:55, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9944, loss_cls: 0.2208, loss: 0.2208 +2024-07-18 18:56:28,428 - pyskl - INFO - Epoch [112][1100/2506] lr: 3.860e-03, eta: 6:34:31, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.2066, loss: 0.2066 +2024-07-18 18:56:52,325 - pyskl - INFO - Epoch [112][1200/2506] lr: 3.852e-03, eta: 6:34:06, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 0.2508, loss: 0.2508 +2024-07-18 18:57:16,247 - pyskl - INFO - Epoch [112][1300/2506] lr: 3.845e-03, eta: 6:33:41, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.2254, loss: 0.2254 +2024-07-18 18:57:40,192 - pyskl - INFO - Epoch [112][1400/2506] lr: 3.837e-03, eta: 6:33:17, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 0.2394, loss: 0.2394 +2024-07-18 18:58:04,139 - pyskl - INFO - Epoch [112][1500/2506] lr: 3.830e-03, eta: 6:32:52, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 0.2431, loss: 0.2431 +2024-07-18 18:58:28,072 - pyskl - INFO - Epoch [112][1600/2506] lr: 3.822e-03, eta: 6:32:27, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 0.2424, loss: 0.2424 +2024-07-18 18:58:51,971 - pyskl - INFO - Epoch [112][1700/2506] lr: 3.815e-03, eta: 6:32:03, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9962, loss_cls: 0.2044, loss: 0.2044 +2024-07-18 18:59:15,828 - pyskl - INFO - Epoch [112][1800/2506] lr: 3.807e-03, eta: 6:31:38, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 0.2134, loss: 0.2134 +2024-07-18 18:59:39,631 - pyskl - INFO - Epoch [112][1900/2506] lr: 3.800e-03, eta: 6:31:13, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 0.2802, loss: 0.2802 +2024-07-18 19:00:03,441 - pyskl - INFO - Epoch [112][2000/2506] lr: 3.792e-03, eta: 6:30:48, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 0.2354, loss: 0.2354 +2024-07-18 19:00:27,286 - pyskl - INFO - Epoch [112][2100/2506] lr: 3.785e-03, eta: 6:30:24, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 0.2197, loss: 0.2197 +2024-07-18 19:00:51,132 - pyskl - INFO - Epoch [112][2200/2506] lr: 3.777e-03, eta: 6:29:59, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 0.2737, loss: 0.2737 +2024-07-18 19:01:14,944 - pyskl - INFO - Epoch [112][2300/2506] lr: 3.770e-03, eta: 6:29:34, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 0.2554, loss: 0.2554 +2024-07-18 19:01:38,786 - pyskl - INFO - Epoch [112][2400/2506] lr: 3.762e-03, eta: 6:29:09, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.2347, loss: 0.2347 +2024-07-18 19:02:02,620 - pyskl - INFO - Epoch [112][2500/2506] lr: 3.755e-03, eta: 6:28:45, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 0.2190, loss: 0.2190 +2024-07-18 19:02:04,422 - pyskl - INFO - Saving checkpoint at 112 epochs +2024-07-18 19:03:24,142 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 19:03:24,210 - pyskl - INFO - +top1_acc 0.8802 +top5_acc 0.9831 +2024-07-18 19:03:24,212 - pyskl - INFO - Epoch(val) [112][1031] top1_acc: 0.8802, top5_acc: 0.9831 +2024-07-18 19:04:05,261 - pyskl - INFO - Epoch [113][100/2506] lr: 3.747e-03, eta: 6:28:24, time: 0.410, data_time: 0.169, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.1788, loss: 0.1788 +2024-07-18 19:04:29,025 - pyskl - INFO - Epoch [113][200/2506] lr: 3.739e-03, eta: 6:27:59, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.1486, loss: 0.1486 +2024-07-18 19:04:52,844 - pyskl - INFO - Epoch [113][300/2506] lr: 3.732e-03, eta: 6:27:34, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1391, loss: 0.1391 +2024-07-18 19:05:16,697 - pyskl - INFO - Epoch [113][400/2506] lr: 3.724e-03, eta: 6:27:10, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 0.1982, loss: 0.1982 +2024-07-18 19:05:40,560 - pyskl - INFO - Epoch [113][500/2506] lr: 3.717e-03, eta: 6:26:45, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 0.2229, loss: 0.2229 +2024-07-18 19:06:04,478 - pyskl - INFO - Epoch [113][600/2506] lr: 3.710e-03, eta: 6:26:20, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.2160, loss: 0.2160 +2024-07-18 19:06:28,323 - pyskl - INFO - Epoch [113][700/2506] lr: 3.702e-03, eta: 6:25:56, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 0.2319, loss: 0.2319 +2024-07-18 19:06:52,182 - pyskl - INFO - Epoch [113][800/2506] lr: 3.695e-03, eta: 6:25:31, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 0.1958, loss: 0.1958 +2024-07-18 19:07:16,105 - pyskl - INFO - Epoch [113][900/2506] lr: 3.687e-03, eta: 6:25:06, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.1992, loss: 0.1992 +2024-07-18 19:07:40,193 - pyskl - INFO - Epoch [113][1000/2506] lr: 3.680e-03, eta: 6:24:42, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 0.2138, loss: 0.2138 +2024-07-18 19:08:04,049 - pyskl - INFO - Epoch [113][1100/2506] lr: 3.673e-03, eta: 6:24:17, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 0.1684, loss: 0.1684 +2024-07-18 19:08:27,937 - pyskl - INFO - Epoch [113][1200/2506] lr: 3.665e-03, eta: 6:23:52, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 0.2302, loss: 0.2302 +2024-07-18 19:08:51,763 - pyskl - INFO - Epoch [113][1300/2506] lr: 3.658e-03, eta: 6:23:27, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 0.2015, loss: 0.2015 +2024-07-18 19:09:15,589 - pyskl - INFO - Epoch [113][1400/2506] lr: 3.650e-03, eta: 6:23:03, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9669, top5_acc: 0.9969, loss_cls: 0.2273, loss: 0.2273 +2024-07-18 19:09:39,407 - pyskl - INFO - Epoch [113][1500/2506] lr: 3.643e-03, eta: 6:22:38, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 0.2226, loss: 0.2226 +2024-07-18 19:10:03,230 - pyskl - INFO - Epoch [113][1600/2506] lr: 3.636e-03, eta: 6:22:13, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 0.1987, loss: 0.1987 +2024-07-18 19:10:27,030 - pyskl - INFO - Epoch [113][1700/2506] lr: 3.628e-03, eta: 6:21:49, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 0.1914, loss: 0.1914 +2024-07-18 19:10:50,931 - pyskl - INFO - Epoch [113][1800/2506] lr: 3.621e-03, eta: 6:21:24, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 0.2115, loss: 0.2115 +2024-07-18 19:11:14,931 - pyskl - INFO - Epoch [113][1900/2506] lr: 3.614e-03, eta: 6:20:59, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 0.2183, loss: 0.2183 +2024-07-18 19:11:38,778 - pyskl - INFO - Epoch [113][2000/2506] lr: 3.606e-03, eta: 6:20:35, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 1.0000, loss_cls: 0.2252, loss: 0.2252 +2024-07-18 19:12:02,651 - pyskl - INFO - Epoch [113][2100/2506] lr: 3.599e-03, eta: 6:20:10, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 0.2029, loss: 0.2029 +2024-07-18 19:12:26,543 - pyskl - INFO - Epoch [113][2200/2506] lr: 3.592e-03, eta: 6:19:45, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9956, loss_cls: 0.1989, loss: 0.1989 +2024-07-18 19:12:50,350 - pyskl - INFO - Epoch [113][2300/2506] lr: 3.584e-03, eta: 6:19:20, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 0.2196, loss: 0.2196 +2024-07-18 19:13:14,170 - pyskl - INFO - Epoch [113][2400/2506] lr: 3.577e-03, eta: 6:18:56, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 0.2258, loss: 0.2258 +2024-07-18 19:13:37,966 - pyskl - INFO - Epoch [113][2500/2506] lr: 3.570e-03, eta: 6:18:31, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9956, loss_cls: 0.2357, loss: 0.2357 +2024-07-18 19:13:39,809 - pyskl - INFO - Saving checkpoint at 113 epochs +2024-07-18 19:14:59,548 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 19:14:59,617 - pyskl - INFO - +top1_acc 0.8877 +top5_acc 0.9830 +2024-07-18 19:14:59,619 - pyskl - INFO - Epoch(val) [113][1031] top1_acc: 0.8877, top5_acc: 0.9830 +2024-07-18 19:15:40,830 - pyskl - INFO - Epoch [114][100/2506] lr: 3.562e-03, eta: 6:18:10, time: 0.412, data_time: 0.172, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1645, loss: 0.1645 +2024-07-18 19:16:04,530 - pyskl - INFO - Epoch [114][200/2506] lr: 3.555e-03, eta: 6:17:45, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.1844, loss: 0.1844 +2024-07-18 19:16:28,244 - pyskl - INFO - Epoch [114][300/2506] lr: 3.547e-03, eta: 6:17:20, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 0.1838, loss: 0.1838 +2024-07-18 19:16:52,111 - pyskl - INFO - Epoch [114][400/2506] lr: 3.540e-03, eta: 6:16:56, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 0.2285, loss: 0.2285 +2024-07-18 19:17:15,968 - pyskl - INFO - Epoch [114][500/2506] lr: 3.533e-03, eta: 6:16:31, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 0.2087, loss: 0.2087 +2024-07-18 19:17:39,934 - pyskl - INFO - Epoch [114][600/2506] lr: 3.525e-03, eta: 6:16:06, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 0.2360, loss: 0.2360 +2024-07-18 19:18:03,792 - pyskl - INFO - Epoch [114][700/2506] lr: 3.518e-03, eta: 6:15:42, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 0.1990, loss: 0.1990 +2024-07-18 19:18:27,659 - pyskl - INFO - Epoch [114][800/2506] lr: 3.511e-03, eta: 6:15:17, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.2001, loss: 0.2001 +2024-07-18 19:18:51,742 - pyskl - INFO - Epoch [114][900/2506] lr: 3.504e-03, eta: 6:14:52, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 0.2186, loss: 0.2186 +2024-07-18 19:19:15,634 - pyskl - INFO - Epoch [114][1000/2506] lr: 3.496e-03, eta: 6:14:28, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 0.1698, loss: 0.1698 +2024-07-18 19:19:39,439 - pyskl - INFO - Epoch [114][1100/2506] lr: 3.489e-03, eta: 6:14:03, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1803, loss: 0.1803 +2024-07-18 19:20:03,321 - pyskl - INFO - Epoch [114][1200/2506] lr: 3.482e-03, eta: 6:13:38, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.1653, loss: 0.1653 +2024-07-18 19:20:27,442 - pyskl - INFO - Epoch [114][1300/2506] lr: 3.475e-03, eta: 6:13:14, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 0.2147, loss: 0.2147 +2024-07-18 19:20:51,225 - pyskl - INFO - Epoch [114][1400/2506] lr: 3.467e-03, eta: 6:12:49, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9962, loss_cls: 0.2075, loss: 0.2075 +2024-07-18 19:21:14,991 - pyskl - INFO - Epoch [114][1500/2506] lr: 3.460e-03, eta: 6:12:24, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.1835, loss: 0.1835 +2024-07-18 19:21:38,739 - pyskl - INFO - Epoch [114][1600/2506] lr: 3.453e-03, eta: 6:11:59, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.1845, loss: 0.1845 +2024-07-18 19:22:02,507 - pyskl - INFO - Epoch [114][1700/2506] lr: 3.446e-03, eta: 6:11:35, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.1648, loss: 0.1648 +2024-07-18 19:22:26,337 - pyskl - INFO - Epoch [114][1800/2506] lr: 3.439e-03, eta: 6:11:10, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 0.1833, loss: 0.1833 +2024-07-18 19:22:50,152 - pyskl - INFO - Epoch [114][1900/2506] lr: 3.431e-03, eta: 6:10:45, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.1679, loss: 0.1679 +2024-07-18 19:23:13,942 - pyskl - INFO - Epoch [114][2000/2506] lr: 3.424e-03, eta: 6:10:21, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.2033, loss: 0.2033 +2024-07-18 19:23:37,721 - pyskl - INFO - Epoch [114][2100/2506] lr: 3.417e-03, eta: 6:09:56, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 0.2268, loss: 0.2268 +2024-07-18 19:24:01,710 - pyskl - INFO - Epoch [114][2200/2506] lr: 3.410e-03, eta: 6:09:31, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 0.2027, loss: 0.2027 +2024-07-18 19:24:25,608 - pyskl - INFO - Epoch [114][2300/2506] lr: 3.403e-03, eta: 6:09:07, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.1786, loss: 0.1786 +2024-07-18 19:24:49,468 - pyskl - INFO - Epoch [114][2400/2506] lr: 3.396e-03, eta: 6:08:42, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.1777, loss: 0.1777 +2024-07-18 19:25:13,259 - pyskl - INFO - Epoch [114][2500/2506] lr: 3.388e-03, eta: 6:08:17, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 0.2239, loss: 0.2239 +2024-07-18 19:25:15,083 - pyskl - INFO - Saving checkpoint at 114 epochs +2024-07-18 19:26:34,481 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 19:26:34,548 - pyskl - INFO - +top1_acc 0.8835 +top5_acc 0.9812 +2024-07-18 19:26:34,551 - pyskl - INFO - Epoch(val) [114][1031] top1_acc: 0.8835, top5_acc: 0.9812 +2024-07-18 19:27:15,620 - pyskl - INFO - Epoch [115][100/2506] lr: 3.381e-03, eta: 6:07:56, time: 0.411, data_time: 0.169, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 0.1807, loss: 0.1807 +2024-07-18 19:27:39,387 - pyskl - INFO - Epoch [115][200/2506] lr: 3.374e-03, eta: 6:07:31, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1335, loss: 0.1335 +2024-07-18 19:28:03,100 - pyskl - INFO - Epoch [115][300/2506] lr: 3.367e-03, eta: 6:07:06, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1244, loss: 0.1244 +2024-07-18 19:28:26,837 - pyskl - INFO - Epoch [115][400/2506] lr: 3.359e-03, eta: 6:06:42, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 0.1616, loss: 0.1616 +2024-07-18 19:28:50,720 - pyskl - INFO - Epoch [115][500/2506] lr: 3.352e-03, eta: 6:06:17, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1472, loss: 0.1472 +2024-07-18 19:29:14,767 - pyskl - INFO - Epoch [115][600/2506] lr: 3.345e-03, eta: 6:05:52, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 0.1407, loss: 0.1407 +2024-07-18 19:29:38,656 - pyskl - INFO - Epoch [115][700/2506] lr: 3.338e-03, eta: 6:05:28, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9969, loss_cls: 0.1754, loss: 0.1754 +2024-07-18 19:30:02,555 - pyskl - INFO - Epoch [115][800/2506] lr: 3.331e-03, eta: 6:05:03, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1739, loss: 0.1739 +2024-07-18 19:30:26,421 - pyskl - INFO - Epoch [115][900/2506] lr: 3.324e-03, eta: 6:04:38, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.1709, loss: 0.1709 +2024-07-18 19:30:50,253 - pyskl - INFO - Epoch [115][1000/2506] lr: 3.317e-03, eta: 6:04:14, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 0.1546, loss: 0.1546 +2024-07-18 19:31:14,080 - pyskl - INFO - Epoch [115][1100/2506] lr: 3.310e-03, eta: 6:03:49, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.1550, loss: 0.1550 +2024-07-18 19:31:37,881 - pyskl - INFO - Epoch [115][1200/2506] lr: 3.303e-03, eta: 6:03:24, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9962, loss_cls: 0.1919, loss: 0.1919 +2024-07-18 19:32:01,688 - pyskl - INFO - Epoch [115][1300/2506] lr: 3.296e-03, eta: 6:03:00, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 0.1518, loss: 0.1518 +2024-07-18 19:32:25,516 - pyskl - INFO - Epoch [115][1400/2506] lr: 3.288e-03, eta: 6:02:35, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.1828, loss: 0.1828 +2024-07-18 19:32:49,371 - pyskl - INFO - Epoch [115][1500/2506] lr: 3.281e-03, eta: 6:02:10, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 0.2143, loss: 0.2143 +2024-07-18 19:33:13,210 - pyskl - INFO - Epoch [115][1600/2506] lr: 3.274e-03, eta: 6:01:45, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 0.1829, loss: 0.1829 +2024-07-18 19:33:37,047 - pyskl - INFO - Epoch [115][1700/2506] lr: 3.267e-03, eta: 6:01:21, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9962, loss_cls: 0.2126, loss: 0.2126 +2024-07-18 19:34:00,891 - pyskl - INFO - Epoch [115][1800/2506] lr: 3.260e-03, eta: 6:00:56, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.1770, loss: 0.1770 +2024-07-18 19:34:24,762 - pyskl - INFO - Epoch [115][1900/2506] lr: 3.253e-03, eta: 6:00:31, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1608, loss: 0.1608 +2024-07-18 19:34:48,644 - pyskl - INFO - Epoch [115][2000/2506] lr: 3.246e-03, eta: 6:00:07, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.1627, loss: 0.1627 +2024-07-18 19:35:12,453 - pyskl - INFO - Epoch [115][2100/2506] lr: 3.239e-03, eta: 5:59:42, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9956, loss_cls: 0.1907, loss: 0.1907 +2024-07-18 19:35:36,440 - pyskl - INFO - Epoch [115][2200/2506] lr: 3.232e-03, eta: 5:59:17, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 0.1722, loss: 0.1722 +2024-07-18 19:36:00,290 - pyskl - INFO - Epoch [115][2300/2506] lr: 3.225e-03, eta: 5:58:53, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 0.1987, loss: 0.1987 +2024-07-18 19:36:24,111 - pyskl - INFO - Epoch [115][2400/2506] lr: 3.218e-03, eta: 5:58:28, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.1890, loss: 0.1890 +2024-07-18 19:36:47,957 - pyskl - INFO - Epoch [115][2500/2506] lr: 3.211e-03, eta: 5:58:03, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 0.2174, loss: 0.2174 +2024-07-18 19:36:49,803 - pyskl - INFO - Saving checkpoint at 115 epochs +2024-07-18 19:38:09,547 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 19:38:09,618 - pyskl - INFO - +top1_acc 0.8857 +top5_acc 0.9813 +2024-07-18 19:38:09,621 - pyskl - INFO - Epoch(val) [115][1031] top1_acc: 0.8857, top5_acc: 0.9813 +2024-07-18 19:38:50,599 - pyskl - INFO - Epoch [116][100/2506] lr: 3.204e-03, eta: 5:57:42, time: 0.410, data_time: 0.168, memory: 6430, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 0.1368, loss: 0.1368 +2024-07-18 19:39:14,326 - pyskl - INFO - Epoch [116][200/2506] lr: 3.197e-03, eta: 5:57:17, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 0.1486, loss: 0.1486 +2024-07-18 19:39:38,106 - pyskl - INFO - Epoch [116][300/2506] lr: 3.190e-03, eta: 5:56:52, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 0.1362, loss: 0.1362 +2024-07-18 19:40:01,894 - pyskl - INFO - Epoch [116][400/2506] lr: 3.183e-03, eta: 5:56:28, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 0.1614, loss: 0.1614 +2024-07-18 19:40:25,800 - pyskl - INFO - Epoch [116][500/2506] lr: 3.176e-03, eta: 5:56:03, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1590, loss: 0.1590 +2024-07-18 19:40:49,640 - pyskl - INFO - Epoch [116][600/2506] lr: 3.169e-03, eta: 5:55:38, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.1638, loss: 0.1638 +2024-07-18 19:41:13,458 - pyskl - INFO - Epoch [116][700/2506] lr: 3.162e-03, eta: 5:55:14, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 0.1721, loss: 0.1721 +2024-07-18 19:41:37,357 - pyskl - INFO - Epoch [116][800/2506] lr: 3.155e-03, eta: 5:54:49, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1696, loss: 0.1696 +2024-07-18 19:42:01,185 - pyskl - INFO - Epoch [116][900/2506] lr: 3.148e-03, eta: 5:54:24, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 0.1891, loss: 0.1891 +2024-07-18 19:42:25,019 - pyskl - INFO - Epoch [116][1000/2506] lr: 3.141e-03, eta: 5:54:00, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 0.1626, loss: 0.1626 +2024-07-18 19:42:48,850 - pyskl - INFO - Epoch [116][1100/2506] lr: 3.134e-03, eta: 5:53:35, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.1781, loss: 0.1781 +2024-07-18 19:43:12,641 - pyskl - INFO - Epoch [116][1200/2506] lr: 3.127e-03, eta: 5:53:10, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.1791, loss: 0.1791 +2024-07-18 19:43:36,483 - pyskl - INFO - Epoch [116][1300/2506] lr: 3.120e-03, eta: 5:52:45, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 0.1632, loss: 0.1632 +2024-07-18 19:44:00,298 - pyskl - INFO - Epoch [116][1400/2506] lr: 3.114e-03, eta: 5:52:21, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 0.1527, loss: 0.1527 +2024-07-18 19:44:24,139 - pyskl - INFO - Epoch [116][1500/2506] lr: 3.107e-03, eta: 5:51:56, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 0.1714, loss: 0.1714 +2024-07-18 19:44:47,950 - pyskl - INFO - Epoch [116][1600/2506] lr: 3.100e-03, eta: 5:51:31, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.1793, loss: 0.1793 +2024-07-18 19:45:11,809 - pyskl - INFO - Epoch [116][1700/2506] lr: 3.093e-03, eta: 5:51:07, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1485, loss: 0.1485 +2024-07-18 19:45:35,641 - pyskl - INFO - Epoch [116][1800/2506] lr: 3.086e-03, eta: 5:50:42, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.1312, loss: 0.1312 +2024-07-18 19:45:59,666 - pyskl - INFO - Epoch [116][1900/2506] lr: 3.079e-03, eta: 5:50:17, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.1641, loss: 0.1641 +2024-07-18 19:46:23,720 - pyskl - INFO - Epoch [116][2000/2506] lr: 3.072e-03, eta: 5:49:53, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 0.1885, loss: 0.1885 +2024-07-18 19:46:47,674 - pyskl - INFO - Epoch [116][2100/2506] lr: 3.065e-03, eta: 5:49:28, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.1896, loss: 0.1896 +2024-07-18 19:47:11,645 - pyskl - INFO - Epoch [116][2200/2506] lr: 3.059e-03, eta: 5:49:03, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.1909, loss: 0.1909 +2024-07-18 19:47:35,464 - pyskl - INFO - Epoch [116][2300/2506] lr: 3.052e-03, eta: 5:48:39, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 0.1984, loss: 0.1984 +2024-07-18 19:47:59,305 - pyskl - INFO - Epoch [116][2400/2506] lr: 3.045e-03, eta: 5:48:14, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1732, loss: 0.1732 +2024-07-18 19:48:23,129 - pyskl - INFO - Epoch [116][2500/2506] lr: 3.038e-03, eta: 5:47:49, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 0.1995, loss: 0.1995 +2024-07-18 19:48:24,948 - pyskl - INFO - Saving checkpoint at 116 epochs +2024-07-18 19:49:44,449 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 19:49:44,516 - pyskl - INFO - +top1_acc 0.8849 +top5_acc 0.9822 +2024-07-18 19:49:44,518 - pyskl - INFO - Epoch(val) [116][1031] top1_acc: 0.8849, top5_acc: 0.9822 +2024-07-18 19:50:26,355 - pyskl - INFO - Epoch [117][100/2506] lr: 3.031e-03, eta: 5:47:28, time: 0.418, data_time: 0.176, memory: 6430, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.1455, loss: 0.1455 +2024-07-18 19:50:50,114 - pyskl - INFO - Epoch [117][200/2506] lr: 3.024e-03, eta: 5:47:03, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.1426, loss: 0.1426 +2024-07-18 19:51:13,916 - pyskl - INFO - Epoch [117][300/2506] lr: 3.017e-03, eta: 5:46:39, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1282, loss: 0.1282 +2024-07-18 19:51:37,670 - pyskl - INFO - Epoch [117][400/2506] lr: 3.010e-03, eta: 5:46:14, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.1504, loss: 0.1504 +2024-07-18 19:52:01,500 - pyskl - INFO - Epoch [117][500/2506] lr: 3.004e-03, eta: 5:45:49, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1651, loss: 0.1651 +2024-07-18 19:52:25,400 - pyskl - INFO - Epoch [117][600/2506] lr: 2.997e-03, eta: 5:45:25, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.1833, loss: 0.1833 +2024-07-18 19:52:49,174 - pyskl - INFO - Epoch [117][700/2506] lr: 2.990e-03, eta: 5:45:00, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.1416, loss: 0.1416 +2024-07-18 19:53:13,032 - pyskl - INFO - Epoch [117][800/2506] lr: 2.983e-03, eta: 5:44:35, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1210, loss: 0.1210 +2024-07-18 19:53:36,893 - pyskl - INFO - Epoch [117][900/2506] lr: 2.976e-03, eta: 5:44:11, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.1482, loss: 0.1482 +2024-07-18 19:54:00,737 - pyskl - INFO - Epoch [117][1000/2506] lr: 2.970e-03, eta: 5:43:46, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 0.1770, loss: 0.1770 +2024-07-18 19:54:24,641 - pyskl - INFO - Epoch [117][1100/2506] lr: 2.963e-03, eta: 5:43:21, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1584, loss: 0.1584 +2024-07-18 19:54:48,520 - pyskl - INFO - Epoch [117][1200/2506] lr: 2.956e-03, eta: 5:42:56, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.1721, loss: 0.1721 +2024-07-18 19:55:12,368 - pyskl - INFO - Epoch [117][1300/2506] lr: 2.949e-03, eta: 5:42:32, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1428, loss: 0.1428 +2024-07-18 19:55:36,199 - pyskl - INFO - Epoch [117][1400/2506] lr: 2.943e-03, eta: 5:42:07, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.1442, loss: 0.1442 +2024-07-18 19:56:00,084 - pyskl - INFO - Epoch [117][1500/2506] lr: 2.936e-03, eta: 5:41:42, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.1440, loss: 0.1440 +2024-07-18 19:56:23,943 - pyskl - INFO - Epoch [117][1600/2506] lr: 2.929e-03, eta: 5:41:18, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 0.1966, loss: 0.1966 +2024-07-18 19:56:47,783 - pyskl - INFO - Epoch [117][1700/2506] lr: 2.923e-03, eta: 5:40:53, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 0.1860, loss: 0.1860 +2024-07-18 19:57:11,592 - pyskl - INFO - Epoch [117][1800/2506] lr: 2.916e-03, eta: 5:40:28, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.1734, loss: 0.1734 +2024-07-18 19:57:35,450 - pyskl - INFO - Epoch [117][1900/2506] lr: 2.909e-03, eta: 5:40:04, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 0.1880, loss: 0.1880 +2024-07-18 19:57:59,374 - pyskl - INFO - Epoch [117][2000/2506] lr: 2.902e-03, eta: 5:39:39, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1517, loss: 0.1517 +2024-07-18 19:58:23,280 - pyskl - INFO - Epoch [117][2100/2506] lr: 2.896e-03, eta: 5:39:14, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 0.1739, loss: 0.1739 +2024-07-18 19:58:47,284 - pyskl - INFO - Epoch [117][2200/2506] lr: 2.889e-03, eta: 5:38:50, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1732, loss: 0.1732 +2024-07-18 19:59:11,256 - pyskl - INFO - Epoch [117][2300/2506] lr: 2.882e-03, eta: 5:38:25, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.1722, loss: 0.1722 +2024-07-18 19:59:35,126 - pyskl - INFO - Epoch [117][2400/2506] lr: 2.876e-03, eta: 5:38:00, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 0.1925, loss: 0.1925 +2024-07-18 19:59:58,993 - pyskl - INFO - Epoch [117][2500/2506] lr: 2.869e-03, eta: 5:37:36, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1475, loss: 0.1475 +2024-07-18 20:00:00,896 - pyskl - INFO - Saving checkpoint at 117 epochs +2024-07-18 20:01:20,465 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 20:01:20,533 - pyskl - INFO - +top1_acc 0.8902 +top5_acc 0.9827 +2024-07-18 20:01:20,536 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_104.pth was removed +2024-07-18 20:01:20,666 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_117.pth. +2024-07-18 20:01:20,667 - pyskl - INFO - Best top1_acc is 0.8902 at 117 epoch. +2024-07-18 20:01:20,669 - pyskl - INFO - Epoch(val) [117][1031] top1_acc: 0.8902, top5_acc: 0.9827 +2024-07-18 20:02:02,118 - pyskl - INFO - Epoch [118][100/2506] lr: 2.862e-03, eta: 5:37:14, time: 0.414, data_time: 0.173, memory: 6430, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 0.1341, loss: 0.1341 +2024-07-18 20:02:25,929 - pyskl - INFO - Epoch [118][200/2506] lr: 2.855e-03, eta: 5:36:50, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 0.1407, loss: 0.1407 +2024-07-18 20:02:49,703 - pyskl - INFO - Epoch [118][300/2506] lr: 2.849e-03, eta: 5:36:25, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.1619, loss: 0.1619 +2024-07-18 20:03:13,627 - pyskl - INFO - Epoch [118][400/2506] lr: 2.842e-03, eta: 5:36:00, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 0.2008, loss: 0.2008 +2024-07-18 20:03:37,614 - pyskl - INFO - Epoch [118][500/2506] lr: 2.835e-03, eta: 5:35:36, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1484, loss: 0.1484 +2024-07-18 20:04:01,555 - pyskl - INFO - Epoch [118][600/2506] lr: 2.829e-03, eta: 5:35:11, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1292, loss: 0.1292 +2024-07-18 20:04:25,461 - pyskl - INFO - Epoch [118][700/2506] lr: 2.822e-03, eta: 5:34:46, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1256, loss: 0.1256 +2024-07-18 20:04:49,443 - pyskl - INFO - Epoch [118][800/2506] lr: 2.816e-03, eta: 5:34:22, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 0.1398, loss: 0.1398 +2024-07-18 20:05:13,356 - pyskl - INFO - Epoch [118][900/2506] lr: 2.809e-03, eta: 5:33:57, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1230, loss: 0.1230 +2024-07-18 20:05:37,352 - pyskl - INFO - Epoch [118][1000/2506] lr: 2.802e-03, eta: 5:33:32, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1423, loss: 0.1423 +2024-07-18 20:06:01,251 - pyskl - INFO - Epoch [118][1100/2506] lr: 2.796e-03, eta: 5:33:08, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1386, loss: 0.1386 +2024-07-18 20:06:25,174 - pyskl - INFO - Epoch [118][1200/2506] lr: 2.789e-03, eta: 5:32:43, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 0.9975, loss_cls: 0.1361, loss: 0.1361 +2024-07-18 20:06:49,037 - pyskl - INFO - Epoch [118][1300/2506] lr: 2.783e-03, eta: 5:32:18, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1216, loss: 0.1216 +2024-07-18 20:07:12,940 - pyskl - INFO - Epoch [118][1400/2506] lr: 2.776e-03, eta: 5:31:54, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.1468, loss: 0.1468 +2024-07-18 20:07:36,904 - pyskl - INFO - Epoch [118][1500/2506] lr: 2.770e-03, eta: 5:31:29, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.1484, loss: 0.1484 +2024-07-18 20:08:00,822 - pyskl - INFO - Epoch [118][1600/2506] lr: 2.763e-03, eta: 5:31:04, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.1648, loss: 0.1648 +2024-07-18 20:08:24,689 - pyskl - INFO - Epoch [118][1700/2506] lr: 2.756e-03, eta: 5:30:40, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 0.1760, loss: 0.1760 +2024-07-18 20:08:48,581 - pyskl - INFO - Epoch [118][1800/2506] lr: 2.750e-03, eta: 5:30:15, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.1651, loss: 0.1651 +2024-07-18 20:09:12,503 - pyskl - INFO - Epoch [118][1900/2506] lr: 2.743e-03, eta: 5:29:50, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 0.1730, loss: 0.1730 +2024-07-18 20:09:36,353 - pyskl - INFO - Epoch [118][2000/2506] lr: 2.737e-03, eta: 5:29:26, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.1648, loss: 0.1648 +2024-07-18 20:10:00,209 - pyskl - INFO - Epoch [118][2100/2506] lr: 2.730e-03, eta: 5:29:01, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.1536, loss: 0.1536 +2024-07-18 20:10:24,079 - pyskl - INFO - Epoch [118][2200/2506] lr: 2.724e-03, eta: 5:28:36, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 0.1708, loss: 0.1708 +2024-07-18 20:10:47,892 - pyskl - INFO - Epoch [118][2300/2506] lr: 2.717e-03, eta: 5:28:12, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1376, loss: 0.1376 +2024-07-18 20:11:11,708 - pyskl - INFO - Epoch [118][2400/2506] lr: 2.711e-03, eta: 5:27:47, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.1499, loss: 0.1499 +2024-07-18 20:11:35,541 - pyskl - INFO - Epoch [118][2500/2506] lr: 2.704e-03, eta: 5:27:22, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.1583, loss: 0.1583 +2024-07-18 20:11:37,352 - pyskl - INFO - Saving checkpoint at 118 epochs +2024-07-18 20:12:56,559 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 20:12:56,626 - pyskl - INFO - +top1_acc 0.8894 +top5_acc 0.9845 +2024-07-18 20:12:56,628 - pyskl - INFO - Epoch(val) [118][1031] top1_acc: 0.8894, top5_acc: 0.9845 +2024-07-18 20:13:38,207 - pyskl - INFO - Epoch [119][100/2506] lr: 2.697e-03, eta: 5:27:01, time: 0.416, data_time: 0.174, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1140, loss: 0.1140 +2024-07-18 20:14:01,988 - pyskl - INFO - Epoch [119][200/2506] lr: 2.691e-03, eta: 5:26:36, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1251, loss: 0.1251 +2024-07-18 20:14:25,813 - pyskl - INFO - Epoch [119][300/2506] lr: 2.684e-03, eta: 5:26:11, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1156, loss: 0.1156 +2024-07-18 20:14:49,727 - pyskl - INFO - Epoch [119][400/2506] lr: 2.678e-03, eta: 5:25:47, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1383, loss: 0.1383 +2024-07-18 20:15:13,560 - pyskl - INFO - Epoch [119][500/2506] lr: 2.672e-03, eta: 5:25:22, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1253, loss: 0.1253 +2024-07-18 20:15:37,398 - pyskl - INFO - Epoch [119][600/2506] lr: 2.665e-03, eta: 5:24:57, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1412, loss: 0.1412 +2024-07-18 20:16:01,379 - pyskl - INFO - Epoch [119][700/2506] lr: 2.659e-03, eta: 5:24:33, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.1247, loss: 0.1247 +2024-07-18 20:16:25,318 - pyskl - INFO - Epoch [119][800/2506] lr: 2.652e-03, eta: 5:24:08, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.1399, loss: 0.1399 +2024-07-18 20:16:49,208 - pyskl - INFO - Epoch [119][900/2506] lr: 2.646e-03, eta: 5:23:43, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1084, loss: 0.1084 +2024-07-18 20:17:13,098 - pyskl - INFO - Epoch [119][1000/2506] lr: 2.639e-03, eta: 5:23:19, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 0.1083, loss: 0.1083 +2024-07-18 20:17:36,924 - pyskl - INFO - Epoch [119][1100/2506] lr: 2.633e-03, eta: 5:22:54, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.1124, loss: 0.1124 +2024-07-18 20:18:00,708 - pyskl - INFO - Epoch [119][1200/2506] lr: 2.627e-03, eta: 5:22:29, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1154, loss: 0.1154 +2024-07-18 20:18:24,518 - pyskl - INFO - Epoch [119][1300/2506] lr: 2.620e-03, eta: 5:22:05, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.1151, loss: 0.1151 +2024-07-18 20:18:48,312 - pyskl - INFO - Epoch [119][1400/2506] lr: 2.614e-03, eta: 5:21:40, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 0.1393, loss: 0.1393 +2024-07-18 20:19:12,084 - pyskl - INFO - Epoch [119][1500/2506] lr: 2.607e-03, eta: 5:21:15, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.1572, loss: 0.1572 +2024-07-18 20:19:35,878 - pyskl - INFO - Epoch [119][1600/2506] lr: 2.601e-03, eta: 5:20:51, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1480, loss: 0.1480 +2024-07-18 20:19:59,674 - pyskl - INFO - Epoch [119][1700/2506] lr: 2.595e-03, eta: 5:20:26, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1479, loss: 0.1479 +2024-07-18 20:20:23,471 - pyskl - INFO - Epoch [119][1800/2506] lr: 2.588e-03, eta: 5:20:01, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1212, loss: 0.1212 +2024-07-18 20:20:47,270 - pyskl - INFO - Epoch [119][1900/2506] lr: 2.582e-03, eta: 5:19:36, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1500, loss: 0.1500 +2024-07-18 20:21:11,066 - pyskl - INFO - Epoch [119][2000/2506] lr: 2.575e-03, eta: 5:19:12, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 0.1213, loss: 0.1213 +2024-07-18 20:21:34,861 - pyskl - INFO - Epoch [119][2100/2506] lr: 2.569e-03, eta: 5:18:47, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 0.1422, loss: 0.1422 +2024-07-18 20:21:58,722 - pyskl - INFO - Epoch [119][2200/2506] lr: 2.563e-03, eta: 5:18:22, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1259, loss: 0.1259 +2024-07-18 20:22:22,534 - pyskl - INFO - Epoch [119][2300/2506] lr: 2.556e-03, eta: 5:17:58, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1548, loss: 0.1548 +2024-07-18 20:22:46,347 - pyskl - INFO - Epoch [119][2400/2506] lr: 2.550e-03, eta: 5:17:33, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 0.1604, loss: 0.1604 +2024-07-18 20:23:10,141 - pyskl - INFO - Epoch [119][2500/2506] lr: 2.544e-03, eta: 5:17:08, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1459, loss: 0.1459 +2024-07-18 20:23:11,995 - pyskl - INFO - Saving checkpoint at 119 epochs +2024-07-18 20:24:31,444 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 20:24:31,512 - pyskl - INFO - +top1_acc 0.8963 +top5_acc 0.9835 +2024-07-18 20:24:31,516 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_117.pth was removed +2024-07-18 20:24:31,646 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. +2024-07-18 20:24:31,647 - pyskl - INFO - Best top1_acc is 0.8963 at 119 epoch. +2024-07-18 20:24:31,649 - pyskl - INFO - Epoch(val) [119][1031] top1_acc: 0.8963, top5_acc: 0.9835 +2024-07-18 20:25:13,200 - pyskl - INFO - Epoch [120][100/2506] lr: 2.537e-03, eta: 5:16:47, time: 0.415, data_time: 0.174, memory: 6430, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0991, loss: 0.0991 +2024-07-18 20:25:36,954 - pyskl - INFO - Epoch [120][200/2506] lr: 2.531e-03, eta: 5:16:22, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0772, loss: 0.0772 +2024-07-18 20:26:00,793 - pyskl - INFO - Epoch [120][300/2506] lr: 2.525e-03, eta: 5:15:57, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1336, loss: 0.1336 +2024-07-18 20:26:24,801 - pyskl - INFO - Epoch [120][400/2506] lr: 2.518e-03, eta: 5:15:33, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1041, loss: 0.1041 +2024-07-18 20:26:48,673 - pyskl - INFO - Epoch [120][500/2506] lr: 2.512e-03, eta: 5:15:08, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.1228, loss: 0.1228 +2024-07-18 20:27:12,606 - pyskl - INFO - Epoch [120][600/2506] lr: 2.506e-03, eta: 5:14:43, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.0968, loss: 0.0968 +2024-07-18 20:27:36,466 - pyskl - INFO - Epoch [120][700/2506] lr: 2.499e-03, eta: 5:14:19, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 0.1206, loss: 0.1206 +2024-07-18 20:28:00,290 - pyskl - INFO - Epoch [120][800/2506] lr: 2.493e-03, eta: 5:13:54, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1123, loss: 0.1123 +2024-07-18 20:28:24,114 - pyskl - INFO - Epoch [120][900/2506] lr: 2.487e-03, eta: 5:13:29, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1366, loss: 0.1366 +2024-07-18 20:28:47,921 - pyskl - INFO - Epoch [120][1000/2506] lr: 2.481e-03, eta: 5:13:05, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.1226, loss: 0.1226 +2024-07-18 20:29:11,733 - pyskl - INFO - Epoch [120][1100/2506] lr: 2.474e-03, eta: 5:12:40, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 0.1195, loss: 0.1195 +2024-07-18 20:29:35,564 - pyskl - INFO - Epoch [120][1200/2506] lr: 2.468e-03, eta: 5:12:15, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 0.1111, loss: 0.1111 +2024-07-18 20:29:59,394 - pyskl - INFO - Epoch [120][1300/2506] lr: 2.462e-03, eta: 5:11:51, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1258, loss: 0.1258 +2024-07-18 20:30:23,195 - pyskl - INFO - Epoch [120][1400/2506] lr: 2.456e-03, eta: 5:11:26, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1288, loss: 0.1288 +2024-07-18 20:30:46,992 - pyskl - INFO - Epoch [120][1500/2506] lr: 2.449e-03, eta: 5:11:01, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1164, loss: 0.1164 +2024-07-18 20:31:10,793 - pyskl - INFO - Epoch [120][1600/2506] lr: 2.443e-03, eta: 5:10:37, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1227, loss: 0.1227 +2024-07-18 20:31:34,828 - pyskl - INFO - Epoch [120][1700/2506] lr: 2.437e-03, eta: 5:10:12, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1335, loss: 0.1335 +2024-07-18 20:31:59,025 - pyskl - INFO - Epoch [120][1800/2506] lr: 2.431e-03, eta: 5:09:47, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1361, loss: 0.1361 +2024-07-18 20:32:22,985 - pyskl - INFO - Epoch [120][1900/2506] lr: 2.425e-03, eta: 5:09:23, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.1438, loss: 0.1438 +2024-07-18 20:32:46,913 - pyskl - INFO - Epoch [120][2000/2506] lr: 2.419e-03, eta: 5:08:58, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1545, loss: 0.1545 +2024-07-18 20:33:10,781 - pyskl - INFO - Epoch [120][2100/2506] lr: 2.412e-03, eta: 5:08:33, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1266, loss: 0.1266 +2024-07-18 20:33:34,681 - pyskl - INFO - Epoch [120][2200/2506] lr: 2.406e-03, eta: 5:08:09, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.1540, loss: 0.1540 +2024-07-18 20:33:58,576 - pyskl - INFO - Epoch [120][2300/2506] lr: 2.400e-03, eta: 5:07:44, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.1678, loss: 0.1678 +2024-07-18 20:34:22,482 - pyskl - INFO - Epoch [120][2400/2506] lr: 2.394e-03, eta: 5:07:20, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1243, loss: 0.1243 +2024-07-18 20:34:46,407 - pyskl - INFO - Epoch [120][2500/2506] lr: 2.388e-03, eta: 5:06:55, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.0920, loss: 0.0920 +2024-07-18 20:34:48,256 - pyskl - INFO - Saving checkpoint at 120 epochs +2024-07-18 20:36:07,669 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 20:36:07,737 - pyskl - INFO - +top1_acc 0.9002 +top5_acc 0.9848 +2024-07-18 20:36:07,742 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_119.pth was removed +2024-07-18 20:36:07,871 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. +2024-07-18 20:36:07,872 - pyskl - INFO - Best top1_acc is 0.9002 at 120 epoch. +2024-07-18 20:36:07,874 - pyskl - INFO - Epoch(val) [120][1031] top1_acc: 0.9002, top5_acc: 0.9848 +2024-07-18 20:36:48,925 - pyskl - INFO - Epoch [121][100/2506] lr: 2.381e-03, eta: 5:06:33, time: 0.410, data_time: 0.169, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0900, loss: 0.0900 +2024-07-18 20:37:12,695 - pyskl - INFO - Epoch [121][200/2506] lr: 2.375e-03, eta: 5:06:08, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 0.1005, loss: 0.1005 +2024-07-18 20:37:36,658 - pyskl - INFO - Epoch [121][300/2506] lr: 2.369e-03, eta: 5:05:43, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0744, loss: 0.0744 +2024-07-18 20:38:00,507 - pyskl - INFO - Epoch [121][400/2506] lr: 2.363e-03, eta: 5:05:19, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0739, loss: 0.0739 +2024-07-18 20:38:24,338 - pyskl - INFO - Epoch [121][500/2506] lr: 2.357e-03, eta: 5:04:54, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0973, loss: 0.0973 +2024-07-18 20:38:48,309 - pyskl - INFO - Epoch [121][600/2506] lr: 2.351e-03, eta: 5:04:29, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0949, loss: 0.0949 +2024-07-18 20:39:12,407 - pyskl - INFO - Epoch [121][700/2506] lr: 2.345e-03, eta: 5:04:05, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 0.1157, loss: 0.1157 +2024-07-18 20:39:36,358 - pyskl - INFO - Epoch [121][800/2506] lr: 2.338e-03, eta: 5:03:40, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1070, loss: 0.1070 +2024-07-18 20:40:00,348 - pyskl - INFO - Epoch [121][900/2506] lr: 2.332e-03, eta: 5:03:16, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0892, loss: 0.0892 +2024-07-18 20:40:24,315 - pyskl - INFO - Epoch [121][1000/2506] lr: 2.326e-03, eta: 5:02:51, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1091, loss: 0.1091 +2024-07-18 20:40:48,221 - pyskl - INFO - Epoch [121][1100/2506] lr: 2.320e-03, eta: 5:02:26, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0937, loss: 0.0937 +2024-07-18 20:41:12,097 - pyskl - INFO - Epoch [121][1200/2506] lr: 2.314e-03, eta: 5:02:02, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0969, loss: 0.0969 +2024-07-18 20:41:35,947 - pyskl - INFO - Epoch [121][1300/2506] lr: 2.308e-03, eta: 5:01:37, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0921, loss: 0.0921 +2024-07-18 20:41:59,774 - pyskl - INFO - Epoch [121][1400/2506] lr: 2.302e-03, eta: 5:01:12, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0984, loss: 0.0984 +2024-07-18 20:42:23,592 - pyskl - INFO - Epoch [121][1500/2506] lr: 2.296e-03, eta: 5:00:48, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0872, loss: 0.0872 +2024-07-18 20:42:47,381 - pyskl - INFO - Epoch [121][1600/2506] lr: 2.290e-03, eta: 5:00:23, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1124, loss: 0.1124 +2024-07-18 20:43:11,199 - pyskl - INFO - Epoch [121][1700/2506] lr: 2.284e-03, eta: 4:59:58, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1045, loss: 0.1045 +2024-07-18 20:43:35,017 - pyskl - INFO - Epoch [121][1800/2506] lr: 2.278e-03, eta: 4:59:34, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1280, loss: 0.1280 +2024-07-18 20:43:58,857 - pyskl - INFO - Epoch [121][1900/2506] lr: 2.272e-03, eta: 4:59:09, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1437, loss: 0.1437 +2024-07-18 20:44:22,654 - pyskl - INFO - Epoch [121][2000/2506] lr: 2.266e-03, eta: 4:58:44, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1119, loss: 0.1119 +2024-07-18 20:44:46,463 - pyskl - INFO - Epoch [121][2100/2506] lr: 2.260e-03, eta: 4:58:20, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.1242, loss: 0.1242 +2024-07-18 20:45:10,310 - pyskl - INFO - Epoch [121][2200/2506] lr: 2.254e-03, eta: 4:57:55, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1070, loss: 0.1070 +2024-07-18 20:45:34,289 - pyskl - INFO - Epoch [121][2300/2506] lr: 2.248e-03, eta: 4:57:30, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0985, loss: 0.0985 +2024-07-18 20:45:58,198 - pyskl - INFO - Epoch [121][2400/2506] lr: 2.242e-03, eta: 4:57:06, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1015, loss: 0.1015 +2024-07-18 20:46:22,060 - pyskl - INFO - Epoch [121][2500/2506] lr: 2.236e-03, eta: 4:56:41, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0973, loss: 0.0973 +2024-07-18 20:46:23,919 - pyskl - INFO - Saving checkpoint at 121 epochs +2024-07-18 20:47:43,430 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 20:47:43,497 - pyskl - INFO - +top1_acc 0.8976 +top5_acc 0.9836 +2024-07-18 20:47:43,500 - pyskl - INFO - Epoch(val) [121][1031] top1_acc: 0.8976, top5_acc: 0.9836 +2024-07-18 20:48:24,971 - pyskl - INFO - Epoch [122][100/2506] lr: 2.230e-03, eta: 4:56:19, time: 0.415, data_time: 0.174, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0768, loss: 0.0768 +2024-07-18 20:48:48,683 - pyskl - INFO - Epoch [122][200/2506] lr: 2.224e-03, eta: 4:55:54, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0897, loss: 0.0897 +2024-07-18 20:49:12,461 - pyskl - INFO - Epoch [122][300/2506] lr: 2.218e-03, eta: 4:55:30, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.0970, loss: 0.0970 +2024-07-18 20:49:36,231 - pyskl - INFO - Epoch [122][400/2506] lr: 2.212e-03, eta: 4:55:05, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.1115, loss: 0.1115 +2024-07-18 20:50:00,112 - pyskl - INFO - Epoch [122][500/2506] lr: 2.206e-03, eta: 4:54:40, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1059, loss: 0.1059 +2024-07-18 20:50:24,087 - pyskl - INFO - Epoch [122][600/2506] lr: 2.200e-03, eta: 4:54:16, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0957, loss: 0.0957 +2024-07-18 20:50:47,958 - pyskl - INFO - Epoch [122][700/2506] lr: 2.194e-03, eta: 4:53:51, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0657, loss: 0.0657 +2024-07-18 20:51:11,819 - pyskl - INFO - Epoch [122][800/2506] lr: 2.188e-03, eta: 4:53:26, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.0936, loss: 0.0936 +2024-07-18 20:51:35,647 - pyskl - INFO - Epoch [122][900/2506] lr: 2.182e-03, eta: 4:53:02, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0988, loss: 0.0988 +2024-07-18 20:51:59,434 - pyskl - INFO - Epoch [122][1000/2506] lr: 2.176e-03, eta: 4:52:37, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1243, loss: 0.1243 +2024-07-18 20:52:23,246 - pyskl - INFO - Epoch [122][1100/2506] lr: 2.171e-03, eta: 4:52:12, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0963, loss: 0.0963 +2024-07-18 20:52:47,094 - pyskl - INFO - Epoch [122][1200/2506] lr: 2.165e-03, eta: 4:51:48, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0930, loss: 0.0930 +2024-07-18 20:53:10,955 - pyskl - INFO - Epoch [122][1300/2506] lr: 2.159e-03, eta: 4:51:23, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1066, loss: 0.1066 +2024-07-18 20:53:34,827 - pyskl - INFO - Epoch [122][1400/2506] lr: 2.153e-03, eta: 4:50:58, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.0941, loss: 0.0941 +2024-07-18 20:53:58,699 - pyskl - INFO - Epoch [122][1500/2506] lr: 2.147e-03, eta: 4:50:34, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0824, loss: 0.0824 +2024-07-18 20:54:22,604 - pyskl - INFO - Epoch [122][1600/2506] lr: 2.141e-03, eta: 4:50:09, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0887, loss: 0.0887 +2024-07-18 20:54:46,475 - pyskl - INFO - Epoch [122][1700/2506] lr: 2.135e-03, eta: 4:49:45, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0718, loss: 0.0718 +2024-07-18 20:55:10,322 - pyskl - INFO - Epoch [122][1800/2506] lr: 2.130e-03, eta: 4:49:20, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.0983, loss: 0.0983 +2024-07-18 20:55:34,202 - pyskl - INFO - Epoch [122][1900/2506] lr: 2.124e-03, eta: 4:48:55, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1124, loss: 0.1124 +2024-07-18 20:55:58,098 - pyskl - INFO - Epoch [122][2000/2506] lr: 2.118e-03, eta: 4:48:31, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1056, loss: 0.1056 +2024-07-18 20:56:21,921 - pyskl - INFO - Epoch [122][2100/2506] lr: 2.112e-03, eta: 4:48:06, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1125, loss: 0.1125 +2024-07-18 20:56:45,770 - pyskl - INFO - Epoch [122][2200/2506] lr: 2.106e-03, eta: 4:47:41, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0918, loss: 0.0918 +2024-07-18 20:57:09,627 - pyskl - INFO - Epoch [122][2300/2506] lr: 2.100e-03, eta: 4:47:17, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1033, loss: 0.1033 +2024-07-18 20:57:33,498 - pyskl - INFO - Epoch [122][2400/2506] lr: 2.095e-03, eta: 4:46:52, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.1031, loss: 0.1031 +2024-07-18 20:57:57,367 - pyskl - INFO - Epoch [122][2500/2506] lr: 2.089e-03, eta: 4:46:27, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1062, loss: 0.1062 +2024-07-18 20:57:59,204 - pyskl - INFO - Saving checkpoint at 122 epochs +2024-07-18 20:59:18,720 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 20:59:18,788 - pyskl - INFO - +top1_acc 0.8960 +top5_acc 0.9839 +2024-07-18 20:59:18,790 - pyskl - INFO - Epoch(val) [122][1031] top1_acc: 0.8960, top5_acc: 0.9839 +2024-07-18 21:00:00,268 - pyskl - INFO - Epoch [123][100/2506] lr: 2.083e-03, eta: 4:46:05, time: 0.415, data_time: 0.172, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0789, loss: 0.0789 +2024-07-18 21:00:24,178 - pyskl - INFO - Epoch [123][200/2506] lr: 2.077e-03, eta: 4:45:40, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0687, loss: 0.0687 +2024-07-18 21:00:48,234 - pyskl - INFO - Epoch [123][300/2506] lr: 2.071e-03, eta: 4:45:16, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0591, loss: 0.0591 +2024-07-18 21:01:12,165 - pyskl - INFO - Epoch [123][400/2506] lr: 2.065e-03, eta: 4:44:51, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0612, loss: 0.0612 +2024-07-18 21:01:36,152 - pyskl - INFO - Epoch [123][500/2506] lr: 2.060e-03, eta: 4:44:27, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0940, loss: 0.0940 +2024-07-18 21:02:00,022 - pyskl - INFO - Epoch [123][600/2506] lr: 2.054e-03, eta: 4:44:02, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0678, loss: 0.0678 +2024-07-18 21:02:23,858 - pyskl - INFO - Epoch [123][700/2506] lr: 2.048e-03, eta: 4:43:37, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0830, loss: 0.0830 +2024-07-18 21:02:47,723 - pyskl - INFO - Epoch [123][800/2506] lr: 2.043e-03, eta: 4:43:13, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0916, loss: 0.0916 +2024-07-18 21:03:11,646 - pyskl - INFO - Epoch [123][900/2506] lr: 2.037e-03, eta: 4:42:48, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1139, loss: 0.1139 +2024-07-18 21:03:35,546 - pyskl - INFO - Epoch [123][1000/2506] lr: 2.031e-03, eta: 4:42:23, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0925, loss: 0.0925 +2024-07-18 21:03:59,460 - pyskl - INFO - Epoch [123][1100/2506] lr: 2.025e-03, eta: 4:41:59, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0743, loss: 0.0743 +2024-07-18 21:04:23,308 - pyskl - INFO - Epoch [123][1200/2506] lr: 2.020e-03, eta: 4:41:34, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0767, loss: 0.0767 +2024-07-18 21:04:47,160 - pyskl - INFO - Epoch [123][1300/2506] lr: 2.014e-03, eta: 4:41:09, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1067, loss: 0.1067 +2024-07-18 21:05:11,010 - pyskl - INFO - Epoch [123][1400/2506] lr: 2.008e-03, eta: 4:40:45, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0895, loss: 0.0895 +2024-07-18 21:05:34,846 - pyskl - INFO - Epoch [123][1500/2506] lr: 2.003e-03, eta: 4:40:20, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0993, loss: 0.0993 +2024-07-18 21:05:58,691 - pyskl - INFO - Epoch [123][1600/2506] lr: 1.997e-03, eta: 4:39:55, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 0.0870, loss: 0.0870 +2024-07-18 21:06:22,554 - pyskl - INFO - Epoch [123][1700/2506] lr: 1.991e-03, eta: 4:39:31, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0742, loss: 0.0742 +2024-07-18 21:06:46,404 - pyskl - INFO - Epoch [123][1800/2506] lr: 1.986e-03, eta: 4:39:06, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0918, loss: 0.0918 +2024-07-18 21:07:10,353 - pyskl - INFO - Epoch [123][1900/2506] lr: 1.980e-03, eta: 4:38:42, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0789, loss: 0.0789 +2024-07-18 21:07:34,314 - pyskl - INFO - Epoch [123][2000/2506] lr: 1.974e-03, eta: 4:38:17, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0858, loss: 0.0858 +2024-07-18 21:07:58,248 - pyskl - INFO - Epoch [123][2100/2506] lr: 1.969e-03, eta: 4:37:52, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.0948, loss: 0.0948 +2024-07-18 21:08:22,139 - pyskl - INFO - Epoch [123][2200/2506] lr: 1.963e-03, eta: 4:37:28, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.1008, loss: 0.1008 +2024-07-18 21:08:45,995 - pyskl - INFO - Epoch [123][2300/2506] lr: 1.958e-03, eta: 4:37:03, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 0.1158, loss: 0.1158 +2024-07-18 21:09:09,813 - pyskl - INFO - Epoch [123][2400/2506] lr: 1.952e-03, eta: 4:36:38, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1179, loss: 0.1179 +2024-07-18 21:09:33,688 - pyskl - INFO - Epoch [123][2500/2506] lr: 1.946e-03, eta: 4:36:14, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.0903, loss: 0.0903 +2024-07-18 21:09:35,514 - pyskl - INFO - Saving checkpoint at 123 epochs +2024-07-18 21:10:54,928 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 21:10:54,996 - pyskl - INFO - +top1_acc 0.8947 +top5_acc 0.9830 +2024-07-18 21:10:54,998 - pyskl - INFO - Epoch(val) [123][1031] top1_acc: 0.8947, top5_acc: 0.9830 +2024-07-18 21:11:36,690 - pyskl - INFO - Epoch [124][100/2506] lr: 1.940e-03, eta: 4:35:51, time: 0.417, data_time: 0.174, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0657, loss: 0.0657 +2024-07-18 21:12:00,496 - pyskl - INFO - Epoch [124][200/2506] lr: 1.935e-03, eta: 4:35:27, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0883, loss: 0.0883 +2024-07-18 21:12:24,259 - pyskl - INFO - Epoch [124][300/2506] lr: 1.929e-03, eta: 4:35:02, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0902, loss: 0.0902 +2024-07-18 21:12:48,113 - pyskl - INFO - Epoch [124][400/2506] lr: 1.924e-03, eta: 4:34:37, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0634, loss: 0.0634 +2024-07-18 21:13:12,165 - pyskl - INFO - Epoch [124][500/2506] lr: 1.918e-03, eta: 4:34:13, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0968, loss: 0.0968 +2024-07-18 21:13:36,105 - pyskl - INFO - Epoch [124][600/2506] lr: 1.913e-03, eta: 4:33:48, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.0955, loss: 0.0955 +2024-07-18 21:14:00,037 - pyskl - INFO - Epoch [124][700/2506] lr: 1.907e-03, eta: 4:33:24, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0826, loss: 0.0826 +2024-07-18 21:14:23,954 - pyskl - INFO - Epoch [124][800/2506] lr: 1.901e-03, eta: 4:32:59, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0796, loss: 0.0796 +2024-07-18 21:14:47,879 - pyskl - INFO - Epoch [124][900/2506] lr: 1.896e-03, eta: 4:32:34, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0862, loss: 0.0862 +2024-07-18 21:15:11,778 - pyskl - INFO - Epoch [124][1000/2506] lr: 1.890e-03, eta: 4:32:10, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0835, loss: 0.0835 +2024-07-18 21:15:35,746 - pyskl - INFO - Epoch [124][1100/2506] lr: 1.885e-03, eta: 4:31:45, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0735, loss: 0.0735 +2024-07-18 21:15:59,751 - pyskl - INFO - Epoch [124][1200/2506] lr: 1.879e-03, eta: 4:31:20, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0742, loss: 0.0742 +2024-07-18 21:16:23,723 - pyskl - INFO - Epoch [124][1300/2506] lr: 1.874e-03, eta: 4:30:56, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.0876, loss: 0.0876 +2024-07-18 21:16:47,688 - pyskl - INFO - Epoch [124][1400/2506] lr: 1.868e-03, eta: 4:30:31, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0787, loss: 0.0787 +2024-07-18 21:17:11,641 - pyskl - INFO - Epoch [124][1500/2506] lr: 1.863e-03, eta: 4:30:07, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0748, loss: 0.0748 +2024-07-18 21:17:35,593 - pyskl - INFO - Epoch [124][1600/2506] lr: 1.857e-03, eta: 4:29:42, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.0855, loss: 0.0855 +2024-07-18 21:17:59,569 - pyskl - INFO - Epoch [124][1700/2506] lr: 1.852e-03, eta: 4:29:17, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.0817, loss: 0.0817 +2024-07-18 21:18:23,503 - pyskl - INFO - Epoch [124][1800/2506] lr: 1.846e-03, eta: 4:28:53, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0697, loss: 0.0697 +2024-07-18 21:18:47,501 - pyskl - INFO - Epoch [124][1900/2506] lr: 1.841e-03, eta: 4:28:28, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0709, loss: 0.0709 +2024-07-18 21:19:11,500 - pyskl - INFO - Epoch [124][2000/2506] lr: 1.835e-03, eta: 4:28:04, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.0947, loss: 0.0947 +2024-07-18 21:19:35,310 - pyskl - INFO - Epoch [124][2100/2506] lr: 1.830e-03, eta: 4:27:39, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.0974, loss: 0.0974 +2024-07-18 21:19:59,134 - pyskl - INFO - Epoch [124][2200/2506] lr: 1.825e-03, eta: 4:27:14, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0829, loss: 0.0829 +2024-07-18 21:20:23,198 - pyskl - INFO - Epoch [124][2300/2506] lr: 1.819e-03, eta: 4:26:50, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0880, loss: 0.0880 +2024-07-18 21:20:47,435 - pyskl - INFO - Epoch [124][2400/2506] lr: 1.814e-03, eta: 4:26:25, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0800, loss: 0.0800 +2024-07-18 21:21:11,643 - pyskl - INFO - Epoch [124][2500/2506] lr: 1.808e-03, eta: 4:26:01, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0730, loss: 0.0730 +2024-07-18 21:21:13,499 - pyskl - INFO - Saving checkpoint at 124 epochs +2024-07-18 21:22:33,215 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 21:22:33,282 - pyskl - INFO - +top1_acc 0.8974 +top5_acc 0.9842 +2024-07-18 21:22:33,284 - pyskl - INFO - Epoch(val) [124][1031] top1_acc: 0.8974, top5_acc: 0.9842 +2024-07-18 21:23:15,011 - pyskl - INFO - Epoch [125][100/2506] lr: 1.803e-03, eta: 4:25:38, time: 0.417, data_time: 0.174, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0816, loss: 0.0816 +2024-07-18 21:23:38,742 - pyskl - INFO - Epoch [125][200/2506] lr: 1.797e-03, eta: 4:25:13, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0786, loss: 0.0786 +2024-07-18 21:24:02,468 - pyskl - INFO - Epoch [125][300/2506] lr: 1.792e-03, eta: 4:24:49, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0669, loss: 0.0669 +2024-07-18 21:24:26,277 - pyskl - INFO - Epoch [125][400/2506] lr: 1.786e-03, eta: 4:24:24, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0669, loss: 0.0669 +2024-07-18 21:24:50,195 - pyskl - INFO - Epoch [125][500/2506] lr: 1.781e-03, eta: 4:23:59, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0683, loss: 0.0683 +2024-07-18 21:25:14,152 - pyskl - INFO - Epoch [125][600/2506] lr: 1.776e-03, eta: 4:23:35, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0557, loss: 0.0557 +2024-07-18 21:25:38,054 - pyskl - INFO - Epoch [125][700/2506] lr: 1.770e-03, eta: 4:23:10, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0613, loss: 0.0613 +2024-07-18 21:26:02,040 - pyskl - INFO - Epoch [125][800/2506] lr: 1.765e-03, eta: 4:22:46, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0588, loss: 0.0588 +2024-07-18 21:26:26,011 - pyskl - INFO - Epoch [125][900/2506] lr: 1.760e-03, eta: 4:22:21, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0582, loss: 0.0582 +2024-07-18 21:26:49,917 - pyskl - INFO - Epoch [125][1000/2506] lr: 1.754e-03, eta: 4:21:56, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0851, loss: 0.0851 +2024-07-18 21:27:13,818 - pyskl - INFO - Epoch [125][1100/2506] lr: 1.749e-03, eta: 4:21:32, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0657, loss: 0.0657 +2024-07-18 21:27:37,678 - pyskl - INFO - Epoch [125][1200/2506] lr: 1.744e-03, eta: 4:21:07, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0755, loss: 0.0755 +2024-07-18 21:28:01,538 - pyskl - INFO - Epoch [125][1300/2506] lr: 1.738e-03, eta: 4:20:42, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0638, loss: 0.0638 +2024-07-18 21:28:25,434 - pyskl - INFO - Epoch [125][1400/2506] lr: 1.733e-03, eta: 4:20:18, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0560, loss: 0.0560 +2024-07-18 21:28:49,355 - pyskl - INFO - Epoch [125][1500/2506] lr: 1.728e-03, eta: 4:19:53, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0704, loss: 0.0704 +2024-07-18 21:29:13,247 - pyskl - INFO - Epoch [125][1600/2506] lr: 1.722e-03, eta: 4:19:29, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.0846, loss: 0.0846 +2024-07-18 21:29:37,192 - pyskl - INFO - Epoch [125][1700/2506] lr: 1.717e-03, eta: 4:19:04, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0658, loss: 0.0658 +2024-07-18 21:30:01,168 - pyskl - INFO - Epoch [125][1800/2506] lr: 1.712e-03, eta: 4:18:39, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0621, loss: 0.0621 +2024-07-18 21:30:25,071 - pyskl - INFO - Epoch [125][1900/2506] lr: 1.707e-03, eta: 4:18:15, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0503, loss: 0.0503 +2024-07-18 21:30:48,973 - pyskl - INFO - Epoch [125][2000/2506] lr: 1.701e-03, eta: 4:17:50, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0664, loss: 0.0664 +2024-07-18 21:31:12,819 - pyskl - INFO - Epoch [125][2100/2506] lr: 1.696e-03, eta: 4:17:25, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0736, loss: 0.0736 +2024-07-18 21:31:36,697 - pyskl - INFO - Epoch [125][2200/2506] lr: 1.691e-03, eta: 4:17:01, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0685, loss: 0.0685 +2024-07-18 21:32:00,692 - pyskl - INFO - Epoch [125][2300/2506] lr: 1.686e-03, eta: 4:16:36, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0826, loss: 0.0826 +2024-07-18 21:32:24,608 - pyskl - INFO - Epoch [125][2400/2506] lr: 1.680e-03, eta: 4:16:12, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0820, loss: 0.0820 +2024-07-18 21:32:48,478 - pyskl - INFO - Epoch [125][2500/2506] lr: 1.675e-03, eta: 4:15:47, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.0965, loss: 0.0965 +2024-07-18 21:32:50,372 - pyskl - INFO - Saving checkpoint at 125 epochs +2024-07-18 21:34:09,965 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 21:34:10,033 - pyskl - INFO - +top1_acc 0.8919 +top5_acc 0.9817 +2024-07-18 21:34:10,035 - pyskl - INFO - Epoch(val) [125][1031] top1_acc: 0.8919, top5_acc: 0.9817 +2024-07-18 21:34:51,631 - pyskl - INFO - Epoch [126][100/2506] lr: 1.670e-03, eta: 4:15:24, time: 0.416, data_time: 0.174, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0585, loss: 0.0585 +2024-07-18 21:35:15,429 - pyskl - INFO - Epoch [126][200/2506] lr: 1.664e-03, eta: 4:15:00, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0510, loss: 0.0510 +2024-07-18 21:35:39,299 - pyskl - INFO - Epoch [126][300/2506] lr: 1.659e-03, eta: 4:14:35, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0410, loss: 0.0410 +2024-07-18 21:36:03,197 - pyskl - INFO - Epoch [126][400/2506] lr: 1.654e-03, eta: 4:14:10, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0709, loss: 0.0709 +2024-07-18 21:36:26,992 - pyskl - INFO - Epoch [126][500/2506] lr: 1.649e-03, eta: 4:13:46, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0673, loss: 0.0673 +2024-07-18 21:36:50,826 - pyskl - INFO - Epoch [126][600/2506] lr: 1.644e-03, eta: 4:13:21, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0504, loss: 0.0504 +2024-07-18 21:37:14,707 - pyskl - INFO - Epoch [126][700/2506] lr: 1.638e-03, eta: 4:12:56, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0601, loss: 0.0601 +2024-07-18 21:37:38,522 - pyskl - INFO - Epoch [126][800/2506] lr: 1.633e-03, eta: 4:12:32, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0723, loss: 0.0723 +2024-07-18 21:38:02,368 - pyskl - INFO - Epoch [126][900/2506] lr: 1.628e-03, eta: 4:12:07, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0646, loss: 0.0646 +2024-07-18 21:38:26,192 - pyskl - INFO - Epoch [126][1000/2506] lr: 1.623e-03, eta: 4:11:43, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0502, loss: 0.0502 +2024-07-18 21:38:50,085 - pyskl - INFO - Epoch [126][1100/2506] lr: 1.618e-03, eta: 4:11:18, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0619, loss: 0.0619 +2024-07-18 21:39:13,996 - pyskl - INFO - Epoch [126][1200/2506] lr: 1.613e-03, eta: 4:10:53, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0553, loss: 0.0553 +2024-07-18 21:39:37,870 - pyskl - INFO - Epoch [126][1300/2506] lr: 1.607e-03, eta: 4:10:29, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0638, loss: 0.0638 +2024-07-18 21:40:01,714 - pyskl - INFO - Epoch [126][1400/2506] lr: 1.602e-03, eta: 4:10:04, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0536, loss: 0.0536 +2024-07-18 21:40:25,529 - pyskl - INFO - Epoch [126][1500/2506] lr: 1.597e-03, eta: 4:09:39, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0390, loss: 0.0390 +2024-07-18 21:40:49,344 - pyskl - INFO - Epoch [126][1600/2506] lr: 1.592e-03, eta: 4:09:15, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.0778, loss: 0.0778 +2024-07-18 21:41:13,246 - pyskl - INFO - Epoch [126][1700/2506] lr: 1.587e-03, eta: 4:08:50, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0685, loss: 0.0685 +2024-07-18 21:41:37,073 - pyskl - INFO - Epoch [126][1800/2506] lr: 1.582e-03, eta: 4:08:26, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0659, loss: 0.0659 +2024-07-18 21:42:00,921 - pyskl - INFO - Epoch [126][1900/2506] lr: 1.577e-03, eta: 4:08:01, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0894, loss: 0.0894 +2024-07-18 21:42:24,845 - pyskl - INFO - Epoch [126][2000/2506] lr: 1.572e-03, eta: 4:07:36, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0554, loss: 0.0554 +2024-07-18 21:42:48,710 - pyskl - INFO - Epoch [126][2100/2506] lr: 1.567e-03, eta: 4:07:12, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0753, loss: 0.0753 +2024-07-18 21:43:12,536 - pyskl - INFO - Epoch [126][2200/2506] lr: 1.562e-03, eta: 4:06:47, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0794, loss: 0.0794 +2024-07-18 21:43:36,477 - pyskl - INFO - Epoch [126][2300/2506] lr: 1.557e-03, eta: 4:06:22, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0575, loss: 0.0575 +2024-07-18 21:44:00,381 - pyskl - INFO - Epoch [126][2400/2506] lr: 1.552e-03, eta: 4:05:58, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0489, loss: 0.0489 +2024-07-18 21:44:24,321 - pyskl - INFO - Epoch [126][2500/2506] lr: 1.547e-03, eta: 4:05:33, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0573, loss: 0.0573 +2024-07-18 21:44:26,206 - pyskl - INFO - Saving checkpoint at 126 epochs +2024-07-18 21:45:45,875 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 21:45:45,941 - pyskl - INFO - +top1_acc 0.9048 +top5_acc 0.9851 +2024-07-18 21:45:45,945 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_120.pth was removed +2024-07-18 21:45:46,072 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2024-07-18 21:45:46,072 - pyskl - INFO - Best top1_acc is 0.9048 at 126 epoch. +2024-07-18 21:45:46,074 - pyskl - INFO - Epoch(val) [126][1031] top1_acc: 0.9048, top5_acc: 0.9851 +2024-07-18 21:46:27,805 - pyskl - INFO - Epoch [127][100/2506] lr: 1.541e-03, eta: 4:05:10, time: 0.417, data_time: 0.176, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0468, loss: 0.0468 +2024-07-18 21:46:51,804 - pyskl - INFO - Epoch [127][200/2506] lr: 1.536e-03, eta: 4:04:46, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0531, loss: 0.0531 +2024-07-18 21:47:15,733 - pyskl - INFO - Epoch [127][300/2506] lr: 1.531e-03, eta: 4:04:21, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0453, loss: 0.0453 +2024-07-18 21:47:39,611 - pyskl - INFO - Epoch [127][400/2506] lr: 1.526e-03, eta: 4:03:56, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0558, loss: 0.0558 +2024-07-18 21:48:03,387 - pyskl - INFO - Epoch [127][500/2506] lr: 1.521e-03, eta: 4:03:32, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0580, loss: 0.0580 +2024-07-18 21:48:27,181 - pyskl - INFO - Epoch [127][600/2506] lr: 1.516e-03, eta: 4:03:07, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0487, loss: 0.0487 +2024-07-18 21:48:50,985 - pyskl - INFO - Epoch [127][700/2506] lr: 1.511e-03, eta: 4:02:43, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0432, loss: 0.0432 +2024-07-18 21:49:14,790 - pyskl - INFO - Epoch [127][800/2506] lr: 1.506e-03, eta: 4:02:18, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0443, loss: 0.0443 +2024-07-18 21:49:38,573 - pyskl - INFO - Epoch [127][900/2506] lr: 1.501e-03, eta: 4:01:53, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0403, loss: 0.0403 +2024-07-18 21:50:02,378 - pyskl - INFO - Epoch [127][1000/2506] lr: 1.496e-03, eta: 4:01:29, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0490, loss: 0.0490 +2024-07-18 21:50:26,206 - pyskl - INFO - Epoch [127][1100/2506] lr: 1.491e-03, eta: 4:01:04, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0584, loss: 0.0584 +2024-07-18 21:50:50,000 - pyskl - INFO - Epoch [127][1200/2506] lr: 1.486e-03, eta: 4:00:39, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0430, loss: 0.0430 +2024-07-18 21:51:13,848 - pyskl - INFO - Epoch [127][1300/2506] lr: 1.481e-03, eta: 4:00:15, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0400, loss: 0.0400 +2024-07-18 21:51:37,652 - pyskl - INFO - Epoch [127][1400/2506] lr: 1.477e-03, eta: 3:59:50, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0681, loss: 0.0681 +2024-07-18 21:52:01,470 - pyskl - INFO - Epoch [127][1500/2506] lr: 1.472e-03, eta: 3:59:26, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0489, loss: 0.0489 +2024-07-18 21:52:25,314 - pyskl - INFO - Epoch [127][1600/2506] lr: 1.467e-03, eta: 3:59:01, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0532, loss: 0.0532 +2024-07-18 21:52:49,139 - pyskl - INFO - Epoch [127][1700/2506] lr: 1.462e-03, eta: 3:58:36, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0487, loss: 0.0487 +2024-07-18 21:53:12,978 - pyskl - INFO - Epoch [127][1800/2506] lr: 1.457e-03, eta: 3:58:12, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0500, loss: 0.0500 +2024-07-18 21:53:36,859 - pyskl - INFO - Epoch [127][1900/2506] lr: 1.452e-03, eta: 3:57:47, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0720, loss: 0.0720 +2024-07-18 21:54:00,776 - pyskl - INFO - Epoch [127][2000/2506] lr: 1.447e-03, eta: 3:57:23, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0587, loss: 0.0587 +2024-07-18 21:54:24,565 - pyskl - INFO - Epoch [127][2100/2506] lr: 1.442e-03, eta: 3:56:58, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0477, loss: 0.0477 +2024-07-18 21:54:48,356 - pyskl - INFO - Epoch [127][2200/2506] lr: 1.437e-03, eta: 3:56:33, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0513, loss: 0.0513 +2024-07-18 21:55:12,323 - pyskl - INFO - Epoch [127][2300/2506] lr: 1.432e-03, eta: 3:56:09, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0448, loss: 0.0448 +2024-07-18 21:55:36,208 - pyskl - INFO - Epoch [127][2400/2506] lr: 1.428e-03, eta: 3:55:44, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0543, loss: 0.0543 +2024-07-18 21:56:00,052 - pyskl - INFO - Epoch [127][2500/2506] lr: 1.423e-03, eta: 3:55:19, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0630, loss: 0.0630 +2024-07-18 21:56:01,888 - pyskl - INFO - Saving checkpoint at 127 epochs +2024-07-18 21:57:21,420 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 21:57:21,486 - pyskl - INFO - +top1_acc 0.9019 +top5_acc 0.9861 +2024-07-18 21:57:21,488 - pyskl - INFO - Epoch(val) [127][1031] top1_acc: 0.9019, top5_acc: 0.9861 +2024-07-18 21:58:02,968 - pyskl - INFO - Epoch [128][100/2506] lr: 1.418e-03, eta: 3:54:56, time: 0.415, data_time: 0.173, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0588, loss: 0.0588 +2024-07-18 21:58:26,752 - pyskl - INFO - Epoch [128][200/2506] lr: 1.413e-03, eta: 3:54:32, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0470, loss: 0.0470 +2024-07-18 21:58:50,500 - pyskl - INFO - Epoch [128][300/2506] lr: 1.408e-03, eta: 3:54:07, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0439, loss: 0.0439 +2024-07-18 21:59:14,258 - pyskl - INFO - Epoch [128][400/2506] lr: 1.403e-03, eta: 3:53:42, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0511, loss: 0.0511 +2024-07-18 21:59:38,072 - pyskl - INFO - Epoch [128][500/2506] lr: 1.398e-03, eta: 3:53:18, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0463, loss: 0.0463 +2024-07-18 22:00:01,867 - pyskl - INFO - Epoch [128][600/2506] lr: 1.394e-03, eta: 3:52:53, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0477, loss: 0.0477 +2024-07-18 22:00:25,663 - pyskl - INFO - Epoch [128][700/2506] lr: 1.389e-03, eta: 3:52:29, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0463, loss: 0.0463 +2024-07-18 22:00:49,491 - pyskl - INFO - Epoch [128][800/2506] lr: 1.384e-03, eta: 3:52:04, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0385, loss: 0.0385 +2024-07-18 22:01:13,281 - pyskl - INFO - Epoch [128][900/2506] lr: 1.379e-03, eta: 3:51:39, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0479, loss: 0.0479 +2024-07-18 22:01:37,105 - pyskl - INFO - Epoch [128][1000/2506] lr: 1.374e-03, eta: 3:51:15, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0585, loss: 0.0585 +2024-07-18 22:02:00,923 - pyskl - INFO - Epoch [128][1100/2506] lr: 1.370e-03, eta: 3:50:50, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0430, loss: 0.0430 +2024-07-18 22:02:24,725 - pyskl - INFO - Epoch [128][1200/2506] lr: 1.365e-03, eta: 3:50:25, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0456, loss: 0.0456 +2024-07-18 22:02:48,512 - pyskl - INFO - Epoch [128][1300/2506] lr: 1.360e-03, eta: 3:50:01, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0480, loss: 0.0480 +2024-07-18 22:03:12,255 - pyskl - INFO - Epoch [128][1400/2506] lr: 1.356e-03, eta: 3:49:36, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0410, loss: 0.0410 +2024-07-18 22:03:36,007 - pyskl - INFO - Epoch [128][1500/2506] lr: 1.351e-03, eta: 3:49:12, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0493, loss: 0.0493 +2024-07-18 22:03:59,768 - pyskl - INFO - Epoch [128][1600/2506] lr: 1.346e-03, eta: 3:48:47, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0386, loss: 0.0386 +2024-07-18 22:04:23,543 - pyskl - INFO - Epoch [128][1700/2506] lr: 1.341e-03, eta: 3:48:22, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0482, loss: 0.0482 +2024-07-18 22:04:47,313 - pyskl - INFO - Epoch [128][1800/2506] lr: 1.337e-03, eta: 3:47:58, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0392, loss: 0.0392 +2024-07-18 22:05:11,080 - pyskl - INFO - Epoch [128][1900/2506] lr: 1.332e-03, eta: 3:47:33, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0503, loss: 0.0503 +2024-07-18 22:05:34,928 - pyskl - INFO - Epoch [128][2000/2506] lr: 1.327e-03, eta: 3:47:08, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0469, loss: 0.0469 +2024-07-18 22:05:58,829 - pyskl - INFO - Epoch [128][2100/2506] lr: 1.323e-03, eta: 3:46:44, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0527, loss: 0.0527 +2024-07-18 22:06:22,699 - pyskl - INFO - Epoch [128][2200/2506] lr: 1.318e-03, eta: 3:46:19, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0462, loss: 0.0462 +2024-07-18 22:06:46,551 - pyskl - INFO - Epoch [128][2300/2506] lr: 1.313e-03, eta: 3:45:55, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0352, loss: 0.0352 +2024-07-18 22:07:10,370 - pyskl - INFO - Epoch [128][2400/2506] lr: 1.309e-03, eta: 3:45:30, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0530, loss: 0.0530 +2024-07-18 22:07:34,163 - pyskl - INFO - Epoch [128][2500/2506] lr: 1.304e-03, eta: 3:45:05, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0484, loss: 0.0484 +2024-07-18 22:07:36,007 - pyskl - INFO - Saving checkpoint at 128 epochs +2024-07-18 22:08:56,077 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 22:08:56,144 - pyskl - INFO - +top1_acc 0.9053 +top5_acc 0.9853 +2024-07-18 22:08:56,148 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_126.pth was removed +2024-07-18 22:08:56,273 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. +2024-07-18 22:08:56,273 - pyskl - INFO - Best top1_acc is 0.9053 at 128 epoch. +2024-07-18 22:08:56,275 - pyskl - INFO - Epoch(val) [128][1031] top1_acc: 0.9053, top5_acc: 0.9853 +2024-07-18 22:09:37,658 - pyskl - INFO - Epoch [129][100/2506] lr: 1.299e-03, eta: 3:44:42, time: 0.414, data_time: 0.171, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0434, loss: 0.0434 +2024-07-18 22:10:01,463 - pyskl - INFO - Epoch [129][200/2506] lr: 1.294e-03, eta: 3:44:17, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0416, loss: 0.0416 +2024-07-18 22:10:25,379 - pyskl - INFO - Epoch [129][300/2506] lr: 1.290e-03, eta: 3:43:53, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0337, loss: 0.0337 +2024-07-18 22:10:49,188 - pyskl - INFO - Epoch [129][400/2506] lr: 1.285e-03, eta: 3:43:28, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0341, loss: 0.0341 +2024-07-18 22:11:13,005 - pyskl - INFO - Epoch [129][500/2506] lr: 1.281e-03, eta: 3:43:04, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0260, loss: 0.0260 +2024-07-18 22:11:36,820 - pyskl - INFO - Epoch [129][600/2506] lr: 1.276e-03, eta: 3:42:39, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0323, loss: 0.0323 +2024-07-18 22:12:00,629 - pyskl - INFO - Epoch [129][700/2506] lr: 1.271e-03, eta: 3:42:14, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0320, loss: 0.0320 +2024-07-18 22:12:24,487 - pyskl - INFO - Epoch [129][800/2506] lr: 1.267e-03, eta: 3:41:50, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0304, loss: 0.0304 +2024-07-18 22:12:48,327 - pyskl - INFO - Epoch [129][900/2506] lr: 1.262e-03, eta: 3:41:25, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0354, loss: 0.0354 +2024-07-18 22:13:12,190 - pyskl - INFO - Epoch [129][1000/2506] lr: 1.258e-03, eta: 3:41:01, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0255, loss: 0.0255 +2024-07-18 22:13:36,078 - pyskl - INFO - Epoch [129][1100/2506] lr: 1.253e-03, eta: 3:40:36, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0322, loss: 0.0322 +2024-07-18 22:13:59,960 - pyskl - INFO - Epoch [129][1200/2506] lr: 1.248e-03, eta: 3:40:11, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0270, loss: 0.0270 +2024-07-18 22:14:23,809 - pyskl - INFO - Epoch [129][1300/2506] lr: 1.244e-03, eta: 3:39:47, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0265, loss: 0.0265 +2024-07-18 22:14:47,670 - pyskl - INFO - Epoch [129][1400/2506] lr: 1.239e-03, eta: 3:39:22, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0330, loss: 0.0330 +2024-07-18 22:15:11,519 - pyskl - INFO - Epoch [129][1500/2506] lr: 1.235e-03, eta: 3:38:58, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0336, loss: 0.0336 +2024-07-18 22:15:35,296 - pyskl - INFO - Epoch [129][1600/2506] lr: 1.230e-03, eta: 3:38:33, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0314, loss: 0.0314 +2024-07-18 22:15:59,095 - pyskl - INFO - Epoch [129][1700/2506] lr: 1.226e-03, eta: 3:38:08, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0306, loss: 0.0306 +2024-07-18 22:16:22,934 - pyskl - INFO - Epoch [129][1800/2506] lr: 1.221e-03, eta: 3:37:44, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 +2024-07-18 22:16:46,788 - pyskl - INFO - Epoch [129][1900/2506] lr: 1.217e-03, eta: 3:37:19, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0260, loss: 0.0260 +2024-07-18 22:17:10,717 - pyskl - INFO - Epoch [129][2000/2506] lr: 1.212e-03, eta: 3:36:55, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0254, loss: 0.0254 +2024-07-18 22:17:34,594 - pyskl - INFO - Epoch [129][2100/2506] lr: 1.208e-03, eta: 3:36:30, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 +2024-07-18 22:17:58,503 - pyskl - INFO - Epoch [129][2200/2506] lr: 1.203e-03, eta: 3:36:05, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0324, loss: 0.0324 +2024-07-18 22:18:22,358 - pyskl - INFO - Epoch [129][2300/2506] lr: 1.199e-03, eta: 3:35:41, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0305, loss: 0.0305 +2024-07-18 22:18:46,211 - pyskl - INFO - Epoch [129][2400/2506] lr: 1.194e-03, eta: 3:35:16, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0317, loss: 0.0317 +2024-07-18 22:19:10,067 - pyskl - INFO - Epoch [129][2500/2506] lr: 1.190e-03, eta: 3:34:52, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0281, loss: 0.0281 +2024-07-18 22:19:11,854 - pyskl - INFO - Saving checkpoint at 129 epochs +2024-07-18 22:20:31,343 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 22:20:31,412 - pyskl - INFO - +top1_acc 0.9082 +top5_acc 0.9845 +2024-07-18 22:20:31,416 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_128.pth was removed +2024-07-18 22:20:31,546 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2024-07-18 22:20:31,547 - pyskl - INFO - Best top1_acc is 0.9082 at 129 epoch. +2024-07-18 22:20:31,549 - pyskl - INFO - Epoch(val) [129][1031] top1_acc: 0.9082, top5_acc: 0.9845 +2024-07-18 22:21:13,368 - pyskl - INFO - Epoch [130][100/2506] lr: 1.185e-03, eta: 3:34:28, time: 0.418, data_time: 0.176, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0190, loss: 0.0190 +2024-07-18 22:21:37,232 - pyskl - INFO - Epoch [130][200/2506] lr: 1.181e-03, eta: 3:34:04, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0269, loss: 0.0269 +2024-07-18 22:22:01,112 - pyskl - INFO - Epoch [130][300/2506] lr: 1.176e-03, eta: 3:33:39, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 +2024-07-18 22:22:24,916 - pyskl - INFO - Epoch [130][400/2506] lr: 1.172e-03, eta: 3:33:14, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 +2024-07-18 22:22:48,698 - pyskl - INFO - Epoch [130][500/2506] lr: 1.168e-03, eta: 3:32:50, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 +2024-07-18 22:23:12,478 - pyskl - INFO - Epoch [130][600/2506] lr: 1.163e-03, eta: 3:32:25, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0200, loss: 0.0200 +2024-07-18 22:23:36,300 - pyskl - INFO - Epoch [130][700/2506] lr: 1.159e-03, eta: 3:32:01, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 +2024-07-18 22:24:00,144 - pyskl - INFO - Epoch [130][800/2506] lr: 1.154e-03, eta: 3:31:36, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 +2024-07-18 22:24:24,057 - pyskl - INFO - Epoch [130][900/2506] lr: 1.150e-03, eta: 3:31:11, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0258, loss: 0.0258 +2024-07-18 22:24:48,093 - pyskl - INFO - Epoch [130][1000/2506] lr: 1.146e-03, eta: 3:30:47, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 +2024-07-18 22:25:11,877 - pyskl - INFO - Epoch [130][1100/2506] lr: 1.141e-03, eta: 3:30:22, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 +2024-07-18 22:25:35,719 - pyskl - INFO - Epoch [130][1200/2506] lr: 1.137e-03, eta: 3:29:58, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 +2024-07-18 22:25:59,517 - pyskl - INFO - Epoch [130][1300/2506] lr: 1.133e-03, eta: 3:29:33, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0295, loss: 0.0295 +2024-07-18 22:26:23,338 - pyskl - INFO - Epoch [130][1400/2506] lr: 1.128e-03, eta: 3:29:08, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0202, loss: 0.0202 +2024-07-18 22:26:47,153 - pyskl - INFO - Epoch [130][1500/2506] lr: 1.124e-03, eta: 3:28:44, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0207, loss: 0.0207 +2024-07-18 22:27:11,019 - pyskl - INFO - Epoch [130][1600/2506] lr: 1.120e-03, eta: 3:28:19, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0274, loss: 0.0274 +2024-07-18 22:27:34,872 - pyskl - INFO - Epoch [130][1700/2506] lr: 1.115e-03, eta: 3:27:55, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0269, loss: 0.0269 +2024-07-18 22:27:58,652 - pyskl - INFO - Epoch [130][1800/2506] lr: 1.111e-03, eta: 3:27:30, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 +2024-07-18 22:28:22,445 - pyskl - INFO - Epoch [130][1900/2506] lr: 1.107e-03, eta: 3:27:05, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0214, loss: 0.0214 +2024-07-18 22:28:46,273 - pyskl - INFO - Epoch [130][2000/2506] lr: 1.102e-03, eta: 3:26:41, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 +2024-07-18 22:29:10,079 - pyskl - INFO - Epoch [130][2100/2506] lr: 1.098e-03, eta: 3:26:16, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0321, loss: 0.0321 +2024-07-18 22:29:33,926 - pyskl - INFO - Epoch [130][2200/2506] lr: 1.094e-03, eta: 3:25:52, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250 +2024-07-18 22:29:57,839 - pyskl - INFO - Epoch [130][2300/2506] lr: 1.089e-03, eta: 3:25:27, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 +2024-07-18 22:30:21,811 - pyskl - INFO - Epoch [130][2400/2506] lr: 1.085e-03, eta: 3:25:02, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 +2024-07-18 22:30:45,731 - pyskl - INFO - Epoch [130][2500/2506] lr: 1.081e-03, eta: 3:24:38, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0315, loss: 0.0315 +2024-07-18 22:30:47,578 - pyskl - INFO - Saving checkpoint at 130 epochs +2024-07-18 22:32:07,430 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 22:32:07,499 - pyskl - INFO - +top1_acc 0.9034 +top5_acc 0.9843 +2024-07-18 22:32:07,501 - pyskl - INFO - Epoch(val) [130][1031] top1_acc: 0.9034, top5_acc: 0.9843 +2024-07-18 22:32:49,183 - pyskl - INFO - Epoch [131][100/2506] lr: 1.076e-03, eta: 3:24:14, time: 0.417, data_time: 0.176, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0360, loss: 0.0360 +2024-07-18 22:33:12,902 - pyskl - INFO - Epoch [131][200/2506] lr: 1.072e-03, eta: 3:23:50, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0290, loss: 0.0290 +2024-07-18 22:33:36,644 - pyskl - INFO - Epoch [131][300/2506] lr: 1.068e-03, eta: 3:23:25, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0262, loss: 0.0262 +2024-07-18 22:34:00,486 - pyskl - INFO - Epoch [131][400/2506] lr: 1.064e-03, eta: 3:23:00, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 +2024-07-18 22:34:24,353 - pyskl - INFO - Epoch [131][500/2506] lr: 1.060e-03, eta: 3:22:36, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0363, loss: 0.0363 +2024-07-18 22:34:48,162 - pyskl - INFO - Epoch [131][600/2506] lr: 1.055e-03, eta: 3:22:11, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 +2024-07-18 22:35:11,936 - pyskl - INFO - Epoch [131][700/2506] lr: 1.051e-03, eta: 3:21:47, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0211, loss: 0.0211 +2024-07-18 22:35:35,731 - pyskl - INFO - Epoch [131][800/2506] lr: 1.047e-03, eta: 3:21:22, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0291, loss: 0.0291 +2024-07-18 22:35:59,520 - pyskl - INFO - Epoch [131][900/2506] lr: 1.043e-03, eta: 3:20:57, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0181, loss: 0.0181 +2024-07-18 22:36:23,323 - pyskl - INFO - Epoch [131][1000/2506] lr: 1.039e-03, eta: 3:20:33, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0258, loss: 0.0258 +2024-07-18 22:36:47,129 - pyskl - INFO - Epoch [131][1100/2506] lr: 1.034e-03, eta: 3:20:08, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 +2024-07-18 22:37:10,925 - pyskl - INFO - Epoch [131][1200/2506] lr: 1.030e-03, eta: 3:19:44, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 +2024-07-18 22:37:34,722 - pyskl - INFO - Epoch [131][1300/2506] lr: 1.026e-03, eta: 3:19:19, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0325, loss: 0.0325 +2024-07-18 22:37:58,497 - pyskl - INFO - Epoch [131][1400/2506] lr: 1.022e-03, eta: 3:18:54, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0288, loss: 0.0288 +2024-07-18 22:38:22,264 - pyskl - INFO - Epoch [131][1500/2506] lr: 1.018e-03, eta: 3:18:30, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 +2024-07-18 22:38:46,041 - pyskl - INFO - Epoch [131][1600/2506] lr: 1.014e-03, eta: 3:18:05, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0265, loss: 0.0265 +2024-07-18 22:39:09,859 - pyskl - INFO - Epoch [131][1700/2506] lr: 1.010e-03, eta: 3:17:41, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0293, loss: 0.0293 +2024-07-18 22:39:33,679 - pyskl - INFO - Epoch [131][1800/2506] lr: 1.006e-03, eta: 3:17:16, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0280, loss: 0.0280 +2024-07-18 22:39:57,616 - pyskl - INFO - Epoch [131][1900/2506] lr: 1.001e-03, eta: 3:16:51, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0210, loss: 0.0210 +2024-07-18 22:40:21,554 - pyskl - INFO - Epoch [131][2000/2506] lr: 9.973e-04, eta: 3:16:27, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0208, loss: 0.0208 +2024-07-18 22:40:45,377 - pyskl - INFO - Epoch [131][2100/2506] lr: 9.933e-04, eta: 3:16:02, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 +2024-07-18 22:41:09,183 - pyskl - INFO - Epoch [131][2200/2506] lr: 9.892e-04, eta: 3:15:38, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 +2024-07-18 22:41:33,034 - pyskl - INFO - Epoch [131][2300/2506] lr: 9.851e-04, eta: 3:15:13, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0265, loss: 0.0265 +2024-07-18 22:41:57,001 - pyskl - INFO - Epoch [131][2400/2506] lr: 9.810e-04, eta: 3:14:48, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0308, loss: 0.0308 +2024-07-18 22:42:20,967 - pyskl - INFO - Epoch [131][2500/2506] lr: 9.770e-04, eta: 3:14:24, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 +2024-07-18 22:42:22,824 - pyskl - INFO - Saving checkpoint at 131 epochs +2024-07-18 22:43:42,710 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 22:43:42,782 - pyskl - INFO - +top1_acc 0.9088 +top5_acc 0.9857 +2024-07-18 22:43:42,786 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_129.pth was removed +2024-07-18 22:43:42,914 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. +2024-07-18 22:43:42,915 - pyskl - INFO - Best top1_acc is 0.9088 at 131 epoch. +2024-07-18 22:43:42,917 - pyskl - INFO - Epoch(val) [131][1031] top1_acc: 0.9088, top5_acc: 0.9857 +2024-07-18 22:44:24,413 - pyskl - INFO - Epoch [132][100/2506] lr: 9.727e-04, eta: 3:14:00, time: 0.415, data_time: 0.173, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0190, loss: 0.0190 +2024-07-18 22:44:48,360 - pyskl - INFO - Epoch [132][200/2506] lr: 9.687e-04, eta: 3:13:36, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 +2024-07-18 22:45:12,199 - pyskl - INFO - Epoch [132][300/2506] lr: 9.646e-04, eta: 3:13:11, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0210, loss: 0.0210 +2024-07-18 22:45:36,048 - pyskl - INFO - Epoch [132][400/2506] lr: 9.606e-04, eta: 3:12:46, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0286, loss: 0.0286 +2024-07-18 22:45:59,849 - pyskl - INFO - Epoch [132][500/2506] lr: 9.566e-04, eta: 3:12:22, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 +2024-07-18 22:46:23,653 - pyskl - INFO - Epoch [132][600/2506] lr: 9.526e-04, eta: 3:11:57, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0209, loss: 0.0209 +2024-07-18 22:46:47,474 - pyskl - INFO - Epoch [132][700/2506] lr: 9.486e-04, eta: 3:11:33, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0186, loss: 0.0186 +2024-07-18 22:47:11,257 - pyskl - INFO - Epoch [132][800/2506] lr: 9.446e-04, eta: 3:11:08, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 +2024-07-18 22:47:35,077 - pyskl - INFO - Epoch [132][900/2506] lr: 9.406e-04, eta: 3:10:43, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0176, loss: 0.0176 +2024-07-18 22:47:58,868 - pyskl - INFO - Epoch [132][1000/2506] lr: 9.367e-04, eta: 3:10:19, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 +2024-07-18 22:48:22,666 - pyskl - INFO - Epoch [132][1100/2506] lr: 9.327e-04, eta: 3:09:54, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250 +2024-07-18 22:48:46,456 - pyskl - INFO - Epoch [132][1200/2506] lr: 9.288e-04, eta: 3:09:30, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0202, loss: 0.0202 +2024-07-18 22:49:10,240 - pyskl - INFO - Epoch [132][1300/2506] lr: 9.248e-04, eta: 3:09:05, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0199, loss: 0.0199 +2024-07-18 22:49:34,036 - pyskl - INFO - Epoch [132][1400/2506] lr: 9.209e-04, eta: 3:08:40, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0201, loss: 0.0201 +2024-07-18 22:49:57,821 - pyskl - INFO - Epoch [132][1500/2506] lr: 9.169e-04, eta: 3:08:16, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 +2024-07-18 22:50:21,631 - pyskl - INFO - Epoch [132][1600/2506] lr: 9.130e-04, eta: 3:07:51, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 +2024-07-18 22:50:45,436 - pyskl - INFO - Epoch [132][1700/2506] lr: 9.091e-04, eta: 3:07:27, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 +2024-07-18 22:51:09,237 - pyskl - INFO - Epoch [132][1800/2506] lr: 9.052e-04, eta: 3:07:02, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 +2024-07-18 22:51:33,042 - pyskl - INFO - Epoch [132][1900/2506] lr: 9.013e-04, eta: 3:06:37, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 +2024-07-18 22:51:56,905 - pyskl - INFO - Epoch [132][2000/2506] lr: 8.974e-04, eta: 3:06:13, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 +2024-07-18 22:52:20,669 - pyskl - INFO - Epoch [132][2100/2506] lr: 8.935e-04, eta: 3:05:48, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0204, loss: 0.0204 +2024-07-18 22:52:44,432 - pyskl - INFO - Epoch [132][2200/2506] lr: 8.896e-04, eta: 3:05:24, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0253, loss: 0.0253 +2024-07-18 22:53:08,187 - pyskl - INFO - Epoch [132][2300/2506] lr: 8.858e-04, eta: 3:04:59, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0169, loss: 0.0169 +2024-07-18 22:53:32,050 - pyskl - INFO - Epoch [132][2400/2506] lr: 8.819e-04, eta: 3:04:35, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 +2024-07-18 22:53:55,864 - pyskl - INFO - Epoch [132][2500/2506] lr: 8.781e-04, eta: 3:04:10, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0212, loss: 0.0212 +2024-07-18 22:53:57,668 - pyskl - INFO - Saving checkpoint at 132 epochs +2024-07-18 22:55:17,217 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 22:55:17,285 - pyskl - INFO - +top1_acc 0.9098 +top5_acc 0.9857 +2024-07-18 22:55:17,289 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_131.pth was removed +2024-07-18 22:55:17,414 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. +2024-07-18 22:55:17,415 - pyskl - INFO - Best top1_acc is 0.9098 at 132 epoch. +2024-07-18 22:55:17,417 - pyskl - INFO - Epoch(val) [132][1031] top1_acc: 0.9098, top5_acc: 0.9857 +2024-07-18 22:55:59,048 - pyskl - INFO - Epoch [133][100/2506] lr: 8.740e-04, eta: 3:03:46, time: 0.416, data_time: 0.174, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0188, loss: 0.0188 +2024-07-18 22:56:22,908 - pyskl - INFO - Epoch [133][200/2506] lr: 8.702e-04, eta: 3:03:21, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0181, loss: 0.0181 +2024-07-18 22:56:46,787 - pyskl - INFO - Epoch [133][300/2506] lr: 8.663e-04, eta: 3:02:57, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0155, loss: 0.0155 +2024-07-18 22:57:10,664 - pyskl - INFO - Epoch [133][400/2506] lr: 8.625e-04, eta: 3:02:32, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0207, loss: 0.0207 +2024-07-18 22:57:34,539 - pyskl - INFO - Epoch [133][500/2506] lr: 8.587e-04, eta: 3:02:08, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0213, loss: 0.0213 +2024-07-18 22:57:58,390 - pyskl - INFO - Epoch [133][600/2506] lr: 8.549e-04, eta: 3:01:43, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0169, loss: 0.0169 +2024-07-18 22:58:22,268 - pyskl - INFO - Epoch [133][700/2506] lr: 8.511e-04, eta: 3:01:19, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0157, loss: 0.0157 +2024-07-18 22:58:46,154 - pyskl - INFO - Epoch [133][800/2506] lr: 8.473e-04, eta: 3:00:54, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0217, loss: 0.0217 +2024-07-18 22:59:10,018 - pyskl - INFO - Epoch [133][900/2506] lr: 8.435e-04, eta: 3:00:29, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218 +2024-07-18 22:59:33,861 - pyskl - INFO - Epoch [133][1000/2506] lr: 8.398e-04, eta: 3:00:05, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0151, loss: 0.0151 +2024-07-18 22:59:57,734 - pyskl - INFO - Epoch [133][1100/2506] lr: 8.360e-04, eta: 2:59:40, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0184, loss: 0.0184 +2024-07-18 23:00:21,611 - pyskl - INFO - Epoch [133][1200/2506] lr: 8.323e-04, eta: 2:59:16, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0200, loss: 0.0200 +2024-07-18 23:00:45,445 - pyskl - INFO - Epoch [133][1300/2506] lr: 8.285e-04, eta: 2:58:51, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0194, loss: 0.0194 +2024-07-18 23:01:09,308 - pyskl - INFO - Epoch [133][1400/2506] lr: 8.248e-04, eta: 2:58:27, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0174, loss: 0.0174 +2024-07-18 23:01:33,167 - pyskl - INFO - Epoch [133][1500/2506] lr: 8.211e-04, eta: 2:58:02, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0181, loss: 0.0181 +2024-07-18 23:01:57,021 - pyskl - INFO - Epoch [133][1600/2506] lr: 8.173e-04, eta: 2:57:37, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0208, loss: 0.0208 +2024-07-18 23:02:20,898 - pyskl - INFO - Epoch [133][1700/2506] lr: 8.136e-04, eta: 2:57:13, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0170, loss: 0.0170 +2024-07-18 23:02:44,781 - pyskl - INFO - Epoch [133][1800/2506] lr: 8.099e-04, eta: 2:56:48, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0254, loss: 0.0254 +2024-07-18 23:03:08,668 - pyskl - INFO - Epoch [133][1900/2506] lr: 8.062e-04, eta: 2:56:24, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0170, loss: 0.0170 +2024-07-18 23:03:32,569 - pyskl - INFO - Epoch [133][2000/2506] lr: 8.025e-04, eta: 2:55:59, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0150, loss: 0.0150 +2024-07-18 23:03:56,462 - pyskl - INFO - Epoch [133][2100/2506] lr: 7.989e-04, eta: 2:55:34, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218 +2024-07-18 23:04:20,375 - pyskl - INFO - Epoch [133][2200/2506] lr: 7.952e-04, eta: 2:55:10, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0191, loss: 0.0191 +2024-07-18 23:04:44,248 - pyskl - INFO - Epoch [133][2300/2506] lr: 7.915e-04, eta: 2:54:45, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0158, loss: 0.0158 +2024-07-18 23:05:08,170 - pyskl - INFO - Epoch [133][2400/2506] lr: 7.879e-04, eta: 2:54:21, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0144, loss: 0.0144 +2024-07-18 23:05:32,008 - pyskl - INFO - Epoch [133][2500/2506] lr: 7.842e-04, eta: 2:53:56, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 +2024-07-18 23:05:33,858 - pyskl - INFO - Saving checkpoint at 133 epochs +2024-07-18 23:06:53,595 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 23:06:53,663 - pyskl - INFO - +top1_acc 0.9080 +top5_acc 0.9854 +2024-07-18 23:06:53,665 - pyskl - INFO - Epoch(val) [133][1031] top1_acc: 0.9080, top5_acc: 0.9854 +2024-07-18 23:07:35,401 - pyskl - INFO - Epoch [134][100/2506] lr: 7.804e-04, eta: 2:53:32, time: 0.417, data_time: 0.175, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0138, loss: 0.0138 +2024-07-18 23:07:59,181 - pyskl - INFO - Epoch [134][200/2506] lr: 7.767e-04, eta: 2:53:08, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0135, loss: 0.0135 +2024-07-18 23:08:22,991 - pyskl - INFO - Epoch [134][300/2506] lr: 7.731e-04, eta: 2:52:43, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0190, loss: 0.0190 +2024-07-18 23:08:46,806 - pyskl - INFO - Epoch [134][400/2506] lr: 7.695e-04, eta: 2:52:18, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0154, loss: 0.0154 +2024-07-18 23:09:10,678 - pyskl - INFO - Epoch [134][500/2506] lr: 7.659e-04, eta: 2:51:54, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0146, loss: 0.0146 +2024-07-18 23:09:34,557 - pyskl - INFO - Epoch [134][600/2506] lr: 7.623e-04, eta: 2:51:29, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0133, loss: 0.0133 +2024-07-18 23:09:58,404 - pyskl - INFO - Epoch [134][700/2506] lr: 7.587e-04, eta: 2:51:05, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0147, loss: 0.0147 +2024-07-18 23:10:22,236 - pyskl - INFO - Epoch [134][800/2506] lr: 7.551e-04, eta: 2:50:40, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0152, loss: 0.0152 +2024-07-18 23:10:46,080 - pyskl - INFO - Epoch [134][900/2506] lr: 7.516e-04, eta: 2:50:16, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0149, loss: 0.0149 +2024-07-18 23:11:09,929 - pyskl - INFO - Epoch [134][1000/2506] lr: 7.480e-04, eta: 2:49:51, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0184, loss: 0.0184 +2024-07-18 23:11:33,762 - pyskl - INFO - Epoch [134][1100/2506] lr: 7.444e-04, eta: 2:49:26, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0172, loss: 0.0172 +2024-07-18 23:11:57,574 - pyskl - INFO - Epoch [134][1200/2506] lr: 7.409e-04, eta: 2:49:02, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0179, loss: 0.0179 +2024-07-18 23:12:21,407 - pyskl - INFO - Epoch [134][1300/2506] lr: 7.374e-04, eta: 2:48:37, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0204, loss: 0.0204 +2024-07-18 23:12:45,243 - pyskl - INFO - Epoch [134][1400/2506] lr: 7.338e-04, eta: 2:48:13, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0178, loss: 0.0178 +2024-07-18 23:13:09,101 - pyskl - INFO - Epoch [134][1500/2506] lr: 7.303e-04, eta: 2:47:48, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 +2024-07-18 23:13:32,933 - pyskl - INFO - Epoch [134][1600/2506] lr: 7.268e-04, eta: 2:47:24, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0161, loss: 0.0161 +2024-07-18 23:13:56,764 - pyskl - INFO - Epoch [134][1700/2506] lr: 7.233e-04, eta: 2:46:59, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0158, loss: 0.0158 +2024-07-18 23:14:20,603 - pyskl - INFO - Epoch [134][1800/2506] lr: 7.198e-04, eta: 2:46:34, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0159, loss: 0.0159 +2024-07-18 23:14:44,449 - pyskl - INFO - Epoch [134][1900/2506] lr: 7.163e-04, eta: 2:46:10, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0173, loss: 0.0173 +2024-07-18 23:15:08,331 - pyskl - INFO - Epoch [134][2000/2506] lr: 7.128e-04, eta: 2:45:45, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0175, loss: 0.0175 +2024-07-18 23:15:32,144 - pyskl - INFO - Epoch [134][2100/2506] lr: 7.093e-04, eta: 2:45:21, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0178, loss: 0.0178 +2024-07-18 23:15:55,910 - pyskl - INFO - Epoch [134][2200/2506] lr: 7.059e-04, eta: 2:44:56, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0137, loss: 0.0137 +2024-07-18 23:16:19,720 - pyskl - INFO - Epoch [134][2300/2506] lr: 7.024e-04, eta: 2:44:31, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0195, loss: 0.0195 +2024-07-18 23:16:43,680 - pyskl - INFO - Epoch [134][2400/2506] lr: 6.990e-04, eta: 2:44:07, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0185, loss: 0.0185 +2024-07-18 23:17:07,624 - pyskl - INFO - Epoch [134][2500/2506] lr: 6.955e-04, eta: 2:43:42, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0148, loss: 0.0148 +2024-07-18 23:17:09,477 - pyskl - INFO - Saving checkpoint at 134 epochs +2024-07-18 23:18:28,977 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 23:18:29,045 - pyskl - INFO - +top1_acc 0.9118 +top5_acc 0.9850 +2024-07-18 23:18:29,049 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_132.pth was removed +2024-07-18 23:18:29,177 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2024-07-18 23:18:29,177 - pyskl - INFO - Best top1_acc is 0.9118 at 134 epoch. +2024-07-18 23:18:29,179 - pyskl - INFO - Epoch(val) [134][1031] top1_acc: 0.9118, top5_acc: 0.9850 +2024-07-18 23:19:10,741 - pyskl - INFO - Epoch [135][100/2506] lr: 6.919e-04, eta: 2:43:18, time: 0.416, data_time: 0.172, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0173, loss: 0.0173 +2024-07-18 23:19:34,633 - pyskl - INFO - Epoch [135][200/2506] lr: 6.885e-04, eta: 2:42:54, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0151, loss: 0.0151 +2024-07-18 23:19:58,430 - pyskl - INFO - Epoch [135][300/2506] lr: 6.851e-04, eta: 2:42:29, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0141, loss: 0.0141 +2024-07-18 23:20:22,240 - pyskl - INFO - Epoch [135][400/2506] lr: 6.817e-04, eta: 2:42:05, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0156, loss: 0.0156 +2024-07-18 23:20:46,038 - pyskl - INFO - Epoch [135][500/2506] lr: 6.783e-04, eta: 2:41:40, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0111, loss: 0.0111 +2024-07-18 23:21:09,861 - pyskl - INFO - Epoch [135][600/2506] lr: 6.749e-04, eta: 2:41:15, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0132, loss: 0.0132 +2024-07-18 23:21:33,692 - pyskl - INFO - Epoch [135][700/2506] lr: 6.715e-04, eta: 2:40:51, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0136, loss: 0.0136 +2024-07-18 23:21:57,531 - pyskl - INFO - Epoch [135][800/2506] lr: 6.681e-04, eta: 2:40:26, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0116, loss: 0.0116 +2024-07-18 23:22:21,377 - pyskl - INFO - Epoch [135][900/2506] lr: 6.647e-04, eta: 2:40:02, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0125, loss: 0.0125 +2024-07-18 23:22:45,221 - pyskl - INFO - Epoch [135][1000/2506] lr: 6.614e-04, eta: 2:39:37, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0150, loss: 0.0150 +2024-07-18 23:23:09,065 - pyskl - INFO - Epoch [135][1100/2506] lr: 6.580e-04, eta: 2:39:12, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0141, loss: 0.0141 +2024-07-18 23:23:32,903 - pyskl - INFO - Epoch [135][1200/2506] lr: 6.547e-04, eta: 2:38:48, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0136, loss: 0.0136 +2024-07-18 23:23:56,737 - pyskl - INFO - Epoch [135][1300/2506] lr: 6.514e-04, eta: 2:38:23, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0147, loss: 0.0147 +2024-07-18 23:24:20,587 - pyskl - INFO - Epoch [135][1400/2506] lr: 6.480e-04, eta: 2:37:59, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0205, loss: 0.0205 +2024-07-18 23:24:44,425 - pyskl - INFO - Epoch [135][1500/2506] lr: 6.447e-04, eta: 2:37:34, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0155, loss: 0.0155 +2024-07-18 23:25:08,291 - pyskl - INFO - Epoch [135][1600/2506] lr: 6.414e-04, eta: 2:37:10, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0208, loss: 0.0208 +2024-07-18 23:25:32,174 - pyskl - INFO - Epoch [135][1700/2506] lr: 6.381e-04, eta: 2:36:45, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0177, loss: 0.0177 +2024-07-18 23:25:56,072 - pyskl - INFO - Epoch [135][1800/2506] lr: 6.348e-04, eta: 2:36:20, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0139, loss: 0.0139 +2024-07-18 23:26:19,945 - pyskl - INFO - Epoch [135][1900/2506] lr: 6.315e-04, eta: 2:35:56, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0116, loss: 0.0116 +2024-07-18 23:26:43,807 - pyskl - INFO - Epoch [135][2000/2506] lr: 6.283e-04, eta: 2:35:31, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0113, loss: 0.0113 +2024-07-18 23:27:07,777 - pyskl - INFO - Epoch [135][2100/2506] lr: 6.250e-04, eta: 2:35:07, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0137, loss: 0.0137 +2024-07-18 23:27:31,635 - pyskl - INFO - Epoch [135][2200/2506] lr: 6.217e-04, eta: 2:34:42, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0135, loss: 0.0135 +2024-07-18 23:27:55,534 - pyskl - INFO - Epoch [135][2300/2506] lr: 6.185e-04, eta: 2:34:18, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0147, loss: 0.0147 +2024-07-18 23:28:19,410 - pyskl - INFO - Epoch [135][2400/2506] lr: 6.153e-04, eta: 2:33:53, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0151, loss: 0.0151 +2024-07-18 23:28:43,201 - pyskl - INFO - Epoch [135][2500/2506] lr: 6.120e-04, eta: 2:33:29, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0139, loss: 0.0139 +2024-07-18 23:28:45,037 - pyskl - INFO - Saving checkpoint at 135 epochs +2024-07-18 23:30:05,028 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 23:30:05,096 - pyskl - INFO - +top1_acc 0.9130 +top5_acc 0.9860 +2024-07-18 23:30:05,100 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_134.pth was removed +2024-07-18 23:30:05,227 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2024-07-18 23:30:05,227 - pyskl - INFO - Best top1_acc is 0.9130 at 135 epoch. +2024-07-18 23:30:05,229 - pyskl - INFO - Epoch(val) [135][1031] top1_acc: 0.9130, top5_acc: 0.9860 +2024-07-18 23:30:46,942 - pyskl - INFO - Epoch [136][100/2506] lr: 6.086e-04, eta: 2:33:04, time: 0.417, data_time: 0.174, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0100, loss: 0.0100 +2024-07-18 23:31:10,765 - pyskl - INFO - Epoch [136][200/2506] lr: 6.054e-04, eta: 2:32:40, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0136, loss: 0.0136 +2024-07-18 23:31:34,598 - pyskl - INFO - Epoch [136][300/2506] lr: 6.022e-04, eta: 2:32:15, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0115, loss: 0.0115 +2024-07-18 23:31:58,381 - pyskl - INFO - Epoch [136][400/2506] lr: 5.990e-04, eta: 2:31:51, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0116, loss: 0.0116 +2024-07-18 23:32:22,147 - pyskl - INFO - Epoch [136][500/2506] lr: 5.958e-04, eta: 2:31:26, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0119, loss: 0.0119 +2024-07-18 23:32:45,876 - pyskl - INFO - Epoch [136][600/2506] lr: 5.926e-04, eta: 2:31:01, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0103, loss: 0.0103 +2024-07-18 23:33:09,662 - pyskl - INFO - Epoch [136][700/2506] lr: 5.894e-04, eta: 2:30:37, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0133, loss: 0.0133 +2024-07-18 23:33:33,444 - pyskl - INFO - Epoch [136][800/2506] lr: 5.863e-04, eta: 2:30:12, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0117, loss: 0.0117 +2024-07-18 23:33:57,196 - pyskl - INFO - Epoch [136][900/2506] lr: 5.831e-04, eta: 2:29:48, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0136, loss: 0.0136 +2024-07-18 23:34:20,968 - pyskl - INFO - Epoch [136][1000/2506] lr: 5.800e-04, eta: 2:29:23, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0144, loss: 0.0144 +2024-07-18 23:34:44,773 - pyskl - INFO - Epoch [136][1100/2506] lr: 5.768e-04, eta: 2:28:59, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0135, loss: 0.0135 +2024-07-18 23:35:08,516 - pyskl - INFO - Epoch [136][1200/2506] lr: 5.737e-04, eta: 2:28:34, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0122, loss: 0.0122 +2024-07-18 23:35:32,255 - pyskl - INFO - Epoch [136][1300/2506] lr: 5.706e-04, eta: 2:28:09, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0155, loss: 0.0155 +2024-07-18 23:35:56,050 - pyskl - INFO - Epoch [136][1400/2506] lr: 5.674e-04, eta: 2:27:45, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0135, loss: 0.0135 +2024-07-18 23:36:19,812 - pyskl - INFO - Epoch [136][1500/2506] lr: 5.643e-04, eta: 2:27:20, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0127, loss: 0.0127 +2024-07-18 23:36:43,570 - pyskl - INFO - Epoch [136][1600/2506] lr: 5.612e-04, eta: 2:26:56, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0164, loss: 0.0164 +2024-07-18 23:37:07,392 - pyskl - INFO - Epoch [136][1700/2506] lr: 5.581e-04, eta: 2:26:31, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0129, loss: 0.0129 +2024-07-18 23:37:31,235 - pyskl - INFO - Epoch [136][1800/2506] lr: 5.551e-04, eta: 2:26:07, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0156, loss: 0.0156 +2024-07-18 23:37:55,041 - pyskl - INFO - Epoch [136][1900/2506] lr: 5.520e-04, eta: 2:25:42, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0130, loss: 0.0130 +2024-07-18 23:38:18,886 - pyskl - INFO - Epoch [136][2000/2506] lr: 5.489e-04, eta: 2:25:17, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0141, loss: 0.0141 +2024-07-18 23:38:42,738 - pyskl - INFO - Epoch [136][2100/2506] lr: 5.459e-04, eta: 2:24:53, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0134, loss: 0.0134 +2024-07-18 23:39:06,552 - pyskl - INFO - Epoch [136][2200/2506] lr: 5.428e-04, eta: 2:24:28, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0139, loss: 0.0139 +2024-07-18 23:39:30,399 - pyskl - INFO - Epoch [136][2300/2506] lr: 5.398e-04, eta: 2:24:04, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0114, loss: 0.0114 +2024-07-18 23:39:54,307 - pyskl - INFO - Epoch [136][2400/2506] lr: 5.367e-04, eta: 2:23:39, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0138, loss: 0.0138 +2024-07-18 23:40:18,217 - pyskl - INFO - Epoch [136][2500/2506] lr: 5.337e-04, eta: 2:23:15, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0109, loss: 0.0109 +2024-07-18 23:40:20,073 - pyskl - INFO - Saving checkpoint at 136 epochs +2024-07-18 23:41:39,717 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 23:41:39,784 - pyskl - INFO - +top1_acc 0.9122 +top5_acc 0.9862 +2024-07-18 23:41:39,786 - pyskl - INFO - Epoch(val) [136][1031] top1_acc: 0.9122, top5_acc: 0.9862 +2024-07-18 23:42:21,355 - pyskl - INFO - Epoch [137][100/2506] lr: 5.305e-04, eta: 2:22:50, time: 0.416, data_time: 0.175, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0145, loss: 0.0145 +2024-07-18 23:42:45,059 - pyskl - INFO - Epoch [137][200/2506] lr: 5.275e-04, eta: 2:22:26, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0130, loss: 0.0130 +2024-07-18 23:43:08,771 - pyskl - INFO - Epoch [137][300/2506] lr: 5.245e-04, eta: 2:22:01, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0111, loss: 0.0111 +2024-07-18 23:43:32,525 - pyskl - INFO - Epoch [137][400/2506] lr: 5.215e-04, eta: 2:21:37, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216 +2024-07-18 23:43:56,292 - pyskl - INFO - Epoch [137][500/2506] lr: 5.185e-04, eta: 2:21:12, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0125, loss: 0.0125 +2024-07-18 23:44:20,140 - pyskl - INFO - Epoch [137][600/2506] lr: 5.156e-04, eta: 2:20:47, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0101, loss: 0.0101 +2024-07-18 23:44:43,933 - pyskl - INFO - Epoch [137][700/2506] lr: 5.126e-04, eta: 2:20:23, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0128, loss: 0.0128 +2024-07-18 23:45:07,775 - pyskl - INFO - Epoch [137][800/2506] lr: 5.096e-04, eta: 2:19:58, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0128, loss: 0.0128 +2024-07-18 23:45:31,598 - pyskl - INFO - Epoch [137][900/2506] lr: 5.067e-04, eta: 2:19:34, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0117, loss: 0.0117 +2024-07-18 23:45:55,456 - pyskl - INFO - Epoch [137][1000/2506] lr: 5.038e-04, eta: 2:19:09, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0125, loss: 0.0125 +2024-07-18 23:46:19,327 - pyskl - INFO - Epoch [137][1100/2506] lr: 5.008e-04, eta: 2:18:45, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0135, loss: 0.0135 +2024-07-18 23:46:43,181 - pyskl - INFO - Epoch [137][1200/2506] lr: 4.979e-04, eta: 2:18:20, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0144, loss: 0.0144 +2024-07-18 23:47:07,119 - pyskl - INFO - Epoch [137][1300/2506] lr: 4.950e-04, eta: 2:17:55, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0119, loss: 0.0119 +2024-07-18 23:47:31,061 - pyskl - INFO - Epoch [137][1400/2506] lr: 4.921e-04, eta: 2:17:31, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0109, loss: 0.0109 +2024-07-18 23:47:54,960 - pyskl - INFO - Epoch [137][1500/2506] lr: 4.892e-04, eta: 2:17:06, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0122, loss: 0.0122 +2024-07-18 23:48:18,871 - pyskl - INFO - Epoch [137][1600/2506] lr: 4.863e-04, eta: 2:16:42, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0108, loss: 0.0108 +2024-07-18 23:48:42,725 - pyskl - INFO - Epoch [137][1700/2506] lr: 4.834e-04, eta: 2:16:17, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0114, loss: 0.0114 +2024-07-18 23:49:06,592 - pyskl - INFO - Epoch [137][1800/2506] lr: 4.805e-04, eta: 2:15:53, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0144, loss: 0.0144 +2024-07-18 23:49:30,469 - pyskl - INFO - Epoch [137][1900/2506] lr: 4.777e-04, eta: 2:15:28, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0111, loss: 0.0111 +2024-07-18 23:49:54,313 - pyskl - INFO - Epoch [137][2000/2506] lr: 4.748e-04, eta: 2:15:04, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0138, loss: 0.0138 +2024-07-18 23:50:18,208 - pyskl - INFO - Epoch [137][2100/2506] lr: 4.720e-04, eta: 2:14:39, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0111, loss: 0.0111 +2024-07-18 23:50:42,122 - pyskl - INFO - Epoch [137][2200/2506] lr: 4.691e-04, eta: 2:14:14, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0110, loss: 0.0110 +2024-07-18 23:51:05,948 - pyskl - INFO - Epoch [137][2300/2506] lr: 4.663e-04, eta: 2:13:50, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0138, loss: 0.0138 +2024-07-18 23:51:29,925 - pyskl - INFO - Epoch [137][2400/2506] lr: 4.635e-04, eta: 2:13:25, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0104, loss: 0.0104 +2024-07-18 23:51:53,785 - pyskl - INFO - Epoch [137][2500/2506] lr: 4.607e-04, eta: 2:13:01, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0105, loss: 0.0105 +2024-07-18 23:51:55,689 - pyskl - INFO - Saving checkpoint at 137 epochs +2024-07-18 23:53:15,410 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 23:53:15,478 - pyskl - INFO - +top1_acc 0.9124 +top5_acc 0.9856 +2024-07-18 23:53:15,480 - pyskl - INFO - Epoch(val) [137][1031] top1_acc: 0.9124, top5_acc: 0.9856 +2024-07-18 23:53:56,933 - pyskl - INFO - Epoch [138][100/2506] lr: 4.577e-04, eta: 2:12:36, time: 0.414, data_time: 0.173, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0102, loss: 0.0102 +2024-07-18 23:54:20,715 - pyskl - INFO - Epoch [138][200/2506] lr: 4.549e-04, eta: 2:12:12, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0097, loss: 0.0097 +2024-07-18 23:54:44,502 - pyskl - INFO - Epoch [138][300/2506] lr: 4.521e-04, eta: 2:11:47, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0112, loss: 0.0112 +2024-07-18 23:55:08,306 - pyskl - INFO - Epoch [138][400/2506] lr: 4.493e-04, eta: 2:11:23, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0101, loss: 0.0101 +2024-07-18 23:55:32,148 - pyskl - INFO - Epoch [138][500/2506] lr: 4.466e-04, eta: 2:10:58, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0112, loss: 0.0112 +2024-07-18 23:55:55,982 - pyskl - INFO - Epoch [138][600/2506] lr: 4.438e-04, eta: 2:10:33, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0123, loss: 0.0123 +2024-07-18 23:56:19,888 - pyskl - INFO - Epoch [138][700/2506] lr: 4.410e-04, eta: 2:10:09, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0095, loss: 0.0095 +2024-07-18 23:56:43,815 - pyskl - INFO - Epoch [138][800/2506] lr: 4.383e-04, eta: 2:09:44, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0119, loss: 0.0119 +2024-07-18 23:57:07,711 - pyskl - INFO - Epoch [138][900/2506] lr: 4.356e-04, eta: 2:09:20, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0110, loss: 0.0110 +2024-07-18 23:57:31,615 - pyskl - INFO - Epoch [138][1000/2506] lr: 4.328e-04, eta: 2:08:55, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0097, loss: 0.0097 +2024-07-18 23:57:55,531 - pyskl - INFO - Epoch [138][1100/2506] lr: 4.301e-04, eta: 2:08:31, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0121, loss: 0.0121 +2024-07-18 23:58:19,438 - pyskl - INFO - Epoch [138][1200/2506] lr: 4.274e-04, eta: 2:08:06, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0126, loss: 0.0126 +2024-07-18 23:58:43,327 - pyskl - INFO - Epoch [138][1300/2506] lr: 4.247e-04, eta: 2:07:42, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0126, loss: 0.0126 +2024-07-18 23:59:07,163 - pyskl - INFO - Epoch [138][1400/2506] lr: 4.220e-04, eta: 2:07:17, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0117, loss: 0.0117 +2024-07-18 23:59:30,990 - pyskl - INFO - Epoch [138][1500/2506] lr: 4.193e-04, eta: 2:06:53, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0148, loss: 0.0148 +2024-07-18 23:59:54,830 - pyskl - INFO - Epoch [138][1600/2506] lr: 4.166e-04, eta: 2:06:28, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0123, loss: 0.0123 +2024-07-19 00:00:18,666 - pyskl - INFO - Epoch [138][1700/2506] lr: 4.140e-04, eta: 2:06:03, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0111, loss: 0.0111 +2024-07-19 00:00:42,491 - pyskl - INFO - Epoch [138][1800/2506] lr: 4.113e-04, eta: 2:05:39, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0133, loss: 0.0133 +2024-07-19 00:01:06,324 - pyskl - INFO - Epoch [138][1900/2506] lr: 4.086e-04, eta: 2:05:14, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0092, loss: 0.0092 +2024-07-19 00:01:30,165 - pyskl - INFO - Epoch [138][2000/2506] lr: 4.060e-04, eta: 2:04:50, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0121, loss: 0.0121 +2024-07-19 00:01:54,123 - pyskl - INFO - Epoch [138][2100/2506] lr: 4.034e-04, eta: 2:04:25, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0100, loss: 0.0100 +2024-07-19 00:02:18,009 - pyskl - INFO - Epoch [138][2200/2506] lr: 4.007e-04, eta: 2:04:01, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0105, loss: 0.0105 +2024-07-19 00:02:41,762 - pyskl - INFO - Epoch [138][2300/2506] lr: 3.981e-04, eta: 2:03:36, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0128, loss: 0.0128 +2024-07-19 00:03:05,585 - pyskl - INFO - Epoch [138][2400/2506] lr: 3.955e-04, eta: 2:03:12, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0097, loss: 0.0097 +2024-07-19 00:03:29,441 - pyskl - INFO - Epoch [138][2500/2506] lr: 3.929e-04, eta: 2:02:47, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0129, loss: 0.0129 +2024-07-19 00:03:31,318 - pyskl - INFO - Saving checkpoint at 138 epochs +2024-07-19 00:04:50,942 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-19 00:04:51,009 - pyskl - INFO - +top1_acc 0.9117 +top5_acc 0.9858 +2024-07-19 00:04:51,012 - pyskl - INFO - Epoch(val) [138][1031] top1_acc: 0.9117, top5_acc: 0.9858 +2024-07-19 00:05:32,656 - pyskl - INFO - Epoch [139][100/2506] lr: 3.901e-04, eta: 2:02:22, time: 0.416, data_time: 0.174, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0105, loss: 0.0105 +2024-07-19 00:05:56,559 - pyskl - INFO - Epoch [139][200/2506] lr: 3.876e-04, eta: 2:01:58, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0122, loss: 0.0122 +2024-07-19 00:06:20,351 - pyskl - INFO - Epoch [139][300/2506] lr: 3.850e-04, eta: 2:01:33, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0095, loss: 0.0095 +2024-07-19 00:06:44,151 - pyskl - INFO - Epoch [139][400/2506] lr: 3.824e-04, eta: 2:01:09, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0111, loss: 0.0111 +2024-07-19 00:07:07,985 - pyskl - INFO - Epoch [139][500/2506] lr: 3.799e-04, eta: 2:00:44, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0099, loss: 0.0099 +2024-07-19 00:07:31,823 - pyskl - INFO - Epoch [139][600/2506] lr: 3.773e-04, eta: 2:00:20, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0141, loss: 0.0141 +2024-07-19 00:07:55,633 - pyskl - INFO - Epoch [139][700/2506] lr: 3.748e-04, eta: 1:59:55, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0098, loss: 0.0098 +2024-07-19 00:08:19,835 - pyskl - INFO - Epoch [139][800/2506] lr: 3.722e-04, eta: 1:59:31, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0106, loss: 0.0106 +2024-07-19 00:08:43,704 - pyskl - INFO - Epoch [139][900/2506] lr: 3.697e-04, eta: 1:59:06, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0101, loss: 0.0101 +2024-07-19 00:09:07,580 - pyskl - INFO - Epoch [139][1000/2506] lr: 3.672e-04, eta: 1:58:41, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0099, loss: 0.0099 +2024-07-19 00:09:31,421 - pyskl - INFO - Epoch [139][1100/2506] lr: 3.647e-04, eta: 1:58:17, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0092, loss: 0.0092 +2024-07-19 00:09:55,527 - pyskl - INFO - Epoch [139][1200/2506] lr: 3.622e-04, eta: 1:57:52, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0132, loss: 0.0132 +2024-07-19 00:10:19,474 - pyskl - INFO - Epoch [139][1300/2506] lr: 3.597e-04, eta: 1:57:28, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0117, loss: 0.0117 +2024-07-19 00:10:43,391 - pyskl - INFO - Epoch [139][1400/2506] lr: 3.572e-04, eta: 1:57:03, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0141, loss: 0.0141 +2024-07-19 00:11:07,309 - pyskl - INFO - Epoch [139][1500/2506] lr: 3.547e-04, eta: 1:56:39, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0100, loss: 0.0100 +2024-07-19 00:11:31,110 - pyskl - INFO - Epoch [139][1600/2506] lr: 3.523e-04, eta: 1:56:14, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0093, loss: 0.0093 +2024-07-19 00:11:54,916 - pyskl - INFO - Epoch [139][1700/2506] lr: 3.498e-04, eta: 1:55:50, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 +2024-07-19 00:12:18,801 - pyskl - INFO - Epoch [139][1800/2506] lr: 3.473e-04, eta: 1:55:25, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0151, loss: 0.0151 +2024-07-19 00:12:42,563 - pyskl - INFO - Epoch [139][1900/2506] lr: 3.449e-04, eta: 1:55:00, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0105, loss: 0.0105 +2024-07-19 00:13:06,322 - pyskl - INFO - Epoch [139][2000/2506] lr: 3.425e-04, eta: 1:54:36, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0126, loss: 0.0126 +2024-07-19 00:13:30,283 - pyskl - INFO - Epoch [139][2100/2506] lr: 3.400e-04, eta: 1:54:11, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0134, loss: 0.0134 +2024-07-19 00:13:54,236 - pyskl - INFO - Epoch [139][2200/2506] lr: 3.376e-04, eta: 1:53:47, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0106, loss: 0.0106 +2024-07-19 00:14:18,073 - pyskl - INFO - Epoch [139][2300/2506] lr: 3.352e-04, eta: 1:53:22, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0109, loss: 0.0109 +2024-07-19 00:14:41,935 - pyskl - INFO - Epoch [139][2400/2506] lr: 3.328e-04, eta: 1:52:58, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0099, loss: 0.0099 +2024-07-19 00:15:05,805 - pyskl - INFO - Epoch [139][2500/2506] lr: 3.304e-04, eta: 1:52:33, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0109, loss: 0.0109 +2024-07-19 00:15:07,606 - pyskl - INFO - Saving checkpoint at 139 epochs +2024-07-19 00:16:27,179 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-19 00:16:27,247 - pyskl - INFO - +top1_acc 0.9150 +top5_acc 0.9857 +2024-07-19 00:16:27,250 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_135.pth was removed +2024-07-19 00:16:27,376 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. +2024-07-19 00:16:27,377 - pyskl - INFO - Best top1_acc is 0.9150 at 139 epoch. +2024-07-19 00:16:27,379 - pyskl - INFO - Epoch(val) [139][1031] top1_acc: 0.9150, top5_acc: 0.9857 +2024-07-19 00:17:09,188 - pyskl - INFO - Epoch [140][100/2506] lr: 3.279e-04, eta: 1:52:09, time: 0.418, data_time: 0.175, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0129, loss: 0.0129 +2024-07-19 00:17:33,006 - pyskl - INFO - Epoch [140][200/2506] lr: 3.255e-04, eta: 1:51:44, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 +2024-07-19 00:17:56,811 - pyskl - INFO - Epoch [140][300/2506] lr: 3.232e-04, eta: 1:51:19, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-07-19 00:18:20,656 - pyskl - INFO - Epoch [140][400/2506] lr: 3.208e-04, eta: 1:50:55, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0108, loss: 0.0108 +2024-07-19 00:18:44,452 - pyskl - INFO - Epoch [140][500/2506] lr: 3.185e-04, eta: 1:50:30, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0135, loss: 0.0135 +2024-07-19 00:19:08,293 - pyskl - INFO - Epoch [140][600/2506] lr: 3.161e-04, eta: 1:50:06, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-07-19 00:19:32,118 - pyskl - INFO - Epoch [140][700/2506] lr: 3.138e-04, eta: 1:49:41, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0090, loss: 0.0090 +2024-07-19 00:19:55,969 - pyskl - INFO - Epoch [140][800/2506] lr: 3.115e-04, eta: 1:49:17, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0153, loss: 0.0153 +2024-07-19 00:20:19,843 - pyskl - INFO - Epoch [140][900/2506] lr: 3.092e-04, eta: 1:48:52, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0110, loss: 0.0110 +2024-07-19 00:20:43,649 - pyskl - INFO - Epoch [140][1000/2506] lr: 3.069e-04, eta: 1:48:28, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0111, loss: 0.0111 +2024-07-19 00:21:07,529 - pyskl - INFO - Epoch [140][1100/2506] lr: 3.046e-04, eta: 1:48:03, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0097, loss: 0.0097 +2024-07-19 00:21:31,501 - pyskl - INFO - Epoch [140][1200/2506] lr: 3.023e-04, eta: 1:47:38, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0106, loss: 0.0106 +2024-07-19 00:21:55,443 - pyskl - INFO - Epoch [140][1300/2506] lr: 3.000e-04, eta: 1:47:14, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0106, loss: 0.0106 +2024-07-19 00:22:19,388 - pyskl - INFO - Epoch [140][1400/2506] lr: 2.977e-04, eta: 1:46:49, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0132, loss: 0.0132 +2024-07-19 00:22:43,244 - pyskl - INFO - Epoch [140][1500/2506] lr: 2.955e-04, eta: 1:46:25, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0107, loss: 0.0107 +2024-07-19 00:23:07,152 - pyskl - INFO - Epoch [140][1600/2506] lr: 2.932e-04, eta: 1:46:00, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0112, loss: 0.0112 +2024-07-19 00:23:31,035 - pyskl - INFO - Epoch [140][1700/2506] lr: 2.910e-04, eta: 1:45:36, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0094, loss: 0.0094 +2024-07-19 00:23:54,961 - pyskl - INFO - Epoch [140][1800/2506] lr: 2.887e-04, eta: 1:45:11, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0100, loss: 0.0100 +2024-07-19 00:24:18,834 - pyskl - INFO - Epoch [140][1900/2506] lr: 2.865e-04, eta: 1:44:47, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0108, loss: 0.0108 +2024-07-19 00:24:42,726 - pyskl - INFO - Epoch [140][2000/2506] lr: 2.843e-04, eta: 1:44:22, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 +2024-07-19 00:25:06,706 - pyskl - INFO - Epoch [140][2100/2506] lr: 2.821e-04, eta: 1:43:58, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0103, loss: 0.0103 +2024-07-19 00:25:30,583 - pyskl - INFO - Epoch [140][2200/2506] lr: 2.799e-04, eta: 1:43:33, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0097, loss: 0.0097 +2024-07-19 00:25:54,367 - pyskl - INFO - Epoch [140][2300/2506] lr: 2.777e-04, eta: 1:43:09, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0097, loss: 0.0097 +2024-07-19 00:26:18,232 - pyskl - INFO - Epoch [140][2400/2506] lr: 2.755e-04, eta: 1:42:44, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-07-19 00:26:42,274 - pyskl - INFO - Epoch [140][2500/2506] lr: 2.733e-04, eta: 1:42:19, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0105, loss: 0.0105 +2024-07-19 00:26:44,108 - pyskl - INFO - Saving checkpoint at 140 epochs +2024-07-19 00:28:03,622 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-19 00:28:03,689 - pyskl - INFO - +top1_acc 0.9154 +top5_acc 0.9853 +2024-07-19 00:28:03,693 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_139.pth was removed +2024-07-19 00:28:03,821 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2024-07-19 00:28:03,821 - pyskl - INFO - Best top1_acc is 0.9154 at 140 epoch. +2024-07-19 00:28:03,823 - pyskl - INFO - Epoch(val) [140][1031] top1_acc: 0.9154, top5_acc: 0.9853 +2024-07-19 00:28:45,602 - pyskl - INFO - Epoch [141][100/2506] lr: 2.710e-04, eta: 1:41:55, time: 0.418, data_time: 0.177, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0121, loss: 0.0121 +2024-07-19 00:29:09,347 - pyskl - INFO - Epoch [141][200/2506] lr: 2.688e-04, eta: 1:41:30, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0123, loss: 0.0123 +2024-07-19 00:29:33,104 - pyskl - INFO - Epoch [141][300/2506] lr: 2.667e-04, eta: 1:41:06, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0110, loss: 0.0110 +2024-07-19 00:29:56,910 - pyskl - INFO - Epoch [141][400/2506] lr: 2.646e-04, eta: 1:40:41, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0100, loss: 0.0100 +2024-07-19 00:30:20,732 - pyskl - INFO - Epoch [141][500/2506] lr: 2.624e-04, eta: 1:40:16, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0098, loss: 0.0098 +2024-07-19 00:30:44,575 - pyskl - INFO - Epoch [141][600/2506] lr: 2.603e-04, eta: 1:39:52, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0127, loss: 0.0127 +2024-07-19 00:31:08,398 - pyskl - INFO - Epoch [141][700/2506] lr: 2.582e-04, eta: 1:39:27, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0090, loss: 0.0090 +2024-07-19 00:31:32,247 - pyskl - INFO - Epoch [141][800/2506] lr: 2.561e-04, eta: 1:39:03, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0109, loss: 0.0109 +2024-07-19 00:31:56,223 - pyskl - INFO - Epoch [141][900/2506] lr: 2.540e-04, eta: 1:38:38, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-07-19 00:32:20,119 - pyskl - INFO - Epoch [141][1000/2506] lr: 2.519e-04, eta: 1:38:14, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 +2024-07-19 00:32:44,085 - pyskl - INFO - Epoch [141][1100/2506] lr: 2.498e-04, eta: 1:37:49, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0099, loss: 0.0099 +2024-07-19 00:33:08,072 - pyskl - INFO - Epoch [141][1200/2506] lr: 2.477e-04, eta: 1:37:25, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0093, loss: 0.0093 +2024-07-19 00:33:31,977 - pyskl - INFO - Epoch [141][1300/2506] lr: 2.457e-04, eta: 1:37:00, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0099, loss: 0.0099 +2024-07-19 00:33:55,891 - pyskl - INFO - Epoch [141][1400/2506] lr: 2.436e-04, eta: 1:36:36, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0092, loss: 0.0092 +2024-07-19 00:34:19,702 - pyskl - INFO - Epoch [141][1500/2506] lr: 2.416e-04, eta: 1:36:11, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0135, loss: 0.0135 +2024-07-19 00:34:43,511 - pyskl - INFO - Epoch [141][1600/2506] lr: 2.395e-04, eta: 1:35:46, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0098, loss: 0.0098 +2024-07-19 00:35:07,372 - pyskl - INFO - Epoch [141][1700/2506] lr: 2.375e-04, eta: 1:35:22, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0106, loss: 0.0106 +2024-07-19 00:35:31,248 - pyskl - INFO - Epoch [141][1800/2506] lr: 2.355e-04, eta: 1:34:57, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0092, loss: 0.0092 +2024-07-19 00:35:55,104 - pyskl - INFO - Epoch [141][1900/2506] lr: 2.334e-04, eta: 1:34:33, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 +2024-07-19 00:36:18,994 - pyskl - INFO - Epoch [141][2000/2506] lr: 2.314e-04, eta: 1:34:08, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0094, loss: 0.0094 +2024-07-19 00:36:42,900 - pyskl - INFO - Epoch [141][2100/2506] lr: 2.294e-04, eta: 1:33:44, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0112, loss: 0.0112 +2024-07-19 00:37:06,821 - pyskl - INFO - Epoch [141][2200/2506] lr: 2.275e-04, eta: 1:33:19, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0093, loss: 0.0093 +2024-07-19 00:37:30,866 - pyskl - INFO - Epoch [141][2300/2506] lr: 2.255e-04, eta: 1:32:55, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 +2024-07-19 00:37:54,899 - pyskl - INFO - Epoch [141][2400/2506] lr: 2.235e-04, eta: 1:32:30, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0106, loss: 0.0106 +2024-07-19 00:38:18,808 - pyskl - INFO - Epoch [141][2500/2506] lr: 2.215e-04, eta: 1:32:06, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0114, loss: 0.0114 +2024-07-19 00:38:20,668 - pyskl - INFO - Saving checkpoint at 141 epochs +2024-07-19 00:39:40,520 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-19 00:39:40,587 - pyskl - INFO - +top1_acc 0.9143 +top5_acc 0.9861 +2024-07-19 00:39:40,589 - pyskl - INFO - Epoch(val) [141][1031] top1_acc: 0.9143, top5_acc: 0.9861 +2024-07-19 00:40:22,494 - pyskl - INFO - Epoch [142][100/2506] lr: 2.195e-04, eta: 1:31:41, time: 0.419, data_time: 0.176, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0112, loss: 0.0112 +2024-07-19 00:40:46,422 - pyskl - INFO - Epoch [142][200/2506] lr: 2.175e-04, eta: 1:31:16, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0099, loss: 0.0099 +2024-07-19 00:41:10,370 - pyskl - INFO - Epoch [142][300/2506] lr: 2.156e-04, eta: 1:30:52, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 +2024-07-19 00:41:34,359 - pyskl - INFO - Epoch [142][400/2506] lr: 2.137e-04, eta: 1:30:27, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-07-19 00:41:58,313 - pyskl - INFO - Epoch [142][500/2506] lr: 2.117e-04, eta: 1:30:03, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-07-19 00:42:22,295 - pyskl - INFO - Epoch [142][600/2506] lr: 2.098e-04, eta: 1:29:38, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0102, loss: 0.0102 +2024-07-19 00:42:46,153 - pyskl - INFO - Epoch [142][700/2506] lr: 2.079e-04, eta: 1:29:14, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0092, loss: 0.0092 +2024-07-19 00:43:10,167 - pyskl - INFO - Epoch [142][800/2506] lr: 2.060e-04, eta: 1:28:49, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0098, loss: 0.0098 +2024-07-19 00:43:34,398 - pyskl - INFO - Epoch [142][900/2506] lr: 2.042e-04, eta: 1:28:24, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0122, loss: 0.0122 +2024-07-19 00:43:58,308 - pyskl - INFO - Epoch [142][1000/2506] lr: 2.023e-04, eta: 1:28:00, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 +2024-07-19 00:44:22,154 - pyskl - INFO - Epoch [142][1100/2506] lr: 2.004e-04, eta: 1:27:35, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0095, loss: 0.0095 +2024-07-19 00:44:46,071 - pyskl - INFO - Epoch [142][1200/2506] lr: 1.986e-04, eta: 1:27:11, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0099, loss: 0.0099 +2024-07-19 00:45:10,062 - pyskl - INFO - Epoch [142][1300/2506] lr: 1.967e-04, eta: 1:26:46, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 +2024-07-19 00:45:34,249 - pyskl - INFO - Epoch [142][1400/2506] lr: 1.949e-04, eta: 1:26:22, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0104, loss: 0.0104 +2024-07-19 00:45:58,313 - pyskl - INFO - Epoch [142][1500/2506] lr: 1.930e-04, eta: 1:25:57, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 +2024-07-19 00:46:22,150 - pyskl - INFO - Epoch [142][1600/2506] lr: 1.912e-04, eta: 1:25:33, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0100, loss: 0.0100 +2024-07-19 00:46:45,964 - pyskl - INFO - Epoch [142][1700/2506] lr: 1.894e-04, eta: 1:25:08, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0121, loss: 0.0121 +2024-07-19 00:47:09,790 - pyskl - INFO - Epoch [142][1800/2506] lr: 1.876e-04, eta: 1:24:44, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 +2024-07-19 00:47:33,635 - pyskl - INFO - Epoch [142][1900/2506] lr: 1.858e-04, eta: 1:24:19, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0100, loss: 0.0100 +2024-07-19 00:47:57,489 - pyskl - INFO - Epoch [142][2000/2506] lr: 1.840e-04, eta: 1:23:55, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 +2024-07-19 00:48:21,358 - pyskl - INFO - Epoch [142][2100/2506] lr: 1.822e-04, eta: 1:23:30, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0085, loss: 0.0085 +2024-07-19 00:48:45,202 - pyskl - INFO - Epoch [142][2200/2506] lr: 1.804e-04, eta: 1:23:06, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0099, loss: 0.0099 +2024-07-19 00:49:09,117 - pyskl - INFO - Epoch [142][2300/2506] lr: 1.787e-04, eta: 1:22:41, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 +2024-07-19 00:49:33,021 - pyskl - INFO - Epoch [142][2400/2506] lr: 1.769e-04, eta: 1:22:16, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0116, loss: 0.0116 +2024-07-19 00:49:56,943 - pyskl - INFO - Epoch [142][2500/2506] lr: 1.752e-04, eta: 1:21:52, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0113, loss: 0.0113 +2024-07-19 00:49:58,732 - pyskl - INFO - Saving checkpoint at 142 epochs +2024-07-19 00:51:18,149 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-19 00:51:18,216 - pyskl - INFO - +top1_acc 0.9156 +top5_acc 0.9860 +2024-07-19 00:51:18,220 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_140.pth was removed +2024-07-19 00:51:18,347 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. +2024-07-19 00:51:18,347 - pyskl - INFO - Best top1_acc is 0.9156 at 142 epoch. +2024-07-19 00:51:18,349 - pyskl - INFO - Epoch(val) [142][1031] top1_acc: 0.9156, top5_acc: 0.9860 +2024-07-19 00:51:59,954 - pyskl - INFO - Epoch [143][100/2506] lr: 1.733e-04, eta: 1:21:27, time: 0.416, data_time: 0.173, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0098, loss: 0.0098 +2024-07-19 00:52:23,833 - pyskl - INFO - Epoch [143][200/2506] lr: 1.716e-04, eta: 1:21:02, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0104, loss: 0.0104 +2024-07-19 00:52:47,688 - pyskl - INFO - Epoch [143][300/2506] lr: 1.699e-04, eta: 1:20:38, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0090, loss: 0.0090 +2024-07-19 00:53:11,554 - pyskl - INFO - Epoch [143][400/2506] lr: 1.682e-04, eta: 1:20:13, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0106, loss: 0.0106 +2024-07-19 00:53:35,453 - pyskl - INFO - Epoch [143][500/2506] lr: 1.665e-04, eta: 1:19:49, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 +2024-07-19 00:53:59,341 - pyskl - INFO - Epoch [143][600/2506] lr: 1.648e-04, eta: 1:19:24, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0094, loss: 0.0094 +2024-07-19 00:54:23,243 - pyskl - INFO - Epoch [143][700/2506] lr: 1.631e-04, eta: 1:19:00, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 +2024-07-19 00:54:47,262 - pyskl - INFO - Epoch [143][800/2506] lr: 1.614e-04, eta: 1:18:35, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0097, loss: 0.0097 +2024-07-19 00:55:11,165 - pyskl - INFO - Epoch [143][900/2506] lr: 1.597e-04, eta: 1:18:11, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 +2024-07-19 00:55:35,081 - pyskl - INFO - Epoch [143][1000/2506] lr: 1.581e-04, eta: 1:17:46, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0103, loss: 0.0103 +2024-07-19 00:55:58,971 - pyskl - INFO - Epoch [143][1100/2506] lr: 1.564e-04, eta: 1:17:22, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0094, loss: 0.0094 +2024-07-19 00:56:22,860 - pyskl - INFO - Epoch [143][1200/2506] lr: 1.548e-04, eta: 1:16:57, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0106, loss: 0.0106 +2024-07-19 00:56:46,820 - pyskl - INFO - Epoch [143][1300/2506] lr: 1.531e-04, eta: 1:16:32, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0094, loss: 0.0094 +2024-07-19 00:57:10,672 - pyskl - INFO - Epoch [143][1400/2506] lr: 1.515e-04, eta: 1:16:08, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 +2024-07-19 00:57:34,517 - pyskl - INFO - Epoch [143][1500/2506] lr: 1.499e-04, eta: 1:15:43, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-19 00:57:58,367 - pyskl - INFO - Epoch [143][1600/2506] lr: 1.483e-04, eta: 1:15:19, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0091, loss: 0.0091 +2024-07-19 00:58:22,222 - pyskl - INFO - Epoch [143][1700/2506] lr: 1.467e-04, eta: 1:14:54, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0082, loss: 0.0082 +2024-07-19 00:58:46,082 - pyskl - INFO - Epoch [143][1800/2506] lr: 1.451e-04, eta: 1:14:30, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0105, loss: 0.0105 +2024-07-19 00:59:09,996 - pyskl - INFO - Epoch [143][1900/2506] lr: 1.435e-04, eta: 1:14:05, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0104, loss: 0.0104 +2024-07-19 00:59:33,880 - pyskl - INFO - Epoch [143][2000/2506] lr: 1.419e-04, eta: 1:13:41, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0119, loss: 0.0119 +2024-07-19 00:59:57,789 - pyskl - INFO - Epoch [143][2100/2506] lr: 1.404e-04, eta: 1:13:16, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0100, loss: 0.0100 +2024-07-19 01:00:21,762 - pyskl - INFO - Epoch [143][2200/2506] lr: 1.388e-04, eta: 1:12:52, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0095, loss: 0.0095 +2024-07-19 01:00:45,680 - pyskl - INFO - Epoch [143][2300/2506] lr: 1.373e-04, eta: 1:12:27, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0085, loss: 0.0085 +2024-07-19 01:01:09,588 - pyskl - INFO - Epoch [143][2400/2506] lr: 1.357e-04, eta: 1:12:03, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0091, loss: 0.0091 +2024-07-19 01:01:33,688 - pyskl - INFO - Epoch [143][2500/2506] lr: 1.342e-04, eta: 1:11:38, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0092, loss: 0.0092 +2024-07-19 01:01:35,556 - pyskl - INFO - Saving checkpoint at 143 epochs +2024-07-19 01:02:55,166 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-19 01:02:55,234 - pyskl - INFO - +top1_acc 0.9151 +top5_acc 0.9864 +2024-07-19 01:02:55,236 - pyskl - INFO - Epoch(val) [143][1031] top1_acc: 0.9151, top5_acc: 0.9864 +2024-07-19 01:03:37,117 - pyskl - INFO - Epoch [144][100/2506] lr: 1.326e-04, eta: 1:11:13, time: 0.419, data_time: 0.174, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0078, loss: 0.0078 +2024-07-19 01:04:00,856 - pyskl - INFO - Epoch [144][200/2506] lr: 1.311e-04, eta: 1:10:48, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0091, loss: 0.0091 +2024-07-19 01:04:24,637 - pyskl - INFO - Epoch [144][300/2506] lr: 1.296e-04, eta: 1:10:24, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-07-19 01:04:48,437 - pyskl - INFO - Epoch [144][400/2506] lr: 1.281e-04, eta: 1:09:59, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0098, loss: 0.0098 +2024-07-19 01:05:12,246 - pyskl - INFO - Epoch [144][500/2506] lr: 1.266e-04, eta: 1:09:35, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0092, loss: 0.0092 +2024-07-19 01:05:36,059 - pyskl - INFO - Epoch [144][600/2506] lr: 1.251e-04, eta: 1:09:10, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0104, loss: 0.0104 +2024-07-19 01:06:00,080 - pyskl - INFO - Epoch [144][700/2506] lr: 1.236e-04, eta: 1:08:46, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 +2024-07-19 01:06:23,971 - pyskl - INFO - Epoch [144][800/2506] lr: 1.222e-04, eta: 1:08:21, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0099, loss: 0.0099 +2024-07-19 01:06:47,871 - pyskl - INFO - Epoch [144][900/2506] lr: 1.207e-04, eta: 1:07:57, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0104, loss: 0.0104 +2024-07-19 01:07:11,807 - pyskl - INFO - Epoch [144][1000/2506] lr: 1.193e-04, eta: 1:07:32, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-19 01:07:35,921 - pyskl - INFO - Epoch [144][1100/2506] lr: 1.178e-04, eta: 1:07:08, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0107, loss: 0.0107 +2024-07-19 01:07:59,924 - pyskl - INFO - Epoch [144][1200/2506] lr: 1.164e-04, eta: 1:06:43, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 +2024-07-19 01:08:23,801 - pyskl - INFO - Epoch [144][1300/2506] lr: 1.150e-04, eta: 1:06:19, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0097, loss: 0.0097 +2024-07-19 01:08:47,652 - pyskl - INFO - Epoch [144][1400/2506] lr: 1.136e-04, eta: 1:05:54, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0105, loss: 0.0105 +2024-07-19 01:09:11,485 - pyskl - INFO - Epoch [144][1500/2506] lr: 1.122e-04, eta: 1:05:30, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 +2024-07-19 01:09:35,355 - pyskl - INFO - Epoch [144][1600/2506] lr: 1.108e-04, eta: 1:05:05, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0102, loss: 0.0102 +2024-07-19 01:09:59,208 - pyskl - INFO - Epoch [144][1700/2506] lr: 1.094e-04, eta: 1:04:41, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0099, loss: 0.0099 +2024-07-19 01:10:23,135 - pyskl - INFO - Epoch [144][1800/2506] lr: 1.080e-04, eta: 1:04:16, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0085, loss: 0.0085 +2024-07-19 01:10:47,012 - pyskl - INFO - Epoch [144][1900/2506] lr: 1.067e-04, eta: 1:03:51, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0119, loss: 0.0119 +2024-07-19 01:11:10,858 - pyskl - INFO - Epoch [144][2000/2506] lr: 1.053e-04, eta: 1:03:27, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0085, loss: 0.0085 +2024-07-19 01:11:34,800 - pyskl - INFO - Epoch [144][2100/2506] lr: 1.040e-04, eta: 1:03:02, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0113, loss: 0.0113 +2024-07-19 01:11:58,698 - pyskl - INFO - Epoch [144][2200/2506] lr: 1.026e-04, eta: 1:02:38, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0101, loss: 0.0101 +2024-07-19 01:12:22,592 - pyskl - INFO - Epoch [144][2300/2506] lr: 1.013e-04, eta: 1:02:13, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0116, loss: 0.0116 +2024-07-19 01:12:46,449 - pyskl - INFO - Epoch [144][2400/2506] lr: 9.997e-05, eta: 1:01:49, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0116, loss: 0.0116 +2024-07-19 01:13:10,438 - pyskl - INFO - Epoch [144][2500/2506] lr: 9.866e-05, eta: 1:01:24, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0102, loss: 0.0102 +2024-07-19 01:13:12,252 - pyskl - INFO - Saving checkpoint at 144 epochs +2024-07-19 01:14:31,786 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-19 01:14:31,854 - pyskl - INFO - +top1_acc 0.9152 +top5_acc 0.9853 +2024-07-19 01:14:31,856 - pyskl - INFO - Epoch(val) [144][1031] top1_acc: 0.9152, top5_acc: 0.9853 +2024-07-19 01:15:13,465 - pyskl - INFO - Epoch [145][100/2506] lr: 9.727e-05, eta: 1:00:59, time: 0.416, data_time: 0.174, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0098, loss: 0.0098 +2024-07-19 01:15:37,238 - pyskl - INFO - Epoch [145][200/2506] lr: 9.598e-05, eta: 1:00:34, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0093, loss: 0.0093 +2024-07-19 01:16:01,075 - pyskl - INFO - Epoch [145][300/2506] lr: 9.469e-05, eta: 1:00:10, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0077, loss: 0.0077 +2024-07-19 01:16:25,081 - pyskl - INFO - Epoch [145][400/2506] lr: 9.341e-05, eta: 0:59:45, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0082, loss: 0.0082 +2024-07-19 01:16:48,917 - pyskl - INFO - Epoch [145][500/2506] lr: 9.214e-05, eta: 0:59:21, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0106, loss: 0.0106 +2024-07-19 01:17:12,809 - pyskl - INFO - Epoch [145][600/2506] lr: 9.088e-05, eta: 0:58:56, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0105, loss: 0.0105 +2024-07-19 01:17:36,837 - pyskl - INFO - Epoch [145][700/2506] lr: 8.963e-05, eta: 0:58:32, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-07-19 01:18:00,698 - pyskl - INFO - Epoch [145][800/2506] lr: 8.838e-05, eta: 0:58:07, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-07-19 01:18:24,516 - pyskl - INFO - Epoch [145][900/2506] lr: 8.715e-05, eta: 0:57:43, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0101, loss: 0.0101 +2024-07-19 01:18:48,403 - pyskl - INFO - Epoch [145][1000/2506] lr: 8.592e-05, eta: 0:57:18, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0125, loss: 0.0125 +2024-07-19 01:19:12,356 - pyskl - INFO - Epoch [145][1100/2506] lr: 8.470e-05, eta: 0:56:54, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0100, loss: 0.0100 +2024-07-19 01:19:36,326 - pyskl - INFO - Epoch [145][1200/2506] lr: 8.349e-05, eta: 0:56:29, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-19 01:20:00,277 - pyskl - INFO - Epoch [145][1300/2506] lr: 8.229e-05, eta: 0:56:05, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0102, loss: 0.0102 +2024-07-19 01:20:24,243 - pyskl - INFO - Epoch [145][1400/2506] lr: 8.110e-05, eta: 0:55:40, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 +2024-07-19 01:20:48,180 - pyskl - INFO - Epoch [145][1500/2506] lr: 7.991e-05, eta: 0:55:16, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0093, loss: 0.0093 +2024-07-19 01:21:12,076 - pyskl - INFO - Epoch [145][1600/2506] lr: 7.874e-05, eta: 0:54:51, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0094, loss: 0.0094 +2024-07-19 01:21:35,963 - pyskl - INFO - Epoch [145][1700/2506] lr: 7.757e-05, eta: 0:54:27, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0095, loss: 0.0095 +2024-07-19 01:21:59,869 - pyskl - INFO - Epoch [145][1800/2506] lr: 7.641e-05, eta: 0:54:02, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 +2024-07-19 01:22:23,757 - pyskl - INFO - Epoch [145][1900/2506] lr: 7.526e-05, eta: 0:53:38, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0095, loss: 0.0095 +2024-07-19 01:22:47,598 - pyskl - INFO - Epoch [145][2000/2506] lr: 7.412e-05, eta: 0:53:13, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0101, loss: 0.0101 +2024-07-19 01:23:11,623 - pyskl - INFO - Epoch [145][2100/2506] lr: 7.299e-05, eta: 0:52:49, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0085, loss: 0.0085 +2024-07-19 01:23:35,710 - pyskl - INFO - Epoch [145][2200/2506] lr: 7.187e-05, eta: 0:52:24, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-19 01:23:59,553 - pyskl - INFO - Epoch [145][2300/2506] lr: 7.076e-05, eta: 0:52:00, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 +2024-07-19 01:24:23,399 - pyskl - INFO - Epoch [145][2400/2506] lr: 6.965e-05, eta: 0:51:35, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0121, loss: 0.0121 +2024-07-19 01:24:47,205 - pyskl - INFO - Epoch [145][2500/2506] lr: 6.855e-05, eta: 0:51:10, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-07-19 01:24:48,986 - pyskl - INFO - Saving checkpoint at 145 epochs +2024-07-19 01:26:08,423 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-19 01:26:08,490 - pyskl - INFO - +top1_acc 0.9154 +top5_acc 0.9861 +2024-07-19 01:26:08,492 - pyskl - INFO - Epoch(val) [145][1031] top1_acc: 0.9154, top5_acc: 0.9861 +2024-07-19 01:26:50,204 - pyskl - INFO - Epoch [146][100/2506] lr: 6.740e-05, eta: 0:50:45, time: 0.417, data_time: 0.174, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0091, loss: 0.0091 +2024-07-19 01:27:14,046 - pyskl - INFO - Epoch [146][200/2506] lr: 6.632e-05, eta: 0:50:21, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0093, loss: 0.0093 +2024-07-19 01:27:37,928 - pyskl - INFO - Epoch [146][300/2506] lr: 6.525e-05, eta: 0:49:56, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0090, loss: 0.0090 +2024-07-19 01:28:01,807 - pyskl - INFO - Epoch [146][400/2506] lr: 6.419e-05, eta: 0:49:31, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 +2024-07-19 01:28:25,705 - pyskl - INFO - Epoch [146][500/2506] lr: 6.314e-05, eta: 0:49:07, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0092, loss: 0.0092 +2024-07-19 01:28:49,661 - pyskl - INFO - Epoch [146][600/2506] lr: 6.209e-05, eta: 0:48:42, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 +2024-07-19 01:29:13,650 - pyskl - INFO - Epoch [146][700/2506] lr: 6.106e-05, eta: 0:48:18, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0085, loss: 0.0085 +2024-07-19 01:29:37,453 - pyskl - INFO - Epoch [146][800/2506] lr: 6.003e-05, eta: 0:47:53, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0092, loss: 0.0092 +2024-07-19 01:30:01,353 - pyskl - INFO - Epoch [146][900/2506] lr: 5.901e-05, eta: 0:47:29, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0091, loss: 0.0091 +2024-07-19 01:30:25,357 - pyskl - INFO - Epoch [146][1000/2506] lr: 5.800e-05, eta: 0:47:04, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0117, loss: 0.0117 +2024-07-19 01:30:49,281 - pyskl - INFO - Epoch [146][1100/2506] lr: 5.700e-05, eta: 0:46:40, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 +2024-07-19 01:31:13,104 - pyskl - INFO - Epoch [146][1200/2506] lr: 5.601e-05, eta: 0:46:15, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0090, loss: 0.0090 +2024-07-19 01:31:36,910 - pyskl - INFO - Epoch [146][1300/2506] lr: 5.502e-05, eta: 0:45:51, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 +2024-07-19 01:32:00,726 - pyskl - INFO - Epoch [146][1400/2506] lr: 5.405e-05, eta: 0:45:26, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0103, loss: 0.0103 +2024-07-19 01:32:24,546 - pyskl - INFO - Epoch [146][1500/2506] lr: 5.308e-05, eta: 0:45:02, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 +2024-07-19 01:32:48,345 - pyskl - INFO - Epoch [146][1600/2506] lr: 5.213e-05, eta: 0:44:37, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0098, loss: 0.0098 +2024-07-19 01:33:12,202 - pyskl - INFO - Epoch [146][1700/2506] lr: 5.118e-05, eta: 0:44:13, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0090, loss: 0.0090 +2024-07-19 01:33:36,080 - pyskl - INFO - Epoch [146][1800/2506] lr: 5.024e-05, eta: 0:43:48, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 +2024-07-19 01:33:59,946 - pyskl - INFO - Epoch [146][1900/2506] lr: 4.931e-05, eta: 0:43:24, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0095, loss: 0.0095 +2024-07-19 01:34:23,849 - pyskl - INFO - Epoch [146][2000/2506] lr: 4.838e-05, eta: 0:42:59, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 +2024-07-19 01:34:47,779 - pyskl - INFO - Epoch [146][2100/2506] lr: 4.747e-05, eta: 0:42:35, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 +2024-07-19 01:35:11,733 - pyskl - INFO - Epoch [146][2200/2506] lr: 4.656e-05, eta: 0:42:10, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0098, loss: 0.0098 +2024-07-19 01:35:35,603 - pyskl - INFO - Epoch [146][2300/2506] lr: 4.567e-05, eta: 0:41:46, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0081, loss: 0.0081 +2024-07-19 01:35:59,458 - pyskl - INFO - Epoch [146][2400/2506] lr: 4.478e-05, eta: 0:41:21, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0094, loss: 0.0094 +2024-07-19 01:36:23,288 - pyskl - INFO - Epoch [146][2500/2506] lr: 4.390e-05, eta: 0:40:57, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0106, loss: 0.0106 +2024-07-19 01:36:25,230 - pyskl - INFO - Saving checkpoint at 146 epochs +2024-07-19 01:37:44,912 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-19 01:37:44,979 - pyskl - INFO - +top1_acc 0.9169 +top5_acc 0.9859 +2024-07-19 01:37:44,983 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_142.pth was removed +2024-07-19 01:37:45,111 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_146.pth. +2024-07-19 01:37:45,112 - pyskl - INFO - Best top1_acc is 0.9169 at 146 epoch. +2024-07-19 01:37:45,114 - pyskl - INFO - Epoch(val) [146][1031] top1_acc: 0.9169, top5_acc: 0.9859 +2024-07-19 01:38:27,220 - pyskl - INFO - Epoch [147][100/2506] lr: 4.298e-05, eta: 0:40:31, time: 0.421, data_time: 0.178, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0132, loss: 0.0132 +2024-07-19 01:38:51,007 - pyskl - INFO - Epoch [147][200/2506] lr: 4.212e-05, eta: 0:40:07, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-07-19 01:39:14,813 - pyskl - INFO - Epoch [147][300/2506] lr: 4.126e-05, eta: 0:39:42, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0099, loss: 0.0099 +2024-07-19 01:39:38,616 - pyskl - INFO - Epoch [147][400/2506] lr: 4.042e-05, eta: 0:39:18, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-07-19 01:40:02,491 - pyskl - INFO - Epoch [147][500/2506] lr: 3.959e-05, eta: 0:38:53, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-19 01:40:26,515 - pyskl - INFO - Epoch [147][600/2506] lr: 3.876e-05, eta: 0:38:28, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0103, loss: 0.0103 +2024-07-19 01:40:50,495 - pyskl - INFO - Epoch [147][700/2506] lr: 3.794e-05, eta: 0:38:04, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0098, loss: 0.0098 +2024-07-19 01:41:14,434 - pyskl - INFO - Epoch [147][800/2506] lr: 3.713e-05, eta: 0:37:39, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0118, loss: 0.0118 +2024-07-19 01:41:38,387 - pyskl - INFO - Epoch [147][900/2506] lr: 3.633e-05, eta: 0:37:15, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 +2024-07-19 01:42:02,293 - pyskl - INFO - Epoch [147][1000/2506] lr: 3.554e-05, eta: 0:36:50, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-07-19 01:42:26,159 - pyskl - INFO - Epoch [147][1100/2506] lr: 3.476e-05, eta: 0:36:26, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0102, loss: 0.0102 +2024-07-19 01:42:50,008 - pyskl - INFO - Epoch [147][1200/2506] lr: 3.398e-05, eta: 0:36:01, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0090, loss: 0.0090 +2024-07-19 01:43:13,821 - pyskl - INFO - Epoch [147][1300/2506] lr: 3.322e-05, eta: 0:35:37, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0093, loss: 0.0093 +2024-07-19 01:43:37,762 - pyskl - INFO - Epoch [147][1400/2506] lr: 3.246e-05, eta: 0:35:12, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-07-19 01:44:01,574 - pyskl - INFO - Epoch [147][1500/2506] lr: 3.171e-05, eta: 0:34:48, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-07-19 01:44:25,439 - pyskl - INFO - Epoch [147][1600/2506] lr: 3.097e-05, eta: 0:34:23, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 +2024-07-19 01:44:49,355 - pyskl - INFO - Epoch [147][1700/2506] lr: 3.024e-05, eta: 0:33:59, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0085, loss: 0.0085 +2024-07-19 01:45:13,276 - pyskl - INFO - Epoch [147][1800/2506] lr: 2.952e-05, eta: 0:33:34, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 +2024-07-19 01:45:37,175 - pyskl - INFO - Epoch [147][1900/2506] lr: 2.881e-05, eta: 0:33:10, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0111, loss: 0.0111 +2024-07-19 01:46:01,084 - pyskl - INFO - Epoch [147][2000/2506] lr: 2.810e-05, eta: 0:32:45, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-19 01:46:25,059 - pyskl - INFO - Epoch [147][2100/2506] lr: 2.741e-05, eta: 0:32:21, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0091, loss: 0.0091 +2024-07-19 01:46:48,955 - pyskl - INFO - Epoch [147][2200/2506] lr: 2.672e-05, eta: 0:31:56, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0097, loss: 0.0097 +2024-07-19 01:47:12,868 - pyskl - INFO - Epoch [147][2300/2506] lr: 2.604e-05, eta: 0:31:32, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0101, loss: 0.0101 +2024-07-19 01:47:36,829 - pyskl - INFO - Epoch [147][2400/2506] lr: 2.537e-05, eta: 0:31:07, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0102, loss: 0.0102 +2024-07-19 01:48:00,860 - pyskl - INFO - Epoch [147][2500/2506] lr: 2.471e-05, eta: 0:30:43, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0095, loss: 0.0095 +2024-07-19 01:48:02,651 - pyskl - INFO - Saving checkpoint at 147 epochs +2024-07-19 01:49:21,942 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-19 01:49:22,009 - pyskl - INFO - +top1_acc 0.9171 +top5_acc 0.9867 +2024-07-19 01:49:22,013 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_146.pth was removed +2024-07-19 01:49:22,144 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_147.pth. +2024-07-19 01:49:22,144 - pyskl - INFO - Best top1_acc is 0.9171 at 147 epoch. +2024-07-19 01:49:22,146 - pyskl - INFO - Epoch(val) [147][1031] top1_acc: 0.9171, top5_acc: 0.9867 +2024-07-19 01:50:04,152 - pyskl - INFO - Epoch [148][100/2506] lr: 2.402e-05, eta: 0:30:17, time: 0.420, data_time: 0.179, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-07-19 01:50:27,860 - pyskl - INFO - Epoch [148][200/2506] lr: 2.338e-05, eta: 0:29:53, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0101, loss: 0.0101 +2024-07-19 01:50:51,618 - pyskl - INFO - Epoch [148][300/2506] lr: 2.274e-05, eta: 0:29:28, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0081, loss: 0.0081 +2024-07-19 01:51:15,488 - pyskl - INFO - Epoch [148][400/2506] lr: 2.212e-05, eta: 0:29:04, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0094, loss: 0.0094 +2024-07-19 01:51:39,486 - pyskl - INFO - Epoch [148][500/2506] lr: 2.150e-05, eta: 0:28:39, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0093, loss: 0.0093 +2024-07-19 01:52:03,453 - pyskl - INFO - Epoch [148][600/2506] lr: 2.089e-05, eta: 0:28:15, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0109, loss: 0.0109 +2024-07-19 01:52:27,418 - pyskl - INFO - Epoch [148][700/2506] lr: 2.029e-05, eta: 0:27:50, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0098, loss: 0.0098 +2024-07-19 01:52:51,457 - pyskl - INFO - Epoch [148][800/2506] lr: 1.970e-05, eta: 0:27:25, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0102, loss: 0.0102 +2024-07-19 01:53:15,653 - pyskl - INFO - Epoch [148][900/2506] lr: 1.912e-05, eta: 0:27:01, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-19 01:53:39,672 - pyskl - INFO - Epoch [148][1000/2506] lr: 1.855e-05, eta: 0:26:36, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0072, loss: 0.0072 +2024-07-19 01:54:03,581 - pyskl - INFO - Epoch [148][1100/2506] lr: 1.798e-05, eta: 0:26:12, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0107, loss: 0.0107 +2024-07-19 01:54:27,511 - pyskl - INFO - Epoch [148][1200/2506] lr: 1.743e-05, eta: 0:25:47, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-07-19 01:54:51,400 - pyskl - INFO - Epoch [148][1300/2506] lr: 1.688e-05, eta: 0:25:23, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 +2024-07-19 01:55:15,261 - pyskl - INFO - Epoch [148][1400/2506] lr: 1.634e-05, eta: 0:24:58, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0108, loss: 0.0108 +2024-07-19 01:55:39,098 - pyskl - INFO - Epoch [148][1500/2506] lr: 1.581e-05, eta: 0:24:34, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0095, loss: 0.0095 +2024-07-19 01:56:02,952 - pyskl - INFO - Epoch [148][1600/2506] lr: 1.529e-05, eta: 0:24:09, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-19 01:56:26,740 - pyskl - INFO - Epoch [148][1700/2506] lr: 1.478e-05, eta: 0:23:45, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 +2024-07-19 01:56:50,510 - pyskl - INFO - Epoch [148][1800/2506] lr: 1.428e-05, eta: 0:23:20, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0078, loss: 0.0078 +2024-07-19 01:57:14,304 - pyskl - INFO - Epoch [148][1900/2506] lr: 1.378e-05, eta: 0:22:56, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 +2024-07-19 01:57:38,127 - pyskl - INFO - Epoch [148][2000/2506] lr: 1.329e-05, eta: 0:22:31, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0124, loss: 0.0124 +2024-07-19 01:58:02,013 - pyskl - INFO - Epoch [148][2100/2506] lr: 1.282e-05, eta: 0:22:07, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0093, loss: 0.0093 +2024-07-19 01:58:25,982 - pyskl - INFO - Epoch [148][2200/2506] lr: 1.235e-05, eta: 0:21:42, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 +2024-07-19 01:58:49,908 - pyskl - INFO - Epoch [148][2300/2506] lr: 1.189e-05, eta: 0:21:18, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0072, loss: 0.0072 +2024-07-19 01:59:13,815 - pyskl - INFO - Epoch [148][2400/2506] lr: 1.144e-05, eta: 0:20:53, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0091, loss: 0.0091 +2024-07-19 01:59:37,801 - pyskl - INFO - Epoch [148][2500/2506] lr: 1.100e-05, eta: 0:20:29, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0094, loss: 0.0094 +2024-07-19 01:59:39,716 - pyskl - INFO - Saving checkpoint at 148 epochs +2024-07-19 02:00:59,249 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-19 02:00:59,317 - pyskl - INFO - +top1_acc 0.9148 +top5_acc 0.9858 +2024-07-19 02:00:59,319 - pyskl - INFO - Epoch(val) [148][1031] top1_acc: 0.9148, top5_acc: 0.9858 +2024-07-19 02:01:41,148 - pyskl - INFO - Epoch [149][100/2506] lr: 1.054e-05, eta: 0:20:03, time: 0.418, data_time: 0.177, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 +2024-07-19 02:02:04,911 - pyskl - INFO - Epoch [149][200/2506] lr: 1.011e-05, eta: 0:19:39, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0105, loss: 0.0105 +2024-07-19 02:02:28,722 - pyskl - INFO - Epoch [149][300/2506] lr: 9.696e-06, eta: 0:19:14, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0103, loss: 0.0103 +2024-07-19 02:02:52,619 - pyskl - INFO - Epoch [149][400/2506] lr: 9.289e-06, eta: 0:18:50, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 +2024-07-19 02:03:16,470 - pyskl - INFO - Epoch [149][500/2506] lr: 8.890e-06, eta: 0:18:25, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0091, loss: 0.0091 +2024-07-19 02:03:40,295 - pyskl - INFO - Epoch [149][600/2506] lr: 8.501e-06, eta: 0:18:01, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-19 02:04:04,076 - pyskl - INFO - Epoch [149][700/2506] lr: 8.120e-06, eta: 0:17:36, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-07-19 02:04:27,940 - pyskl - INFO - Epoch [149][800/2506] lr: 7.748e-06, eta: 0:17:12, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 +2024-07-19 02:04:51,892 - pyskl - INFO - Epoch [149][900/2506] lr: 7.384e-06, eta: 0:16:47, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 +2024-07-19 02:05:15,883 - pyskl - INFO - Epoch [149][1000/2506] lr: 7.030e-06, eta: 0:16:22, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 +2024-07-19 02:05:39,893 - pyskl - INFO - Epoch [149][1100/2506] lr: 6.684e-06, eta: 0:15:58, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-07-19 02:06:03,847 - pyskl - INFO - Epoch [149][1200/2506] lr: 6.346e-06, eta: 0:15:33, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0093, loss: 0.0093 +2024-07-19 02:06:27,742 - pyskl - INFO - Epoch [149][1300/2506] lr: 6.018e-06, eta: 0:15:09, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0100, loss: 0.0100 +2024-07-19 02:06:51,616 - pyskl - INFO - Epoch [149][1400/2506] lr: 5.698e-06, eta: 0:14:44, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0092, loss: 0.0092 +2024-07-19 02:07:15,510 - pyskl - INFO - Epoch [149][1500/2506] lr: 5.387e-06, eta: 0:14:20, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-19 02:07:39,433 - pyskl - INFO - Epoch [149][1600/2506] lr: 5.085e-06, eta: 0:13:55, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-07-19 02:08:03,325 - pyskl - INFO - Epoch [149][1700/2506] lr: 4.791e-06, eta: 0:13:31, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 +2024-07-19 02:08:27,169 - pyskl - INFO - Epoch [149][1800/2506] lr: 4.506e-06, eta: 0:13:06, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0118, loss: 0.0118 +2024-07-19 02:08:50,985 - pyskl - INFO - Epoch [149][1900/2506] lr: 4.230e-06, eta: 0:12:42, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0097, loss: 0.0097 +2024-07-19 02:09:14,811 - pyskl - INFO - Epoch [149][2000/2506] lr: 3.963e-06, eta: 0:12:17, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0106, loss: 0.0106 +2024-07-19 02:09:38,654 - pyskl - INFO - Epoch [149][2100/2506] lr: 3.704e-06, eta: 0:11:53, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 +2024-07-19 02:10:02,734 - pyskl - INFO - Epoch [149][2200/2506] lr: 3.454e-06, eta: 0:11:28, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0082, loss: 0.0082 +2024-07-19 02:10:26,647 - pyskl - INFO - Epoch [149][2300/2506] lr: 3.213e-06, eta: 0:11:04, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-07-19 02:10:50,554 - pyskl - INFO - Epoch [149][2400/2506] lr: 2.981e-06, eta: 0:10:39, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 +2024-07-19 02:11:14,417 - pyskl - INFO - Epoch [149][2500/2506] lr: 2.757e-06, eta: 0:10:15, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0092, loss: 0.0092 +2024-07-19 02:11:16,230 - pyskl - INFO - Saving checkpoint at 149 epochs +2024-07-19 02:12:35,305 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-19 02:12:35,372 - pyskl - INFO - +top1_acc 0.9151 +top5_acc 0.9856 +2024-07-19 02:12:35,374 - pyskl - INFO - Epoch(val) [149][1031] top1_acc: 0.9151, top5_acc: 0.9856 +2024-07-19 02:13:16,813 - pyskl - INFO - Epoch [150][100/2506] lr: 2.529e-06, eta: 0:09:49, time: 0.414, data_time: 0.174, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 +2024-07-19 02:13:40,455 - pyskl - INFO - Epoch [150][200/2506] lr: 2.323e-06, eta: 0:09:25, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0099, loss: 0.0099 +2024-07-19 02:14:04,172 - pyskl - INFO - Epoch [150][300/2506] lr: 2.126e-06, eta: 0:09:00, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0092, loss: 0.0092 +2024-07-19 02:14:27,857 - pyskl - INFO - Epoch [150][400/2506] lr: 1.938e-06, eta: 0:08:36, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0093, loss: 0.0093 +2024-07-19 02:14:51,570 - pyskl - INFO - Epoch [150][500/2506] lr: 1.758e-06, eta: 0:08:11, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0098, loss: 0.0098 +2024-07-19 02:15:15,342 - pyskl - INFO - Epoch [150][600/2506] lr: 1.588e-06, eta: 0:07:47, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0073, loss: 0.0073 +2024-07-19 02:15:39,123 - pyskl - INFO - Epoch [150][700/2506] lr: 1.425e-06, eta: 0:07:22, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0111, loss: 0.0111 +2024-07-19 02:16:02,890 - pyskl - INFO - Epoch [150][800/2506] lr: 1.272e-06, eta: 0:06:57, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0099, loss: 0.0099 +2024-07-19 02:16:26,689 - pyskl - INFO - Epoch [150][900/2506] lr: 1.127e-06, eta: 0:06:33, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 +2024-07-19 02:16:50,468 - pyskl - INFO - Epoch [150][1000/2506] lr: 9.914e-07, eta: 0:06:08, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0073, loss: 0.0073 +2024-07-19 02:17:14,220 - pyskl - INFO - Epoch [150][1100/2506] lr: 8.642e-07, eta: 0:05:44, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 +2024-07-19 02:17:37,981 - pyskl - INFO - Epoch [150][1200/2506] lr: 7.457e-07, eta: 0:05:19, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0093, loss: 0.0093 +2024-07-19 02:18:01,750 - pyskl - INFO - Epoch [150][1300/2506] lr: 6.360e-07, eta: 0:04:55, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 +2024-07-19 02:18:25,452 - pyskl - INFO - Epoch [150][1400/2506] lr: 5.350e-07, eta: 0:04:30, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0105, loss: 0.0105 +2024-07-19 02:18:49,138 - pyskl - INFO - Epoch [150][1500/2506] lr: 4.427e-07, eta: 0:04:06, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-07-19 02:19:12,893 - pyskl - INFO - Epoch [150][1600/2506] lr: 3.591e-07, eta: 0:03:41, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0102, loss: 0.0102 +2024-07-19 02:19:36,675 - pyskl - INFO - Epoch [150][1700/2506] lr: 2.843e-07, eta: 0:03:17, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 +2024-07-19 02:20:00,460 - pyskl - INFO - Epoch [150][1800/2506] lr: 2.182e-07, eta: 0:02:52, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0118, loss: 0.0118 +2024-07-19 02:20:24,205 - pyskl - INFO - Epoch [150][1900/2506] lr: 1.608e-07, eta: 0:02:28, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0094, loss: 0.0094 +2024-07-19 02:20:47,949 - pyskl - INFO - Epoch [150][2000/2506] lr: 1.122e-07, eta: 0:02:03, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 +2024-07-19 02:21:11,695 - pyskl - INFO - Epoch [150][2100/2506] lr: 7.231e-08, eta: 0:01:39, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-07-19 02:21:35,380 - pyskl - INFO - Epoch [150][2200/2506] lr: 4.114e-08, eta: 0:01:14, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0082, loss: 0.0082 +2024-07-19 02:21:59,450 - pyskl - INFO - Epoch [150][2300/2506] lr: 1.871e-08, eta: 0:00:50, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0100, loss: 0.0100 +2024-07-19 02:22:23,217 - pyskl - INFO - Epoch [150][2400/2506] lr: 4.998e-09, eta: 0:00:25, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 +2024-07-19 02:22:46,962 - pyskl - INFO - Epoch [150][2500/2506] lr: 2.139e-11, eta: 0:00:01, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 +2024-07-19 02:22:48,806 - pyskl - INFO - Saving checkpoint at 150 epochs +2024-07-19 02:24:07,978 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-19 02:24:08,045 - pyskl - INFO - +top1_acc 0.9154 +top5_acc 0.9860 +2024-07-19 02:24:08,048 - pyskl - INFO - Epoch(val) [150][1031] top1_acc: 0.9154, top5_acc: 0.9860 +2024-07-19 02:24:15,764 - pyskl - INFO - 16487 videos remain after valid thresholding +2024-07-19 02:34:28,985 - pyskl - INFO - Testing results of the last checkpoint +2024-07-19 02:34:28,986 - pyskl - INFO - top1_acc: 0.9170 +2024-07-19 02:34:28,986 - pyskl - INFO - top5_acc: 0.9862 +2024-07-19 02:34:28,986 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_aclnet/ntu60_xsub/b_2/best_top1_acc_epoch_147.pth +2024-07-19 02:44:42,563 - pyskl - INFO - Testing results of the best checkpoint +2024-07-19 02:44:42,564 - pyskl - INFO - top1_acc: 0.9174 +2024-07-19 02:44:42,564 - pyskl - INFO - top5_acc: 0.9865