diff --git "a/ntu60_xsub/jm/20240716_142246.log" "b/ntu60_xsub/jm/20240716_142246.log" new file mode 100644--- /dev/null +++ "b/ntu60_xsub/jm/20240716_142246.log" @@ -0,0 +1,4954 @@ +2024-07-16 14:22:46,999 - 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+ +------------------------------------------------------------ + +2024-07-16 14:22:47,280 - pyskl - INFO - Config: modality = 'jm' +graph = 'nturgb+d' +work_dir = './work_dirs/test_aclnet/ntu60_xsub/jm' +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='GenSkeFeat', feats=['jm']), + 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=['jm']), + 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=['jm']), + 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='GenSkeFeat', feats=['jm']), + 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=['jm']), + 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=['jm']), + 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) + +2024-07-16 14:22:47,280 - pyskl - INFO - Set random seed to 1829107396, deterministic: False +2024-07-16 14:22:52,064 - pyskl - INFO - 40091 videos remain after valid thresholding +2024-07-16 14:22:59,456 - pyskl - INFO - 16487 videos remain after valid thresholding +2024-07-16 14:22:59,462 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm +2024-07-16 14:22:59,462 - 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 + -------------------- +2024-07-16 14:22:59,463 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2024-07-16 14:22:59,463 - pyskl - INFO - Checkpoints will be saved to /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm by HardDiskBackend. +2024-07-16 14:23:40,072 - pyskl - INFO - Epoch [1][100/2506] lr: 2.500e-02, eta: 1 day, 18:23:14, time: 0.406, data_time: 0.175, memory: 6429, top1_acc: 0.0544, top5_acc: 0.1981, loss_cls: 4.3801, loss: 4.3801 +2024-07-16 14:24:02,562 - pyskl - INFO - Epoch [1][200/2506] lr: 2.500e-02, eta: 1 day, 8:55:24, time: 0.225, data_time: 0.000, memory: 6429, top1_acc: 0.0719, top5_acc: 0.2950, loss_cls: 4.1844, loss: 4.1844 +2024-07-16 14:24:25,178 - pyskl - INFO - Epoch [1][300/2506] lr: 2.500e-02, eta: 1 day, 5:48:29, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.1081, top5_acc: 0.3787, loss_cls: 3.9433, loss: 3.9433 +2024-07-16 14:24:47,824 - pyskl - INFO - Epoch [1][400/2506] lr: 2.500e-02, eta: 1 day, 4:15:19, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.1462, top5_acc: 0.4363, loss_cls: 3.7193, loss: 3.7193 +2024-07-16 14:25:10,473 - pyskl - INFO - Epoch [1][500/2506] lr: 2.500e-02, eta: 1 day, 3:19:18, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.1694, top5_acc: 0.4738, loss_cls: 3.6039, loss: 3.6039 +2024-07-16 14:25:33,445 - pyskl - INFO - Epoch [1][600/2506] lr: 2.500e-02, eta: 1 day, 2:45:12, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.2087, top5_acc: 0.5175, loss_cls: 3.4265, loss: 3.4265 +2024-07-16 14:25:56,146 - pyskl - INFO - Epoch [1][700/2506] lr: 2.500e-02, eta: 1 day, 2:18:18, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.2013, top5_acc: 0.5337, loss_cls: 3.3453, loss: 3.3453 +2024-07-16 14:26:18,869 - pyskl - INFO - Epoch [1][800/2506] lr: 2.500e-02, eta: 1 day, 1:58:13, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.2300, top5_acc: 0.5944, loss_cls: 3.2209, loss: 3.2209 +2024-07-16 14:26:41,515 - pyskl - INFO - Epoch [1][900/2506] lr: 2.500e-02, eta: 1 day, 1:41:58, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.2612, top5_acc: 0.6288, loss_cls: 3.0958, loss: 3.0958 +2024-07-16 14:27:04,229 - pyskl - INFO - Epoch [1][1000/2506] lr: 2.500e-02, eta: 1 day, 1:29:20, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.2925, top5_acc: 0.6606, loss_cls: 2.9678, loss: 2.9678 +2024-07-16 14:27:26,889 - pyskl - INFO - Epoch [1][1100/2506] lr: 2.500e-02, eta: 1 day, 1:18:36, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.3131, top5_acc: 0.7137, loss_cls: 2.8375, loss: 2.8375 +2024-07-16 14:27:49,645 - pyskl - INFO - Epoch [1][1200/2506] lr: 2.500e-02, eta: 1 day, 1:10:06, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.3369, top5_acc: 0.7144, loss_cls: 2.7761, loss: 2.7761 +2024-07-16 14:28:12,526 - pyskl - INFO - Epoch [1][1300/2506] lr: 2.500e-02, eta: 1 day, 1:03:27, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.3731, top5_acc: 0.7019, loss_cls: 2.7098, loss: 2.7098 +2024-07-16 14:28:35,346 - pyskl - INFO - Epoch [1][1400/2506] lr: 2.500e-02, eta: 1 day, 0:57:26, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.3631, top5_acc: 0.7494, loss_cls: 2.6538, loss: 2.6538 +2024-07-16 14:28:58,165 - pyskl - INFO - Epoch [1][1500/2506] lr: 2.500e-02, eta: 1 day, 0:52:09, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.3787, top5_acc: 0.7612, loss_cls: 2.5700, loss: 2.5700 +2024-07-16 14:29:20,912 - pyskl - INFO - Epoch [1][1600/2506] lr: 2.500e-02, eta: 1 day, 0:47:12, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.4150, top5_acc: 0.7837, loss_cls: 2.4762, loss: 2.4762 +2024-07-16 14:29:43,691 - pyskl - INFO - Epoch [1][1700/2506] lr: 2.500e-02, eta: 1 day, 0:42:55, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.4263, top5_acc: 0.8025, loss_cls: 2.3932, loss: 2.3932 +2024-07-16 14:30:06,477 - pyskl - INFO - Epoch [1][1800/2506] lr: 2.500e-02, eta: 1 day, 0:39:05, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.4369, top5_acc: 0.7994, loss_cls: 2.3891, loss: 2.3891 +2024-07-16 14:30:29,268 - pyskl - INFO - Epoch [1][1900/2506] lr: 2.500e-02, eta: 1 day, 0:35:38, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.4325, top5_acc: 0.8187, loss_cls: 2.3307, loss: 2.3307 +2024-07-16 14:30:52,009 - pyskl - INFO - Epoch [1][2000/2506] lr: 2.500e-02, eta: 1 day, 0:32:20, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.4494, top5_acc: 0.7925, loss_cls: 2.3768, loss: 2.3768 +2024-07-16 14:31:14,791 - pyskl - INFO - Epoch [1][2100/2506] lr: 2.500e-02, eta: 1 day, 0:29:26, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.4594, top5_acc: 0.8319, loss_cls: 2.2491, loss: 2.2491 +2024-07-16 14:31:37,558 - pyskl - INFO - Epoch [1][2200/2506] lr: 2.500e-02, eta: 1 day, 0:26:43, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.4919, top5_acc: 0.8419, loss_cls: 2.1624, loss: 2.1624 +2024-07-16 14:32:00,459 - pyskl - INFO - Epoch [1][2300/2506] lr: 2.500e-02, eta: 1 day, 0:24:34, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.4894, top5_acc: 0.8431, loss_cls: 2.1382, loss: 2.1382 +2024-07-16 14:32:23,364 - pyskl - INFO - Epoch [1][2400/2506] lr: 2.500e-02, eta: 1 day, 0:22:34, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.4988, top5_acc: 0.8444, loss_cls: 2.1306, loss: 2.1306 +2024-07-16 14:32:46,156 - pyskl - INFO - Epoch [1][2500/2506] lr: 2.500e-02, eta: 1 day, 0:20:26, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.4788, top5_acc: 0.8450, loss_cls: 2.1990, loss: 2.1990 +2024-07-16 14:32:47,944 - pyskl - INFO - Saving checkpoint at 1 epochs +2024-07-16 14:34:04,831 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 14:34:04,906 - pyskl - INFO - +top1_acc 0.5389 +top5_acc 0.8643 +2024-07-16 14:34:05,052 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2024-07-16 14:34:05,053 - pyskl - INFO - Best top1_acc is 0.5389 at 1 epoch. +2024-07-16 14:34:05,055 - pyskl - INFO - Epoch(val) [1][1031] top1_acc: 0.5389, top5_acc: 0.8643 +2024-07-16 14:34:45,330 - pyskl - INFO - Epoch [2][100/2506] lr: 2.500e-02, eta: 1 day, 0:56:46, time: 0.403, data_time: 0.175, memory: 6429, top1_acc: 0.5125, top5_acc: 0.8600, loss_cls: 2.0594, loss: 2.0594 +2024-07-16 14:35:08,056 - pyskl - INFO - Epoch [2][200/2506] lr: 2.500e-02, eta: 1 day, 0:53:19, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.5088, top5_acc: 0.8506, loss_cls: 2.0526, loss: 2.0526 +2024-07-16 14:35:30,716 - pyskl - INFO - Epoch [2][300/2506] lr: 2.500e-02, eta: 1 day, 0:49:55, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.5344, top5_acc: 0.8550, loss_cls: 2.0588, loss: 2.0588 +2024-07-16 14:35:53,416 - pyskl - INFO - Epoch [2][400/2506] lr: 2.500e-02, eta: 1 day, 0:46:49, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.5525, top5_acc: 0.8712, loss_cls: 1.9582, loss: 1.9582 +2024-07-16 14:36:16,048 - pyskl - INFO - Epoch [2][500/2506] lr: 2.500e-02, eta: 1 day, 0:43:46, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.5444, top5_acc: 0.8762, loss_cls: 1.9120, loss: 1.9120 +2024-07-16 14:36:38,744 - pyskl - INFO - Epoch [2][600/2506] lr: 2.500e-02, eta: 1 day, 0:41:01, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.5300, top5_acc: 0.8681, loss_cls: 2.0103, loss: 2.0103 +2024-07-16 14:37:01,372 - pyskl - INFO - Epoch [2][700/2506] lr: 2.500e-02, eta: 1 day, 0:38:16, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.5500, top5_acc: 0.8731, loss_cls: 1.9605, loss: 1.9605 +2024-07-16 14:37:24,055 - pyskl - INFO - Epoch [2][800/2506] lr: 2.500e-02, eta: 1 day, 0:35:47, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.5281, top5_acc: 0.8794, loss_cls: 1.9867, loss: 1.9867 +2024-07-16 14:37:46,719 - pyskl - INFO - Epoch [2][900/2506] lr: 2.499e-02, eta: 1 day, 0:33:22, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.5500, top5_acc: 0.8794, loss_cls: 1.9644, loss: 1.9644 +2024-07-16 14:38:09,708 - pyskl - INFO - Epoch [2][1000/2506] lr: 2.499e-02, eta: 1 day, 0:31:40, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.5581, top5_acc: 0.8938, loss_cls: 1.8830, loss: 1.8830 +2024-07-16 14:38:32,522 - pyskl - INFO - Epoch [2][1100/2506] lr: 2.499e-02, eta: 1 day, 0:29:43, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.5394, top5_acc: 0.8888, loss_cls: 1.9240, loss: 1.9240 +2024-07-16 14:38:55,309 - pyskl - INFO - Epoch [2][1200/2506] lr: 2.499e-02, eta: 1 day, 0:27:49, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.5875, top5_acc: 0.9006, loss_cls: 1.7902, loss: 1.7902 +2024-07-16 14:39:18,146 - pyskl - INFO - Epoch [2][1300/2506] lr: 2.499e-02, eta: 1 day, 0:26:05, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.5925, top5_acc: 0.8925, loss_cls: 1.7902, loss: 1.7902 +2024-07-16 14:39:41,115 - pyskl - INFO - Epoch [2][1400/2506] lr: 2.499e-02, eta: 1 day, 0:24:37, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.5825, top5_acc: 0.8856, loss_cls: 1.8217, loss: 1.8217 +2024-07-16 14:40:04,192 - pyskl - INFO - Epoch [2][1500/2506] lr: 2.499e-02, eta: 1 day, 0:23:23, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6175, top5_acc: 0.9200, loss_cls: 1.6718, loss: 1.6718 +2024-07-16 14:40:26,994 - pyskl - INFO - Epoch [2][1600/2506] lr: 2.499e-02, eta: 1 day, 0:21:46, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.5988, top5_acc: 0.8981, loss_cls: 1.7686, loss: 1.7686 +2024-07-16 14:40:49,861 - pyskl - INFO - Epoch [2][1700/2506] lr: 2.499e-02, eta: 1 day, 0:20:18, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5981, top5_acc: 0.9125, loss_cls: 1.7171, loss: 1.7171 +2024-07-16 14:41:12,608 - pyskl - INFO - Epoch [2][1800/2506] lr: 2.499e-02, eta: 1 day, 0:18:44, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.6044, top5_acc: 0.8975, loss_cls: 1.7226, loss: 1.7226 +2024-07-16 14:41:35,382 - pyskl - INFO - Epoch [2][1900/2506] lr: 2.499e-02, eta: 1 day, 0:17:14, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.5988, top5_acc: 0.8981, loss_cls: 1.7411, loss: 1.7411 +2024-07-16 14:41:58,148 - pyskl - INFO - Epoch [2][2000/2506] lr: 2.499e-02, eta: 1 day, 0:15:47, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6100, top5_acc: 0.9119, loss_cls: 1.6924, loss: 1.6924 +2024-07-16 14:42:20,923 - pyskl - INFO - Epoch [2][2100/2506] lr: 2.499e-02, eta: 1 day, 0:14:24, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6162, top5_acc: 0.9113, loss_cls: 1.7175, loss: 1.7175 +2024-07-16 14:42:43,694 - pyskl - INFO - Epoch [2][2200/2506] lr: 2.499e-02, eta: 1 day, 0:13:02, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6106, top5_acc: 0.9106, loss_cls: 1.6815, loss: 1.6815 +2024-07-16 14:43:06,500 - pyskl - INFO - Epoch [2][2300/2506] lr: 2.499e-02, eta: 1 day, 0:11:46, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6381, top5_acc: 0.9119, loss_cls: 1.6276, loss: 1.6276 +2024-07-16 14:43:29,316 - pyskl - INFO - Epoch [2][2400/2506] lr: 2.499e-02, eta: 1 day, 0:10:33, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6012, top5_acc: 0.9069, loss_cls: 1.6897, loss: 1.6897 +2024-07-16 14:43:52,180 - pyskl - INFO - Epoch [2][2500/2506] lr: 2.499e-02, eta: 1 day, 0:09:25, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6075, top5_acc: 0.8988, loss_cls: 1.7394, loss: 1.7394 +2024-07-16 14:43:54,061 - pyskl - INFO - Saving checkpoint at 2 epochs +2024-07-16 14:45:10,019 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 14:45:10,087 - pyskl - INFO - +top1_acc 0.2689 +top5_acc 0.6443 +2024-07-16 14:45:10,089 - pyskl - INFO - Epoch(val) [2][1031] top1_acc: 0.2689, top5_acc: 0.6443 +2024-07-16 14:45:50,689 - pyskl - INFO - Epoch [3][100/2506] lr: 2.499e-02, eta: 1 day, 0:28:02, time: 0.406, data_time: 0.178, memory: 6429, top1_acc: 0.6175, top5_acc: 0.9019, loss_cls: 1.6784, loss: 1.6784 +2024-07-16 14:46:13,324 - pyskl - INFO - Epoch [3][200/2506] lr: 2.499e-02, eta: 1 day, 0:26:19, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.6338, top5_acc: 0.9137, loss_cls: 1.6421, loss: 1.6421 +2024-07-16 14:46:36,013 - pyskl - INFO - Epoch [3][300/2506] lr: 2.499e-02, eta: 1 day, 0:24:42, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.6281, top5_acc: 0.9181, loss_cls: 1.6355, loss: 1.6355 +2024-07-16 14:46:58,756 - pyskl - INFO - Epoch [3][400/2506] lr: 2.499e-02, eta: 1 day, 0:23:12, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.6231, top5_acc: 0.9094, loss_cls: 1.6689, loss: 1.6689 +2024-07-16 14:47:21,530 - pyskl - INFO - Epoch [3][500/2506] lr: 2.499e-02, eta: 1 day, 0:21:46, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6069, top5_acc: 0.9175, loss_cls: 1.6740, loss: 1.6740 +2024-07-16 14:47:44,229 - pyskl - INFO - Epoch [3][600/2506] lr: 2.499e-02, eta: 1 day, 0:20:18, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.5994, top5_acc: 0.9081, loss_cls: 1.7004, loss: 1.7004 +2024-07-16 14:48:06,903 - pyskl - INFO - Epoch [3][700/2506] lr: 2.499e-02, eta: 1 day, 0:18:50, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.6319, top5_acc: 0.9219, loss_cls: 1.6091, loss: 1.6091 +2024-07-16 14:48:29,638 - pyskl - INFO - Epoch [3][800/2506] lr: 2.499e-02, eta: 1 day, 0:17:28, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.6381, top5_acc: 0.9213, loss_cls: 1.5990, loss: 1.5990 +2024-07-16 14:48:52,325 - pyskl - INFO - Epoch [3][900/2506] lr: 2.498e-02, eta: 1 day, 0:16:06, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.6438, top5_acc: 0.9194, loss_cls: 1.6098, loss: 1.6098 +2024-07-16 14:49:14,945 - pyskl - INFO - Epoch [3][1000/2506] lr: 2.498e-02, eta: 1 day, 0:14:41, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.6325, top5_acc: 0.9194, loss_cls: 1.5965, loss: 1.5965 +2024-07-16 14:49:37,563 - pyskl - INFO - Epoch [3][1100/2506] lr: 2.498e-02, eta: 1 day, 0:13:18, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.6631, top5_acc: 0.9381, loss_cls: 1.5001, loss: 1.5001 +2024-07-16 14:50:00,209 - pyskl - INFO - Epoch [3][1200/2506] lr: 2.498e-02, eta: 1 day, 0:11:59, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.6556, top5_acc: 0.9263, loss_cls: 1.5523, loss: 1.5523 +2024-07-16 14:50:22,835 - pyskl - INFO - Epoch [3][1300/2506] lr: 2.498e-02, eta: 1 day, 0:10:40, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.6663, top5_acc: 0.9275, loss_cls: 1.5267, loss: 1.5267 +2024-07-16 14:50:45,714 - pyskl - INFO - Epoch [3][1400/2506] lr: 2.498e-02, eta: 1 day, 0:09:38, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6587, top5_acc: 0.9319, loss_cls: 1.5020, loss: 1.5020 +2024-07-16 14:51:08,502 - pyskl - INFO - Epoch [3][1500/2506] lr: 2.498e-02, eta: 1 day, 0:08:32, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6594, top5_acc: 0.9363, loss_cls: 1.4767, loss: 1.4767 +2024-07-16 14:51:31,246 - pyskl - INFO - Epoch [3][1600/2506] lr: 2.498e-02, eta: 1 day, 0:07:24, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.6700, top5_acc: 0.9294, loss_cls: 1.4865, loss: 1.4865 +2024-07-16 14:51:53,897 - pyskl - INFO - Epoch [3][1700/2506] lr: 2.498e-02, eta: 1 day, 0:06:13, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.6400, top5_acc: 0.9287, loss_cls: 1.5487, loss: 1.5487 +2024-07-16 14:52:16,681 - pyskl - INFO - Epoch [3][1800/2506] lr: 2.498e-02, eta: 1 day, 0:05:11, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6756, top5_acc: 0.9250, loss_cls: 1.5138, loss: 1.5138 +2024-07-16 14:52:39,455 - pyskl - INFO - Epoch [3][1900/2506] lr: 2.498e-02, eta: 1 day, 0:04:09, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6450, top5_acc: 0.9313, loss_cls: 1.5457, loss: 1.5457 +2024-07-16 14:53:02,336 - pyskl - INFO - Epoch [3][2000/2506] lr: 2.498e-02, eta: 1 day, 0:03:14, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6687, top5_acc: 0.9413, loss_cls: 1.4468, loss: 1.4468 +2024-07-16 14:53:25,083 - pyskl - INFO - Epoch [3][2100/2506] lr: 2.498e-02, eta: 1 day, 0:02:12, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.6650, top5_acc: 0.9356, loss_cls: 1.4726, loss: 1.4726 +2024-07-16 14:53:47,798 - pyskl - INFO - Epoch [3][2200/2506] lr: 2.498e-02, eta: 1 day, 0:01:11, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.6837, top5_acc: 0.9294, loss_cls: 1.4757, loss: 1.4757 +2024-07-16 14:54:10,591 - pyskl - INFO - Epoch [3][2300/2506] lr: 2.498e-02, eta: 1 day, 0:00:14, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6725, top5_acc: 0.9344, loss_cls: 1.4468, loss: 1.4468 +2024-07-16 14:54:33,538 - pyskl - INFO - Epoch [3][2400/2506] lr: 2.498e-02, eta: 23:59:26, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6594, top5_acc: 0.9356, loss_cls: 1.5088, loss: 1.5088 +2024-07-16 14:54:56,315 - pyskl - INFO - Epoch [3][2500/2506] lr: 2.498e-02, eta: 23:58:30, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6706, top5_acc: 0.9325, loss_cls: 1.4659, loss: 1.4659 +2024-07-16 14:54:58,144 - pyskl - INFO - Saving checkpoint at 3 epochs +2024-07-16 14:56:14,027 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 14:56:14,095 - pyskl - INFO - +top1_acc 0.5709 +top5_acc 0.8947 +2024-07-16 14:56:14,099 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_1.pth was removed +2024-07-16 14:56:14,227 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2024-07-16 14:56:14,228 - pyskl - INFO - Best top1_acc is 0.5709 at 3 epoch. +2024-07-16 14:56:14,230 - pyskl - INFO - Epoch(val) [3][1031] top1_acc: 0.5709, top5_acc: 0.8947 +2024-07-16 14:56:54,036 - pyskl - INFO - Epoch [4][100/2506] lr: 2.497e-02, eta: 1 day, 0:10:09, time: 0.398, data_time: 0.172, memory: 6429, top1_acc: 0.7031, top5_acc: 0.9400, loss_cls: 1.3684, loss: 1.3684 +2024-07-16 14:57:16,656 - pyskl - INFO - Epoch [4][200/2506] lr: 2.497e-02, eta: 1 day, 0:08:57, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.6831, top5_acc: 0.9344, loss_cls: 1.4049, loss: 1.4049 +2024-07-16 14:57:39,280 - pyskl - INFO - Epoch [4][300/2506] lr: 2.497e-02, eta: 1 day, 0:07:47, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.6806, top5_acc: 0.9419, loss_cls: 1.3955, loss: 1.3955 +2024-07-16 14:58:01,966 - pyskl - INFO - Epoch [4][400/2506] lr: 2.497e-02, eta: 1 day, 0:06:41, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.6706, top5_acc: 0.9294, loss_cls: 1.4627, loss: 1.4627 +2024-07-16 14:58:24,671 - pyskl - INFO - Epoch [4][500/2506] lr: 2.497e-02, eta: 1 day, 0:05:37, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.6737, top5_acc: 0.9437, loss_cls: 1.4150, loss: 1.4150 +2024-07-16 14:58:47,405 - pyskl - INFO - Epoch [4][600/2506] lr: 2.497e-02, eta: 1 day, 0:04:35, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.6737, top5_acc: 0.9319, loss_cls: 1.4862, loss: 1.4862 +2024-07-16 14:59:10,151 - pyskl - INFO - Epoch [4][700/2506] lr: 2.497e-02, eta: 1 day, 0:03:34, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.6719, top5_acc: 0.9394, loss_cls: 1.4408, loss: 1.4408 +2024-07-16 14:59:32,876 - pyskl - INFO - Epoch [4][800/2506] lr: 2.497e-02, eta: 1 day, 0:02:34, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.6587, top5_acc: 0.9263, loss_cls: 1.5012, loss: 1.5012 +2024-07-16 14:59:55,601 - pyskl - INFO - Epoch [4][900/2506] lr: 2.497e-02, eta: 1 day, 0:01:35, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.6719, top5_acc: 0.9350, loss_cls: 1.4672, loss: 1.4672 +2024-07-16 15:00:18,350 - pyskl - INFO - Epoch [4][1000/2506] lr: 2.497e-02, eta: 1 day, 0:00:37, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.6963, top5_acc: 0.9406, loss_cls: 1.3920, loss: 1.3920 +2024-07-16 15:00:41,117 - pyskl - INFO - Epoch [4][1100/2506] lr: 2.497e-02, eta: 23:59:41, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7044, top5_acc: 0.9306, loss_cls: 1.3668, loss: 1.3668 +2024-07-16 15:01:03,852 - pyskl - INFO - Epoch [4][1200/2506] lr: 2.497e-02, eta: 23:58:45, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.6781, top5_acc: 0.9406, loss_cls: 1.4397, loss: 1.4397 +2024-07-16 15:01:26,560 - pyskl - INFO - Epoch [4][1300/2506] lr: 2.497e-02, eta: 23:57:48, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7025, top5_acc: 0.9481, loss_cls: 1.3703, loss: 1.3703 +2024-07-16 15:01:49,300 - pyskl - INFO - Epoch [4][1400/2506] lr: 2.497e-02, eta: 23:56:53, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.6869, top5_acc: 0.9281, loss_cls: 1.4164, loss: 1.4164 +2024-07-16 15:02:12,352 - pyskl - INFO - Epoch [4][1500/2506] lr: 2.496e-02, eta: 23:56:11, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7087, top5_acc: 0.9469, loss_cls: 1.3117, loss: 1.3117 +2024-07-16 15:02:35,680 - pyskl - INFO - Epoch [4][1600/2506] lr: 2.496e-02, eta: 23:55:41, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.6956, top5_acc: 0.9463, loss_cls: 1.3642, loss: 1.3642 +2024-07-16 15:02:58,927 - pyskl - INFO - Epoch [4][1700/2506] lr: 2.496e-02, eta: 23:55:08, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.6881, top5_acc: 0.9394, loss_cls: 1.3757, loss: 1.3757 +2024-07-16 15:03:22,070 - pyskl - INFO - Epoch [4][1800/2506] lr: 2.496e-02, eta: 23:54:32, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7025, top5_acc: 0.9487, loss_cls: 1.3328, loss: 1.3328 +2024-07-16 15:03:45,281 - pyskl - INFO - Epoch [4][1900/2506] lr: 2.496e-02, eta: 23:53:58, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7013, top5_acc: 0.9437, loss_cls: 1.3492, loss: 1.3492 +2024-07-16 15:04:08,389 - pyskl - INFO - Epoch [4][2000/2506] lr: 2.496e-02, eta: 23:53:20, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6919, top5_acc: 0.9437, loss_cls: 1.3829, loss: 1.3829 +2024-07-16 15:04:31,540 - pyskl - INFO - Epoch [4][2100/2506] lr: 2.496e-02, eta: 23:52:44, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6856, top5_acc: 0.9350, loss_cls: 1.4223, loss: 1.4223 +2024-07-16 15:04:54,606 - pyskl - INFO - Epoch [4][2200/2506] lr: 2.496e-02, eta: 23:52:05, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6731, top5_acc: 0.9363, loss_cls: 1.4128, loss: 1.4128 +2024-07-16 15:05:17,576 - pyskl - INFO - Epoch [4][2300/2506] lr: 2.496e-02, eta: 23:51:23, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7031, top5_acc: 0.9387, loss_cls: 1.3457, loss: 1.3457 +2024-07-16 15:05:40,575 - pyskl - INFO - Epoch [4][2400/2506] lr: 2.496e-02, eta: 23:50:43, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6913, top5_acc: 0.9375, loss_cls: 1.3816, loss: 1.3816 +2024-07-16 15:06:03,413 - pyskl - INFO - Epoch [4][2500/2506] lr: 2.496e-02, eta: 23:49:57, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7175, top5_acc: 0.9531, loss_cls: 1.3263, loss: 1.3263 +2024-07-16 15:06:05,298 - pyskl - INFO - Saving checkpoint at 4 epochs +2024-07-16 15:07:21,732 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 15:07:21,801 - pyskl - INFO - +top1_acc 0.6746 +top5_acc 0.9355 +2024-07-16 15:07:21,804 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_3.pth was removed +2024-07-16 15:07:21,930 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2024-07-16 15:07:21,931 - pyskl - INFO - Best top1_acc is 0.6746 at 4 epoch. +2024-07-16 15:07:21,933 - pyskl - INFO - Epoch(val) [4][1031] top1_acc: 0.6746, top5_acc: 0.9355 +2024-07-16 15:08:01,944 - pyskl - INFO - Epoch [5][100/2506] lr: 2.496e-02, eta: 23:58:40, time: 0.400, data_time: 0.175, memory: 6429, top1_acc: 0.7319, top5_acc: 0.9650, loss_cls: 1.2227, loss: 1.2227 +2024-07-16 15:08:24,548 - pyskl - INFO - Epoch [5][200/2506] lr: 2.495e-02, eta: 23:57:40, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7081, top5_acc: 0.9537, loss_cls: 1.3329, loss: 1.3329 +2024-07-16 15:08:47,199 - pyskl - INFO - Epoch [5][300/2506] lr: 2.495e-02, eta: 23:56:43, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7106, top5_acc: 0.9531, loss_cls: 1.2923, loss: 1.2923 +2024-07-16 15:09:09,834 - pyskl - INFO - Epoch [5][400/2506] lr: 2.495e-02, eta: 23:55:47, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7063, top5_acc: 0.9500, loss_cls: 1.3232, loss: 1.3232 +2024-07-16 15:09:32,453 - pyskl - INFO - Epoch [5][500/2506] lr: 2.495e-02, eta: 23:54:50, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7169, top5_acc: 0.9381, loss_cls: 1.3507, loss: 1.3507 +2024-07-16 15:09:55,094 - pyskl - INFO - Epoch [5][600/2506] lr: 2.495e-02, eta: 23:53:55, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7056, top5_acc: 0.9437, loss_cls: 1.3195, loss: 1.3195 +2024-07-16 15:10:17,776 - pyskl - INFO - Epoch [5][700/2506] lr: 2.495e-02, eta: 23:53:02, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7144, top5_acc: 0.9381, loss_cls: 1.3253, loss: 1.3253 +2024-07-16 15:10:40,438 - pyskl - INFO - Epoch [5][800/2506] lr: 2.495e-02, eta: 23:52:08, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7200, top5_acc: 0.9513, loss_cls: 1.3215, loss: 1.3215 +2024-07-16 15:11:03,144 - pyskl - INFO - Epoch [5][900/2506] lr: 2.495e-02, eta: 23:51:17, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.6831, top5_acc: 0.9419, loss_cls: 1.3676, loss: 1.3676 +2024-07-16 15:11:25,805 - pyskl - INFO - Epoch [5][1000/2506] lr: 2.495e-02, eta: 23:50:25, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7100, top5_acc: 0.9431, loss_cls: 1.3115, loss: 1.3115 +2024-07-16 15:11:48,458 - pyskl - INFO - Epoch [5][1100/2506] lr: 2.495e-02, eta: 23:49:33, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7275, top5_acc: 0.9475, loss_cls: 1.2825, loss: 1.2825 +2024-07-16 15:12:11,182 - pyskl - INFO - Epoch [5][1200/2506] lr: 2.495e-02, eta: 23:48:43, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7000, top5_acc: 0.9406, loss_cls: 1.3607, loss: 1.3607 +2024-07-16 15:12:33,924 - pyskl - INFO - Epoch [5][1300/2506] lr: 2.494e-02, eta: 23:47:55, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7225, top5_acc: 0.9456, loss_cls: 1.2909, loss: 1.2909 +2024-07-16 15:12:56,612 - pyskl - INFO - Epoch [5][1400/2506] lr: 2.494e-02, eta: 23:47:06, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7025, top5_acc: 0.9406, loss_cls: 1.3150, loss: 1.3150 +2024-07-16 15:13:19,273 - pyskl - INFO - Epoch [5][1500/2506] lr: 2.494e-02, eta: 23:46:16, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.6956, top5_acc: 0.9413, loss_cls: 1.3656, loss: 1.3656 +2024-07-16 15:13:42,006 - pyskl - INFO - Epoch [5][1600/2506] lr: 2.494e-02, eta: 23:45:29, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7225, top5_acc: 0.9481, loss_cls: 1.3056, loss: 1.3056 +2024-07-16 15:14:04,810 - pyskl - INFO - Epoch [5][1700/2506] lr: 2.494e-02, eta: 23:44:44, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7200, top5_acc: 0.9550, loss_cls: 1.2852, loss: 1.2852 +2024-07-16 15:14:27,506 - pyskl - INFO - Epoch [5][1800/2506] lr: 2.494e-02, eta: 23:43:57, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7200, top5_acc: 0.9487, loss_cls: 1.2830, loss: 1.2830 +2024-07-16 15:14:50,246 - pyskl - INFO - Epoch [5][1900/2506] lr: 2.494e-02, eta: 23:43:11, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7175, top5_acc: 0.9463, loss_cls: 1.3154, loss: 1.3154 +2024-07-16 15:15:12,882 - pyskl - INFO - Epoch [5][2000/2506] lr: 2.494e-02, eta: 23:42:23, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7150, top5_acc: 0.9513, loss_cls: 1.3088, loss: 1.3088 +2024-07-16 15:15:35,578 - pyskl - INFO - Epoch [5][2100/2506] lr: 2.494e-02, eta: 23:41:37, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7131, top5_acc: 0.9506, loss_cls: 1.2903, loss: 1.2903 +2024-07-16 15:15:58,348 - pyskl - INFO - Epoch [5][2200/2506] lr: 2.493e-02, eta: 23:40:53, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7275, top5_acc: 0.9513, loss_cls: 1.2665, loss: 1.2665 +2024-07-16 15:16:21,084 - pyskl - INFO - Epoch [5][2300/2506] lr: 2.493e-02, eta: 23:40:09, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7244, top5_acc: 0.9513, loss_cls: 1.2816, loss: 1.2816 +2024-07-16 15:16:43,740 - pyskl - INFO - Epoch [5][2400/2506] lr: 2.493e-02, eta: 23:39:23, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7044, top5_acc: 0.9487, loss_cls: 1.3052, loss: 1.3052 +2024-07-16 15:17:06,441 - pyskl - INFO - Epoch [5][2500/2506] lr: 2.493e-02, eta: 23:38:38, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7137, top5_acc: 0.9450, loss_cls: 1.3357, loss: 1.3357 +2024-07-16 15:17:08,225 - pyskl - INFO - Saving checkpoint at 5 epochs +2024-07-16 15:18:24,203 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 15:18:24,269 - pyskl - INFO - +top1_acc 0.6605 +top5_acc 0.9295 +2024-07-16 15:18:24,272 - pyskl - INFO - Epoch(val) [5][1031] top1_acc: 0.6605, top5_acc: 0.9295 +2024-07-16 15:19:04,532 - pyskl - INFO - Epoch [6][100/2506] lr: 2.493e-02, eta: 23:45:37, time: 0.403, data_time: 0.176, memory: 6429, top1_acc: 0.6969, top5_acc: 0.9481, loss_cls: 1.3118, loss: 1.3118 +2024-07-16 15:19:27,209 - pyskl - INFO - Epoch [6][200/2506] lr: 2.493e-02, eta: 23:44:48, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7206, top5_acc: 0.9519, loss_cls: 1.2756, loss: 1.2756 +2024-07-16 15:19:49,930 - pyskl - INFO - Epoch [6][300/2506] lr: 2.493e-02, eta: 23:44:02, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7131, top5_acc: 0.9494, loss_cls: 1.2702, loss: 1.2702 +2024-07-16 15:20:12,975 - pyskl - INFO - Epoch [6][400/2506] lr: 2.493e-02, eta: 23:43:24, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7319, top5_acc: 0.9544, loss_cls: 1.2826, loss: 1.2826 +2024-07-16 15:20:35,685 - pyskl - INFO - Epoch [6][500/2506] lr: 2.493e-02, eta: 23:42:38, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7319, top5_acc: 0.9550, loss_cls: 1.2352, loss: 1.2352 +2024-07-16 15:20:58,377 - pyskl - INFO - Epoch [6][600/2506] lr: 2.492e-02, eta: 23:41:52, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.6956, top5_acc: 0.9531, loss_cls: 1.2894, loss: 1.2894 +2024-07-16 15:21:21,088 - pyskl - INFO - Epoch [6][700/2506] lr: 2.492e-02, eta: 23:41:06, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7638, top5_acc: 0.9556, loss_cls: 1.1491, loss: 1.1491 +2024-07-16 15:21:43,721 - pyskl - INFO - Epoch [6][800/2506] lr: 2.492e-02, eta: 23:40:19, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7294, top5_acc: 0.9594, loss_cls: 1.2372, loss: 1.2372 +2024-07-16 15:22:06,348 - pyskl - INFO - Epoch [6][900/2506] lr: 2.492e-02, eta: 23:39:31, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7294, top5_acc: 0.9519, loss_cls: 1.2588, loss: 1.2588 +2024-07-16 15:22:29,217 - pyskl - INFO - Epoch [6][1000/2506] lr: 2.492e-02, eta: 23:38:51, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7163, top5_acc: 0.9506, loss_cls: 1.2981, loss: 1.2981 +2024-07-16 15:22:51,941 - pyskl - INFO - Epoch [6][1100/2506] lr: 2.492e-02, eta: 23:38:07, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7250, top5_acc: 0.9487, loss_cls: 1.2582, loss: 1.2582 +2024-07-16 15:23:14,662 - pyskl - INFO - Epoch [6][1200/2506] lr: 2.492e-02, eta: 23:37:23, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7063, top5_acc: 0.9469, loss_cls: 1.3389, loss: 1.3389 +2024-07-16 15:23:37,356 - pyskl - INFO - Epoch [6][1300/2506] lr: 2.492e-02, eta: 23:36:39, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7350, top5_acc: 0.9563, loss_cls: 1.2118, loss: 1.2118 +2024-07-16 15:24:00,113 - pyskl - INFO - Epoch [6][1400/2506] lr: 2.492e-02, eta: 23:35:57, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7300, top5_acc: 0.9563, loss_cls: 1.2032, loss: 1.2032 +2024-07-16 15:24:22,831 - pyskl - INFO - Epoch [6][1500/2506] lr: 2.491e-02, eta: 23:35:14, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7256, top5_acc: 0.9494, loss_cls: 1.2717, loss: 1.2717 +2024-07-16 15:24:45,537 - pyskl - INFO - Epoch [6][1600/2506] lr: 2.491e-02, eta: 23:34:31, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7388, top5_acc: 0.9569, loss_cls: 1.2397, loss: 1.2397 +2024-07-16 15:25:08,717 - pyskl - INFO - Epoch [6][1700/2506] lr: 2.491e-02, eta: 23:34:01, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7362, top5_acc: 0.9500, loss_cls: 1.2166, loss: 1.2166 +2024-07-16 15:25:31,559 - pyskl - INFO - Epoch [6][1800/2506] lr: 2.491e-02, eta: 23:33:22, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7188, top5_acc: 0.9513, loss_cls: 1.2866, loss: 1.2866 +2024-07-16 15:25:54,378 - pyskl - INFO - Epoch [6][1900/2506] lr: 2.491e-02, eta: 23:32:42, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7256, top5_acc: 0.9525, loss_cls: 1.2351, loss: 1.2351 +2024-07-16 15:26:17,220 - pyskl - INFO - Epoch [6][2000/2506] lr: 2.491e-02, eta: 23:32:04, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7438, top5_acc: 0.9506, loss_cls: 1.2374, loss: 1.2374 +2024-07-16 15:26:39,958 - pyskl - INFO - Epoch [6][2100/2506] lr: 2.491e-02, eta: 23:31:23, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7431, top5_acc: 0.9500, loss_cls: 1.2516, loss: 1.2516 +2024-07-16 15:27:02,631 - pyskl - INFO - Epoch [6][2200/2506] lr: 2.491e-02, eta: 23:30:41, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7425, top5_acc: 0.9469, loss_cls: 1.2174, loss: 1.2174 +2024-07-16 15:27:25,297 - pyskl - INFO - Epoch [6][2300/2506] lr: 2.490e-02, eta: 23:29:58, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7094, top5_acc: 0.9481, loss_cls: 1.2886, loss: 1.2886 +2024-07-16 15:27:47,964 - pyskl - INFO - Epoch [6][2400/2506] lr: 2.490e-02, eta: 23:29:16, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7338, top5_acc: 0.9513, loss_cls: 1.2284, loss: 1.2284 +2024-07-16 15:28:10,773 - pyskl - INFO - Epoch [6][2500/2506] lr: 2.490e-02, eta: 23:28:38, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7356, top5_acc: 0.9537, loss_cls: 1.2087, loss: 1.2087 +2024-07-16 15:28:12,557 - pyskl - INFO - Saving checkpoint at 6 epochs +2024-07-16 15:29:28,667 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 15:29:28,733 - pyskl - INFO - +top1_acc 0.6478 +top5_acc 0.9100 +2024-07-16 15:29:28,735 - pyskl - INFO - Epoch(val) [6][1031] top1_acc: 0.6478, top5_acc: 0.9100 +2024-07-16 15:30:08,937 - pyskl - INFO - Epoch [7][100/2506] lr: 2.490e-02, eta: 23:34:20, time: 0.402, data_time: 0.175, memory: 6429, top1_acc: 0.7569, top5_acc: 0.9556, loss_cls: 1.1823, loss: 1.1823 +2024-07-16 15:30:31,612 - pyskl - INFO - Epoch [7][200/2506] lr: 2.490e-02, eta: 23:33:36, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7488, top5_acc: 0.9519, loss_cls: 1.1553, loss: 1.1553 +2024-07-16 15:30:54,317 - pyskl - INFO - Epoch [7][300/2506] lr: 2.490e-02, eta: 23:32:54, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7556, top5_acc: 0.9575, loss_cls: 1.2022, loss: 1.2022 +2024-07-16 15:31:17,013 - pyskl - INFO - Epoch [7][400/2506] lr: 2.490e-02, eta: 23:32:11, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7250, top5_acc: 0.9487, loss_cls: 1.2646, loss: 1.2646 +2024-07-16 15:31:39,749 - pyskl - INFO - Epoch [7][500/2506] lr: 2.489e-02, eta: 23:31:30, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7488, top5_acc: 0.9613, loss_cls: 1.1897, loss: 1.1897 +2024-07-16 15:32:02,375 - pyskl - INFO - Epoch [7][600/2506] lr: 2.489e-02, eta: 23:30:46, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7438, top5_acc: 0.9544, loss_cls: 1.2036, loss: 1.2036 +2024-07-16 15:32:25,023 - pyskl - INFO - Epoch [7][700/2506] lr: 2.489e-02, eta: 23:30:03, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7419, top5_acc: 0.9413, loss_cls: 1.1921, loss: 1.1921 +2024-07-16 15:32:47,813 - pyskl - INFO - Epoch [7][800/2506] lr: 2.489e-02, eta: 23:29:24, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7381, top5_acc: 0.9450, loss_cls: 1.2332, loss: 1.2332 +2024-07-16 15:33:10,642 - pyskl - INFO - Epoch [7][900/2506] lr: 2.489e-02, eta: 23:28:45, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7450, top5_acc: 0.9594, loss_cls: 1.1919, loss: 1.1919 +2024-07-16 15:33:33,499 - pyskl - INFO - Epoch [7][1000/2506] lr: 2.489e-02, eta: 23:28:08, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7256, top5_acc: 0.9544, loss_cls: 1.2430, loss: 1.2430 +2024-07-16 15:33:56,315 - pyskl - INFO - Epoch [7][1100/2506] lr: 2.489e-02, eta: 23:27:30, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7194, top5_acc: 0.9494, loss_cls: 1.2705, loss: 1.2705 +2024-07-16 15:34:19,103 - pyskl - INFO - Epoch [7][1200/2506] lr: 2.489e-02, eta: 23:26:51, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7444, top5_acc: 0.9550, loss_cls: 1.1946, loss: 1.1946 +2024-07-16 15:34:41,871 - pyskl - INFO - Epoch [7][1300/2506] lr: 2.488e-02, eta: 23:26:12, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7488, top5_acc: 0.9631, loss_cls: 1.1654, loss: 1.1654 +2024-07-16 15:35:04,592 - pyskl - INFO - Epoch [7][1400/2506] lr: 2.488e-02, eta: 23:25:32, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7306, top5_acc: 0.9569, loss_cls: 1.1789, loss: 1.1789 +2024-07-16 15:35:27,383 - pyskl - INFO - Epoch [7][1500/2506] lr: 2.488e-02, eta: 23:24:54, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7575, top5_acc: 0.9494, loss_cls: 1.1850, loss: 1.1850 +2024-07-16 15:35:50,137 - pyskl - INFO - Epoch [7][1600/2506] lr: 2.488e-02, eta: 23:24:16, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7500, top5_acc: 0.9587, loss_cls: 1.1502, loss: 1.1502 +2024-07-16 15:36:12,999 - pyskl - INFO - Epoch [7][1700/2506] lr: 2.488e-02, eta: 23:23:39, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7500, top5_acc: 0.9537, loss_cls: 1.1599, loss: 1.1599 +2024-07-16 15:36:35,751 - pyskl - INFO - Epoch [7][1800/2506] lr: 2.488e-02, eta: 23:23:01, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7338, top5_acc: 0.9587, loss_cls: 1.2292, loss: 1.2292 +2024-07-16 15:36:58,482 - pyskl - INFO - Epoch [7][1900/2506] lr: 2.488e-02, eta: 23:22:23, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7169, top5_acc: 0.9456, loss_cls: 1.2637, loss: 1.2637 +2024-07-16 15:37:21,096 - pyskl - INFO - Epoch [7][2000/2506] lr: 2.487e-02, eta: 23:21:42, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7444, top5_acc: 0.9563, loss_cls: 1.2009, loss: 1.2009 +2024-07-16 15:37:44,008 - pyskl - INFO - Epoch [7][2100/2506] lr: 2.487e-02, eta: 23:21:07, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7544, top5_acc: 0.9600, loss_cls: 1.1727, loss: 1.1727 +2024-07-16 15:38:06,887 - pyskl - INFO - Epoch [7][2200/2506] lr: 2.487e-02, eta: 23:20:32, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7188, top5_acc: 0.9575, loss_cls: 1.2695, loss: 1.2695 +2024-07-16 15:38:29,623 - pyskl - INFO - Epoch [7][2300/2506] lr: 2.487e-02, eta: 23:19:54, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7450, top5_acc: 0.9550, loss_cls: 1.2055, loss: 1.2055 +2024-07-16 15:38:52,292 - pyskl - INFO - Epoch [7][2400/2506] lr: 2.487e-02, eta: 23:19:16, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7331, top5_acc: 0.9531, loss_cls: 1.2280, loss: 1.2280 +2024-07-16 15:39:15,030 - pyskl - INFO - Epoch [7][2500/2506] lr: 2.487e-02, eta: 23:18:38, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7375, top5_acc: 0.9500, loss_cls: 1.1743, loss: 1.1743 +2024-07-16 15:39:16,901 - pyskl - INFO - Saving checkpoint at 7 epochs +2024-07-16 15:40:33,515 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 15:40:33,584 - pyskl - INFO - +top1_acc 0.6891 +top5_acc 0.9205 +2024-07-16 15:40:33,588 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_4.pth was removed +2024-07-16 15:40:33,719 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2024-07-16 15:40:33,719 - pyskl - INFO - Best top1_acc is 0.6891 at 7 epoch. +2024-07-16 15:40:33,722 - pyskl - INFO - Epoch(val) [7][1031] top1_acc: 0.6891, top5_acc: 0.9205 +2024-07-16 15:41:14,143 - pyskl - INFO - Epoch [8][100/2506] lr: 2.486e-02, eta: 23:23:30, time: 0.404, data_time: 0.176, memory: 6429, top1_acc: 0.7462, top5_acc: 0.9531, loss_cls: 1.1988, loss: 1.1988 +2024-07-16 15:41:36,785 - pyskl - INFO - Epoch [8][200/2506] lr: 2.486e-02, eta: 23:22:49, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7581, top5_acc: 0.9600, loss_cls: 1.1946, loss: 1.1946 +2024-07-16 15:41:59,449 - pyskl - INFO - Epoch [8][300/2506] lr: 2.486e-02, eta: 23:22:09, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7319, top5_acc: 0.9506, loss_cls: 1.2299, loss: 1.2299 +2024-07-16 15:42:22,148 - pyskl - INFO - Epoch [8][400/2506] lr: 2.486e-02, eta: 23:21:29, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7356, top5_acc: 0.9569, loss_cls: 1.1878, loss: 1.1878 +2024-07-16 15:42:44,855 - pyskl - INFO - Epoch [8][500/2506] lr: 2.486e-02, eta: 23:20:50, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7644, top5_acc: 0.9587, loss_cls: 1.1293, loss: 1.1293 +2024-07-16 15:43:07,633 - pyskl - INFO - Epoch [8][600/2506] lr: 2.486e-02, eta: 23:20:13, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7438, top5_acc: 0.9587, loss_cls: 1.1521, loss: 1.1521 +2024-07-16 15:43:30,387 - pyskl - INFO - Epoch [8][700/2506] lr: 2.486e-02, eta: 23:19:35, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7450, top5_acc: 0.9587, loss_cls: 1.1699, loss: 1.1699 +2024-07-16 15:43:53,203 - pyskl - INFO - Epoch [8][800/2506] lr: 2.485e-02, eta: 23:18:59, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7538, top5_acc: 0.9663, loss_cls: 1.1373, loss: 1.1373 +2024-07-16 15:44:15,954 - pyskl - INFO - Epoch [8][900/2506] lr: 2.485e-02, eta: 23:18:21, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7350, top5_acc: 0.9519, loss_cls: 1.1903, loss: 1.1903 +2024-07-16 15:44:38,745 - pyskl - INFO - Epoch [8][1000/2506] lr: 2.485e-02, eta: 23:17:44, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7438, top5_acc: 0.9600, loss_cls: 1.1632, loss: 1.1632 +2024-07-16 15:45:01,497 - pyskl - INFO - Epoch [8][1100/2506] lr: 2.485e-02, eta: 23:17:07, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7600, top5_acc: 0.9575, loss_cls: 1.1679, loss: 1.1679 +2024-07-16 15:45:24,287 - pyskl - INFO - Epoch [8][1200/2506] lr: 2.485e-02, eta: 23:16:31, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7544, top5_acc: 0.9531, loss_cls: 1.1731, loss: 1.1731 +2024-07-16 15:45:47,118 - pyskl - INFO - Epoch [8][1300/2506] lr: 2.485e-02, eta: 23:15:56, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7625, top5_acc: 0.9581, loss_cls: 1.1246, loss: 1.1246 +2024-07-16 15:46:09,774 - pyskl - INFO - Epoch [8][1400/2506] lr: 2.484e-02, eta: 23:15:17, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7275, top5_acc: 0.9531, loss_cls: 1.2139, loss: 1.2139 +2024-07-16 15:46:32,342 - pyskl - INFO - Epoch [8][1500/2506] lr: 2.484e-02, eta: 23:14:37, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7419, top5_acc: 0.9463, loss_cls: 1.2161, loss: 1.2161 +2024-07-16 15:46:54,948 - pyskl - INFO - Epoch [8][1600/2506] lr: 2.484e-02, eta: 23:13:58, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7450, top5_acc: 0.9587, loss_cls: 1.1586, loss: 1.1586 +2024-07-16 15:47:17,552 - pyskl - INFO - Epoch [8][1700/2506] lr: 2.484e-02, eta: 23:13:19, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7475, top5_acc: 0.9494, loss_cls: 1.1904, loss: 1.1904 +2024-07-16 15:47:40,369 - pyskl - INFO - Epoch [8][1800/2506] lr: 2.484e-02, eta: 23:12:44, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7500, top5_acc: 0.9587, loss_cls: 1.1494, loss: 1.1494 +2024-07-16 15:48:03,211 - pyskl - INFO - Epoch [8][1900/2506] lr: 2.484e-02, eta: 23:12:10, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7475, top5_acc: 0.9625, loss_cls: 1.1536, loss: 1.1536 +2024-07-16 15:48:25,926 - pyskl - INFO - Epoch [8][2000/2506] lr: 2.483e-02, eta: 23:11:33, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7450, top5_acc: 0.9469, loss_cls: 1.1791, loss: 1.1791 +2024-07-16 15:48:48,637 - pyskl - INFO - Epoch [8][2100/2506] lr: 2.483e-02, eta: 23:10:56, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7388, top5_acc: 0.9613, loss_cls: 1.1884, loss: 1.1884 +2024-07-16 15:49:11,408 - pyskl - INFO - Epoch [8][2200/2506] lr: 2.483e-02, eta: 23:10:21, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7606, top5_acc: 0.9513, loss_cls: 1.1662, loss: 1.1662 +2024-07-16 15:49:34,153 - pyskl - INFO - Epoch [8][2300/2506] lr: 2.483e-02, eta: 23:09:46, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7638, top5_acc: 0.9606, loss_cls: 1.1234, loss: 1.1234 +2024-07-16 15:49:56,988 - pyskl - INFO - Epoch [8][2400/2506] lr: 2.483e-02, eta: 23:09:12, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7550, top5_acc: 0.9656, loss_cls: 1.1258, loss: 1.1258 +2024-07-16 15:50:19,831 - pyskl - INFO - Epoch [8][2500/2506] lr: 2.483e-02, eta: 23:08:38, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7425, top5_acc: 0.9594, loss_cls: 1.1760, loss: 1.1760 +2024-07-16 15:50:21,628 - pyskl - INFO - Saving checkpoint at 8 epochs +2024-07-16 15:51:38,147 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 15:51:38,213 - pyskl - INFO - +top1_acc 0.3303 +top5_acc 0.7763 +2024-07-16 15:51:38,214 - pyskl - INFO - Epoch(val) [8][1031] top1_acc: 0.3303, top5_acc: 0.7763 +2024-07-16 15:52:18,518 - pyskl - INFO - Epoch [9][100/2506] lr: 2.482e-02, eta: 23:12:47, time: 0.403, data_time: 0.175, memory: 6429, top1_acc: 0.7538, top5_acc: 0.9625, loss_cls: 1.1264, loss: 1.1264 +2024-07-16 15:52:41,246 - pyskl - INFO - Epoch [9][200/2506] lr: 2.482e-02, eta: 23:12:10, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7481, top5_acc: 0.9675, loss_cls: 1.1278, loss: 1.1278 +2024-07-16 15:53:04,047 - pyskl - INFO - Epoch [9][300/2506] lr: 2.482e-02, eta: 23:11:34, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7606, top5_acc: 0.9569, loss_cls: 1.1342, loss: 1.1342 +2024-07-16 15:53:26,841 - pyskl - INFO - Epoch [9][400/2506] lr: 2.482e-02, eta: 23:10:59, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7394, top5_acc: 0.9569, loss_cls: 1.1842, loss: 1.1842 +2024-07-16 15:53:49,657 - pyskl - INFO - Epoch [9][500/2506] lr: 2.482e-02, eta: 23:10:24, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7631, top5_acc: 0.9575, loss_cls: 1.1741, loss: 1.1741 +2024-07-16 15:54:12,483 - pyskl - INFO - Epoch [9][600/2506] lr: 2.481e-02, eta: 23:09:49, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7550, top5_acc: 0.9625, loss_cls: 1.1356, loss: 1.1356 +2024-07-16 15:54:35,305 - pyskl - INFO - Epoch [9][700/2506] lr: 2.481e-02, eta: 23:09:15, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7588, top5_acc: 0.9675, loss_cls: 1.1280, loss: 1.1280 +2024-07-16 15:54:58,136 - pyskl - INFO - Epoch [9][800/2506] lr: 2.481e-02, eta: 23:08:40, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7412, top5_acc: 0.9513, loss_cls: 1.1715, loss: 1.1715 +2024-07-16 15:55:20,971 - pyskl - INFO - Epoch [9][900/2506] lr: 2.481e-02, eta: 23:08:06, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7338, top5_acc: 0.9563, loss_cls: 1.2326, loss: 1.2326 +2024-07-16 15:55:43,811 - pyskl - INFO - Epoch [9][1000/2506] lr: 2.481e-02, eta: 23:07:32, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7481, top5_acc: 0.9550, loss_cls: 1.2007, loss: 1.2007 +2024-07-16 15:56:06,571 - pyskl - INFO - Epoch [9][1100/2506] lr: 2.481e-02, eta: 23:06:57, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7762, top5_acc: 0.9631, loss_cls: 1.0945, loss: 1.0945 +2024-07-16 15:56:29,170 - pyskl - INFO - Epoch [9][1200/2506] lr: 2.480e-02, eta: 23:06:19, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7581, top5_acc: 0.9556, loss_cls: 1.1271, loss: 1.1271 +2024-07-16 15:56:51,787 - pyskl - INFO - Epoch [9][1300/2506] lr: 2.480e-02, eta: 23:05:42, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7562, top5_acc: 0.9506, loss_cls: 1.1375, loss: 1.1375 +2024-07-16 15:57:14,399 - pyskl - INFO - Epoch [9][1400/2506] lr: 2.480e-02, eta: 23:05:04, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7519, top5_acc: 0.9550, loss_cls: 1.1730, loss: 1.1730 +2024-07-16 15:57:37,069 - pyskl - INFO - Epoch [9][1500/2506] lr: 2.480e-02, eta: 23:04:28, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7569, top5_acc: 0.9481, loss_cls: 1.1841, loss: 1.1841 +2024-07-16 15:57:59,681 - pyskl - INFO - Epoch [9][1600/2506] lr: 2.480e-02, eta: 23:03:51, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7631, top5_acc: 0.9556, loss_cls: 1.1344, loss: 1.1344 +2024-07-16 15:58:22,305 - pyskl - INFO - Epoch [9][1700/2506] lr: 2.479e-02, eta: 23:03:14, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7531, top5_acc: 0.9519, loss_cls: 1.1566, loss: 1.1566 +2024-07-16 15:58:44,856 - pyskl - INFO - Epoch [9][1800/2506] lr: 2.479e-02, eta: 23:02:37, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7669, top5_acc: 0.9644, loss_cls: 1.0993, loss: 1.0993 +2024-07-16 15:59:07,464 - pyskl - INFO - Epoch [9][1900/2506] lr: 2.479e-02, eta: 23:02:00, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7462, top5_acc: 0.9537, loss_cls: 1.1429, loss: 1.1429 +2024-07-16 15:59:30,119 - pyskl - INFO - Epoch [9][2000/2506] lr: 2.479e-02, eta: 23:01:24, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7531, top5_acc: 0.9650, loss_cls: 1.1136, loss: 1.1136 +2024-07-16 15:59:52,865 - pyskl - INFO - Epoch [9][2100/2506] lr: 2.479e-02, eta: 23:00:50, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7638, top5_acc: 0.9637, loss_cls: 1.1112, loss: 1.1112 +2024-07-16 16:00:15,594 - pyskl - INFO - Epoch [9][2200/2506] lr: 2.478e-02, eta: 23:00:15, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7581, top5_acc: 0.9494, loss_cls: 1.1653, loss: 1.1653 +2024-07-16 16:00:38,496 - pyskl - INFO - Epoch [9][2300/2506] lr: 2.478e-02, eta: 22:59:44, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7481, top5_acc: 0.9637, loss_cls: 1.1645, loss: 1.1645 +2024-07-16 16:01:01,247 - pyskl - INFO - Epoch [9][2400/2506] lr: 2.478e-02, eta: 22:59:10, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7719, top5_acc: 0.9619, loss_cls: 1.0939, loss: 1.0939 +2024-07-16 16:01:24,051 - pyskl - INFO - Epoch [9][2500/2506] lr: 2.478e-02, eta: 22:58:37, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7638, top5_acc: 0.9581, loss_cls: 1.0937, loss: 1.0937 +2024-07-16 16:01:25,889 - pyskl - INFO - Saving checkpoint at 9 epochs +2024-07-16 16:02:42,222 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 16:02:42,288 - pyskl - INFO - +top1_acc 0.6870 +top5_acc 0.9355 +2024-07-16 16:02:42,291 - pyskl - INFO - Epoch(val) [9][1031] top1_acc: 0.6870, top5_acc: 0.9355 +2024-07-16 16:03:22,489 - pyskl - INFO - Epoch [10][100/2506] lr: 2.478e-02, eta: 23:02:12, time: 0.402, data_time: 0.175, memory: 6429, top1_acc: 0.7562, top5_acc: 0.9650, loss_cls: 1.0808, loss: 1.0808 +2024-07-16 16:03:45,468 - pyskl - INFO - Epoch [10][200/2506] lr: 2.477e-02, eta: 23:01:41, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7556, top5_acc: 0.9556, loss_cls: 1.1536, loss: 1.1536 +2024-07-16 16:04:08,356 - pyskl - INFO - Epoch [10][300/2506] lr: 2.477e-02, eta: 23:01:08, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7631, top5_acc: 0.9556, loss_cls: 1.1153, loss: 1.1153 +2024-07-16 16:04:31,035 - pyskl - INFO - Epoch [10][400/2506] lr: 2.477e-02, eta: 23:00:33, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7550, top5_acc: 0.9606, loss_cls: 1.1496, loss: 1.1496 +2024-07-16 16:04:53,599 - pyskl - INFO - Epoch [10][500/2506] lr: 2.477e-02, eta: 22:59:55, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7444, top5_acc: 0.9581, loss_cls: 1.1357, loss: 1.1357 +2024-07-16 16:05:16,317 - pyskl - INFO - Epoch [10][600/2506] lr: 2.477e-02, eta: 22:59:20, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7475, top5_acc: 0.9469, loss_cls: 1.1487, loss: 1.1487 +2024-07-16 16:05:38,997 - pyskl - INFO - Epoch [10][700/2506] lr: 2.476e-02, eta: 22:58:45, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7606, top5_acc: 0.9594, loss_cls: 1.0805, loss: 1.0805 +2024-07-16 16:06:01,765 - pyskl - INFO - Epoch [10][800/2506] lr: 2.476e-02, eta: 22:58:11, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7612, top5_acc: 0.9637, loss_cls: 1.1370, loss: 1.1370 +2024-07-16 16:06:24,516 - pyskl - INFO - Epoch [10][900/2506] lr: 2.476e-02, eta: 22:57:37, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7550, top5_acc: 0.9656, loss_cls: 1.0968, loss: 1.0968 +2024-07-16 16:06:47,257 - pyskl - INFO - Epoch [10][1000/2506] lr: 2.476e-02, eta: 22:57:03, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7662, top5_acc: 0.9706, loss_cls: 1.0559, loss: 1.0559 +2024-07-16 16:07:10,036 - pyskl - INFO - Epoch [10][1100/2506] lr: 2.476e-02, eta: 22:56:30, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7550, top5_acc: 0.9600, loss_cls: 1.1108, loss: 1.1108 +2024-07-16 16:07:32,858 - pyskl - INFO - Epoch [10][1200/2506] lr: 2.475e-02, eta: 22:55:57, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7194, top5_acc: 0.9431, loss_cls: 1.2546, loss: 1.2546 +2024-07-16 16:07:55,794 - pyskl - INFO - Epoch [10][1300/2506] lr: 2.475e-02, eta: 22:55:26, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7681, top5_acc: 0.9637, loss_cls: 1.0810, loss: 1.0810 +2024-07-16 16:08:18,515 - pyskl - INFO - Epoch [10][1400/2506] lr: 2.475e-02, eta: 22:54:52, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7675, top5_acc: 0.9569, loss_cls: 1.1266, loss: 1.1266 +2024-07-16 16:08:41,181 - pyskl - INFO - Epoch [10][1500/2506] lr: 2.475e-02, eta: 22:54:17, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7600, top5_acc: 0.9631, loss_cls: 1.0909, loss: 1.0909 +2024-07-16 16:09:03,835 - pyskl - INFO - Epoch [10][1600/2506] lr: 2.475e-02, eta: 22:53:42, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7788, top5_acc: 0.9706, loss_cls: 1.0385, loss: 1.0385 +2024-07-16 16:09:26,510 - pyskl - INFO - Epoch [10][1700/2506] lr: 2.474e-02, eta: 22:53:08, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7575, top5_acc: 0.9463, loss_cls: 1.1832, loss: 1.1832 +2024-07-16 16:09:49,295 - pyskl - INFO - Epoch [10][1800/2506] lr: 2.474e-02, eta: 22:52:35, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7625, top5_acc: 0.9581, loss_cls: 1.1254, loss: 1.1254 +2024-07-16 16:10:12,165 - pyskl - INFO - Epoch [10][1900/2506] lr: 2.474e-02, eta: 22:52:04, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7531, top5_acc: 0.9544, loss_cls: 1.1602, loss: 1.1602 +2024-07-16 16:10:34,869 - pyskl - INFO - Epoch [10][2000/2506] lr: 2.474e-02, eta: 22:51:30, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7631, top5_acc: 0.9569, loss_cls: 1.1507, loss: 1.1507 +2024-07-16 16:10:57,687 - pyskl - INFO - Epoch [10][2100/2506] lr: 2.474e-02, eta: 22:50:58, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7850, top5_acc: 0.9712, loss_cls: 1.0418, loss: 1.0418 +2024-07-16 16:11:20,528 - pyskl - INFO - Epoch [10][2200/2506] lr: 2.473e-02, eta: 22:50:26, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7469, top5_acc: 0.9600, loss_cls: 1.1629, loss: 1.1629 +2024-07-16 16:11:43,243 - pyskl - INFO - Epoch [10][2300/2506] lr: 2.473e-02, eta: 22:49:53, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7788, top5_acc: 0.9644, loss_cls: 1.0565, loss: 1.0565 +2024-07-16 16:12:06,045 - pyskl - INFO - Epoch [10][2400/2506] lr: 2.473e-02, eta: 22:49:21, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7431, top5_acc: 0.9587, loss_cls: 1.1570, loss: 1.1570 +2024-07-16 16:12:28,820 - pyskl - INFO - Epoch [10][2500/2506] lr: 2.473e-02, eta: 22:48:49, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7669, top5_acc: 0.9669, loss_cls: 1.0979, loss: 1.0979 +2024-07-16 16:12:30,632 - pyskl - INFO - Saving checkpoint at 10 epochs +2024-07-16 16:13:46,987 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 16:13:47,053 - pyskl - INFO - +top1_acc 0.7194 +top5_acc 0.9353 +2024-07-16 16:13:47,057 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_7.pth was removed +2024-07-16 16:13:47,183 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2024-07-16 16:13:47,183 - pyskl - INFO - Best top1_acc is 0.7194 at 10 epoch. +2024-07-16 16:13:47,186 - pyskl - INFO - Epoch(val) [10][1031] top1_acc: 0.7194, top5_acc: 0.9353 +2024-07-16 16:14:27,330 - pyskl - INFO - Epoch [11][100/2506] lr: 2.472e-02, eta: 22:51:57, time: 0.401, data_time: 0.176, memory: 6429, top1_acc: 0.7544, top5_acc: 0.9550, loss_cls: 1.1472, loss: 1.1472 +2024-07-16 16:14:49,981 - pyskl - INFO - Epoch [11][200/2506] lr: 2.472e-02, eta: 22:51:23, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9675, loss_cls: 1.0547, loss: 1.0547 +2024-07-16 16:15:12,728 - pyskl - INFO - Epoch [11][300/2506] lr: 2.472e-02, eta: 22:50:49, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7619, top5_acc: 0.9544, loss_cls: 1.1433, loss: 1.1433 +2024-07-16 16:15:35,437 - pyskl - INFO - Epoch [11][400/2506] lr: 2.472e-02, eta: 22:50:15, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7650, top5_acc: 0.9569, loss_cls: 1.0783, loss: 1.0783 +2024-07-16 16:15:58,167 - pyskl - INFO - Epoch [11][500/2506] lr: 2.472e-02, eta: 22:49:42, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7812, top5_acc: 0.9606, loss_cls: 1.0657, loss: 1.0657 +2024-07-16 16:16:20,873 - pyskl - INFO - Epoch [11][600/2506] lr: 2.471e-02, eta: 22:49:08, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9637, loss_cls: 1.0377, loss: 1.0377 +2024-07-16 16:16:43,613 - pyskl - INFO - Epoch [11][700/2506] lr: 2.471e-02, eta: 22:48:35, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7588, top5_acc: 0.9688, loss_cls: 1.0868, loss: 1.0868 +2024-07-16 16:17:06,348 - pyskl - INFO - Epoch [11][800/2506] lr: 2.471e-02, eta: 22:48:02, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7525, top5_acc: 0.9556, loss_cls: 1.1425, loss: 1.1425 +2024-07-16 16:17:29,124 - pyskl - INFO - Epoch [11][900/2506] lr: 2.471e-02, eta: 22:47:29, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7669, top5_acc: 0.9656, loss_cls: 1.0780, loss: 1.0780 +2024-07-16 16:17:51,924 - pyskl - INFO - Epoch [11][1000/2506] lr: 2.470e-02, eta: 22:46:57, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7612, top5_acc: 0.9681, loss_cls: 1.0938, loss: 1.0938 +2024-07-16 16:18:14,781 - pyskl - INFO - Epoch [11][1100/2506] lr: 2.470e-02, eta: 22:46:26, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7625, top5_acc: 0.9650, loss_cls: 1.0725, loss: 1.0725 +2024-07-16 16:18:37,509 - pyskl - INFO - Epoch [11][1200/2506] lr: 2.470e-02, eta: 22:45:53, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7519, top5_acc: 0.9556, loss_cls: 1.1711, loss: 1.1711 +2024-07-16 16:19:00,329 - pyskl - INFO - Epoch [11][1300/2506] lr: 2.470e-02, eta: 22:45:21, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7844, top5_acc: 0.9625, loss_cls: 1.0530, loss: 1.0530 +2024-07-16 16:19:23,155 - pyskl - INFO - Epoch [11][1400/2506] lr: 2.470e-02, eta: 22:44:50, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7844, top5_acc: 0.9725, loss_cls: 1.0101, loss: 1.0101 +2024-07-16 16:19:45,938 - pyskl - INFO - Epoch [11][1500/2506] lr: 2.469e-02, eta: 22:44:18, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7594, top5_acc: 0.9644, loss_cls: 1.0761, loss: 1.0761 +2024-07-16 16:20:08,742 - pyskl - INFO - Epoch [11][1600/2506] lr: 2.469e-02, eta: 22:43:46, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7569, top5_acc: 0.9650, loss_cls: 1.1173, loss: 1.1173 +2024-07-16 16:20:31,490 - pyskl - INFO - Epoch [11][1700/2506] lr: 2.469e-02, eta: 22:43:14, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7875, top5_acc: 0.9644, loss_cls: 1.0324, loss: 1.0324 +2024-07-16 16:20:54,324 - pyskl - INFO - Epoch [11][1800/2506] lr: 2.469e-02, eta: 22:42:43, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7500, top5_acc: 0.9581, loss_cls: 1.1467, loss: 1.1467 +2024-07-16 16:21:17,105 - pyskl - INFO - Epoch [11][1900/2506] lr: 2.468e-02, eta: 22:42:11, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7662, top5_acc: 0.9631, loss_cls: 1.1381, loss: 1.1381 +2024-07-16 16:21:39,847 - pyskl - INFO - Epoch [11][2000/2506] lr: 2.468e-02, eta: 22:41:39, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7731, top5_acc: 0.9675, loss_cls: 1.0979, loss: 1.0979 +2024-07-16 16:22:02,572 - pyskl - INFO - Epoch [11][2100/2506] lr: 2.468e-02, eta: 22:41:06, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7594, top5_acc: 0.9606, loss_cls: 1.1045, loss: 1.1045 +2024-07-16 16:22:25,343 - pyskl - INFO - Epoch [11][2200/2506] lr: 2.468e-02, eta: 22:40:35, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7694, top5_acc: 0.9731, loss_cls: 1.0629, loss: 1.0629 +2024-07-16 16:22:48,135 - pyskl - INFO - Epoch [11][2300/2506] lr: 2.467e-02, eta: 22:40:03, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7650, top5_acc: 0.9581, loss_cls: 1.1108, loss: 1.1108 +2024-07-16 16:23:10,936 - pyskl - INFO - Epoch [11][2400/2506] lr: 2.467e-02, eta: 22:39:32, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9637, loss_cls: 1.0627, loss: 1.0627 +2024-07-16 16:23:33,861 - pyskl - INFO - Epoch [11][2500/2506] lr: 2.467e-02, eta: 22:39:02, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7775, top5_acc: 0.9631, loss_cls: 1.0754, loss: 1.0754 +2024-07-16 16:23:35,757 - pyskl - INFO - Saving checkpoint at 11 epochs +2024-07-16 16:24:52,032 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 16:24:52,102 - pyskl - INFO - +top1_acc 0.7129 +top5_acc 0.9444 +2024-07-16 16:24:52,104 - pyskl - INFO - Epoch(val) [11][1031] top1_acc: 0.7129, top5_acc: 0.9444 +2024-07-16 16:25:32,574 - pyskl - INFO - Epoch [12][100/2506] lr: 2.467e-02, eta: 22:41:55, time: 0.405, data_time: 0.178, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 1.0191, loss: 1.0191 +2024-07-16 16:25:55,285 - pyskl - INFO - Epoch [12][200/2506] lr: 2.466e-02, eta: 22:41:22, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7588, top5_acc: 0.9656, loss_cls: 1.0849, loss: 1.0849 +2024-07-16 16:26:17,943 - pyskl - INFO - Epoch [12][300/2506] lr: 2.466e-02, eta: 22:40:48, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7744, top5_acc: 0.9681, loss_cls: 1.0494, loss: 1.0494 +2024-07-16 16:26:40,585 - pyskl - INFO - Epoch [12][400/2506] lr: 2.466e-02, eta: 22:40:15, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7775, top5_acc: 0.9594, loss_cls: 1.0344, loss: 1.0344 +2024-07-16 16:27:03,207 - pyskl - INFO - Epoch [12][500/2506] lr: 2.466e-02, eta: 22:39:41, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7575, top5_acc: 0.9606, loss_cls: 1.1150, loss: 1.1150 +2024-07-16 16:27:25,836 - pyskl - INFO - Epoch [12][600/2506] lr: 2.466e-02, eta: 22:39:07, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7694, top5_acc: 0.9581, loss_cls: 1.1277, loss: 1.1277 +2024-07-16 16:27:48,449 - pyskl - INFO - Epoch [12][700/2506] lr: 2.465e-02, eta: 22:38:33, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7900, top5_acc: 0.9712, loss_cls: 1.0060, loss: 1.0060 +2024-07-16 16:28:10,971 - pyskl - INFO - Epoch [12][800/2506] lr: 2.465e-02, eta: 22:37:59, time: 0.225, data_time: 0.000, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9675, loss_cls: 0.9690, loss: 0.9690 +2024-07-16 16:28:33,576 - pyskl - INFO - Epoch [12][900/2506] lr: 2.465e-02, eta: 22:37:25, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7756, top5_acc: 0.9587, loss_cls: 1.0776, loss: 1.0776 +2024-07-16 16:28:56,171 - pyskl - INFO - Epoch [12][1000/2506] lr: 2.465e-02, eta: 22:36:51, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7575, top5_acc: 0.9613, loss_cls: 1.0943, loss: 1.0943 +2024-07-16 16:29:18,774 - pyskl - INFO - Epoch [12][1100/2506] lr: 2.464e-02, eta: 22:36:17, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7850, top5_acc: 0.9631, loss_cls: 1.0467, loss: 1.0467 +2024-07-16 16:29:41,599 - pyskl - INFO - Epoch [12][1200/2506] lr: 2.464e-02, eta: 22:35:47, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 1.0420, loss: 1.0420 +2024-07-16 16:30:04,378 - pyskl - INFO - Epoch [12][1300/2506] lr: 2.464e-02, eta: 22:35:15, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7712, top5_acc: 0.9644, loss_cls: 1.0608, loss: 1.0608 +2024-07-16 16:30:27,159 - pyskl - INFO - Epoch [12][1400/2506] lr: 2.464e-02, eta: 22:34:44, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9581, loss_cls: 1.0538, loss: 1.0538 +2024-07-16 16:30:49,888 - pyskl - INFO - Epoch [12][1500/2506] lr: 2.463e-02, eta: 22:34:12, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7650, top5_acc: 0.9513, loss_cls: 1.1120, loss: 1.1120 +2024-07-16 16:31:12,653 - pyskl - INFO - Epoch [12][1600/2506] lr: 2.463e-02, eta: 22:33:41, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7731, top5_acc: 0.9731, loss_cls: 1.0812, loss: 1.0812 +2024-07-16 16:31:35,384 - pyskl - INFO - Epoch [12][1700/2506] lr: 2.463e-02, eta: 22:33:09, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7694, top5_acc: 0.9619, loss_cls: 1.0763, loss: 1.0763 +2024-07-16 16:31:58,165 - pyskl - INFO - Epoch [12][1800/2506] lr: 2.463e-02, eta: 22:32:38, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7744, top5_acc: 0.9619, loss_cls: 1.0616, loss: 1.0616 +2024-07-16 16:32:20,991 - pyskl - INFO - Epoch [12][1900/2506] lr: 2.462e-02, eta: 22:32:08, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7631, top5_acc: 0.9575, loss_cls: 1.1020, loss: 1.1020 +2024-07-16 16:32:43,776 - pyskl - INFO - Epoch [12][2000/2506] lr: 2.462e-02, eta: 22:31:37, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9694, loss_cls: 1.0122, loss: 1.0122 +2024-07-16 16:33:06,533 - pyskl - INFO - Epoch [12][2100/2506] lr: 2.462e-02, eta: 22:31:06, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7594, top5_acc: 0.9644, loss_cls: 1.0840, loss: 1.0840 +2024-07-16 16:33:29,282 - pyskl - INFO - Epoch [12][2200/2506] lr: 2.462e-02, eta: 22:30:35, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7725, top5_acc: 0.9663, loss_cls: 1.0733, loss: 1.0733 +2024-07-16 16:33:52,075 - pyskl - INFO - Epoch [12][2300/2506] lr: 2.461e-02, eta: 22:30:04, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7519, top5_acc: 0.9544, loss_cls: 1.1357, loss: 1.1357 +2024-07-16 16:34:14,873 - pyskl - INFO - Epoch [12][2400/2506] lr: 2.461e-02, eta: 22:29:34, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7812, top5_acc: 0.9656, loss_cls: 1.0616, loss: 1.0616 +2024-07-16 16:34:37,640 - pyskl - INFO - Epoch [12][2500/2506] lr: 2.461e-02, eta: 22:29:03, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7875, top5_acc: 0.9663, loss_cls: 0.9867, loss: 0.9867 +2024-07-16 16:34:39,494 - pyskl - INFO - Saving checkpoint at 12 epochs +2024-07-16 16:35:55,994 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 16:35:56,060 - pyskl - INFO - +top1_acc 0.6992 +top5_acc 0.9286 +2024-07-16 16:35:56,063 - pyskl - INFO - Epoch(val) [12][1031] top1_acc: 0.6992, top5_acc: 0.9286 +2024-07-16 16:36:36,458 - pyskl - INFO - Epoch [13][100/2506] lr: 2.460e-02, eta: 22:31:37, time: 0.404, data_time: 0.176, memory: 6429, top1_acc: 0.7856, top5_acc: 0.9606, loss_cls: 1.0488, loss: 1.0488 +2024-07-16 16:36:59,159 - pyskl - INFO - Epoch [13][200/2506] lr: 2.460e-02, eta: 22:31:05, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7944, top5_acc: 0.9663, loss_cls: 0.9910, loss: 0.9910 +2024-07-16 16:37:21,862 - pyskl - INFO - Epoch [13][300/2506] lr: 2.460e-02, eta: 22:30:33, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7638, top5_acc: 0.9644, loss_cls: 1.0895, loss: 1.0895 +2024-07-16 16:37:44,657 - pyskl - INFO - Epoch [13][400/2506] lr: 2.460e-02, eta: 22:30:02, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9694, loss_cls: 0.9931, loss: 0.9931 +2024-07-16 16:38:07,439 - pyskl - INFO - Epoch [13][500/2506] lr: 2.459e-02, eta: 22:29:31, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7788, top5_acc: 0.9731, loss_cls: 1.0129, loss: 1.0129 +2024-07-16 16:38:30,157 - pyskl - INFO - Epoch [13][600/2506] lr: 2.459e-02, eta: 22:28:59, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7881, top5_acc: 0.9637, loss_cls: 1.0283, loss: 1.0283 +2024-07-16 16:38:52,932 - pyskl - INFO - Epoch [13][700/2506] lr: 2.459e-02, eta: 22:28:28, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7837, top5_acc: 0.9719, loss_cls: 1.0132, loss: 1.0132 +2024-07-16 16:39:15,677 - pyskl - INFO - Epoch [13][800/2506] lr: 2.459e-02, eta: 22:27:57, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7669, top5_acc: 0.9650, loss_cls: 1.0604, loss: 1.0604 +2024-07-16 16:39:38,417 - pyskl - INFO - Epoch [13][900/2506] lr: 2.458e-02, eta: 22:27:26, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7744, top5_acc: 0.9644, loss_cls: 1.0494, loss: 1.0494 +2024-07-16 16:40:01,118 - pyskl - INFO - Epoch [13][1000/2506] lr: 2.458e-02, eta: 22:26:54, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7456, top5_acc: 0.9606, loss_cls: 1.1681, loss: 1.1681 +2024-07-16 16:40:23,918 - pyskl - INFO - Epoch [13][1100/2506] lr: 2.458e-02, eta: 22:26:24, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7756, top5_acc: 0.9644, loss_cls: 1.0643, loss: 1.0643 +2024-07-16 16:40:46,692 - pyskl - INFO - Epoch [13][1200/2506] lr: 2.458e-02, eta: 22:25:53, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7788, top5_acc: 0.9600, loss_cls: 1.0486, loss: 1.0486 +2024-07-16 16:41:09,493 - pyskl - INFO - Epoch [13][1300/2506] lr: 2.457e-02, eta: 22:25:22, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7744, top5_acc: 0.9644, loss_cls: 1.0414, loss: 1.0414 +2024-07-16 16:41:32,246 - pyskl - INFO - Epoch [13][1400/2506] lr: 2.457e-02, eta: 22:24:52, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7725, top5_acc: 0.9637, loss_cls: 1.0679, loss: 1.0679 +2024-07-16 16:41:55,026 - pyskl - INFO - Epoch [13][1500/2506] lr: 2.457e-02, eta: 22:24:21, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7794, top5_acc: 0.9569, loss_cls: 1.0563, loss: 1.0563 +2024-07-16 16:42:17,842 - pyskl - INFO - Epoch [13][1600/2506] lr: 2.456e-02, eta: 22:23:51, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7512, top5_acc: 0.9656, loss_cls: 1.0817, loss: 1.0817 +2024-07-16 16:42:40,705 - pyskl - INFO - Epoch [13][1700/2506] lr: 2.456e-02, eta: 22:23:22, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7625, top5_acc: 0.9606, loss_cls: 1.0736, loss: 1.0736 +2024-07-16 16:43:03,525 - pyskl - INFO - Epoch [13][1800/2506] lr: 2.456e-02, eta: 22:22:52, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7781, top5_acc: 0.9669, loss_cls: 1.0557, loss: 1.0557 +2024-07-16 16:43:26,239 - pyskl - INFO - Epoch [13][1900/2506] lr: 2.456e-02, eta: 22:22:21, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7850, top5_acc: 0.9644, loss_cls: 1.0081, loss: 1.0081 +2024-07-16 16:43:48,916 - pyskl - INFO - Epoch [13][2000/2506] lr: 2.455e-02, eta: 22:21:49, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9725, loss_cls: 0.9970, loss: 0.9970 +2024-07-16 16:44:11,555 - pyskl - INFO - Epoch [13][2100/2506] lr: 2.455e-02, eta: 22:21:18, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7638, top5_acc: 0.9675, loss_cls: 1.0989, loss: 1.0989 +2024-07-16 16:44:34,209 - pyskl - INFO - Epoch [13][2200/2506] lr: 2.455e-02, eta: 22:20:46, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7631, top5_acc: 0.9637, loss_cls: 1.0963, loss: 1.0963 +2024-07-16 16:44:56,951 - pyskl - INFO - Epoch [13][2300/2506] lr: 2.455e-02, eta: 22:20:16, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9650, loss_cls: 1.0323, loss: 1.0323 +2024-07-16 16:45:19,662 - pyskl - INFO - Epoch [13][2400/2506] lr: 2.454e-02, eta: 22:19:45, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9656, loss_cls: 1.0216, loss: 1.0216 +2024-07-16 16:45:42,293 - pyskl - INFO - Epoch [13][2500/2506] lr: 2.454e-02, eta: 22:19:13, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9681, loss_cls: 1.0516, loss: 1.0516 +2024-07-16 16:45:44,092 - pyskl - INFO - Saving checkpoint at 13 epochs +2024-07-16 16:47:00,387 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 16:47:00,454 - pyskl - INFO - +top1_acc 0.7389 +top5_acc 0.9543 +2024-07-16 16:47:00,458 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_10.pth was removed +2024-07-16 16:47:00,586 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. +2024-07-16 16:47:00,587 - pyskl - INFO - Best top1_acc is 0.7389 at 13 epoch. +2024-07-16 16:47:00,589 - pyskl - INFO - Epoch(val) [13][1031] top1_acc: 0.7389, top5_acc: 0.9543 +2024-07-16 16:47:40,681 - pyskl - INFO - Epoch [14][100/2506] lr: 2.454e-02, eta: 22:21:29, time: 0.401, data_time: 0.174, memory: 6429, top1_acc: 0.7981, top5_acc: 0.9688, loss_cls: 0.9829, loss: 0.9829 +2024-07-16 16:48:03,345 - pyskl - INFO - Epoch [14][200/2506] lr: 2.453e-02, eta: 22:20:57, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7650, top5_acc: 0.9675, loss_cls: 1.0547, loss: 1.0547 +2024-07-16 16:48:26,027 - pyskl - INFO - Epoch [14][300/2506] lr: 2.453e-02, eta: 22:20:26, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7875, top5_acc: 0.9738, loss_cls: 0.9889, loss: 0.9889 +2024-07-16 16:48:48,710 - pyskl - INFO - Epoch [14][400/2506] lr: 2.453e-02, eta: 22:19:54, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7669, top5_acc: 0.9681, loss_cls: 1.0702, loss: 1.0702 +2024-07-16 16:49:11,362 - pyskl - INFO - Epoch [14][500/2506] lr: 2.453e-02, eta: 22:19:23, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7950, top5_acc: 0.9700, loss_cls: 0.9701, loss: 0.9701 +2024-07-16 16:49:34,104 - pyskl - INFO - Epoch [14][600/2506] lr: 2.452e-02, eta: 22:18:52, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9594, loss_cls: 1.0582, loss: 1.0582 +2024-07-16 16:49:56,726 - pyskl - INFO - Epoch [14][700/2506] lr: 2.452e-02, eta: 22:18:20, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9731, loss_cls: 1.0092, loss: 1.0092 +2024-07-16 16:50:19,419 - pyskl - INFO - Epoch [14][800/2506] lr: 2.452e-02, eta: 22:17:49, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9731, loss_cls: 0.9947, loss: 0.9947 +2024-07-16 16:50:42,192 - pyskl - INFO - Epoch [14][900/2506] lr: 2.451e-02, eta: 22:17:19, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7775, top5_acc: 0.9669, loss_cls: 1.0108, loss: 1.0108 +2024-07-16 16:51:04,946 - pyskl - INFO - Epoch [14][1000/2506] lr: 2.451e-02, eta: 22:16:48, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 0.9380, loss: 0.9380 +2024-07-16 16:51:27,590 - pyskl - INFO - Epoch [14][1100/2506] lr: 2.451e-02, eta: 22:16:17, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9694, loss_cls: 0.9990, loss: 0.9990 +2024-07-16 16:51:50,242 - pyskl - INFO - Epoch [14][1200/2506] lr: 2.451e-02, eta: 22:15:46, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9700, loss_cls: 0.9966, loss: 0.9966 +2024-07-16 16:52:12,859 - pyskl - INFO - Epoch [14][1300/2506] lr: 2.450e-02, eta: 22:15:14, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7781, top5_acc: 0.9688, loss_cls: 1.0648, loss: 1.0648 +2024-07-16 16:52:35,573 - pyskl - INFO - Epoch [14][1400/2506] lr: 2.450e-02, eta: 22:14:44, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7688, top5_acc: 0.9619, loss_cls: 1.0606, loss: 1.0606 +2024-07-16 16:52:58,263 - pyskl - INFO - Epoch [14][1500/2506] lr: 2.450e-02, eta: 22:14:13, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9700, loss_cls: 1.0205, loss: 1.0205 +2024-07-16 16:53:20,925 - pyskl - INFO - Epoch [14][1600/2506] lr: 2.449e-02, eta: 22:13:42, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7738, top5_acc: 0.9569, loss_cls: 1.0657, loss: 1.0657 +2024-07-16 16:53:43,653 - pyskl - INFO - Epoch [14][1700/2506] lr: 2.449e-02, eta: 22:13:11, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7788, top5_acc: 0.9631, loss_cls: 1.0486, loss: 1.0486 +2024-07-16 16:54:06,442 - pyskl - INFO - Epoch [14][1800/2506] lr: 2.449e-02, eta: 22:12:42, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9706, loss_cls: 0.9964, loss: 0.9964 +2024-07-16 16:54:29,104 - pyskl - INFO - Epoch [14][1900/2506] lr: 2.448e-02, eta: 22:12:11, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7837, top5_acc: 0.9650, loss_cls: 1.0173, loss: 1.0173 +2024-07-16 16:54:51,897 - pyskl - INFO - Epoch [14][2000/2506] lr: 2.448e-02, eta: 22:11:41, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7875, top5_acc: 0.9656, loss_cls: 1.0246, loss: 1.0246 +2024-07-16 16:55:14,611 - pyskl - INFO - Epoch [14][2100/2506] lr: 2.448e-02, eta: 22:11:11, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7900, top5_acc: 0.9613, loss_cls: 1.0076, loss: 1.0076 +2024-07-16 16:55:37,320 - pyskl - INFO - Epoch [14][2200/2506] lr: 2.448e-02, eta: 22:10:41, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7638, top5_acc: 0.9587, loss_cls: 1.1020, loss: 1.1020 +2024-07-16 16:56:00,006 - pyskl - INFO - Epoch [14][2300/2506] lr: 2.447e-02, eta: 22:10:11, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7681, top5_acc: 0.9613, loss_cls: 1.1011, loss: 1.1011 +2024-07-16 16:56:22,960 - pyskl - INFO - Epoch [14][2400/2506] lr: 2.447e-02, eta: 22:09:43, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 0.9691, loss: 0.9691 +2024-07-16 16:56:46,115 - pyskl - INFO - Epoch [14][2500/2506] lr: 2.447e-02, eta: 22:09:17, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7619, top5_acc: 0.9637, loss_cls: 1.0555, loss: 1.0555 +2024-07-16 16:56:47,922 - pyskl - INFO - Saving checkpoint at 14 epochs +2024-07-16 16:58:04,734 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 16:58:04,803 - pyskl - INFO - +top1_acc 0.7036 +top5_acc 0.9288 +2024-07-16 16:58:04,806 - pyskl - INFO - Epoch(val) [14][1031] top1_acc: 0.7036, top5_acc: 0.9288 +2024-07-16 16:58:44,581 - pyskl - INFO - Epoch [15][100/2506] lr: 2.446e-02, eta: 22:11:17, time: 0.398, data_time: 0.173, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 0.9659, loss: 0.9659 +2024-07-16 16:59:07,070 - pyskl - INFO - Epoch [15][200/2506] lr: 2.446e-02, eta: 22:10:44, time: 0.225, data_time: 0.000, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9594, loss_cls: 0.9980, loss: 0.9980 +2024-07-16 16:59:29,682 - pyskl - INFO - Epoch [15][300/2506] lr: 2.446e-02, eta: 22:10:13, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7931, top5_acc: 0.9681, loss_cls: 0.9898, loss: 0.9898 +2024-07-16 16:59:52,299 - pyskl - INFO - Epoch [15][400/2506] lr: 2.445e-02, eta: 22:09:42, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7762, top5_acc: 0.9712, loss_cls: 1.0072, loss: 1.0072 +2024-07-16 17:00:14,908 - pyskl - INFO - Epoch [15][500/2506] lr: 2.445e-02, eta: 22:09:10, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9712, loss_cls: 0.9969, loss: 0.9969 +2024-07-16 17:00:37,582 - pyskl - INFO - Epoch [15][600/2506] lr: 2.445e-02, eta: 22:08:40, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 0.9437, loss: 0.9437 +2024-07-16 17:01:00,276 - pyskl - INFO - Epoch [15][700/2506] lr: 2.445e-02, eta: 22:08:09, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7913, top5_acc: 0.9675, loss_cls: 0.9714, loss: 0.9714 +2024-07-16 17:01:22,931 - pyskl - INFO - Epoch [15][800/2506] lr: 2.444e-02, eta: 22:07:38, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7837, top5_acc: 0.9631, loss_cls: 1.0222, loss: 1.0222 +2024-07-16 17:01:45,562 - pyskl - INFO - Epoch [15][900/2506] lr: 2.444e-02, eta: 22:07:07, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7856, top5_acc: 0.9712, loss_cls: 1.0064, loss: 1.0064 +2024-07-16 17:02:08,212 - pyskl - INFO - Epoch [15][1000/2506] lr: 2.444e-02, eta: 22:06:37, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7662, top5_acc: 0.9575, loss_cls: 1.0702, loss: 1.0702 +2024-07-16 17:02:31,021 - pyskl - INFO - Epoch [15][1100/2506] lr: 2.443e-02, eta: 22:06:07, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9637, loss_cls: 1.0314, loss: 1.0314 +2024-07-16 17:02:53,739 - pyskl - INFO - Epoch [15][1200/2506] lr: 2.443e-02, eta: 22:05:37, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7875, top5_acc: 0.9738, loss_cls: 0.9687, loss: 0.9687 +2024-07-16 17:03:16,496 - pyskl - INFO - Epoch [15][1300/2506] lr: 2.443e-02, eta: 22:05:08, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7850, top5_acc: 0.9675, loss_cls: 1.0141, loss: 1.0141 +2024-07-16 17:03:39,234 - pyskl - INFO - Epoch [15][1400/2506] lr: 2.442e-02, eta: 22:04:38, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7850, top5_acc: 0.9681, loss_cls: 1.0085, loss: 1.0085 +2024-07-16 17:04:02,019 - pyskl - INFO - Epoch [15][1500/2506] lr: 2.442e-02, eta: 22:04:09, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7812, top5_acc: 0.9644, loss_cls: 1.0424, loss: 1.0424 +2024-07-16 17:04:24,890 - pyskl - INFO - Epoch [15][1600/2506] lr: 2.442e-02, eta: 22:03:40, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7825, top5_acc: 0.9675, loss_cls: 1.0349, loss: 1.0349 +2024-07-16 17:04:47,664 - pyskl - INFO - Epoch [15][1700/2506] lr: 2.441e-02, eta: 22:03:11, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7731, top5_acc: 0.9637, loss_cls: 1.0344, loss: 1.0344 +2024-07-16 17:05:10,413 - pyskl - INFO - Epoch [15][1800/2506] lr: 2.441e-02, eta: 22:02:42, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7931, top5_acc: 0.9581, loss_cls: 1.0216, loss: 1.0216 +2024-07-16 17:05:33,213 - pyskl - INFO - Epoch [15][1900/2506] lr: 2.441e-02, eta: 22:02:13, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7662, top5_acc: 0.9663, loss_cls: 1.0361, loss: 1.0361 +2024-07-16 17:05:56,071 - pyskl - INFO - Epoch [15][2000/2506] lr: 2.440e-02, eta: 22:01:44, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7937, top5_acc: 0.9700, loss_cls: 0.9964, loss: 0.9964 +2024-07-16 17:06:18,854 - pyskl - INFO - Epoch [15][2100/2506] lr: 2.440e-02, eta: 22:01:15, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9637, loss_cls: 1.0032, loss: 1.0032 +2024-07-16 17:06:41,620 - pyskl - INFO - Epoch [15][2200/2506] lr: 2.440e-02, eta: 22:00:46, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7906, top5_acc: 0.9569, loss_cls: 1.0133, loss: 1.0133 +2024-07-16 17:07:04,320 - pyskl - INFO - Epoch [15][2300/2506] lr: 2.439e-02, eta: 22:00:16, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9688, loss_cls: 1.0304, loss: 1.0304 +2024-07-16 17:07:27,025 - pyskl - INFO - Epoch [15][2400/2506] lr: 2.439e-02, eta: 21:59:46, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7706, top5_acc: 0.9781, loss_cls: 1.0438, loss: 1.0438 +2024-07-16 17:07:50,209 - pyskl - INFO - Epoch [15][2500/2506] lr: 2.439e-02, eta: 21:59:21, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7875, top5_acc: 0.9637, loss_cls: 0.9970, loss: 0.9970 +2024-07-16 17:07:52,041 - pyskl - INFO - Saving checkpoint at 15 epochs +2024-07-16 17:09:09,104 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 17:09:09,173 - pyskl - INFO - +top1_acc 0.7248 +top5_acc 0.9491 +2024-07-16 17:09:09,175 - pyskl - INFO - Epoch(val) [15][1031] top1_acc: 0.7248, top5_acc: 0.9491 +2024-07-16 17:09:49,572 - pyskl - INFO - Epoch [16][100/2506] lr: 2.439e-02, eta: 22:01:16, time: 0.404, data_time: 0.177, memory: 6429, top1_acc: 0.7931, top5_acc: 0.9719, loss_cls: 1.0058, loss: 1.0058 +2024-07-16 17:10:12,284 - pyskl - INFO - Epoch [16][200/2506] lr: 2.438e-02, eta: 22:00:46, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7800, top5_acc: 0.9644, loss_cls: 1.0478, loss: 1.0478 +2024-07-16 17:10:35,089 - pyskl - INFO - Epoch [16][300/2506] lr: 2.438e-02, eta: 22:00:17, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9756, loss_cls: 0.9377, loss: 0.9377 +2024-07-16 17:10:57,965 - pyskl - INFO - Epoch [16][400/2506] lr: 2.438e-02, eta: 21:59:49, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9712, loss_cls: 0.9924, loss: 0.9924 +2024-07-16 17:11:20,786 - pyskl - INFO - Epoch [16][500/2506] lr: 2.437e-02, eta: 21:59:20, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9700, loss_cls: 0.9812, loss: 0.9812 +2024-07-16 17:11:43,605 - pyskl - INFO - Epoch [16][600/2506] lr: 2.437e-02, eta: 21:58:51, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7906, top5_acc: 0.9700, loss_cls: 0.9902, loss: 0.9902 +2024-07-16 17:12:06,456 - pyskl - INFO - Epoch [16][700/2506] lr: 2.437e-02, eta: 21:58:22, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9694, loss_cls: 1.0235, loss: 1.0235 +2024-07-16 17:12:29,268 - pyskl - INFO - Epoch [16][800/2506] lr: 2.436e-02, eta: 21:57:53, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7963, top5_acc: 0.9675, loss_cls: 1.0149, loss: 1.0149 +2024-07-16 17:12:52,183 - pyskl - INFO - Epoch [16][900/2506] lr: 2.436e-02, eta: 21:57:25, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9744, loss_cls: 0.9376, loss: 0.9376 +2024-07-16 17:13:14,992 - pyskl - INFO - Epoch [16][1000/2506] lr: 2.436e-02, eta: 21:56:57, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7850, top5_acc: 0.9725, loss_cls: 1.0067, loss: 1.0067 +2024-07-16 17:13:37,709 - pyskl - INFO - Epoch [16][1100/2506] lr: 2.435e-02, eta: 21:56:27, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7744, top5_acc: 0.9600, loss_cls: 1.0751, loss: 1.0751 +2024-07-16 17:14:00,428 - pyskl - INFO - Epoch [16][1200/2506] lr: 2.435e-02, eta: 21:55:57, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7794, top5_acc: 0.9656, loss_cls: 1.0096, loss: 1.0096 +2024-07-16 17:14:23,116 - pyskl - INFO - Epoch [16][1300/2506] lr: 2.435e-02, eta: 21:55:28, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7894, top5_acc: 0.9644, loss_cls: 1.0238, loss: 1.0238 +2024-07-16 17:14:45,820 - pyskl - INFO - Epoch [16][1400/2506] lr: 2.434e-02, eta: 21:54:58, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 0.9928, loss: 0.9928 +2024-07-16 17:15:08,513 - pyskl - INFO - Epoch [16][1500/2506] lr: 2.434e-02, eta: 21:54:28, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 0.9886, loss: 0.9886 +2024-07-16 17:15:31,189 - pyskl - INFO - Epoch [16][1600/2506] lr: 2.434e-02, eta: 21:53:59, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7700, top5_acc: 0.9637, loss_cls: 1.0636, loss: 1.0636 +2024-07-16 17:15:53,960 - pyskl - INFO - Epoch [16][1700/2506] lr: 2.433e-02, eta: 21:53:30, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9644, loss_cls: 0.9984, loss: 0.9984 +2024-07-16 17:16:16,744 - pyskl - INFO - Epoch [16][1800/2506] lr: 2.433e-02, eta: 21:53:01, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7719, top5_acc: 0.9681, loss_cls: 1.0537, loss: 1.0537 +2024-07-16 17:16:39,585 - pyskl - INFO - Epoch [16][1900/2506] lr: 2.433e-02, eta: 21:52:33, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7913, top5_acc: 0.9669, loss_cls: 0.9846, loss: 0.9846 +2024-07-16 17:17:02,474 - pyskl - INFO - Epoch [16][2000/2506] lr: 2.432e-02, eta: 21:52:05, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7881, top5_acc: 0.9637, loss_cls: 1.0065, loss: 1.0065 +2024-07-16 17:17:25,316 - pyskl - INFO - Epoch [16][2100/2506] lr: 2.432e-02, eta: 21:51:37, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7812, top5_acc: 0.9725, loss_cls: 1.0061, loss: 1.0061 +2024-07-16 17:17:48,098 - pyskl - INFO - Epoch [16][2200/2506] lr: 2.432e-02, eta: 21:51:08, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7800, top5_acc: 0.9644, loss_cls: 1.0535, loss: 1.0535 +2024-07-16 17:18:10,896 - pyskl - INFO - Epoch [16][2300/2506] lr: 2.431e-02, eta: 21:50:39, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7931, top5_acc: 0.9706, loss_cls: 0.9607, loss: 0.9607 +2024-07-16 17:18:33,728 - pyskl - INFO - Epoch [16][2400/2506] lr: 2.431e-02, eta: 21:50:11, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9712, loss_cls: 0.9359, loss: 0.9359 +2024-07-16 17:18:56,542 - pyskl - INFO - Epoch [16][2500/2506] lr: 2.430e-02, eta: 21:49:43, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7812, top5_acc: 0.9663, loss_cls: 1.0171, loss: 1.0171 +2024-07-16 17:18:58,367 - pyskl - INFO - Saving checkpoint at 16 epochs +2024-07-16 17:20:14,919 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 17:20:14,985 - pyskl - INFO - +top1_acc 0.7371 +top5_acc 0.9512 +2024-07-16 17:20:14,987 - pyskl - INFO - Epoch(val) [16][1031] top1_acc: 0.7371, top5_acc: 0.9512 +2024-07-16 17:20:55,130 - pyskl - INFO - Epoch [17][100/2506] lr: 2.430e-02, eta: 21:51:26, time: 0.401, data_time: 0.174, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 0.9339, loss: 0.9339 +2024-07-16 17:21:17,837 - pyskl - INFO - Epoch [17][200/2506] lr: 2.430e-02, eta: 21:50:57, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7900, top5_acc: 0.9712, loss_cls: 0.9848, loss: 0.9848 +2024-07-16 17:21:40,671 - pyskl - INFO - Epoch [17][300/2506] lr: 2.429e-02, eta: 21:50:28, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7875, top5_acc: 0.9669, loss_cls: 1.0016, loss: 1.0016 +2024-07-16 17:22:03,412 - pyskl - INFO - Epoch [17][400/2506] lr: 2.429e-02, eta: 21:49:59, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9644, loss_cls: 1.0329, loss: 1.0329 +2024-07-16 17:22:26,109 - pyskl - INFO - Epoch [17][500/2506] lr: 2.429e-02, eta: 21:49:29, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 0.9169, loss: 0.9169 +2024-07-16 17:22:48,821 - pyskl - INFO - Epoch [17][600/2506] lr: 2.428e-02, eta: 21:49:00, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7931, top5_acc: 0.9700, loss_cls: 0.9808, loss: 0.9808 +2024-07-16 17:23:11,610 - pyskl - INFO - Epoch [17][700/2506] lr: 2.428e-02, eta: 21:48:31, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7775, top5_acc: 0.9675, loss_cls: 1.0307, loss: 1.0307 +2024-07-16 17:23:34,288 - pyskl - INFO - Epoch [17][800/2506] lr: 2.428e-02, eta: 21:48:02, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7919, top5_acc: 0.9738, loss_cls: 0.9863, loss: 0.9863 +2024-07-16 17:23:56,978 - pyskl - INFO - Epoch [17][900/2506] lr: 2.427e-02, eta: 21:47:32, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9788, loss_cls: 0.9282, loss: 0.9282 +2024-07-16 17:24:19,730 - pyskl - INFO - Epoch [17][1000/2506] lr: 2.427e-02, eta: 21:47:03, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8025, top5_acc: 0.9700, loss_cls: 0.9537, loss: 0.9537 +2024-07-16 17:24:42,410 - pyskl - INFO - Epoch [17][1100/2506] lr: 2.427e-02, eta: 21:46:34, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9619, loss_cls: 1.0670, loss: 1.0670 +2024-07-16 17:25:05,171 - pyskl - INFO - Epoch [17][1200/2506] lr: 2.426e-02, eta: 21:46:05, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9744, loss_cls: 0.9469, loss: 0.9469 +2024-07-16 17:25:27,884 - pyskl - INFO - Epoch [17][1300/2506] lr: 2.426e-02, eta: 21:45:36, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9656, loss_cls: 0.9687, loss: 0.9687 +2024-07-16 17:25:50,645 - pyskl - INFO - Epoch [17][1400/2506] lr: 2.426e-02, eta: 21:45:07, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 0.9700, loss: 0.9700 +2024-07-16 17:26:13,414 - pyskl - INFO - Epoch [17][1500/2506] lr: 2.425e-02, eta: 21:44:39, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 0.9491, loss: 0.9491 +2024-07-16 17:26:36,136 - pyskl - INFO - Epoch [17][1600/2506] lr: 2.425e-02, eta: 21:44:10, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7781, top5_acc: 0.9669, loss_cls: 1.0044, loss: 1.0044 +2024-07-16 17:26:58,883 - pyskl - INFO - Epoch [17][1700/2506] lr: 2.425e-02, eta: 21:43:41, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7756, top5_acc: 0.9675, loss_cls: 1.0207, loss: 1.0207 +2024-07-16 17:27:21,622 - pyskl - INFO - Epoch [17][1800/2506] lr: 2.424e-02, eta: 21:43:12, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9756, loss_cls: 0.9683, loss: 0.9683 +2024-07-16 17:27:44,328 - pyskl - INFO - Epoch [17][1900/2506] lr: 2.424e-02, eta: 21:42:43, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9800, loss_cls: 0.9424, loss: 0.9424 +2024-07-16 17:28:07,054 - pyskl - INFO - Epoch [17][2000/2506] lr: 2.423e-02, eta: 21:42:14, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7769, top5_acc: 0.9650, loss_cls: 1.0396, loss: 1.0396 +2024-07-16 17:28:29,786 - pyskl - INFO - Epoch [17][2100/2506] lr: 2.423e-02, eta: 21:41:46, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7875, top5_acc: 0.9619, loss_cls: 1.0275, loss: 1.0275 +2024-07-16 17:28:52,487 - pyskl - INFO - Epoch [17][2200/2506] lr: 2.423e-02, eta: 21:41:17, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7894, top5_acc: 0.9744, loss_cls: 0.9612, loss: 0.9612 +2024-07-16 17:29:15,297 - pyskl - INFO - Epoch [17][2300/2506] lr: 2.422e-02, eta: 21:40:48, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9725, loss_cls: 0.9295, loss: 0.9295 +2024-07-16 17:29:38,087 - pyskl - INFO - Epoch [17][2400/2506] lr: 2.422e-02, eta: 21:40:20, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7812, top5_acc: 0.9700, loss_cls: 0.9710, loss: 0.9710 +2024-07-16 17:30:00,854 - pyskl - INFO - Epoch [17][2500/2506] lr: 2.422e-02, eta: 21:39:52, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7781, top5_acc: 0.9637, loss_cls: 1.0528, loss: 1.0528 +2024-07-16 17:30:02,695 - pyskl - INFO - Saving checkpoint at 17 epochs +2024-07-16 17:31:18,879 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 17:31:18,946 - pyskl - INFO - +top1_acc 0.7014 +top5_acc 0.9368 +2024-07-16 17:31:18,948 - pyskl - INFO - Epoch(val) [17][1031] top1_acc: 0.7014, top5_acc: 0.9368 +2024-07-16 17:31:59,246 - pyskl - INFO - Epoch [18][100/2506] lr: 2.421e-02, eta: 21:41:28, time: 0.403, data_time: 0.175, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9694, loss_cls: 0.9721, loss: 0.9721 +2024-07-16 17:32:22,039 - pyskl - INFO - Epoch [18][200/2506] lr: 2.421e-02, eta: 21:40:59, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9750, loss_cls: 0.9152, loss: 0.9152 +2024-07-16 17:32:44,637 - pyskl - INFO - Epoch [18][300/2506] lr: 2.421e-02, eta: 21:40:30, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 0.9391, loss: 0.9391 +2024-07-16 17:33:07,823 - pyskl - INFO - Epoch [18][400/2506] lr: 2.420e-02, eta: 21:40:04, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9756, loss_cls: 0.9529, loss: 0.9529 +2024-07-16 17:33:30,636 - pyskl - INFO - Epoch [18][500/2506] lr: 2.420e-02, eta: 21:39:36, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 0.9622, loss: 0.9622 +2024-07-16 17:33:53,394 - pyskl - INFO - Epoch [18][600/2506] lr: 2.419e-02, eta: 21:39:07, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 0.9858, loss: 0.9858 +2024-07-16 17:34:16,139 - pyskl - INFO - Epoch [18][700/2506] lr: 2.419e-02, eta: 21:38:39, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9656, loss_cls: 0.9903, loss: 0.9903 +2024-07-16 17:34:38,902 - pyskl - INFO - Epoch [18][800/2506] lr: 2.419e-02, eta: 21:38:10, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9744, loss_cls: 0.9494, loss: 0.9494 +2024-07-16 17:35:01,650 - pyskl - INFO - Epoch [18][900/2506] lr: 2.418e-02, eta: 21:37:42, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9587, loss_cls: 1.0194, loss: 1.0194 +2024-07-16 17:35:24,410 - pyskl - INFO - Epoch [18][1000/2506] lr: 2.418e-02, eta: 21:37:13, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9669, loss_cls: 1.0163, loss: 1.0163 +2024-07-16 17:35:47,164 - pyskl - INFO - Epoch [18][1100/2506] lr: 2.418e-02, eta: 21:36:45, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9637, loss_cls: 1.0198, loss: 1.0198 +2024-07-16 17:36:09,930 - pyskl - INFO - Epoch [18][1200/2506] lr: 2.417e-02, eta: 21:36:16, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7694, top5_acc: 0.9712, loss_cls: 1.0663, loss: 1.0663 +2024-07-16 17:36:32,715 - pyskl - INFO - Epoch [18][1300/2506] lr: 2.417e-02, eta: 21:35:48, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7875, top5_acc: 0.9681, loss_cls: 0.9707, loss: 0.9707 +2024-07-16 17:36:55,384 - pyskl - INFO - Epoch [18][1400/2506] lr: 2.416e-02, eta: 21:35:19, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7738, top5_acc: 0.9569, loss_cls: 1.0243, loss: 1.0243 +2024-07-16 17:37:18,069 - pyskl - INFO - Epoch [18][1500/2506] lr: 2.416e-02, eta: 21:34:50, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9669, loss_cls: 1.0316, loss: 1.0316 +2024-07-16 17:37:40,710 - pyskl - INFO - Epoch [18][1600/2506] lr: 2.416e-02, eta: 21:34:21, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7756, top5_acc: 0.9650, loss_cls: 1.0211, loss: 1.0211 +2024-07-16 17:38:03,381 - pyskl - INFO - Epoch [18][1700/2506] lr: 2.415e-02, eta: 21:33:52, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7700, top5_acc: 0.9594, loss_cls: 1.0419, loss: 1.0419 +2024-07-16 17:38:26,001 - pyskl - INFO - Epoch [18][1800/2506] lr: 2.415e-02, eta: 21:33:22, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 1.0010, loss: 1.0010 +2024-07-16 17:38:48,705 - pyskl - INFO - Epoch [18][1900/2506] lr: 2.415e-02, eta: 21:32:54, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9681, loss_cls: 0.9356, loss: 0.9356 +2024-07-16 17:39:11,458 - pyskl - INFO - Epoch [18][2000/2506] lr: 2.414e-02, eta: 21:32:25, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 0.9200, loss: 0.9200 +2024-07-16 17:39:34,174 - pyskl - INFO - Epoch [18][2100/2506] lr: 2.414e-02, eta: 21:31:57, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7694, top5_acc: 0.9688, loss_cls: 1.0370, loss: 1.0370 +2024-07-16 17:39:56,931 - pyskl - INFO - Epoch [18][2200/2506] lr: 2.413e-02, eta: 21:31:29, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 0.8870, loss: 0.8870 +2024-07-16 17:40:19,720 - pyskl - INFO - Epoch [18][2300/2506] lr: 2.413e-02, eta: 21:31:01, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9688, loss_cls: 0.9707, loss: 0.9707 +2024-07-16 17:40:42,387 - pyskl - INFO - Epoch [18][2400/2506] lr: 2.413e-02, eta: 21:30:32, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 0.8778, loss: 0.8778 +2024-07-16 17:41:04,962 - pyskl - INFO - Epoch [18][2500/2506] lr: 2.412e-02, eta: 21:30:03, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7981, top5_acc: 0.9688, loss_cls: 0.9339, loss: 0.9339 +2024-07-16 17:41:06,773 - pyskl - INFO - Saving checkpoint at 18 epochs +2024-07-16 17:42:23,034 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 17:42:23,101 - pyskl - INFO - +top1_acc 0.7173 +top5_acc 0.9412 +2024-07-16 17:42:23,103 - pyskl - INFO - Epoch(val) [18][1031] top1_acc: 0.7173, top5_acc: 0.9412 +2024-07-16 17:43:03,898 - pyskl - INFO - Epoch [19][100/2506] lr: 2.412e-02, eta: 21:31:35, time: 0.408, data_time: 0.176, memory: 6429, top1_acc: 0.7950, top5_acc: 0.9681, loss_cls: 0.9480, loss: 0.9480 +2024-07-16 17:43:26,701 - pyskl - INFO - Epoch [19][200/2506] lr: 2.411e-02, eta: 21:31:07, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 0.9524, loss: 0.9524 +2024-07-16 17:43:49,399 - pyskl - INFO - Epoch [19][300/2506] lr: 2.411e-02, eta: 21:30:38, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 0.8996, loss: 0.8996 +2024-07-16 17:44:12,178 - pyskl - INFO - Epoch [19][400/2506] lr: 2.411e-02, eta: 21:30:10, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9725, loss_cls: 0.9443, loss: 0.9443 +2024-07-16 17:44:34,918 - pyskl - INFO - Epoch [19][500/2506] lr: 2.410e-02, eta: 21:29:41, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9756, loss_cls: 0.8900, loss: 0.8900 +2024-07-16 17:44:57,622 - pyskl - INFO - Epoch [19][600/2506] lr: 2.410e-02, eta: 21:29:13, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 0.9429, loss: 0.9429 +2024-07-16 17:45:20,314 - pyskl - INFO - Epoch [19][700/2506] lr: 2.410e-02, eta: 21:28:44, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 0.9239, loss: 0.9239 +2024-07-16 17:45:43,061 - pyskl - INFO - Epoch [19][800/2506] lr: 2.409e-02, eta: 21:28:16, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 0.8931, loss: 0.8931 +2024-07-16 17:46:05,808 - pyskl - INFO - Epoch [19][900/2506] lr: 2.409e-02, eta: 21:27:47, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9675, loss_cls: 0.9802, loss: 0.9802 +2024-07-16 17:46:28,569 - pyskl - INFO - Epoch [19][1000/2506] lr: 2.408e-02, eta: 21:27:19, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9681, loss_cls: 0.9398, loss: 0.9398 +2024-07-16 17:46:51,298 - pyskl - INFO - Epoch [19][1100/2506] lr: 2.408e-02, eta: 21:26:51, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 0.9955, loss: 0.9955 +2024-07-16 17:47:14,014 - pyskl - INFO - Epoch [19][1200/2506] lr: 2.408e-02, eta: 21:26:22, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 0.8878, loss: 0.8878 +2024-07-16 17:47:36,761 - pyskl - INFO - Epoch [19][1300/2506] lr: 2.407e-02, eta: 21:25:54, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 0.9775, loss: 0.9775 +2024-07-16 17:47:59,508 - pyskl - INFO - Epoch [19][1400/2506] lr: 2.407e-02, eta: 21:25:26, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 1.0298, loss: 1.0298 +2024-07-16 17:48:22,214 - pyskl - INFO - Epoch [19][1500/2506] lr: 2.406e-02, eta: 21:24:58, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7762, top5_acc: 0.9569, loss_cls: 1.0941, loss: 1.0941 +2024-07-16 17:48:44,936 - pyskl - INFO - Epoch [19][1600/2506] lr: 2.406e-02, eta: 21:24:29, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7913, top5_acc: 0.9694, loss_cls: 0.9645, loss: 0.9645 +2024-07-16 17:49:07,732 - pyskl - INFO - Epoch [19][1700/2506] lr: 2.406e-02, eta: 21:24:02, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9625, loss_cls: 1.0153, loss: 1.0153 +2024-07-16 17:49:30,576 - pyskl - INFO - Epoch [19][1800/2506] lr: 2.405e-02, eta: 21:23:34, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9700, loss_cls: 0.9980, loss: 0.9980 +2024-07-16 17:49:53,332 - pyskl - INFO - Epoch [19][1900/2506] lr: 2.405e-02, eta: 21:23:06, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7906, top5_acc: 0.9656, loss_cls: 0.9793, loss: 0.9793 +2024-07-16 17:50:16,049 - pyskl - INFO - Epoch [19][2000/2506] lr: 2.404e-02, eta: 21:22:38, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7981, top5_acc: 0.9700, loss_cls: 0.9594, loss: 0.9594 +2024-07-16 17:50:38,733 - pyskl - INFO - Epoch [19][2100/2506] lr: 2.404e-02, eta: 21:22:10, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9731, loss_cls: 0.9129, loss: 0.9129 +2024-07-16 17:51:01,316 - pyskl - INFO - Epoch [19][2200/2506] lr: 2.404e-02, eta: 21:21:40, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7894, top5_acc: 0.9694, loss_cls: 1.0017, loss: 1.0017 +2024-07-16 17:51:23,832 - pyskl - INFO - Epoch [19][2300/2506] lr: 2.403e-02, eta: 21:21:11, time: 0.225, data_time: 0.000, memory: 6429, top1_acc: 0.7769, top5_acc: 0.9594, loss_cls: 1.0641, loss: 1.0641 +2024-07-16 17:51:46,239 - pyskl - INFO - Epoch [19][2400/2506] lr: 2.403e-02, eta: 21:20:41, time: 0.224, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 0.9557, loss: 0.9557 +2024-07-16 17:52:08,844 - pyskl - INFO - Epoch [19][2500/2506] lr: 2.402e-02, eta: 21:20:12, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.8025, top5_acc: 0.9725, loss_cls: 0.9418, loss: 0.9418 +2024-07-16 17:52:10,627 - pyskl - INFO - Saving checkpoint at 19 epochs +2024-07-16 17:53:26,767 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 17:53:26,834 - pyskl - INFO - +top1_acc 0.7035 +top5_acc 0.9299 +2024-07-16 17:53:26,836 - pyskl - INFO - Epoch(val) [19][1031] top1_acc: 0.7035, top5_acc: 0.9299 +2024-07-16 17:54:07,160 - pyskl - INFO - Epoch [20][100/2506] lr: 2.402e-02, eta: 21:21:34, time: 0.403, data_time: 0.176, memory: 6429, top1_acc: 0.7937, top5_acc: 0.9731, loss_cls: 0.9501, loss: 0.9501 +2024-07-16 17:54:29,903 - pyskl - INFO - Epoch [20][200/2506] lr: 2.402e-02, eta: 21:21:05, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8025, top5_acc: 0.9750, loss_cls: 0.9430, loss: 0.9430 +2024-07-16 17:54:52,897 - pyskl - INFO - Epoch [20][300/2506] lr: 2.401e-02, eta: 21:20:39, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9725, loss_cls: 0.9113, loss: 0.9113 +2024-07-16 17:55:15,988 - pyskl - INFO - Epoch [20][400/2506] lr: 2.401e-02, eta: 21:20:13, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9694, loss_cls: 0.9638, loss: 0.9638 +2024-07-16 17:55:38,977 - pyskl - INFO - Epoch [20][500/2506] lr: 2.400e-02, eta: 21:19:47, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9731, loss_cls: 0.9289, loss: 0.9289 +2024-07-16 17:56:01,724 - pyskl - INFO - Epoch [20][600/2506] lr: 2.400e-02, eta: 21:19:19, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7650, top5_acc: 0.9637, loss_cls: 1.0294, loss: 1.0294 +2024-07-16 17:56:24,571 - pyskl - INFO - Epoch [20][700/2506] lr: 2.399e-02, eta: 21:18:52, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7681, top5_acc: 0.9744, loss_cls: 1.0310, loss: 1.0310 +2024-07-16 17:56:47,356 - pyskl - INFO - Epoch [20][800/2506] lr: 2.399e-02, eta: 21:18:24, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9769, loss_cls: 0.8897, loss: 0.8897 +2024-07-16 17:57:10,159 - pyskl - INFO - Epoch [20][900/2506] lr: 2.399e-02, eta: 21:17:56, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 0.9796, loss: 0.9796 +2024-07-16 17:57:32,815 - pyskl - INFO - Epoch [20][1000/2506] lr: 2.398e-02, eta: 21:17:28, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 0.8994, loss: 0.8994 +2024-07-16 17:57:55,586 - pyskl - INFO - Epoch [20][1100/2506] lr: 2.398e-02, eta: 21:17:00, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9762, loss_cls: 0.9151, loss: 0.9151 +2024-07-16 17:58:18,330 - pyskl - INFO - Epoch [20][1200/2506] lr: 2.397e-02, eta: 21:16:32, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7963, top5_acc: 0.9700, loss_cls: 0.9796, loss: 0.9796 +2024-07-16 17:58:41,163 - pyskl - INFO - Epoch [20][1300/2506] lr: 2.397e-02, eta: 21:16:05, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7913, top5_acc: 0.9656, loss_cls: 1.0002, loss: 1.0002 +2024-07-16 17:59:04,261 - pyskl - INFO - Epoch [20][1400/2506] lr: 2.397e-02, eta: 21:15:39, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9725, loss_cls: 0.9493, loss: 0.9493 +2024-07-16 17:59:26,952 - pyskl - INFO - Epoch [20][1500/2506] lr: 2.396e-02, eta: 21:15:11, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 0.9112, loss: 0.9112 +2024-07-16 17:59:49,638 - pyskl - INFO - Epoch [20][1600/2506] lr: 2.396e-02, eta: 21:14:43, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9725, loss_cls: 0.9542, loss: 0.9542 +2024-07-16 18:00:12,342 - pyskl - INFO - Epoch [20][1700/2506] lr: 2.395e-02, eta: 21:14:14, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8237, top5_acc: 0.9769, loss_cls: 0.8789, loss: 0.8789 +2024-07-16 18:00:34,998 - pyskl - INFO - Epoch [20][1800/2506] lr: 2.395e-02, eta: 21:13:46, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9762, loss_cls: 0.8844, loss: 0.8844 +2024-07-16 18:00:57,688 - pyskl - INFO - Epoch [20][1900/2506] lr: 2.394e-02, eta: 21:13:18, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9812, loss_cls: 0.8832, loss: 0.8832 +2024-07-16 18:01:20,718 - pyskl - INFO - Epoch [20][2000/2506] lr: 2.394e-02, eta: 21:12:52, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 0.9749, loss: 0.9749 +2024-07-16 18:01:43,454 - pyskl - INFO - Epoch [20][2100/2506] lr: 2.394e-02, eta: 21:12:24, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9744, loss_cls: 0.9156, loss: 0.9156 +2024-07-16 18:02:06,260 - pyskl - INFO - Epoch [20][2200/2506] lr: 2.393e-02, eta: 21:11:57, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7913, top5_acc: 0.9669, loss_cls: 0.9668, loss: 0.9668 +2024-07-16 18:02:29,129 - pyskl - INFO - Epoch [20][2300/2506] lr: 2.393e-02, eta: 21:11:30, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7963, top5_acc: 0.9725, loss_cls: 0.9451, loss: 0.9451 +2024-07-16 18:02:51,923 - pyskl - INFO - Epoch [20][2400/2506] lr: 2.392e-02, eta: 21:11:03, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7931, top5_acc: 0.9681, loss_cls: 0.9902, loss: 0.9902 +2024-07-16 18:03:14,678 - pyskl - INFO - Epoch [20][2500/2506] lr: 2.392e-02, eta: 21:10:35, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7894, top5_acc: 0.9650, loss_cls: 0.9891, loss: 0.9891 +2024-07-16 18:03:16,502 - pyskl - INFO - Saving checkpoint at 20 epochs +2024-07-16 18:04:32,957 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 18:04:33,023 - pyskl - INFO - +top1_acc 0.7198 +top5_acc 0.9484 +2024-07-16 18:04:33,025 - pyskl - INFO - Epoch(val) [20][1031] top1_acc: 0.7198, top5_acc: 0.9484 +2024-07-16 18:05:13,178 - pyskl - INFO - Epoch [21][100/2506] lr: 2.392e-02, eta: 21:11:50, time: 0.401, data_time: 0.174, memory: 6429, top1_acc: 0.8025, top5_acc: 0.9738, loss_cls: 0.9573, loss: 0.9573 +2024-07-16 18:05:35,905 - pyskl - INFO - Epoch [21][200/2506] lr: 2.391e-02, eta: 21:11:22, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9794, loss_cls: 0.8782, loss: 0.8782 +2024-07-16 18:05:58,664 - pyskl - INFO - Epoch [21][300/2506] lr: 2.391e-02, eta: 21:10:54, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 0.9012, loss: 0.9012 +2024-07-16 18:06:21,429 - pyskl - INFO - Epoch [21][400/2506] lr: 2.390e-02, eta: 21:10:26, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9669, loss_cls: 0.9751, loss: 0.9751 +2024-07-16 18:06:44,239 - pyskl - INFO - Epoch [21][500/2506] lr: 2.390e-02, eta: 21:09:59, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9613, loss_cls: 0.9411, loss: 0.9411 +2024-07-16 18:07:07,025 - pyskl - INFO - Epoch [21][600/2506] lr: 2.389e-02, eta: 21:09:31, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9744, loss_cls: 0.9200, loss: 0.9200 +2024-07-16 18:07:29,772 - pyskl - INFO - Epoch [21][700/2506] lr: 2.389e-02, eta: 21:09:04, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8025, top5_acc: 0.9725, loss_cls: 0.9488, loss: 0.9488 +2024-07-16 18:07:52,626 - pyskl - INFO - Epoch [21][800/2506] lr: 2.389e-02, eta: 21:08:37, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9756, loss_cls: 0.9263, loss: 0.9263 +2024-07-16 18:08:15,440 - pyskl - INFO - Epoch [21][900/2506] lr: 2.388e-02, eta: 21:08:09, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 0.8329, loss: 0.8329 +2024-07-16 18:08:38,292 - pyskl - INFO - Epoch [21][1000/2506] lr: 2.388e-02, eta: 21:07:42, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9706, loss_cls: 0.9542, loss: 0.9542 +2024-07-16 18:09:01,083 - pyskl - INFO - Epoch [21][1100/2506] lr: 2.387e-02, eta: 21:07:15, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9681, loss_cls: 0.9641, loss: 0.9641 +2024-07-16 18:09:23,879 - pyskl - INFO - Epoch [21][1200/2506] lr: 2.387e-02, eta: 21:06:47, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7937, top5_acc: 0.9688, loss_cls: 0.9541, loss: 0.9541 +2024-07-16 18:09:46,712 - pyskl - INFO - Epoch [21][1300/2506] lr: 2.386e-02, eta: 21:06:20, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 0.9272, loss: 0.9272 +2024-07-16 18:10:09,542 - pyskl - INFO - Epoch [21][1400/2506] lr: 2.386e-02, eta: 21:05:53, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 0.9340, loss: 0.9340 +2024-07-16 18:10:32,340 - pyskl - INFO - Epoch [21][1500/2506] lr: 2.385e-02, eta: 21:05:26, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 0.9229, loss: 0.9229 +2024-07-16 18:10:55,114 - pyskl - INFO - Epoch [21][1600/2506] lr: 2.385e-02, eta: 21:04:58, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 0.9673, loss: 0.9673 +2024-07-16 18:11:17,913 - pyskl - INFO - Epoch [21][1700/2506] lr: 2.385e-02, eta: 21:04:31, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9663, loss_cls: 0.9622, loss: 0.9622 +2024-07-16 18:11:40,729 - pyskl - INFO - Epoch [21][1800/2506] lr: 2.384e-02, eta: 21:04:04, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7850, top5_acc: 0.9663, loss_cls: 1.0120, loss: 1.0120 +2024-07-16 18:12:03,533 - pyskl - INFO - Epoch [21][1900/2506] lr: 2.384e-02, eta: 21:03:37, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 0.9629, loss: 0.9629 +2024-07-16 18:12:26,163 - pyskl - INFO - Epoch [21][2000/2506] lr: 2.383e-02, eta: 21:03:09, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7881, top5_acc: 0.9694, loss_cls: 0.9455, loss: 0.9455 +2024-07-16 18:12:48,737 - pyskl - INFO - Epoch [21][2100/2506] lr: 2.383e-02, eta: 21:02:40, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9719, loss_cls: 1.0236, loss: 1.0236 +2024-07-16 18:13:11,425 - pyskl - INFO - Epoch [21][2200/2506] lr: 2.382e-02, eta: 21:02:12, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7856, top5_acc: 0.9719, loss_cls: 1.0054, loss: 1.0054 +2024-07-16 18:13:34,081 - pyskl - INFO - Epoch [21][2300/2506] lr: 2.382e-02, eta: 21:01:44, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7981, top5_acc: 0.9631, loss_cls: 0.9620, loss: 0.9620 +2024-07-16 18:13:56,696 - pyskl - INFO - Epoch [21][2400/2506] lr: 2.382e-02, eta: 21:01:16, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7944, top5_acc: 0.9694, loss_cls: 0.9545, loss: 0.9545 +2024-07-16 18:14:19,297 - pyskl - INFO - Epoch [21][2500/2506] lr: 2.381e-02, eta: 21:00:48, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7913, top5_acc: 0.9675, loss_cls: 0.9762, loss: 0.9762 +2024-07-16 18:14:21,152 - pyskl - INFO - Saving checkpoint at 21 epochs +2024-07-16 18:15:37,283 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 18:15:37,350 - pyskl - INFO - +top1_acc 0.7337 +top5_acc 0.9423 +2024-07-16 18:15:37,352 - pyskl - INFO - Epoch(val) [21][1031] top1_acc: 0.7337, top5_acc: 0.9423 +2024-07-16 18:16:17,496 - pyskl - INFO - Epoch [22][100/2506] lr: 2.381e-02, eta: 21:01:57, time: 0.401, data_time: 0.173, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9688, loss_cls: 0.9625, loss: 0.9625 +2024-07-16 18:16:40,151 - pyskl - INFO - Epoch [22][200/2506] lr: 2.380e-02, eta: 21:01:29, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9756, loss_cls: 0.9636, loss: 0.9636 +2024-07-16 18:17:02,872 - pyskl - INFO - Epoch [22][300/2506] lr: 2.380e-02, eta: 21:01:01, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8325, top5_acc: 0.9794, loss_cls: 0.8394, loss: 0.8394 +2024-07-16 18:17:25,654 - pyskl - INFO - Epoch [22][400/2506] lr: 2.379e-02, eta: 21:00:34, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 0.8754, loss: 0.8754 +2024-07-16 18:17:48,589 - pyskl - INFO - Epoch [22][500/2506] lr: 2.379e-02, eta: 21:00:07, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 0.8614, loss: 0.8614 +2024-07-16 18:18:11,176 - pyskl - INFO - Epoch [22][600/2506] lr: 2.378e-02, eta: 20:59:39, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7850, top5_acc: 0.9731, loss_cls: 0.9883, loss: 0.9883 +2024-07-16 18:18:33,667 - pyskl - INFO - Epoch [22][700/2506] lr: 2.378e-02, eta: 20:59:10, time: 0.225, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9688, loss_cls: 0.9613, loss: 0.9613 +2024-07-16 18:18:56,233 - pyskl - INFO - Epoch [22][800/2506] lr: 2.377e-02, eta: 20:58:41, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7788, top5_acc: 0.9681, loss_cls: 1.0108, loss: 1.0108 +2024-07-16 18:19:19,099 - pyskl - INFO - Epoch [22][900/2506] lr: 2.377e-02, eta: 20:58:14, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9738, loss_cls: 0.9156, loss: 0.9156 +2024-07-16 18:19:41,769 - pyskl - INFO - Epoch [22][1000/2506] lr: 2.377e-02, eta: 20:57:46, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 0.8851, loss: 0.8851 +2024-07-16 18:20:04,421 - pyskl - INFO - Epoch [22][1100/2506] lr: 2.376e-02, eta: 20:57:18, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9744, loss_cls: 0.9212, loss: 0.9212 +2024-07-16 18:20:27,101 - pyskl - INFO - Epoch [22][1200/2506] lr: 2.376e-02, eta: 20:56:51, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7844, top5_acc: 0.9694, loss_cls: 0.9676, loss: 0.9676 +2024-07-16 18:20:49,773 - pyskl - INFO - Epoch [22][1300/2506] lr: 2.375e-02, eta: 20:56:23, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9731, loss_cls: 0.9191, loss: 0.9191 +2024-07-16 18:21:12,355 - pyskl - INFO - Epoch [22][1400/2506] lr: 2.375e-02, eta: 20:55:54, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7906, top5_acc: 0.9731, loss_cls: 0.9528, loss: 0.9528 +2024-07-16 18:21:35,114 - pyskl - INFO - Epoch [22][1500/2506] lr: 2.374e-02, eta: 20:55:27, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 0.9491, loss: 0.9491 +2024-07-16 18:21:57,874 - pyskl - INFO - Epoch [22][1600/2506] lr: 2.374e-02, eta: 20:55:00, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7769, top5_acc: 0.9650, loss_cls: 1.0197, loss: 1.0197 +2024-07-16 18:22:20,556 - pyskl - INFO - Epoch [22][1700/2506] lr: 2.373e-02, eta: 20:54:32, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7937, top5_acc: 0.9762, loss_cls: 0.9146, loss: 0.9146 +2024-07-16 18:22:43,260 - pyskl - INFO - Epoch [22][1800/2506] lr: 2.373e-02, eta: 20:54:04, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 0.8770, loss: 0.8770 +2024-07-16 18:23:05,994 - pyskl - INFO - Epoch [22][1900/2506] lr: 2.372e-02, eta: 20:53:37, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9731, loss_cls: 0.9520, loss: 0.9520 +2024-07-16 18:23:28,726 - pyskl - INFO - Epoch [22][2000/2506] lr: 2.372e-02, eta: 20:53:10, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7762, top5_acc: 0.9650, loss_cls: 1.0292, loss: 1.0292 +2024-07-16 18:23:51,486 - pyskl - INFO - Epoch [22][2100/2506] lr: 2.372e-02, eta: 20:52:43, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8187, top5_acc: 0.9725, loss_cls: 0.9430, loss: 0.9430 +2024-07-16 18:24:14,272 - pyskl - INFO - Epoch [22][2200/2506] lr: 2.371e-02, eta: 20:52:16, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9712, loss_cls: 0.9200, loss: 0.9200 +2024-07-16 18:24:36,996 - pyskl - INFO - Epoch [22][2300/2506] lr: 2.371e-02, eta: 20:51:48, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7906, top5_acc: 0.9738, loss_cls: 0.9598, loss: 0.9598 +2024-07-16 18:24:59,807 - pyskl - INFO - Epoch [22][2400/2506] lr: 2.370e-02, eta: 20:51:21, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9800, loss_cls: 0.8433, loss: 0.8433 +2024-07-16 18:25:22,532 - pyskl - INFO - Epoch [22][2500/2506] lr: 2.370e-02, eta: 20:50:54, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9744, loss_cls: 0.9421, loss: 0.9421 +2024-07-16 18:25:24,320 - pyskl - INFO - Saving checkpoint at 22 epochs +2024-07-16 18:26:40,600 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 18:26:40,666 - pyskl - INFO - +top1_acc 0.7385 +top5_acc 0.9488 +2024-07-16 18:26:40,668 - pyskl - INFO - Epoch(val) [22][1031] top1_acc: 0.7385, top5_acc: 0.9488 +2024-07-16 18:27:21,201 - pyskl - INFO - Epoch [23][100/2506] lr: 2.369e-02, eta: 20:52:00, time: 0.405, data_time: 0.176, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9738, loss_cls: 0.9144, loss: 0.9144 +2024-07-16 18:27:44,157 - pyskl - INFO - Epoch [23][200/2506] lr: 2.369e-02, eta: 20:51:34, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9800, loss_cls: 0.8751, loss: 0.8751 +2024-07-16 18:28:06,946 - pyskl - INFO - Epoch [23][300/2506] lr: 2.368e-02, eta: 20:51:07, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 0.8800, loss: 0.8800 +2024-07-16 18:28:29,715 - pyskl - INFO - Epoch [23][400/2506] lr: 2.368e-02, eta: 20:50:40, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 0.8849, loss: 0.8849 +2024-07-16 18:28:52,544 - pyskl - INFO - Epoch [23][500/2506] lr: 2.367e-02, eta: 20:50:13, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9719, loss_cls: 0.9211, loss: 0.9211 +2024-07-16 18:29:15,274 - pyskl - INFO - Epoch [23][600/2506] lr: 2.367e-02, eta: 20:49:46, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9706, loss_cls: 0.9349, loss: 0.9349 +2024-07-16 18:29:37,964 - pyskl - INFO - Epoch [23][700/2506] lr: 2.366e-02, eta: 20:49:18, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 0.9102, loss: 0.9102 +2024-07-16 18:30:00,628 - pyskl - INFO - Epoch [23][800/2506] lr: 2.366e-02, eta: 20:48:50, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9738, loss_cls: 0.9257, loss: 0.9257 +2024-07-16 18:30:23,293 - pyskl - INFO - Epoch [23][900/2506] lr: 2.365e-02, eta: 20:48:23, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7850, top5_acc: 0.9738, loss_cls: 0.9762, loss: 0.9762 +2024-07-16 18:30:45,984 - pyskl - INFO - Epoch [23][1000/2506] lr: 2.365e-02, eta: 20:47:55, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9700, loss_cls: 0.9531, loss: 0.9531 +2024-07-16 18:31:08,621 - pyskl - INFO - Epoch [23][1100/2506] lr: 2.364e-02, eta: 20:47:27, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9694, loss_cls: 0.9470, loss: 0.9470 +2024-07-16 18:31:31,312 - pyskl - INFO - Epoch [23][1200/2506] lr: 2.364e-02, eta: 20:47:00, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7950, top5_acc: 0.9656, loss_cls: 0.9663, loss: 0.9663 +2024-07-16 18:31:54,034 - pyskl - INFO - Epoch [23][1300/2506] lr: 2.364e-02, eta: 20:46:32, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 0.8397, loss: 0.8397 +2024-07-16 18:32:16,768 - pyskl - INFO - Epoch [23][1400/2506] lr: 2.363e-02, eta: 20:46:05, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 0.9534, loss: 0.9534 +2024-07-16 18:32:39,475 - pyskl - INFO - Epoch [23][1500/2506] lr: 2.363e-02, eta: 20:45:38, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9700, loss_cls: 0.9704, loss: 0.9704 +2024-07-16 18:33:02,191 - pyskl - INFO - Epoch [23][1600/2506] lr: 2.362e-02, eta: 20:45:11, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 0.8861, loss: 0.8861 +2024-07-16 18:33:24,905 - pyskl - INFO - Epoch [23][1700/2506] lr: 2.362e-02, eta: 20:44:43, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 0.9178, loss: 0.9178 +2024-07-16 18:33:47,642 - pyskl - INFO - Epoch [23][1800/2506] lr: 2.361e-02, eta: 20:44:16, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 0.9118, loss: 0.9118 +2024-07-16 18:34:10,294 - pyskl - INFO - Epoch [23][1900/2506] lr: 2.361e-02, eta: 20:43:48, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9806, loss_cls: 0.9153, loss: 0.9153 +2024-07-16 18:34:32,995 - pyskl - INFO - Epoch [23][2000/2506] lr: 2.360e-02, eta: 20:43:21, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9712, loss_cls: 0.9213, loss: 0.9213 +2024-07-16 18:34:55,725 - pyskl - INFO - Epoch [23][2100/2506] lr: 2.360e-02, eta: 20:42:54, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9694, loss_cls: 0.9365, loss: 0.9365 +2024-07-16 18:35:18,459 - pyskl - INFO - Epoch [23][2200/2506] lr: 2.359e-02, eta: 20:42:27, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 0.8730, loss: 0.8730 +2024-07-16 18:35:41,246 - pyskl - INFO - Epoch [23][2300/2506] lr: 2.359e-02, eta: 20:42:00, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 0.9591, loss: 0.9591 +2024-07-16 18:36:04,192 - pyskl - INFO - Epoch [23][2400/2506] lr: 2.358e-02, eta: 20:41:34, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9750, loss_cls: 0.9557, loss: 0.9557 +2024-07-16 18:36:27,044 - pyskl - INFO - Epoch [23][2500/2506] lr: 2.358e-02, eta: 20:41:08, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7900, top5_acc: 0.9669, loss_cls: 1.0079, loss: 1.0079 +2024-07-16 18:36:28,899 - pyskl - INFO - Saving checkpoint at 23 epochs +2024-07-16 18:37:45,188 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 18:37:45,255 - pyskl - INFO - +top1_acc 0.7457 +top5_acc 0.9528 +2024-07-16 18:37:45,260 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_13.pth was removed +2024-07-16 18:37:45,393 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_23.pth. +2024-07-16 18:37:45,393 - pyskl - INFO - Best top1_acc is 0.7457 at 23 epoch. +2024-07-16 18:37:45,395 - pyskl - INFO - Epoch(val) [23][1031] top1_acc: 0.7457, top5_acc: 0.9528 +2024-07-16 18:38:25,384 - pyskl - INFO - Epoch [24][100/2506] lr: 2.357e-02, eta: 20:42:07, time: 0.400, data_time: 0.173, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9769, loss_cls: 0.9003, loss: 0.9003 +2024-07-16 18:38:48,223 - pyskl - INFO - Epoch [24][200/2506] lr: 2.357e-02, eta: 20:41:40, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 0.8713, loss: 0.8713 +2024-07-16 18:39:11,251 - pyskl - INFO - Epoch [24][300/2506] lr: 2.356e-02, eta: 20:41:14, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 0.8838, loss: 0.8838 +2024-07-16 18:39:34,032 - pyskl - INFO - Epoch [24][400/2506] lr: 2.356e-02, eta: 20:40:47, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9675, loss_cls: 0.8930, loss: 0.8930 +2024-07-16 18:39:56,888 - pyskl - INFO - Epoch [24][500/2506] lr: 2.355e-02, eta: 20:40:21, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 0.9758, loss: 0.9758 +2024-07-16 18:40:19,668 - pyskl - INFO - Epoch [24][600/2506] lr: 2.355e-02, eta: 20:39:54, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 0.9503, loss: 0.9503 +2024-07-16 18:40:42,451 - pyskl - INFO - Epoch [24][700/2506] lr: 2.354e-02, eta: 20:39:27, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7913, top5_acc: 0.9725, loss_cls: 0.9357, loss: 0.9357 +2024-07-16 18:41:05,192 - pyskl - INFO - Epoch [24][800/2506] lr: 2.354e-02, eta: 20:39:00, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9706, loss_cls: 0.9079, loss: 0.9079 +2024-07-16 18:41:27,959 - pyskl - INFO - Epoch [24][900/2506] lr: 2.353e-02, eta: 20:38:33, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7806, top5_acc: 0.9656, loss_cls: 1.0320, loss: 1.0320 +2024-07-16 18:41:50,712 - pyskl - INFO - Epoch [24][1000/2506] lr: 2.353e-02, eta: 20:38:06, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 0.8837, loss: 0.8837 +2024-07-16 18:42:13,521 - pyskl - INFO - Epoch [24][1100/2506] lr: 2.352e-02, eta: 20:37:39, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 0.9131, loss: 0.9131 +2024-07-16 18:42:36,308 - pyskl - INFO - Epoch [24][1200/2506] lr: 2.352e-02, eta: 20:37:13, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9694, loss_cls: 0.9319, loss: 0.9319 +2024-07-16 18:42:59,123 - pyskl - INFO - Epoch [24][1300/2506] lr: 2.351e-02, eta: 20:36:46, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9750, loss_cls: 0.9160, loss: 0.9160 +2024-07-16 18:43:21,947 - pyskl - INFO - Epoch [24][1400/2506] lr: 2.351e-02, eta: 20:36:19, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8250, top5_acc: 0.9775, loss_cls: 0.8698, loss: 0.8698 +2024-07-16 18:43:44,826 - pyskl - INFO - Epoch [24][1500/2506] lr: 2.350e-02, eta: 20:35:53, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9712, loss_cls: 0.9259, loss: 0.9259 +2024-07-16 18:44:07,585 - pyskl - INFO - Epoch [24][1600/2506] lr: 2.350e-02, eta: 20:35:26, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9688, loss_cls: 0.9136, loss: 0.9136 +2024-07-16 18:44:30,311 - pyskl - INFO - Epoch [24][1700/2506] lr: 2.349e-02, eta: 20:34:59, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9744, loss_cls: 0.9124, loss: 0.9124 +2024-07-16 18:44:53,109 - pyskl - INFO - Epoch [24][1800/2506] lr: 2.349e-02, eta: 20:34:32, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 0.8798, loss: 0.8798 +2024-07-16 18:45:15,887 - pyskl - INFO - Epoch [24][1900/2506] lr: 2.348e-02, eta: 20:34:06, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9637, loss_cls: 0.9409, loss: 0.9409 +2024-07-16 18:45:38,672 - pyskl - INFO - Epoch [24][2000/2506] lr: 2.348e-02, eta: 20:33:39, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9756, loss_cls: 0.8815, loss: 0.8815 +2024-07-16 18:46:01,457 - pyskl - INFO - Epoch [24][2100/2506] lr: 2.347e-02, eta: 20:33:12, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9744, loss_cls: 0.9285, loss: 0.9285 +2024-07-16 18:46:24,283 - pyskl - INFO - Epoch [24][2200/2506] lr: 2.347e-02, eta: 20:32:46, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 0.9344, loss: 0.9344 +2024-07-16 18:46:47,118 - pyskl - INFO - Epoch [24][2300/2506] lr: 2.346e-02, eta: 20:32:19, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 0.8643, loss: 0.8643 +2024-07-16 18:47:09,905 - pyskl - INFO - Epoch [24][2400/2506] lr: 2.346e-02, eta: 20:31:53, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8325, top5_acc: 0.9800, loss_cls: 0.8431, loss: 0.8431 +2024-07-16 18:47:32,657 - pyskl - INFO - Epoch [24][2500/2506] lr: 2.345e-02, eta: 20:31:26, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9738, loss_cls: 0.9532, loss: 0.9532 +2024-07-16 18:47:34,447 - pyskl - INFO - Saving checkpoint at 24 epochs +2024-07-16 18:48:50,467 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 18:48:50,534 - pyskl - INFO - +top1_acc 0.6657 +top5_acc 0.9211 +2024-07-16 18:48:50,536 - pyskl - INFO - Epoch(val) [24][1031] top1_acc: 0.6657, top5_acc: 0.9211 +2024-07-16 18:49:30,605 - pyskl - INFO - Epoch [25][100/2506] lr: 2.345e-02, eta: 20:32:21, time: 0.401, data_time: 0.173, memory: 6429, top1_acc: 0.7931, top5_acc: 0.9675, loss_cls: 0.9786, loss: 0.9786 +2024-07-16 18:49:53,549 - pyskl - INFO - Epoch [25][200/2506] lr: 2.344e-02, eta: 20:31:55, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9781, loss_cls: 0.9400, loss: 0.9400 +2024-07-16 18:50:16,490 - pyskl - INFO - Epoch [25][300/2506] lr: 2.344e-02, eta: 20:31:29, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9700, loss_cls: 0.9431, loss: 0.9431 +2024-07-16 18:50:39,404 - pyskl - INFO - Epoch [25][400/2506] lr: 2.343e-02, eta: 20:31:03, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9712, loss_cls: 0.9253, loss: 0.9253 +2024-07-16 18:51:02,280 - pyskl - INFO - Epoch [25][500/2506] lr: 2.343e-02, eta: 20:30:37, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7944, top5_acc: 0.9694, loss_cls: 0.9727, loss: 0.9727 +2024-07-16 18:51:25,055 - pyskl - INFO - Epoch [25][600/2506] lr: 2.342e-02, eta: 20:30:10, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9725, loss_cls: 0.9705, loss: 0.9705 +2024-07-16 18:51:47,757 - pyskl - INFO - Epoch [25][700/2506] lr: 2.342e-02, eta: 20:29:43, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 0.9360, loss: 0.9360 +2024-07-16 18:52:10,516 - pyskl - INFO - Epoch [25][800/2506] lr: 2.341e-02, eta: 20:29:16, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9744, loss_cls: 0.9070, loss: 0.9070 +2024-07-16 18:52:33,198 - pyskl - INFO - Epoch [25][900/2506] lr: 2.341e-02, eta: 20:28:49, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9756, loss_cls: 0.8949, loss: 0.8949 +2024-07-16 18:52:55,925 - pyskl - INFO - Epoch [25][1000/2506] lr: 2.340e-02, eta: 20:28:22, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9762, loss_cls: 0.8954, loss: 0.8954 +2024-07-16 18:53:18,611 - pyskl - INFO - Epoch [25][1100/2506] lr: 2.340e-02, eta: 20:27:55, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9712, loss_cls: 0.9531, loss: 0.9531 +2024-07-16 18:53:41,409 - pyskl - INFO - Epoch [25][1200/2506] lr: 2.339e-02, eta: 20:27:28, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9688, loss_cls: 0.9682, loss: 0.9682 +2024-07-16 18:54:04,131 - pyskl - INFO - Epoch [25][1300/2506] lr: 2.339e-02, eta: 20:27:01, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9788, loss_cls: 0.8901, loss: 0.8901 +2024-07-16 18:54:26,857 - pyskl - INFO - Epoch [25][1400/2506] lr: 2.338e-02, eta: 20:26:34, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 0.9216, loss: 0.9216 +2024-07-16 18:54:49,655 - pyskl - INFO - Epoch [25][1500/2506] lr: 2.338e-02, eta: 20:26:08, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7963, top5_acc: 0.9775, loss_cls: 0.9069, loss: 0.9069 +2024-07-16 18:55:12,472 - pyskl - INFO - Epoch [25][1600/2506] lr: 2.337e-02, eta: 20:25:41, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9688, loss_cls: 0.9528, loss: 0.9528 +2024-07-16 18:55:35,204 - pyskl - INFO - Epoch [25][1700/2506] lr: 2.337e-02, eta: 20:25:15, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9700, loss_cls: 0.9274, loss: 0.9274 +2024-07-16 18:55:57,882 - pyskl - INFO - Epoch [25][1800/2506] lr: 2.336e-02, eta: 20:24:47, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 0.8932, loss: 0.8932 +2024-07-16 18:56:20,561 - pyskl - INFO - Epoch [25][1900/2506] lr: 2.336e-02, eta: 20:24:20, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9725, loss_cls: 0.9091, loss: 0.9091 +2024-07-16 18:56:43,205 - pyskl - INFO - Epoch [25][2000/2506] lr: 2.335e-02, eta: 20:23:53, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 0.9930, loss: 0.9930 +2024-07-16 18:57:05,902 - pyskl - INFO - Epoch [25][2100/2506] lr: 2.335e-02, eta: 20:23:26, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 0.8902, loss: 0.8902 +2024-07-16 18:57:28,661 - pyskl - INFO - Epoch [25][2200/2506] lr: 2.334e-02, eta: 20:22:59, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9725, loss_cls: 0.9338, loss: 0.9338 +2024-07-16 18:57:51,384 - pyskl - INFO - Epoch [25][2300/2506] lr: 2.334e-02, eta: 20:22:33, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7950, top5_acc: 0.9669, loss_cls: 0.9626, loss: 0.9626 +2024-07-16 18:58:14,048 - pyskl - INFO - Epoch [25][2400/2506] lr: 2.333e-02, eta: 20:22:06, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7825, top5_acc: 0.9731, loss_cls: 0.9524, loss: 0.9524 +2024-07-16 18:58:36,831 - pyskl - INFO - Epoch [25][2500/2506] lr: 2.333e-02, eta: 20:21:39, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7963, top5_acc: 0.9681, loss_cls: 0.9719, loss: 0.9719 +2024-07-16 18:58:38,627 - pyskl - INFO - Saving checkpoint at 25 epochs +2024-07-16 18:59:55,122 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 18:59:55,189 - pyskl - INFO - +top1_acc 0.7539 +top5_acc 0.9506 +2024-07-16 18:59:55,193 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_23.pth was removed +2024-07-16 18:59:55,326 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_25.pth. +2024-07-16 18:59:55,326 - pyskl - INFO - Best top1_acc is 0.7539 at 25 epoch. +2024-07-16 18:59:55,329 - pyskl - INFO - Epoch(val) [25][1031] top1_acc: 0.7539, top5_acc: 0.9506 +2024-07-16 19:00:35,838 - pyskl - INFO - Epoch [26][100/2506] lr: 2.332e-02, eta: 20:22:33, time: 0.405, data_time: 0.176, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9762, loss_cls: 0.8601, loss: 0.8601 +2024-07-16 19:00:58,571 - pyskl - INFO - Epoch [26][200/2506] lr: 2.331e-02, eta: 20:22:06, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8356, top5_acc: 0.9694, loss_cls: 0.8312, loss: 0.8312 +2024-07-16 19:01:21,292 - pyskl - INFO - Epoch [26][300/2506] lr: 2.331e-02, eta: 20:21:39, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8025, top5_acc: 0.9725, loss_cls: 0.9184, loss: 0.9184 +2024-07-16 19:01:44,220 - pyskl - INFO - Epoch [26][400/2506] lr: 2.330e-02, eta: 20:21:13, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 0.9128, loss: 0.9128 +2024-07-16 19:02:07,085 - pyskl - INFO - Epoch [26][500/2506] lr: 2.330e-02, eta: 20:20:47, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9738, loss_cls: 0.9191, loss: 0.9191 +2024-07-16 19:02:29,912 - pyskl - INFO - Epoch [26][600/2506] lr: 2.329e-02, eta: 20:20:20, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 0.8866, loss: 0.8866 +2024-07-16 19:02:52,795 - pyskl - INFO - Epoch [26][700/2506] lr: 2.329e-02, eta: 20:19:54, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 0.9259, loss: 0.9259 +2024-07-16 19:03:15,743 - pyskl - INFO - Epoch [26][800/2506] lr: 2.328e-02, eta: 20:19:29, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9731, loss_cls: 0.9513, loss: 0.9513 +2024-07-16 19:03:38,509 - pyskl - INFO - Epoch [26][900/2506] lr: 2.328e-02, eta: 20:19:02, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 0.8922, loss: 0.8922 +2024-07-16 19:04:01,367 - pyskl - INFO - Epoch [26][1000/2506] lr: 2.327e-02, eta: 20:18:36, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 0.8978, loss: 0.8978 +2024-07-16 19:04:24,137 - pyskl - INFO - Epoch [26][1100/2506] lr: 2.327e-02, eta: 20:18:09, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9762, loss_cls: 0.8808, loss: 0.8808 +2024-07-16 19:04:46,880 - pyskl - INFO - Epoch [26][1200/2506] lr: 2.326e-02, eta: 20:17:43, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9725, loss_cls: 0.9226, loss: 0.9226 +2024-07-16 19:05:09,629 - pyskl - INFO - Epoch [26][1300/2506] lr: 2.326e-02, eta: 20:17:16, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9756, loss_cls: 0.9116, loss: 0.9116 +2024-07-16 19:05:32,650 - pyskl - INFO - Epoch [26][1400/2506] lr: 2.325e-02, eta: 20:16:51, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7981, top5_acc: 0.9706, loss_cls: 0.9223, loss: 0.9223 +2024-07-16 19:05:55,488 - pyskl - INFO - Epoch [26][1500/2506] lr: 2.325e-02, eta: 20:16:24, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9738, loss_cls: 0.8996, loss: 0.8996 +2024-07-16 19:06:18,308 - pyskl - INFO - Epoch [26][1600/2506] lr: 2.324e-02, eta: 20:15:58, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9669, loss_cls: 0.9878, loss: 0.9878 +2024-07-16 19:06:40,983 - pyskl - INFO - Epoch [26][1700/2506] lr: 2.324e-02, eta: 20:15:31, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 0.8185, loss: 0.8185 +2024-07-16 19:07:04,004 - pyskl - INFO - Epoch [26][1800/2506] lr: 2.323e-02, eta: 20:15:06, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7900, top5_acc: 0.9663, loss_cls: 0.9770, loss: 0.9770 +2024-07-16 19:07:26,757 - pyskl - INFO - Epoch [26][1900/2506] lr: 2.322e-02, eta: 20:14:39, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9738, loss_cls: 0.9136, loss: 0.9136 +2024-07-16 19:07:49,535 - pyskl - INFO - Epoch [26][2000/2506] lr: 2.322e-02, eta: 20:14:13, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7981, top5_acc: 0.9744, loss_cls: 0.9366, loss: 0.9366 +2024-07-16 19:08:12,306 - pyskl - INFO - Epoch [26][2100/2506] lr: 2.321e-02, eta: 20:13:46, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9744, loss_cls: 0.9078, loss: 0.9078 +2024-07-16 19:08:35,002 - pyskl - INFO - Epoch [26][2200/2506] lr: 2.321e-02, eta: 20:13:20, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 0.9214, loss: 0.9214 +2024-07-16 19:08:57,704 - pyskl - INFO - Epoch [26][2300/2506] lr: 2.320e-02, eta: 20:12:53, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 0.8763, loss: 0.8763 +2024-07-16 19:09:20,422 - pyskl - INFO - Epoch [26][2400/2506] lr: 2.320e-02, eta: 20:12:26, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9731, loss_cls: 0.9343, loss: 0.9343 +2024-07-16 19:09:43,109 - pyskl - INFO - Epoch [26][2500/2506] lr: 2.319e-02, eta: 20:11:59, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8156, top5_acc: 0.9744, loss_cls: 0.8889, loss: 0.8889 +2024-07-16 19:09:44,938 - pyskl - INFO - Saving checkpoint at 26 epochs +2024-07-16 19:11:01,090 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 19:11:01,156 - pyskl - INFO - +top1_acc 0.7240 +top5_acc 0.9513 +2024-07-16 19:11:01,159 - pyskl - INFO - Epoch(val) [26][1031] top1_acc: 0.7240, top5_acc: 0.9513 +2024-07-16 19:11:41,749 - pyskl - INFO - Epoch [27][100/2506] lr: 2.319e-02, eta: 20:12:50, time: 0.406, data_time: 0.177, memory: 6429, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 0.8253, loss: 0.8253 +2024-07-16 19:12:04,328 - pyskl - INFO - Epoch [27][200/2506] lr: 2.318e-02, eta: 20:12:22, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9756, loss_cls: 0.8995, loss: 0.8995 +2024-07-16 19:12:26,760 - pyskl - INFO - Epoch [27][300/2506] lr: 2.318e-02, eta: 20:11:54, time: 0.224, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 0.8807, loss: 0.8807 +2024-07-16 19:12:49,196 - pyskl - INFO - Epoch [27][400/2506] lr: 2.317e-02, eta: 20:11:26, time: 0.224, data_time: 0.000, memory: 6429, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 0.8317, loss: 0.8317 +2024-07-16 19:13:11,913 - pyskl - INFO - Epoch [27][500/2506] lr: 2.316e-02, eta: 20:10:59, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 0.9007, loss: 0.9007 +2024-07-16 19:13:34,636 - pyskl - INFO - Epoch [27][600/2506] lr: 2.316e-02, eta: 20:10:32, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7856, top5_acc: 0.9650, loss_cls: 0.9905, loss: 0.9905 +2024-07-16 19:13:57,304 - pyskl - INFO - Epoch [27][700/2506] lr: 2.315e-02, eta: 20:10:06, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9769, loss_cls: 0.9008, loss: 0.9008 +2024-07-16 19:14:19,987 - pyskl - INFO - Epoch [27][800/2506] lr: 2.315e-02, eta: 20:09:39, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9744, loss_cls: 0.8842, loss: 0.8842 +2024-07-16 19:14:42,837 - pyskl - INFO - Epoch [27][900/2506] lr: 2.314e-02, eta: 20:09:13, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 0.9118, loss: 0.9118 +2024-07-16 19:15:05,599 - pyskl - INFO - Epoch [27][1000/2506] lr: 2.314e-02, eta: 20:08:46, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 0.8577, loss: 0.8577 +2024-07-16 19:15:28,472 - pyskl - INFO - Epoch [27][1100/2506] lr: 2.313e-02, eta: 20:08:20, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8287, top5_acc: 0.9788, loss_cls: 0.8454, loss: 0.8454 +2024-07-16 19:15:51,277 - pyskl - INFO - Epoch [27][1200/2506] lr: 2.313e-02, eta: 20:07:54, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9800, loss_cls: 0.9311, loss: 0.9311 +2024-07-16 19:16:14,048 - pyskl - INFO - Epoch [27][1300/2506] lr: 2.312e-02, eta: 20:07:27, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9800, loss_cls: 0.8584, loss: 0.8584 +2024-07-16 19:16:36,832 - pyskl - INFO - Epoch [27][1400/2506] lr: 2.312e-02, eta: 20:07:01, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 0.9324, loss: 0.9324 +2024-07-16 19:16:59,601 - pyskl - INFO - Epoch [27][1500/2506] lr: 2.311e-02, eta: 20:06:35, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9788, loss_cls: 0.9062, loss: 0.9062 +2024-07-16 19:17:22,436 - pyskl - INFO - Epoch [27][1600/2506] lr: 2.310e-02, eta: 20:06:09, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 0.9026, loss: 0.9026 +2024-07-16 19:17:45,255 - pyskl - INFO - Epoch [27][1700/2506] lr: 2.310e-02, eta: 20:05:43, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 0.9107, loss: 0.9107 +2024-07-16 19:18:08,050 - pyskl - INFO - Epoch [27][1800/2506] lr: 2.309e-02, eta: 20:05:16, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9781, loss_cls: 0.8551, loss: 0.8551 +2024-07-16 19:18:30,947 - pyskl - INFO - Epoch [27][1900/2506] lr: 2.309e-02, eta: 20:04:51, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 0.8999, loss: 0.8999 +2024-07-16 19:18:53,673 - pyskl - INFO - Epoch [27][2000/2506] lr: 2.308e-02, eta: 20:04:24, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 0.9369, loss: 0.9369 +2024-07-16 19:19:16,456 - pyskl - INFO - Epoch [27][2100/2506] lr: 2.308e-02, eta: 20:03:58, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9744, loss_cls: 0.8938, loss: 0.8938 +2024-07-16 19:19:39,161 - pyskl - INFO - Epoch [27][2200/2506] lr: 2.307e-02, eta: 20:03:31, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 0.9298, loss: 0.9298 +2024-07-16 19:20:01,947 - pyskl - INFO - Epoch [27][2300/2506] lr: 2.307e-02, eta: 20:03:05, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9781, loss_cls: 0.8732, loss: 0.8732 +2024-07-16 19:20:24,674 - pyskl - INFO - Epoch [27][2400/2506] lr: 2.306e-02, eta: 20:02:38, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8325, top5_acc: 0.9794, loss_cls: 0.8138, loss: 0.8138 +2024-07-16 19:20:47,392 - pyskl - INFO - Epoch [27][2500/2506] lr: 2.305e-02, eta: 20:02:12, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 0.8716, loss: 0.8716 +2024-07-16 19:20:49,202 - pyskl - INFO - Saving checkpoint at 27 epochs +2024-07-16 19:22:05,497 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 19:22:05,563 - pyskl - INFO - +top1_acc 0.7405 +top5_acc 0.9530 +2024-07-16 19:22:05,566 - pyskl - INFO - Epoch(val) [27][1031] top1_acc: 0.7405, top5_acc: 0.9530 +2024-07-16 19:22:45,604 - pyskl - INFO - Epoch [28][100/2506] lr: 2.305e-02, eta: 20:02:56, time: 0.400, data_time: 0.174, memory: 6429, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 0.8343, loss: 0.8343 +2024-07-16 19:23:08,318 - pyskl - INFO - Epoch [28][200/2506] lr: 2.304e-02, eta: 20:02:30, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8300, top5_acc: 0.9788, loss_cls: 0.8489, loss: 0.8489 +2024-07-16 19:23:30,968 - pyskl - INFO - Epoch [28][300/2506] lr: 2.304e-02, eta: 20:02:03, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9762, loss_cls: 0.8783, loss: 0.8783 +2024-07-16 19:23:53,611 - pyskl - INFO - Epoch [28][400/2506] lr: 2.303e-02, eta: 20:01:36, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9812, loss_cls: 0.8279, loss: 0.8279 +2024-07-16 19:24:16,257 - pyskl - INFO - Epoch [28][500/2506] lr: 2.303e-02, eta: 20:01:09, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9731, loss_cls: 0.9048, loss: 0.9048 +2024-07-16 19:24:39,114 - pyskl - INFO - Epoch [28][600/2506] lr: 2.302e-02, eta: 20:00:43, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9731, loss_cls: 0.9268, loss: 0.9268 +2024-07-16 19:25:01,906 - pyskl - INFO - Epoch [28][700/2506] lr: 2.301e-02, eta: 20:00:17, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 0.9233, loss: 0.9233 +2024-07-16 19:25:24,608 - pyskl - INFO - Epoch [28][800/2506] lr: 2.301e-02, eta: 19:59:50, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9781, loss_cls: 0.8927, loss: 0.8927 +2024-07-16 19:25:47,330 - pyskl - INFO - Epoch [28][900/2506] lr: 2.300e-02, eta: 19:59:24, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8213, top5_acc: 0.9800, loss_cls: 0.8315, loss: 0.8315 +2024-07-16 19:26:10,104 - pyskl - INFO - Epoch [28][1000/2506] lr: 2.300e-02, eta: 19:58:57, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 0.8452, loss: 0.8452 +2024-07-16 19:26:32,820 - pyskl - INFO - Epoch [28][1100/2506] lr: 2.299e-02, eta: 19:58:31, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 0.9326, loss: 0.9326 +2024-07-16 19:26:55,594 - pyskl - INFO - Epoch [28][1200/2506] lr: 2.299e-02, eta: 19:58:04, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9669, loss_cls: 0.8965, loss: 0.8965 +2024-07-16 19:27:18,437 - pyskl - INFO - Epoch [28][1300/2506] lr: 2.298e-02, eta: 19:57:38, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8263, top5_acc: 0.9762, loss_cls: 0.8272, loss: 0.8272 +2024-07-16 19:27:41,210 - pyskl - INFO - Epoch [28][1400/2506] lr: 2.298e-02, eta: 19:57:12, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 0.8329, loss: 0.8329 +2024-07-16 19:28:03,843 - pyskl - INFO - Epoch [28][1500/2506] lr: 2.297e-02, eta: 19:56:45, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9738, loss_cls: 0.8944, loss: 0.8944 +2024-07-16 19:28:26,745 - pyskl - INFO - Epoch [28][1600/2506] lr: 2.296e-02, eta: 19:56:20, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7800, top5_acc: 0.9675, loss_cls: 0.9708, loss: 0.9708 +2024-07-16 19:28:49,512 - pyskl - INFO - Epoch [28][1700/2506] lr: 2.296e-02, eta: 19:55:53, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9731, loss_cls: 0.9055, loss: 0.9055 +2024-07-16 19:29:12,294 - pyskl - INFO - Epoch [28][1800/2506] lr: 2.295e-02, eta: 19:55:27, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9637, loss_cls: 0.9478, loss: 0.9478 +2024-07-16 19:29:35,079 - pyskl - INFO - Epoch [28][1900/2506] lr: 2.295e-02, eta: 19:55:01, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9744, loss_cls: 0.8835, loss: 0.8835 +2024-07-16 19:29:57,882 - pyskl - INFO - Epoch [28][2000/2506] lr: 2.294e-02, eta: 19:54:35, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9744, loss_cls: 0.8682, loss: 0.8682 +2024-07-16 19:30:20,655 - pyskl - INFO - Epoch [28][2100/2506] lr: 2.293e-02, eta: 19:54:09, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7981, top5_acc: 0.9650, loss_cls: 0.9526, loss: 0.9526 +2024-07-16 19:30:43,509 - pyskl - INFO - Epoch [28][2200/2506] lr: 2.293e-02, eta: 19:53:43, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9744, loss_cls: 0.8955, loss: 0.8955 +2024-07-16 19:31:06,289 - pyskl - INFO - Epoch [28][2300/2506] lr: 2.292e-02, eta: 19:53:17, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9719, loss_cls: 0.9093, loss: 0.9093 +2024-07-16 19:31:29,067 - pyskl - INFO - Epoch [28][2400/2506] lr: 2.292e-02, eta: 19:52:51, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9706, loss_cls: 0.9275, loss: 0.9275 +2024-07-16 19:31:51,827 - pyskl - INFO - Epoch [28][2500/2506] lr: 2.291e-02, eta: 19:52:25, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9762, loss_cls: 0.8808, loss: 0.8808 +2024-07-16 19:31:53,644 - pyskl - INFO - Saving checkpoint at 28 epochs +2024-07-16 19:33:09,879 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 19:33:09,947 - pyskl - INFO - +top1_acc 0.7729 +top5_acc 0.9563 +2024-07-16 19:33:09,951 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_25.pth was removed +2024-07-16 19:33:10,078 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_28.pth. +2024-07-16 19:33:10,079 - pyskl - INFO - Best top1_acc is 0.7729 at 28 epoch. +2024-07-16 19:33:10,081 - pyskl - INFO - Epoch(val) [28][1031] top1_acc: 0.7729, top5_acc: 0.9563 +2024-07-16 19:33:50,013 - pyskl - INFO - Epoch [29][100/2506] lr: 2.291e-02, eta: 19:53:06, time: 0.399, data_time: 0.173, memory: 6429, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 0.8095, loss: 0.8095 +2024-07-16 19:34:12,667 - pyskl - INFO - Epoch [29][200/2506] lr: 2.290e-02, eta: 19:52:39, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 0.9012, loss: 0.9012 +2024-07-16 19:34:35,457 - pyskl - INFO - Epoch [29][300/2506] lr: 2.289e-02, eta: 19:52:13, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8438, top5_acc: 0.9838, loss_cls: 0.7854, loss: 0.7854 +2024-07-16 19:34:58,378 - pyskl - INFO - Epoch [29][400/2506] lr: 2.289e-02, eta: 19:51:47, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8169, top5_acc: 0.9675, loss_cls: 0.8727, loss: 0.8727 +2024-07-16 19:35:21,305 - pyskl - INFO - Epoch [29][500/2506] lr: 2.288e-02, eta: 19:51:22, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9769, loss_cls: 0.8268, loss: 0.8268 +2024-07-16 19:35:44,390 - pyskl - INFO - Epoch [29][600/2506] lr: 2.288e-02, eta: 19:50:57, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8187, top5_acc: 0.9800, loss_cls: 0.8455, loss: 0.8455 +2024-07-16 19:36:07,222 - pyskl - INFO - Epoch [29][700/2506] lr: 2.287e-02, eta: 19:50:31, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 0.8651, loss: 0.8651 +2024-07-16 19:36:29,963 - pyskl - INFO - Epoch [29][800/2506] lr: 2.287e-02, eta: 19:50:04, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9650, loss_cls: 0.9384, loss: 0.9384 +2024-07-16 19:36:52,660 - pyskl - INFO - Epoch [29][900/2506] lr: 2.286e-02, eta: 19:49:38, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9719, loss_cls: 0.9411, loss: 0.9411 +2024-07-16 19:37:15,388 - pyskl - INFO - Epoch [29][1000/2506] lr: 2.285e-02, eta: 19:49:12, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 0.9350, loss: 0.9350 +2024-07-16 19:37:38,066 - pyskl - INFO - Epoch [29][1100/2506] lr: 2.285e-02, eta: 19:48:45, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 0.9035, loss: 0.9035 +2024-07-16 19:38:00,749 - pyskl - INFO - Epoch [29][1200/2506] lr: 2.284e-02, eta: 19:48:18, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9700, loss_cls: 0.9210, loss: 0.9210 +2024-07-16 19:38:23,396 - pyskl - INFO - Epoch [29][1300/2506] lr: 2.284e-02, eta: 19:47:52, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 0.8745, loss: 0.8745 +2024-07-16 19:38:45,995 - pyskl - INFO - Epoch [29][1400/2506] lr: 2.283e-02, eta: 19:47:25, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9775, loss_cls: 0.8408, loss: 0.8408 +2024-07-16 19:39:08,622 - pyskl - INFO - Epoch [29][1500/2506] lr: 2.282e-02, eta: 19:46:58, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 0.8303, loss: 0.8303 +2024-07-16 19:39:31,250 - pyskl - INFO - Epoch [29][1600/2506] lr: 2.282e-02, eta: 19:46:31, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9756, loss_cls: 0.9053, loss: 0.9053 +2024-07-16 19:39:53,805 - pyskl - INFO - Epoch [29][1700/2506] lr: 2.281e-02, eta: 19:46:04, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.8025, top5_acc: 0.9700, loss_cls: 0.9523, loss: 0.9523 +2024-07-16 19:40:16,417 - pyskl - INFO - Epoch [29][1800/2506] lr: 2.281e-02, eta: 19:45:38, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7950, top5_acc: 0.9725, loss_cls: 0.9387, loss: 0.9387 +2024-07-16 19:40:39,005 - pyskl - INFO - Epoch [29][1900/2506] lr: 2.280e-02, eta: 19:45:11, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7944, top5_acc: 0.9738, loss_cls: 0.9202, loss: 0.9202 +2024-07-16 19:41:01,603 - pyskl - INFO - Epoch [29][2000/2506] lr: 2.279e-02, eta: 19:44:44, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9781, loss_cls: 0.8775, loss: 0.8775 +2024-07-16 19:41:24,199 - pyskl - INFO - Epoch [29][2100/2506] lr: 2.279e-02, eta: 19:44:17, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 0.9070, loss: 0.9070 +2024-07-16 19:41:46,723 - pyskl - INFO - Epoch [29][2200/2506] lr: 2.278e-02, eta: 19:43:50, time: 0.225, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9819, loss_cls: 0.8426, loss: 0.8426 +2024-07-16 19:42:09,273 - pyskl - INFO - Epoch [29][2300/2506] lr: 2.278e-02, eta: 19:43:23, time: 0.225, data_time: 0.000, memory: 6429, top1_acc: 0.7963, top5_acc: 0.9606, loss_cls: 0.9755, loss: 0.9755 +2024-07-16 19:42:31,871 - pyskl - INFO - Epoch [29][2400/2506] lr: 2.277e-02, eta: 19:42:56, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9688, loss_cls: 0.9674, loss: 0.9674 +2024-07-16 19:42:54,432 - pyskl - INFO - Epoch [29][2500/2506] lr: 2.276e-02, eta: 19:42:30, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.8275, top5_acc: 0.9681, loss_cls: 0.8572, loss: 0.8572 +2024-07-16 19:42:56,224 - pyskl - INFO - Saving checkpoint at 29 epochs +2024-07-16 19:44:12,161 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 19:44:12,230 - pyskl - INFO - +top1_acc 0.7630 +top5_acc 0.9588 +2024-07-16 19:44:12,233 - pyskl - INFO - Epoch(val) [29][1031] top1_acc: 0.7630, top5_acc: 0.9588 +2024-07-16 19:44:53,070 - pyskl - INFO - Epoch [30][100/2506] lr: 2.276e-02, eta: 19:43:11, time: 0.408, data_time: 0.175, memory: 6429, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 0.8170, loss: 0.8170 +2024-07-16 19:45:16,406 - pyskl - INFO - Epoch [30][200/2506] lr: 2.275e-02, eta: 19:42:48, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9781, loss_cls: 0.8558, loss: 0.8558 +2024-07-16 19:45:39,709 - pyskl - INFO - Epoch [30][300/2506] lr: 2.275e-02, eta: 19:42:24, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 0.8759, loss: 0.8759 +2024-07-16 19:46:02,993 - pyskl - INFO - Epoch [30][400/2506] lr: 2.274e-02, eta: 19:42:00, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 0.8743, loss: 0.8743 +2024-07-16 19:46:26,337 - pyskl - INFO - Epoch [30][500/2506] lr: 2.273e-02, eta: 19:41:36, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9719, loss_cls: 0.9196, loss: 0.9196 +2024-07-16 19:46:49,597 - pyskl - INFO - Epoch [30][600/2506] lr: 2.273e-02, eta: 19:41:12, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7937, top5_acc: 0.9762, loss_cls: 0.9295, loss: 0.9295 +2024-07-16 19:47:12,994 - pyskl - INFO - Epoch [30][700/2506] lr: 2.272e-02, eta: 19:40:48, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 0.8724, loss: 0.8724 +2024-07-16 19:47:36,416 - pyskl - INFO - Epoch [30][800/2506] lr: 2.272e-02, eta: 19:40:25, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 0.8551, loss: 0.8551 +2024-07-16 19:47:59,664 - pyskl - INFO - Epoch [30][900/2506] lr: 2.271e-02, eta: 19:40:01, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9806, loss_cls: 0.8807, loss: 0.8807 +2024-07-16 19:48:22,955 - pyskl - INFO - Epoch [30][1000/2506] lr: 2.270e-02, eta: 19:39:37, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 0.8798, loss: 0.8798 +2024-07-16 19:48:46,281 - pyskl - INFO - Epoch [30][1100/2506] lr: 2.270e-02, eta: 19:39:13, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9738, loss_cls: 0.8718, loss: 0.8718 +2024-07-16 19:49:09,573 - pyskl - INFO - Epoch [30][1200/2506] lr: 2.269e-02, eta: 19:38:49, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9775, loss_cls: 0.8840, loss: 0.8840 +2024-07-16 19:49:32,876 - pyskl - INFO - Epoch [30][1300/2506] lr: 2.269e-02, eta: 19:38:25, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9781, loss_cls: 0.8424, loss: 0.8424 +2024-07-16 19:49:56,052 - pyskl - INFO - Epoch [30][1400/2506] lr: 2.268e-02, eta: 19:38:01, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 0.8448, loss: 0.8448 +2024-07-16 19:50:19,381 - pyskl - INFO - Epoch [30][1500/2506] lr: 2.267e-02, eta: 19:37:37, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9750, loss_cls: 0.8918, loss: 0.8918 +2024-07-16 19:50:42,650 - pyskl - INFO - Epoch [30][1600/2506] lr: 2.267e-02, eta: 19:37:13, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 0.8619, loss: 0.8619 +2024-07-16 19:51:06,005 - pyskl - INFO - Epoch [30][1700/2506] lr: 2.266e-02, eta: 19:36:49, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 0.9188, loss: 0.9188 +2024-07-16 19:51:29,349 - pyskl - INFO - Epoch [30][1800/2506] lr: 2.266e-02, eta: 19:36:26, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 0.8107, loss: 0.8107 +2024-07-16 19:51:52,660 - pyskl - INFO - Epoch [30][1900/2506] lr: 2.265e-02, eta: 19:36:02, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 0.8469, loss: 0.8469 +2024-07-16 19:52:15,957 - pyskl - INFO - Epoch [30][2000/2506] lr: 2.264e-02, eta: 19:35:38, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 0.9243, loss: 0.9243 +2024-07-16 19:52:39,268 - pyskl - INFO - Epoch [30][2100/2506] lr: 2.264e-02, eta: 19:35:14, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8263, top5_acc: 0.9812, loss_cls: 0.8446, loss: 0.8446 +2024-07-16 19:53:02,518 - pyskl - INFO - Epoch [30][2200/2506] lr: 2.263e-02, eta: 19:34:50, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8025, top5_acc: 0.9731, loss_cls: 0.8882, loss: 0.8882 +2024-07-16 19:53:25,788 - pyskl - INFO - Epoch [30][2300/2506] lr: 2.263e-02, eta: 19:34:26, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 0.9107, loss: 0.9107 +2024-07-16 19:53:49,109 - pyskl - INFO - Epoch [30][2400/2506] lr: 2.262e-02, eta: 19:34:02, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 0.8767, loss: 0.8767 +2024-07-16 19:54:12,413 - pyskl - INFO - Epoch [30][2500/2506] lr: 2.261e-02, eta: 19:33:38, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9681, loss_cls: 0.9054, loss: 0.9054 +2024-07-16 19:54:14,288 - pyskl - INFO - Saving checkpoint at 30 epochs +2024-07-16 19:55:30,446 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 19:55:30,512 - pyskl - INFO - +top1_acc 0.7267 +top5_acc 0.9455 +2024-07-16 19:55:30,515 - pyskl - INFO - Epoch(val) [30][1031] top1_acc: 0.7267, top5_acc: 0.9455 +2024-07-16 19:56:11,383 - pyskl - INFO - Epoch [31][100/2506] lr: 2.261e-02, eta: 19:34:18, time: 0.409, data_time: 0.175, memory: 6430, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 0.9581, loss: 0.9581 +2024-07-16 19:56:34,328 - pyskl - INFO - Epoch [31][200/2506] lr: 2.260e-02, eta: 19:33:52, time: 0.229, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 0.8957, loss: 0.8957 +2024-07-16 19:56:57,375 - pyskl - INFO - Epoch [31][300/2506] lr: 2.259e-02, eta: 19:33:27, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 0.9165, loss: 0.9165 +2024-07-16 19:57:20,766 - pyskl - INFO - Epoch [31][400/2506] lr: 2.259e-02, eta: 19:33:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 0.9486, loss: 0.9486 +2024-07-16 19:57:44,021 - pyskl - INFO - Epoch [31][500/2506] lr: 2.258e-02, eta: 19:32:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8150, top5_acc: 0.9719, loss_cls: 0.9513, loss: 0.9513 +2024-07-16 19:58:07,154 - pyskl - INFO - Epoch [31][600/2506] lr: 2.258e-02, eta: 19:32:15, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 0.8918, loss: 0.8918 +2024-07-16 19:58:30,290 - pyskl - INFO - Epoch [31][700/2506] lr: 2.257e-02, eta: 19:31:50, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 0.9348, loss: 0.9348 +2024-07-16 19:58:53,423 - pyskl - INFO - Epoch [31][800/2506] lr: 2.256e-02, eta: 19:31:26, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 0.8840, loss: 0.8840 +2024-07-16 19:59:16,719 - pyskl - INFO - Epoch [31][900/2506] lr: 2.256e-02, eta: 19:31:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7913, top5_acc: 0.9700, loss_cls: 1.0302, loss: 1.0302 +2024-07-16 19:59:40,005 - pyskl - INFO - Epoch [31][1000/2506] lr: 2.255e-02, eta: 19:30:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8187, top5_acc: 0.9762, loss_cls: 0.9299, loss: 0.9299 +2024-07-16 20:00:03,282 - pyskl - INFO - Epoch [31][1100/2506] lr: 2.254e-02, eta: 19:30:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 0.9632, loss: 0.9632 +2024-07-16 20:00:26,567 - pyskl - INFO - Epoch [31][1200/2506] lr: 2.254e-02, eta: 19:29:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 0.9176, loss: 0.9176 +2024-07-16 20:00:49,890 - pyskl - INFO - Epoch [31][1300/2506] lr: 2.253e-02, eta: 19:29:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8006, top5_acc: 0.9750, loss_cls: 1.0205, loss: 1.0205 +2024-07-16 20:01:13,133 - pyskl - INFO - Epoch [31][1400/2506] lr: 2.253e-02, eta: 19:29:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9762, loss_cls: 0.9325, loss: 0.9325 +2024-07-16 20:01:36,329 - pyskl - INFO - Epoch [31][1500/2506] lr: 2.252e-02, eta: 19:28:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 0.9286, loss: 0.9286 +2024-07-16 20:01:59,496 - pyskl - INFO - Epoch [31][1600/2506] lr: 2.251e-02, eta: 19:28:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.7919, top5_acc: 0.9700, loss_cls: 0.9923, loss: 0.9923 +2024-07-16 20:02:22,578 - pyskl - INFO - Epoch [31][1700/2506] lr: 2.251e-02, eta: 19:27:48, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8113, top5_acc: 0.9750, loss_cls: 0.9406, loss: 0.9406 +2024-07-16 20:02:45,676 - pyskl - INFO - Epoch [31][1800/2506] lr: 2.250e-02, eta: 19:27:23, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 0.9874, loss: 0.9874 +2024-07-16 20:03:08,800 - pyskl - INFO - Epoch [31][1900/2506] lr: 2.249e-02, eta: 19:26:58, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 0.9522, loss: 0.9522 +2024-07-16 20:03:31,950 - pyskl - INFO - Epoch [31][2000/2506] lr: 2.249e-02, eta: 19:26:34, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 0.9499, loss: 0.9499 +2024-07-16 20:03:55,025 - pyskl - INFO - Epoch [31][2100/2506] lr: 2.248e-02, eta: 19:26:09, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 1.0074, loss: 1.0074 +2024-07-16 20:04:18,120 - pyskl - INFO - Epoch [31][2200/2506] lr: 2.248e-02, eta: 19:25:44, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8187, top5_acc: 0.9788, loss_cls: 0.9042, loss: 0.9042 +2024-07-16 20:04:41,237 - pyskl - INFO - Epoch [31][2300/2506] lr: 2.247e-02, eta: 19:25:20, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8156, top5_acc: 0.9756, loss_cls: 0.9508, loss: 0.9508 +2024-07-16 20:05:04,353 - pyskl - INFO - Epoch [31][2400/2506] lr: 2.246e-02, eta: 19:24:55, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 0.8883, loss: 0.8883 +2024-07-16 20:05:27,500 - pyskl - INFO - Epoch [31][2500/2506] lr: 2.246e-02, eta: 19:24:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 0.8769, loss: 0.8769 +2024-07-16 20:05:29,373 - pyskl - INFO - Saving checkpoint at 31 epochs +2024-07-16 20:06:45,362 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 20:06:45,428 - pyskl - INFO - +top1_acc 0.7230 +top5_acc 0.9488 +2024-07-16 20:06:45,431 - pyskl - INFO - Epoch(val) [31][1031] top1_acc: 0.7230, top5_acc: 0.9488 +2024-07-16 20:07:26,395 - pyskl - INFO - Epoch [32][100/2506] lr: 2.245e-02, eta: 19:25:08, time: 0.410, data_time: 0.175, memory: 6430, top1_acc: 0.8150, top5_acc: 0.9769, loss_cls: 0.9102, loss: 0.9102 +2024-07-16 20:07:49,444 - pyskl - INFO - Epoch [32][200/2506] lr: 2.244e-02, eta: 19:24:43, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.7963, top5_acc: 0.9700, loss_cls: 0.9845, loss: 0.9845 +2024-07-16 20:08:12,582 - pyskl - INFO - Epoch [32][300/2506] lr: 2.244e-02, eta: 19:24:18, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 0.9243, loss: 0.9243 +2024-07-16 20:08:35,929 - pyskl - INFO - Epoch [32][400/2506] lr: 2.243e-02, eta: 19:23:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9850, loss_cls: 0.8545, loss: 0.8545 +2024-07-16 20:08:59,071 - pyskl - INFO - Epoch [32][500/2506] lr: 2.243e-02, eta: 19:23:29, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 0.8662, loss: 0.8662 +2024-07-16 20:09:22,197 - pyskl - INFO - Epoch [32][600/2506] lr: 2.242e-02, eta: 19:23:05, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8081, top5_acc: 0.9812, loss_cls: 0.9388, loss: 0.9388 +2024-07-16 20:09:45,374 - pyskl - INFO - Epoch [32][700/2506] lr: 2.241e-02, eta: 19:22:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 0.8853, loss: 0.8853 +2024-07-16 20:10:08,555 - pyskl - INFO - Epoch [32][800/2506] lr: 2.241e-02, eta: 19:22:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 0.9371, loss: 0.9371 +2024-07-16 20:10:31,700 - pyskl - INFO - Epoch [32][900/2506] lr: 2.240e-02, eta: 19:21:51, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 0.9395, loss: 0.9395 +2024-07-16 20:10:54,816 - pyskl - INFO - Epoch [32][1000/2506] lr: 2.239e-02, eta: 19:21:27, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8187, top5_acc: 0.9794, loss_cls: 0.9068, loss: 0.9068 +2024-07-16 20:11:18,010 - pyskl - INFO - Epoch [32][1100/2506] lr: 2.239e-02, eta: 19:21:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 0.9515, loss: 0.9515 +2024-07-16 20:11:41,164 - pyskl - INFO - Epoch [32][1200/2506] lr: 2.238e-02, eta: 19:20:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 0.8797, loss: 0.8797 +2024-07-16 20:12:04,288 - pyskl - INFO - Epoch [32][1300/2506] lr: 2.237e-02, eta: 19:20:13, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8125, top5_acc: 0.9744, loss_cls: 0.9359, loss: 0.9359 +2024-07-16 20:12:27,306 - pyskl - INFO - Epoch [32][1400/2506] lr: 2.237e-02, eta: 19:19:48, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 0.8925, loss: 0.8925 +2024-07-16 20:12:50,403 - pyskl - INFO - Epoch [32][1500/2506] lr: 2.236e-02, eta: 19:19:23, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 0.9406, loss: 0.9406 +2024-07-16 20:13:13,498 - pyskl - INFO - Epoch [32][1600/2506] lr: 2.235e-02, eta: 19:18:58, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9819, loss_cls: 0.9086, loss: 0.9086 +2024-07-16 20:13:36,612 - pyskl - INFO - Epoch [32][1700/2506] lr: 2.235e-02, eta: 19:18:34, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 0.9287, loss: 0.9287 +2024-07-16 20:13:59,715 - pyskl - INFO - Epoch [32][1800/2506] lr: 2.234e-02, eta: 19:18:09, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 0.9348, loss: 0.9348 +2024-07-16 20:14:22,837 - pyskl - INFO - Epoch [32][1900/2506] lr: 2.234e-02, eta: 19:17:44, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 0.9765, loss: 0.9765 +2024-07-16 20:14:46,007 - pyskl - INFO - Epoch [32][2000/2506] lr: 2.233e-02, eta: 19:17:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8000, top5_acc: 0.9719, loss_cls: 1.0069, loss: 1.0069 +2024-07-16 20:15:09,203 - pyskl - INFO - Epoch [32][2100/2506] lr: 2.232e-02, eta: 19:16:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.7994, top5_acc: 0.9731, loss_cls: 0.9668, loss: 0.9668 +2024-07-16 20:15:32,334 - pyskl - INFO - Epoch [32][2200/2506] lr: 2.232e-02, eta: 19:16:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8200, top5_acc: 0.9712, loss_cls: 0.9237, loss: 0.9237 +2024-07-16 20:15:55,438 - pyskl - INFO - Epoch [32][2300/2506] lr: 2.231e-02, eta: 19:16:06, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8056, top5_acc: 0.9756, loss_cls: 0.9922, loss: 0.9922 +2024-07-16 20:16:18,542 - pyskl - INFO - Epoch [32][2400/2506] lr: 2.230e-02, eta: 19:15:42, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 0.8870, loss: 0.8870 +2024-07-16 20:16:41,656 - pyskl - INFO - Epoch [32][2500/2506] lr: 2.230e-02, eta: 19:15:17, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 0.9047, loss: 0.9047 +2024-07-16 20:16:43,470 - pyskl - INFO - Saving checkpoint at 32 epochs +2024-07-16 20:17:59,985 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 20:18:00,052 - pyskl - INFO - +top1_acc 0.7625 +top5_acc 0.9582 +2024-07-16 20:18:00,054 - pyskl - INFO - Epoch(val) [32][1031] top1_acc: 0.7625, top5_acc: 0.9582 +2024-07-16 20:18:41,075 - pyskl - INFO - Epoch [33][100/2506] lr: 2.229e-02, eta: 19:15:52, time: 0.410, data_time: 0.174, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9800, loss_cls: 0.8973, loss: 0.8973 +2024-07-16 20:19:04,175 - pyskl - INFO - Epoch [33][200/2506] lr: 2.228e-02, eta: 19:15:27, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 0.8473, loss: 0.8473 +2024-07-16 20:19:27,324 - pyskl - INFO - Epoch [33][300/2506] lr: 2.228e-02, eta: 19:15:02, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 0.8981, loss: 0.8981 +2024-07-16 20:19:50,607 - pyskl - INFO - Epoch [33][400/2506] lr: 2.227e-02, eta: 19:14:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8181, top5_acc: 0.9750, loss_cls: 0.9091, loss: 0.9091 +2024-07-16 20:20:13,851 - pyskl - INFO - Epoch [33][500/2506] lr: 2.226e-02, eta: 19:14:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 0.8215, loss: 0.8215 +2024-07-16 20:20:37,052 - pyskl - INFO - Epoch [33][600/2506] lr: 2.226e-02, eta: 19:13:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8225, top5_acc: 0.9788, loss_cls: 0.8778, loss: 0.8778 +2024-07-16 20:21:00,386 - pyskl - INFO - Epoch [33][700/2506] lr: 2.225e-02, eta: 19:13:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 0.9586, loss: 0.9586 +2024-07-16 20:21:23,723 - pyskl - INFO - Epoch [33][800/2506] lr: 2.224e-02, eta: 19:13:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8031, top5_acc: 0.9744, loss_cls: 0.9771, loss: 0.9771 +2024-07-16 20:21:46,949 - pyskl - INFO - Epoch [33][900/2506] lr: 2.224e-02, eta: 19:12:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 0.9005, loss: 0.9005 +2024-07-16 20:22:10,179 - pyskl - INFO - Epoch [33][1000/2506] lr: 2.223e-02, eta: 19:12:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9794, loss_cls: 0.9235, loss: 0.9235 +2024-07-16 20:22:33,372 - pyskl - INFO - Epoch [33][1100/2506] lr: 2.222e-02, eta: 19:11:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 0.8955, loss: 0.8955 +2024-07-16 20:22:56,544 - pyskl - INFO - Epoch [33][1200/2506] lr: 2.222e-02, eta: 19:11:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 0.8679, loss: 0.8679 +2024-07-16 20:23:19,743 - pyskl - INFO - Epoch [33][1300/2506] lr: 2.221e-02, eta: 19:11:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 0.8887, loss: 0.8887 +2024-07-16 20:23:43,176 - pyskl - INFO - Epoch [33][1400/2506] lr: 2.220e-02, eta: 19:10:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 0.9162, loss: 0.9162 +2024-07-16 20:24:06,682 - pyskl - INFO - Epoch [33][1500/2506] lr: 2.220e-02, eta: 19:10:13, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 0.9515, loss: 0.9515 +2024-07-16 20:24:30,037 - pyskl - INFO - Epoch [33][1600/2506] lr: 2.219e-02, eta: 19:09:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 0.9492, loss: 0.9492 +2024-07-16 20:24:53,406 - pyskl - INFO - Epoch [33][1700/2506] lr: 2.218e-02, eta: 19:09:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 0.9397, loss: 0.9397 +2024-07-16 20:25:16,669 - pyskl - INFO - Epoch [33][1800/2506] lr: 2.218e-02, eta: 19:09:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7856, top5_acc: 0.9700, loss_cls: 1.0193, loss: 1.0193 +2024-07-16 20:25:39,917 - pyskl - INFO - Epoch [33][1900/2506] lr: 2.217e-02, eta: 19:08:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 0.9893, loss: 0.9893 +2024-07-16 20:26:03,110 - pyskl - INFO - Epoch [33][2000/2506] lr: 2.217e-02, eta: 19:08:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9875, loss_cls: 0.8460, loss: 0.8460 +2024-07-16 20:26:26,244 - pyskl - INFO - Epoch [33][2100/2506] lr: 2.216e-02, eta: 19:07:48, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8194, top5_acc: 0.9775, loss_cls: 0.9256, loss: 0.9256 +2024-07-16 20:26:49,355 - pyskl - INFO - Epoch [33][2200/2506] lr: 2.215e-02, eta: 19:07:23, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 0.8839, loss: 0.8839 +2024-07-16 20:27:12,471 - pyskl - INFO - Epoch [33][2300/2506] lr: 2.215e-02, eta: 19:06:59, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9675, loss_cls: 0.9585, loss: 0.9585 +2024-07-16 20:27:35,568 - pyskl - INFO - Epoch [33][2400/2506] lr: 2.214e-02, eta: 19:06:34, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8119, top5_acc: 0.9825, loss_cls: 0.9591, loss: 0.9591 +2024-07-16 20:27:58,672 - pyskl - INFO - Epoch [33][2500/2506] lr: 2.213e-02, eta: 19:06:09, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 0.9843, loss: 0.9843 +2024-07-16 20:28:00,545 - pyskl - INFO - Saving checkpoint at 33 epochs +2024-07-16 20:29:16,871 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 20:29:16,939 - pyskl - INFO - +top1_acc 0.6736 +top5_acc 0.9282 +2024-07-16 20:29:16,941 - pyskl - INFO - Epoch(val) [33][1031] top1_acc: 0.6736, top5_acc: 0.9282 +2024-07-16 20:29:57,794 - pyskl - INFO - Epoch [34][100/2506] lr: 2.212e-02, eta: 19:06:41, time: 0.408, data_time: 0.174, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 0.8432, loss: 0.8432 +2024-07-16 20:30:20,953 - pyskl - INFO - Epoch [34][200/2506] lr: 2.212e-02, eta: 19:06:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9706, loss_cls: 0.8955, loss: 0.8955 +2024-07-16 20:30:44,169 - pyskl - INFO - Epoch [34][300/2506] lr: 2.211e-02, eta: 19:05:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9806, loss_cls: 0.8915, loss: 0.8915 +2024-07-16 20:31:07,501 - pyskl - INFO - Epoch [34][400/2506] lr: 2.210e-02, eta: 19:05:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9800, loss_cls: 0.8869, loss: 0.8869 +2024-07-16 20:31:30,896 - pyskl - INFO - Epoch [34][500/2506] lr: 2.210e-02, eta: 19:05:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 0.8976, loss: 0.8976 +2024-07-16 20:31:54,206 - pyskl - INFO - Epoch [34][600/2506] lr: 2.209e-02, eta: 19:04:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9794, loss_cls: 0.9088, loss: 0.9088 +2024-07-16 20:32:17,437 - pyskl - INFO - Epoch [34][700/2506] lr: 2.208e-02, eta: 19:04:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8119, top5_acc: 0.9775, loss_cls: 0.9625, loss: 0.9625 +2024-07-16 20:32:40,539 - pyskl - INFO - Epoch [34][800/2506] lr: 2.208e-02, eta: 19:03:51, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 0.8863, loss: 0.8863 +2024-07-16 20:33:03,682 - pyskl - INFO - Epoch [34][900/2506] lr: 2.207e-02, eta: 19:03:26, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9794, loss_cls: 0.8887, loss: 0.8887 +2024-07-16 20:33:26,749 - pyskl - INFO - Epoch [34][1000/2506] lr: 2.206e-02, eta: 19:03:02, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 0.8720, loss: 0.8720 +2024-07-16 20:33:49,868 - pyskl - INFO - Epoch [34][1100/2506] lr: 2.206e-02, eta: 19:02:37, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 0.9475, loss: 0.9475 +2024-07-16 20:34:12,946 - pyskl - INFO - Epoch [34][1200/2506] lr: 2.205e-02, eta: 19:02:12, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 0.9243, loss: 0.9243 +2024-07-16 20:34:35,999 - pyskl - INFO - Epoch [34][1300/2506] lr: 2.204e-02, eta: 19:01:47, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 0.9519, loss: 0.9519 +2024-07-16 20:34:59,089 - pyskl - INFO - Epoch [34][1400/2506] lr: 2.204e-02, eta: 19:01:22, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9862, loss_cls: 0.8240, loss: 0.8240 +2024-07-16 20:35:22,191 - pyskl - INFO - Epoch [34][1500/2506] lr: 2.203e-02, eta: 19:00:58, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8163, top5_acc: 0.9794, loss_cls: 0.9032, loss: 0.9032 +2024-07-16 20:35:45,252 - pyskl - INFO - Epoch [34][1600/2506] lr: 2.202e-02, eta: 19:00:33, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9725, loss_cls: 0.9154, loss: 0.9154 +2024-07-16 20:36:08,311 - pyskl - INFO - Epoch [34][1700/2506] lr: 2.202e-02, eta: 19:00:08, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 0.9448, loss: 0.9448 +2024-07-16 20:36:31,386 - pyskl - INFO - Epoch [34][1800/2506] lr: 2.201e-02, eta: 18:59:43, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 0.9083, loss: 0.9083 +2024-07-16 20:36:54,462 - pyskl - INFO - Epoch [34][1900/2506] lr: 2.200e-02, eta: 18:59:18, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8125, top5_acc: 0.9694, loss_cls: 0.9445, loss: 0.9445 +2024-07-16 20:37:17,535 - pyskl - INFO - Epoch [34][2000/2506] lr: 2.200e-02, eta: 18:58:53, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 0.9579, loss: 0.9579 +2024-07-16 20:37:40,611 - pyskl - INFO - Epoch [34][2100/2506] lr: 2.199e-02, eta: 18:58:29, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 0.9444, loss: 0.9444 +2024-07-16 20:38:03,703 - pyskl - INFO - Epoch [34][2200/2506] lr: 2.198e-02, eta: 18:58:04, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 0.8604, loss: 0.8604 +2024-07-16 20:38:26,806 - pyskl - INFO - Epoch [34][2300/2506] lr: 2.198e-02, eta: 18:57:39, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 0.8989, loss: 0.8989 +2024-07-16 20:38:49,894 - pyskl - INFO - Epoch [34][2400/2506] lr: 2.197e-02, eta: 18:57:14, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9794, loss_cls: 0.8650, loss: 0.8650 +2024-07-16 20:39:12,999 - pyskl - INFO - Epoch [34][2500/2506] lr: 2.196e-02, eta: 18:56:50, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8169, top5_acc: 0.9800, loss_cls: 0.9040, loss: 0.9040 +2024-07-16 20:39:14,825 - pyskl - INFO - Saving checkpoint at 34 epochs +2024-07-16 20:40:31,012 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 20:40:31,078 - pyskl - INFO - +top1_acc 0.7361 +top5_acc 0.9503 +2024-07-16 20:40:31,081 - pyskl - INFO - Epoch(val) [34][1031] top1_acc: 0.7361, top5_acc: 0.9503 +2024-07-16 20:41:12,167 - pyskl - INFO - Epoch [35][100/2506] lr: 2.196e-02, eta: 18:57:20, time: 0.411, data_time: 0.175, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 0.8613, loss: 0.8613 +2024-07-16 20:41:35,393 - pyskl - INFO - Epoch [35][200/2506] lr: 2.195e-02, eta: 18:56:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9719, loss_cls: 0.8688, loss: 0.8688 +2024-07-16 20:41:58,650 - pyskl - INFO - Epoch [35][300/2506] lr: 2.194e-02, eta: 18:56:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 0.8387, loss: 0.8387 +2024-07-16 20:42:21,884 - pyskl - INFO - Epoch [35][400/2506] lr: 2.194e-02, eta: 18:56:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 0.8392, loss: 0.8392 +2024-07-16 20:42:45,150 - pyskl - INFO - Epoch [35][500/2506] lr: 2.193e-02, eta: 18:55:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9812, loss_cls: 0.8683, loss: 0.8683 +2024-07-16 20:43:08,405 - pyskl - INFO - Epoch [35][600/2506] lr: 2.192e-02, eta: 18:55:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 0.9098, loss: 0.9098 +2024-07-16 20:43:31,666 - pyskl - INFO - Epoch [35][700/2506] lr: 2.191e-02, eta: 18:54:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8181, top5_acc: 0.9794, loss_cls: 0.8936, loss: 0.8936 +2024-07-16 20:43:54,872 - pyskl - INFO - Epoch [35][800/2506] lr: 2.191e-02, eta: 18:54:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8087, top5_acc: 0.9744, loss_cls: 0.9714, loss: 0.9714 +2024-07-16 20:44:17,920 - pyskl - INFO - Epoch [35][900/2506] lr: 2.190e-02, eta: 18:54:05, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 0.9127, loss: 0.9127 +2024-07-16 20:44:41,007 - pyskl - INFO - Epoch [35][1000/2506] lr: 2.189e-02, eta: 18:53:40, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8163, top5_acc: 0.9806, loss_cls: 0.9070, loss: 0.9070 +2024-07-16 20:45:04,120 - pyskl - INFO - Epoch [35][1100/2506] lr: 2.189e-02, eta: 18:53:15, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8194, top5_acc: 0.9775, loss_cls: 0.9096, loss: 0.9096 +2024-07-16 20:45:27,272 - pyskl - INFO - Epoch [35][1200/2506] lr: 2.188e-02, eta: 18:52:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9806, loss_cls: 0.8573, loss: 0.8573 +2024-07-16 20:45:50,409 - pyskl - INFO - Epoch [35][1300/2506] lr: 2.187e-02, eta: 18:52:26, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 0.9186, loss: 0.9186 +2024-07-16 20:46:13,582 - pyskl - INFO - Epoch [35][1400/2506] lr: 2.187e-02, eta: 18:52:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 0.9239, loss: 0.9239 +2024-07-16 20:46:36,730 - pyskl - INFO - Epoch [35][1500/2506] lr: 2.186e-02, eta: 18:51:37, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9806, loss_cls: 0.8263, loss: 0.8263 +2024-07-16 20:47:00,102 - pyskl - INFO - Epoch [35][1600/2506] lr: 2.185e-02, eta: 18:51:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 0.8743, loss: 0.8743 +2024-07-16 20:47:23,342 - pyskl - INFO - Epoch [35][1700/2506] lr: 2.185e-02, eta: 18:50:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 0.9619, loss: 0.9619 +2024-07-16 20:47:46,516 - pyskl - INFO - Epoch [35][1800/2506] lr: 2.184e-02, eta: 18:50:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9788, loss_cls: 0.9156, loss: 0.9156 +2024-07-16 20:48:09,671 - pyskl - INFO - Epoch [35][1900/2506] lr: 2.183e-02, eta: 18:50:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 0.8786, loss: 0.8786 +2024-07-16 20:48:32,799 - pyskl - INFO - Epoch [35][2000/2506] lr: 2.182e-02, eta: 18:49:35, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.7956, top5_acc: 0.9688, loss_cls: 0.9777, loss: 0.9777 +2024-07-16 20:48:55,946 - pyskl - INFO - Epoch [35][2100/2506] lr: 2.182e-02, eta: 18:49:11, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9762, loss_cls: 0.9175, loss: 0.9175 +2024-07-16 20:49:19,060 - pyskl - INFO - Epoch [35][2200/2506] lr: 2.181e-02, eta: 18:48:46, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9706, loss_cls: 0.9153, loss: 0.9153 +2024-07-16 20:49:42,180 - pyskl - INFO - Epoch [35][2300/2506] lr: 2.180e-02, eta: 18:48:22, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8069, top5_acc: 0.9756, loss_cls: 0.9649, loss: 0.9649 +2024-07-16 20:50:05,313 - pyskl - INFO - Epoch [35][2400/2506] lr: 2.180e-02, eta: 18:47:57, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 0.9192, loss: 0.9192 +2024-07-16 20:50:28,427 - pyskl - INFO - Epoch [35][2500/2506] lr: 2.179e-02, eta: 18:47:32, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.7944, top5_acc: 0.9719, loss_cls: 1.0154, loss: 1.0154 +2024-07-16 20:50:30,277 - pyskl - INFO - Saving checkpoint at 35 epochs +2024-07-16 20:51:46,400 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 20:51:46,466 - pyskl - INFO - +top1_acc 0.7419 +top5_acc 0.9507 +2024-07-16 20:51:46,468 - pyskl - INFO - Epoch(val) [35][1031] top1_acc: 0.7419, top5_acc: 0.9507 +2024-07-16 20:52:27,352 - pyskl - INFO - Epoch [36][100/2506] lr: 2.178e-02, eta: 18:48:00, time: 0.409, data_time: 0.174, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9812, loss_cls: 0.8468, loss: 0.8468 +2024-07-16 20:52:50,428 - pyskl - INFO - Epoch [36][200/2506] lr: 2.178e-02, eta: 18:47:35, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 0.8453, loss: 0.8453 +2024-07-16 20:53:13,573 - pyskl - INFO - Epoch [36][300/2506] lr: 2.177e-02, eta: 18:47:10, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 0.8138, loss: 0.8138 +2024-07-16 20:53:36,851 - pyskl - INFO - Epoch [36][400/2506] lr: 2.176e-02, eta: 18:46:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9825, loss_cls: 0.8472, loss: 0.8472 +2024-07-16 20:54:00,087 - pyskl - INFO - Epoch [36][500/2506] lr: 2.175e-02, eta: 18:46:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8150, top5_acc: 0.9794, loss_cls: 0.8996, loss: 0.8996 +2024-07-16 20:54:23,317 - pyskl - INFO - Epoch [36][600/2506] lr: 2.175e-02, eta: 18:45:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 0.8790, loss: 0.8790 +2024-07-16 20:54:46,514 - pyskl - INFO - Epoch [36][700/2506] lr: 2.174e-02, eta: 18:45:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9844, loss_cls: 0.8249, loss: 0.8249 +2024-07-16 20:55:09,663 - pyskl - INFO - Epoch [36][800/2506] lr: 2.173e-02, eta: 18:45:08, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9788, loss_cls: 0.8482, loss: 0.8482 +2024-07-16 20:55:32,770 - pyskl - INFO - Epoch [36][900/2506] lr: 2.173e-02, eta: 18:44:44, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 0.9872, loss: 0.9872 +2024-07-16 20:55:55,875 - pyskl - INFO - Epoch [36][1000/2506] lr: 2.172e-02, eta: 18:44:19, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9762, loss_cls: 0.8239, loss: 0.8239 +2024-07-16 20:56:18,994 - pyskl - INFO - Epoch [36][1100/2506] lr: 2.171e-02, eta: 18:43:54, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9794, loss_cls: 0.8681, loss: 0.8681 +2024-07-16 20:56:42,114 - pyskl - INFO - Epoch [36][1200/2506] lr: 2.171e-02, eta: 18:43:30, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8225, top5_acc: 0.9781, loss_cls: 0.8925, loss: 0.8925 +2024-07-16 20:57:05,369 - pyskl - INFO - Epoch [36][1300/2506] lr: 2.170e-02, eta: 18:43:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 0.8817, loss: 0.8817 +2024-07-16 20:57:28,511 - pyskl - INFO - Epoch [36][1400/2506] lr: 2.169e-02, eta: 18:42:41, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8175, top5_acc: 0.9762, loss_cls: 0.8981, loss: 0.8981 +2024-07-16 20:57:51,703 - pyskl - INFO - Epoch [36][1500/2506] lr: 2.168e-02, eta: 18:42:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8125, top5_acc: 0.9694, loss_cls: 0.9160, loss: 0.9160 +2024-07-16 20:58:14,805 - pyskl - INFO - Epoch [36][1600/2506] lr: 2.168e-02, eta: 18:41:52, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 0.8941, loss: 0.8941 +2024-07-16 20:58:37,903 - pyskl - INFO - Epoch [36][1700/2506] lr: 2.167e-02, eta: 18:41:27, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9762, loss_cls: 0.9026, loss: 0.9026 +2024-07-16 20:59:01,016 - pyskl - INFO - Epoch [36][1800/2506] lr: 2.166e-02, eta: 18:41:02, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8119, top5_acc: 0.9725, loss_cls: 0.9294, loss: 0.9294 +2024-07-16 20:59:24,126 - pyskl - INFO - Epoch [36][1900/2506] lr: 2.166e-02, eta: 18:40:37, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 0.9693, loss: 0.9693 +2024-07-16 20:59:47,242 - pyskl - INFO - Epoch [36][2000/2506] lr: 2.165e-02, eta: 18:40:13, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 0.9485, loss: 0.9485 +2024-07-16 21:00:10,352 - pyskl - INFO - Epoch [36][2100/2506] lr: 2.164e-02, eta: 18:39:48, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 0.9000, loss: 0.9000 +2024-07-16 21:00:33,463 - pyskl - INFO - Epoch [36][2200/2506] lr: 2.163e-02, eta: 18:39:23, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8094, top5_acc: 0.9794, loss_cls: 0.8956, loss: 0.8956 +2024-07-16 21:00:56,558 - pyskl - INFO - Epoch [36][2300/2506] lr: 2.163e-02, eta: 18:38:59, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9706, loss_cls: 0.8847, loss: 0.8847 +2024-07-16 21:01:19,665 - pyskl - INFO - Epoch [36][2400/2506] lr: 2.162e-02, eta: 18:38:34, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 0.8955, loss: 0.8955 +2024-07-16 21:01:42,778 - pyskl - INFO - Epoch [36][2500/2506] lr: 2.161e-02, eta: 18:38:09, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 0.9583, loss: 0.9583 +2024-07-16 21:01:44,622 - pyskl - INFO - Saving checkpoint at 36 epochs +2024-07-16 21:03:00,805 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 21:03:00,873 - pyskl - INFO - +top1_acc 0.7744 +top5_acc 0.9561 +2024-07-16 21:03:00,877 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_28.pth was removed +2024-07-16 21:03:01,009 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_36.pth. +2024-07-16 21:03:01,010 - pyskl - INFO - Best top1_acc is 0.7744 at 36 epoch. +2024-07-16 21:03:01,012 - pyskl - INFO - Epoch(val) [36][1031] top1_acc: 0.7744, top5_acc: 0.9561 +2024-07-16 21:03:41,666 - pyskl - INFO - Epoch [37][100/2506] lr: 2.161e-02, eta: 18:38:34, time: 0.406, data_time: 0.172, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 0.8214, loss: 0.8214 +2024-07-16 21:04:04,721 - pyskl - INFO - Epoch [37][200/2506] lr: 2.160e-02, eta: 18:38:09, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 0.8320, loss: 0.8320 +2024-07-16 21:04:27,815 - pyskl - INFO - Epoch [37][300/2506] lr: 2.159e-02, eta: 18:37:45, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 0.8039, loss: 0.8039 +2024-07-16 21:04:50,942 - pyskl - INFO - Epoch [37][400/2506] lr: 2.158e-02, eta: 18:37:20, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 0.8777, loss: 0.8777 +2024-07-16 21:05:14,192 - pyskl - INFO - Epoch [37][500/2506] lr: 2.158e-02, eta: 18:36:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9762, loss_cls: 0.8820, loss: 0.8820 +2024-07-16 21:05:37,438 - pyskl - INFO - Epoch [37][600/2506] lr: 2.157e-02, eta: 18:36:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8069, top5_acc: 0.9744, loss_cls: 0.9247, loss: 0.9247 +2024-07-16 21:06:00,693 - pyskl - INFO - Epoch [37][700/2506] lr: 2.156e-02, eta: 18:36:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9806, loss_cls: 0.9090, loss: 0.9090 +2024-07-16 21:06:24,003 - pyskl - INFO - Epoch [37][800/2506] lr: 2.155e-02, eta: 18:35:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9800, loss_cls: 0.8725, loss: 0.8725 +2024-07-16 21:06:47,232 - pyskl - INFO - Epoch [37][900/2506] lr: 2.155e-02, eta: 18:35:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 0.9028, loss: 0.9028 +2024-07-16 21:07:10,444 - pyskl - INFO - Epoch [37][1000/2506] lr: 2.154e-02, eta: 18:34:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 0.8787, loss: 0.8787 +2024-07-16 21:07:33,644 - pyskl - INFO - Epoch [37][1100/2506] lr: 2.153e-02, eta: 18:34:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 0.9128, loss: 0.9128 +2024-07-16 21:07:56,818 - pyskl - INFO - Epoch [37][1200/2506] lr: 2.153e-02, eta: 18:34:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 0.8853, loss: 0.8853 +2024-07-16 21:08:20,032 - pyskl - INFO - Epoch [37][1300/2506] lr: 2.152e-02, eta: 18:33:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8131, top5_acc: 0.9725, loss_cls: 0.9591, loss: 0.9591 +2024-07-16 21:08:43,201 - pyskl - INFO - Epoch [37][1400/2506] lr: 2.151e-02, eta: 18:33:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9675, loss_cls: 0.9301, loss: 0.9301 +2024-07-16 21:09:06,342 - pyskl - INFO - Epoch [37][1500/2506] lr: 2.150e-02, eta: 18:32:52, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8219, top5_acc: 0.9788, loss_cls: 0.9034, loss: 0.9034 +2024-07-16 21:09:29,554 - pyskl - INFO - Epoch [37][1600/2506] lr: 2.150e-02, eta: 18:32:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 0.9324, loss: 0.9324 +2024-07-16 21:09:52,698 - pyskl - INFO - Epoch [37][1700/2506] lr: 2.149e-02, eta: 18:32:03, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8206, top5_acc: 0.9781, loss_cls: 0.8725, loss: 0.8725 +2024-07-16 21:10:15,935 - pyskl - INFO - Epoch [37][1800/2506] lr: 2.148e-02, eta: 18:31:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9725, loss_cls: 0.8941, loss: 0.8941 +2024-07-16 21:10:39,159 - pyskl - INFO - Epoch [37][1900/2506] lr: 2.148e-02, eta: 18:31:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8225, top5_acc: 0.9838, loss_cls: 0.8937, loss: 0.8937 +2024-07-16 21:11:02,302 - pyskl - INFO - Epoch [37][2000/2506] lr: 2.147e-02, eta: 18:30:50, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8006, top5_acc: 0.9725, loss_cls: 0.9447, loss: 0.9447 +2024-07-16 21:11:25,413 - pyskl - INFO - Epoch [37][2100/2506] lr: 2.146e-02, eta: 18:30:25, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 0.9379, loss: 0.9379 +2024-07-16 21:11:48,531 - pyskl - INFO - Epoch [37][2200/2506] lr: 2.145e-02, eta: 18:30:00, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 0.9386, loss: 0.9386 +2024-07-16 21:12:11,656 - pyskl - INFO - Epoch [37][2300/2506] lr: 2.145e-02, eta: 18:29:36, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 0.8503, loss: 0.8503 +2024-07-16 21:12:34,758 - pyskl - INFO - Epoch [37][2400/2506] lr: 2.144e-02, eta: 18:29:11, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8000, top5_acc: 0.9762, loss_cls: 0.9431, loss: 0.9431 +2024-07-16 21:12:57,857 - pyskl - INFO - Epoch [37][2500/2506] lr: 2.143e-02, eta: 18:28:46, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 0.9638, loss: 0.9638 +2024-07-16 21:12:59,697 - pyskl - INFO - Saving checkpoint at 37 epochs +2024-07-16 21:14:15,942 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 21:14:16,009 - pyskl - INFO - +top1_acc 0.7773 +top5_acc 0.9596 +2024-07-16 21:14:16,013 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_36.pth was removed +2024-07-16 21:14:16,145 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_37.pth. +2024-07-16 21:14:16,146 - pyskl - INFO - Best top1_acc is 0.7773 at 37 epoch. +2024-07-16 21:14:16,148 - pyskl - INFO - Epoch(val) [37][1031] top1_acc: 0.7773, top5_acc: 0.9596 +2024-07-16 21:14:57,361 - pyskl - INFO - Epoch [38][100/2506] lr: 2.142e-02, eta: 18:29:11, time: 0.412, data_time: 0.177, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 0.8360, loss: 0.8360 +2024-07-16 21:15:20,408 - pyskl - INFO - Epoch [38][200/2506] lr: 2.142e-02, eta: 18:28:46, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 0.8560, loss: 0.8560 +2024-07-16 21:15:43,506 - pyskl - INFO - Epoch [38][300/2506] lr: 2.141e-02, eta: 18:28:21, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 0.8344, loss: 0.8344 +2024-07-16 21:16:06,599 - pyskl - INFO - Epoch [38][400/2506] lr: 2.140e-02, eta: 18:27:57, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 0.9310, loss: 0.9310 +2024-07-16 21:16:29,769 - pyskl - INFO - Epoch [38][500/2506] lr: 2.139e-02, eta: 18:27:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 0.7956, loss: 0.7956 +2024-07-16 21:16:52,892 - pyskl - INFO - Epoch [38][600/2506] lr: 2.139e-02, eta: 18:27:08, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 0.9086, loss: 0.9086 +2024-07-16 21:17:16,012 - pyskl - INFO - Epoch [38][700/2506] lr: 2.138e-02, eta: 18:26:43, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 0.9007, loss: 0.9007 +2024-07-16 21:17:39,242 - pyskl - INFO - Epoch [38][800/2506] lr: 2.137e-02, eta: 18:26:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 0.8224, loss: 0.8224 +2024-07-16 21:18:02,510 - pyskl - INFO - Epoch [38][900/2506] lr: 2.136e-02, eta: 18:25:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9819, loss_cls: 0.8757, loss: 0.8757 +2024-07-16 21:18:25,737 - pyskl - INFO - Epoch [38][1000/2506] lr: 2.136e-02, eta: 18:25:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 0.8619, loss: 0.8619 +2024-07-16 21:18:48,945 - pyskl - INFO - Epoch [38][1100/2506] lr: 2.135e-02, eta: 18:25:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 0.9331, loss: 0.9331 +2024-07-16 21:19:12,113 - pyskl - INFO - Epoch [38][1200/2506] lr: 2.134e-02, eta: 18:24:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 0.8198, loss: 0.8198 +2024-07-16 21:19:35,306 - pyskl - INFO - Epoch [38][1300/2506] lr: 2.134e-02, eta: 18:24:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 0.8820, loss: 0.8820 +2024-07-16 21:19:58,533 - pyskl - INFO - Epoch [38][1400/2506] lr: 2.133e-02, eta: 18:23:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9819, loss_cls: 0.8527, loss: 0.8527 +2024-07-16 21:20:21,760 - pyskl - INFO - Epoch [38][1500/2506] lr: 2.132e-02, eta: 18:23:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8100, top5_acc: 0.9750, loss_cls: 0.9565, loss: 0.9565 +2024-07-16 21:20:44,833 - pyskl - INFO - Epoch [38][1600/2506] lr: 2.131e-02, eta: 18:23:03, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9800, loss_cls: 0.8894, loss: 0.8894 +2024-07-16 21:21:07,937 - pyskl - INFO - Epoch [38][1700/2506] lr: 2.131e-02, eta: 18:22:38, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 0.9180, loss: 0.9180 +2024-07-16 21:21:31,115 - pyskl - INFO - Epoch [38][1800/2506] lr: 2.130e-02, eta: 18:22:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 0.8471, loss: 0.8471 +2024-07-16 21:21:54,270 - pyskl - INFO - Epoch [38][1900/2506] lr: 2.129e-02, eta: 18:21:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 0.8509, loss: 0.8509 +2024-07-16 21:22:17,401 - pyskl - INFO - Epoch [38][2000/2506] lr: 2.128e-02, eta: 18:21:25, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9800, loss_cls: 0.8912, loss: 0.8912 +2024-07-16 21:22:40,527 - pyskl - INFO - Epoch [38][2100/2506] lr: 2.128e-02, eta: 18:21:00, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 0.9133, loss: 0.9133 +2024-07-16 21:23:03,635 - pyskl - INFO - Epoch [38][2200/2506] lr: 2.127e-02, eta: 18:20:35, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 1.0340, loss: 1.0340 +2024-07-16 21:23:26,751 - pyskl - INFO - Epoch [38][2300/2506] lr: 2.126e-02, eta: 18:20:11, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 0.9618, loss: 0.9618 +2024-07-16 21:23:49,854 - pyskl - INFO - Epoch [38][2400/2506] lr: 2.125e-02, eta: 18:19:46, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8025, top5_acc: 0.9769, loss_cls: 0.9547, loss: 0.9547 +2024-07-16 21:24:12,946 - pyskl - INFO - Epoch [38][2500/2506] lr: 2.125e-02, eta: 18:19:21, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 0.9376, loss: 0.9376 +2024-07-16 21:24:14,786 - pyskl - INFO - Saving checkpoint at 38 epochs +2024-07-16 21:25:31,039 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 21:25:31,106 - pyskl - INFO - +top1_acc 0.7798 +top5_acc 0.9595 +2024-07-16 21:25:31,111 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_37.pth was removed +2024-07-16 21:25:31,242 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_38.pth. +2024-07-16 21:25:31,242 - pyskl - INFO - Best top1_acc is 0.7798 at 38 epoch. +2024-07-16 21:25:31,244 - pyskl - INFO - Epoch(val) [38][1031] top1_acc: 0.7798, top5_acc: 0.9595 +2024-07-16 21:26:12,187 - pyskl - INFO - Epoch [39][100/2506] lr: 2.124e-02, eta: 18:19:44, time: 0.409, data_time: 0.175, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9844, loss_cls: 0.8197, loss: 0.8197 +2024-07-16 21:26:35,254 - pyskl - INFO - Epoch [39][200/2506] lr: 2.123e-02, eta: 18:19:19, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9862, loss_cls: 0.7278, loss: 0.7278 +2024-07-16 21:26:58,353 - pyskl - INFO - Epoch [39][300/2506] lr: 2.122e-02, eta: 18:18:54, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 0.8445, loss: 0.8445 +2024-07-16 21:27:21,435 - pyskl - INFO - Epoch [39][400/2506] lr: 2.122e-02, eta: 18:18:29, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 0.8885, loss: 0.8885 +2024-07-16 21:27:44,732 - pyskl - INFO - Epoch [39][500/2506] lr: 2.121e-02, eta: 18:18:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 0.8709, loss: 0.8709 +2024-07-16 21:28:08,035 - pyskl - INFO - Epoch [39][600/2506] lr: 2.120e-02, eta: 18:17:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9838, loss_cls: 0.8341, loss: 0.8341 +2024-07-16 21:28:31,263 - pyskl - INFO - Epoch [39][700/2506] lr: 2.119e-02, eta: 18:17:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8175, top5_acc: 0.9756, loss_cls: 0.9053, loss: 0.9053 +2024-07-16 21:28:54,488 - pyskl - INFO - Epoch [39][800/2506] lr: 2.119e-02, eta: 18:16:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 0.8278, loss: 0.8278 +2024-07-16 21:29:17,594 - pyskl - INFO - Epoch [39][900/2506] lr: 2.118e-02, eta: 18:16:28, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 0.9063, loss: 0.9063 +2024-07-16 21:29:40,774 - pyskl - INFO - Epoch [39][1000/2506] lr: 2.117e-02, eta: 18:16:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 0.8737, loss: 0.8737 +2024-07-16 21:30:03,952 - pyskl - INFO - Epoch [39][1100/2506] lr: 2.116e-02, eta: 18:15:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8169, top5_acc: 0.9769, loss_cls: 0.9080, loss: 0.9080 +2024-07-16 21:30:27,132 - pyskl - INFO - Epoch [39][1200/2506] lr: 2.116e-02, eta: 18:15:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 0.8331, loss: 0.8331 +2024-07-16 21:30:50,318 - pyskl - INFO - Epoch [39][1300/2506] lr: 2.115e-02, eta: 18:14:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9712, loss_cls: 0.8560, loss: 0.8560 +2024-07-16 21:31:13,416 - pyskl - INFO - Epoch [39][1400/2506] lr: 2.114e-02, eta: 18:14:25, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 0.8772, loss: 0.8772 +2024-07-16 21:31:36,515 - pyskl - INFO - Epoch [39][1500/2506] lr: 2.113e-02, eta: 18:14:00, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9800, loss_cls: 0.8450, loss: 0.8450 +2024-07-16 21:31:59,679 - pyskl - INFO - Epoch [39][1600/2506] lr: 2.113e-02, eta: 18:13:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8163, top5_acc: 0.9756, loss_cls: 0.8925, loss: 0.8925 +2024-07-16 21:32:22,729 - pyskl - INFO - Epoch [39][1700/2506] lr: 2.112e-02, eta: 18:13:11, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 0.7891, loss: 0.7891 +2024-07-16 21:32:45,813 - pyskl - INFO - Epoch [39][1800/2506] lr: 2.111e-02, eta: 18:12:46, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 0.8643, loss: 0.8643 +2024-07-16 21:33:08,990 - pyskl - INFO - Epoch [39][1900/2506] lr: 2.110e-02, eta: 18:12:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 0.8862, loss: 0.8862 +2024-07-16 21:33:32,106 - pyskl - INFO - Epoch [39][2000/2506] lr: 2.110e-02, eta: 18:11:57, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8156, top5_acc: 0.9769, loss_cls: 0.9234, loss: 0.9234 +2024-07-16 21:33:55,207 - pyskl - INFO - Epoch [39][2100/2506] lr: 2.109e-02, eta: 18:11:32, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 0.9340, loss: 0.9340 +2024-07-16 21:34:18,317 - pyskl - INFO - Epoch [39][2200/2506] lr: 2.108e-02, eta: 18:11:08, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8100, top5_acc: 0.9719, loss_cls: 0.9387, loss: 0.9387 +2024-07-16 21:34:41,436 - pyskl - INFO - Epoch [39][2300/2506] lr: 2.107e-02, eta: 18:10:43, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9800, loss_cls: 0.9109, loss: 0.9109 +2024-07-16 21:35:04,488 - pyskl - INFO - Epoch [39][2400/2506] lr: 2.106e-02, eta: 18:10:18, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8175, top5_acc: 0.9775, loss_cls: 0.8611, loss: 0.8611 +2024-07-16 21:35:27,549 - pyskl - INFO - Epoch [39][2500/2506] lr: 2.106e-02, eta: 18:09:53, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9812, loss_cls: 0.8547, loss: 0.8547 +2024-07-16 21:35:29,408 - pyskl - INFO - Saving checkpoint at 39 epochs +2024-07-16 21:36:45,996 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 21:36:46,063 - pyskl - INFO - +top1_acc 0.7903 +top5_acc 0.9624 +2024-07-16 21:36:46,067 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_38.pth was removed +2024-07-16 21:36:46,194 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_39.pth. +2024-07-16 21:36:46,195 - pyskl - INFO - Best top1_acc is 0.7903 at 39 epoch. +2024-07-16 21:36:46,197 - pyskl - INFO - Epoch(val) [39][1031] top1_acc: 0.7903, top5_acc: 0.9624 +2024-07-16 21:37:27,003 - pyskl - INFO - Epoch [40][100/2506] lr: 2.105e-02, eta: 18:10:14, time: 0.408, data_time: 0.173, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 0.8739, loss: 0.8739 +2024-07-16 21:37:50,080 - pyskl - INFO - Epoch [40][200/2506] lr: 2.104e-02, eta: 18:09:49, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9825, loss_cls: 0.8439, loss: 0.8439 +2024-07-16 21:38:13,152 - pyskl - INFO - Epoch [40][300/2506] lr: 2.103e-02, eta: 18:09:24, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 0.8821, loss: 0.8821 +2024-07-16 21:38:36,275 - pyskl - INFO - Epoch [40][400/2506] lr: 2.103e-02, eta: 18:08:59, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8206, top5_acc: 0.9788, loss_cls: 0.9058, loss: 0.9058 +2024-07-16 21:38:59,465 - pyskl - INFO - Epoch [40][500/2506] lr: 2.102e-02, eta: 18:08:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9825, loss_cls: 0.8024, loss: 0.8024 +2024-07-16 21:39:22,698 - pyskl - INFO - Epoch [40][600/2506] lr: 2.101e-02, eta: 18:08:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8169, top5_acc: 0.9806, loss_cls: 0.8862, loss: 0.8862 +2024-07-16 21:39:45,993 - pyskl - INFO - Epoch [40][700/2506] lr: 2.100e-02, eta: 18:07:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9825, loss_cls: 0.8393, loss: 0.8393 +2024-07-16 21:40:09,202 - pyskl - INFO - Epoch [40][800/2506] lr: 2.100e-02, eta: 18:07:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9812, loss_cls: 0.8217, loss: 0.8217 +2024-07-16 21:40:32,542 - pyskl - INFO - Epoch [40][900/2506] lr: 2.099e-02, eta: 18:06:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 0.7937, loss: 0.7937 +2024-07-16 21:40:55,720 - pyskl - INFO - Epoch [40][1000/2506] lr: 2.098e-02, eta: 18:06:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 0.8432, loss: 0.8432 +2024-07-16 21:41:18,873 - pyskl - INFO - Epoch [40][1100/2506] lr: 2.097e-02, eta: 18:06:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9862, loss_cls: 0.8282, loss: 0.8282 +2024-07-16 21:41:42,002 - pyskl - INFO - Epoch [40][1200/2506] lr: 2.097e-02, eta: 18:05:44, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8219, top5_acc: 0.9788, loss_cls: 0.8759, loss: 0.8759 +2024-07-16 21:42:05,109 - pyskl - INFO - Epoch [40][1300/2506] lr: 2.096e-02, eta: 18:05:20, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.7981, top5_acc: 0.9769, loss_cls: 0.9647, loss: 0.9647 +2024-07-16 21:42:28,223 - pyskl - INFO - Epoch [40][1400/2506] lr: 2.095e-02, eta: 18:04:55, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 0.8495, loss: 0.8495 +2024-07-16 21:42:51,326 - pyskl - INFO - Epoch [40][1500/2506] lr: 2.094e-02, eta: 18:04:30, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 0.8862, loss: 0.8862 +2024-07-16 21:43:14,488 - pyskl - INFO - Epoch [40][1600/2506] lr: 2.093e-02, eta: 18:04:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 0.9037, loss: 0.9037 +2024-07-16 21:43:37,806 - pyskl - INFO - Epoch [40][1700/2506] lr: 2.093e-02, eta: 18:03:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 0.8483, loss: 0.8483 +2024-07-16 21:44:01,030 - pyskl - INFO - Epoch [40][1800/2506] lr: 2.092e-02, eta: 18:03:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9844, loss_cls: 0.7806, loss: 0.7806 +2024-07-16 21:44:24,203 - pyskl - INFO - Epoch [40][1900/2506] lr: 2.091e-02, eta: 18:02:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 0.9035, loss: 0.9035 +2024-07-16 21:44:47,560 - pyskl - INFO - Epoch [40][2000/2506] lr: 2.090e-02, eta: 18:02:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 0.8382, loss: 0.8382 +2024-07-16 21:45:11,016 - pyskl - INFO - Epoch [40][2100/2506] lr: 2.090e-02, eta: 18:02:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8219, top5_acc: 0.9806, loss_cls: 0.8335, loss: 0.8335 +2024-07-16 21:45:34,111 - pyskl - INFO - Epoch [40][2200/2506] lr: 2.089e-02, eta: 18:01:41, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9800, loss_cls: 0.8739, loss: 0.8739 +2024-07-16 21:45:57,189 - pyskl - INFO - Epoch [40][2300/2506] lr: 2.088e-02, eta: 18:01:16, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 0.8625, loss: 0.8625 +2024-07-16 21:46:20,346 - pyskl - INFO - Epoch [40][2400/2506] lr: 2.087e-02, eta: 18:00:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 0.8513, loss: 0.8513 +2024-07-16 21:46:43,442 - pyskl - INFO - Epoch [40][2500/2506] lr: 2.086e-02, eta: 18:00:27, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 0.8575, loss: 0.8575 +2024-07-16 21:46:45,302 - pyskl - INFO - Saving checkpoint at 40 epochs +2024-07-16 21:48:01,795 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 21:48:01,863 - pyskl - INFO - +top1_acc 0.7433 +top5_acc 0.9543 +2024-07-16 21:48:01,865 - pyskl - INFO - Epoch(val) [40][1031] top1_acc: 0.7433, top5_acc: 0.9543 +2024-07-16 21:48:42,837 - pyskl - INFO - Epoch [41][100/2506] lr: 2.086e-02, eta: 18:00:46, time: 0.410, data_time: 0.176, memory: 6430, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 0.8770, loss: 0.8770 +2024-07-16 21:49:05,833 - pyskl - INFO - Epoch [41][200/2506] lr: 2.085e-02, eta: 18:00:21, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 0.8755, loss: 0.8755 +2024-07-16 21:49:28,908 - pyskl - INFO - Epoch [41][300/2506] lr: 2.084e-02, eta: 17:59:56, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 0.8157, loss: 0.8157 +2024-07-16 21:49:51,978 - pyskl - INFO - Epoch [41][400/2506] lr: 2.083e-02, eta: 17:59:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9806, loss_cls: 0.8688, loss: 0.8688 +2024-07-16 21:50:15,159 - pyskl - INFO - Epoch [41][500/2506] lr: 2.083e-02, eta: 17:59:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8131, top5_acc: 0.9806, loss_cls: 0.9120, loss: 0.9120 +2024-07-16 21:50:38,333 - pyskl - INFO - Epoch [41][600/2506] lr: 2.082e-02, eta: 17:58:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9831, loss_cls: 0.8333, loss: 0.8333 +2024-07-16 21:51:01,534 - pyskl - INFO - Epoch [41][700/2506] lr: 2.081e-02, eta: 17:58:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 0.8832, loss: 0.8832 +2024-07-16 21:51:24,956 - pyskl - INFO - Epoch [41][800/2506] lr: 2.080e-02, eta: 17:57:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 0.8434, loss: 0.8434 +2024-07-16 21:51:48,176 - pyskl - INFO - Epoch [41][900/2506] lr: 2.079e-02, eta: 17:57:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 0.9059, loss: 0.9059 +2024-07-16 21:52:11,331 - pyskl - INFO - Epoch [41][1000/2506] lr: 2.079e-02, eta: 17:57:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 0.9083, loss: 0.9083 +2024-07-16 21:52:34,419 - pyskl - INFO - Epoch [41][1100/2506] lr: 2.078e-02, eta: 17:56:40, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8175, top5_acc: 0.9756, loss_cls: 0.9179, loss: 0.9179 +2024-07-16 21:52:57,524 - pyskl - INFO - Epoch [41][1200/2506] lr: 2.077e-02, eta: 17:56:16, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 0.8499, loss: 0.8499 +2024-07-16 21:53:20,597 - pyskl - INFO - Epoch [41][1300/2506] lr: 2.076e-02, eta: 17:55:51, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 0.8495, loss: 0.8495 +2024-07-16 21:53:43,741 - pyskl - INFO - Epoch [41][1400/2506] lr: 2.075e-02, eta: 17:55:26, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 0.9225, loss: 0.9225 +2024-07-16 21:54:06,868 - pyskl - INFO - Epoch [41][1500/2506] lr: 2.075e-02, eta: 17:55:02, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 0.9009, loss: 0.9009 +2024-07-16 21:54:29,972 - pyskl - INFO - Epoch [41][1600/2506] lr: 2.074e-02, eta: 17:54:37, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 0.8902, loss: 0.8902 +2024-07-16 21:54:53,131 - pyskl - INFO - Epoch [41][1700/2506] lr: 2.073e-02, eta: 17:54:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 0.8712, loss: 0.8712 +2024-07-16 21:55:16,310 - pyskl - INFO - Epoch [41][1800/2506] lr: 2.072e-02, eta: 17:53:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 0.8736, loss: 0.8736 +2024-07-16 21:55:39,437 - pyskl - INFO - Epoch [41][1900/2506] lr: 2.072e-02, eta: 17:53:23, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 0.8702, loss: 0.8702 +2024-07-16 21:56:02,543 - pyskl - INFO - Epoch [41][2000/2506] lr: 2.071e-02, eta: 17:52:59, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9831, loss_cls: 0.8211, loss: 0.8211 +2024-07-16 21:56:25,804 - pyskl - INFO - Epoch [41][2100/2506] lr: 2.070e-02, eta: 17:52:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 0.8409, loss: 0.8409 +2024-07-16 21:56:49,143 - pyskl - INFO - Epoch [41][2200/2506] lr: 2.069e-02, eta: 17:52:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 0.8443, loss: 0.8443 +2024-07-16 21:57:12,338 - pyskl - INFO - Epoch [41][2300/2506] lr: 2.068e-02, eta: 17:51:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9806, loss_cls: 0.8561, loss: 0.8561 +2024-07-16 21:57:35,537 - pyskl - INFO - Epoch [41][2400/2506] lr: 2.068e-02, eta: 17:51:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9744, loss_cls: 0.8630, loss: 0.8630 +2024-07-16 21:57:58,712 - pyskl - INFO - Epoch [41][2500/2506] lr: 2.067e-02, eta: 17:50:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 0.7887, loss: 0.7887 +2024-07-16 21:58:00,591 - pyskl - INFO - Saving checkpoint at 41 epochs +2024-07-16 21:59:16,691 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 21:59:16,759 - pyskl - INFO - +top1_acc 0.7448 +top5_acc 0.9571 +2024-07-16 21:59:16,761 - pyskl - INFO - Epoch(val) [41][1031] top1_acc: 0.7448, top5_acc: 0.9571 +2024-07-16 21:59:57,557 - pyskl - INFO - Epoch [42][100/2506] lr: 2.066e-02, eta: 17:51:14, time: 0.408, data_time: 0.173, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 0.8585, loss: 0.8585 +2024-07-16 22:00:20,658 - pyskl - INFO - Epoch [42][200/2506] lr: 2.065e-02, eta: 17:50:50, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 0.7695, loss: 0.7695 +2024-07-16 22:00:43,785 - pyskl - INFO - Epoch [42][300/2506] lr: 2.064e-02, eta: 17:50:25, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9806, loss_cls: 0.8706, loss: 0.8706 +2024-07-16 22:01:06,947 - pyskl - INFO - Epoch [42][400/2506] lr: 2.064e-02, eta: 17:50:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 0.7858, loss: 0.7858 +2024-07-16 22:01:30,074 - pyskl - INFO - Epoch [42][500/2506] lr: 2.063e-02, eta: 17:49:36, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9844, loss_cls: 0.7806, loss: 0.7806 +2024-07-16 22:01:53,372 - pyskl - INFO - Epoch [42][600/2506] lr: 2.062e-02, eta: 17:49:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 0.8465, loss: 0.8465 +2024-07-16 22:02:16,575 - pyskl - INFO - Epoch [42][700/2506] lr: 2.061e-02, eta: 17:48:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 0.8510, loss: 0.8510 +2024-07-16 22:02:39,742 - pyskl - INFO - Epoch [42][800/2506] lr: 2.060e-02, eta: 17:48:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 0.7463, loss: 0.7463 +2024-07-16 22:03:02,936 - pyskl - INFO - Epoch [42][900/2506] lr: 2.060e-02, eta: 17:47:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 0.8861, loss: 0.8861 +2024-07-16 22:03:26,122 - pyskl - INFO - Epoch [42][1000/2506] lr: 2.059e-02, eta: 17:47:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 0.8933, loss: 0.8933 +2024-07-16 22:03:49,288 - pyskl - INFO - Epoch [42][1100/2506] lr: 2.058e-02, eta: 17:47:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 0.8041, loss: 0.8041 +2024-07-16 22:04:12,513 - pyskl - INFO - Epoch [42][1200/2506] lr: 2.057e-02, eta: 17:46:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9825, loss_cls: 0.8375, loss: 0.8375 +2024-07-16 22:04:35,710 - pyskl - INFO - Epoch [42][1300/2506] lr: 2.056e-02, eta: 17:46:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9844, loss_cls: 0.7877, loss: 0.7877 +2024-07-16 22:04:58,856 - pyskl - INFO - Epoch [42][1400/2506] lr: 2.056e-02, eta: 17:45:56, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 0.8986, loss: 0.8986 +2024-07-16 22:05:22,041 - pyskl - INFO - Epoch [42][1500/2506] lr: 2.055e-02, eta: 17:45:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9794, loss_cls: 0.8900, loss: 0.8900 +2024-07-16 22:05:45,172 - pyskl - INFO - Epoch [42][1600/2506] lr: 2.054e-02, eta: 17:45:07, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 0.8985, loss: 0.8985 +2024-07-16 22:06:08,278 - pyskl - INFO - Epoch [42][1700/2506] lr: 2.053e-02, eta: 17:44:42, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 0.8327, loss: 0.8327 +2024-07-16 22:06:31,490 - pyskl - INFO - Epoch [42][1800/2506] lr: 2.052e-02, eta: 17:44:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 0.8903, loss: 0.8903 +2024-07-16 22:06:54,726 - pyskl - INFO - Epoch [42][1900/2506] lr: 2.052e-02, eta: 17:43:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8119, top5_acc: 0.9775, loss_cls: 0.9376, loss: 0.9376 +2024-07-16 22:07:17,952 - pyskl - INFO - Epoch [42][2000/2506] lr: 2.051e-02, eta: 17:43:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8187, top5_acc: 0.9781, loss_cls: 0.8790, loss: 0.8790 +2024-07-16 22:07:41,146 - pyskl - INFO - Epoch [42][2100/2506] lr: 2.050e-02, eta: 17:43:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9825, loss_cls: 0.8450, loss: 0.8450 +2024-07-16 22:08:04,378 - pyskl - INFO - Epoch [42][2200/2506] lr: 2.049e-02, eta: 17:42:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9712, loss_cls: 0.9191, loss: 0.9191 +2024-07-16 22:08:27,597 - pyskl - INFO - Epoch [42][2300/2506] lr: 2.048e-02, eta: 17:42:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 0.7942, loss: 0.7942 +2024-07-16 22:08:50,811 - pyskl - INFO - Epoch [42][2400/2506] lr: 2.048e-02, eta: 17:41:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 0.7939, loss: 0.7939 +2024-07-16 22:09:14,024 - pyskl - INFO - Epoch [42][2500/2506] lr: 2.047e-02, eta: 17:41:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 0.8862, loss: 0.8862 +2024-07-16 22:09:15,906 - pyskl - INFO - Saving checkpoint at 42 epochs +2024-07-16 22:10:32,156 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 22:10:32,223 - pyskl - INFO - +top1_acc 0.7915 +top5_acc 0.9663 +2024-07-16 22:10:32,227 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_39.pth was removed +2024-07-16 22:10:32,359 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. +2024-07-16 22:10:32,359 - pyskl - INFO - Best top1_acc is 0.7915 at 42 epoch. +2024-07-16 22:10:32,362 - pyskl - INFO - Epoch(val) [42][1031] top1_acc: 0.7915, top5_acc: 0.9663 +2024-07-16 22:11:13,023 - pyskl - INFO - Epoch [43][100/2506] lr: 2.046e-02, eta: 17:41:43, time: 0.407, data_time: 0.172, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 0.8368, loss: 0.8368 +2024-07-16 22:11:36,115 - pyskl - INFO - Epoch [43][200/2506] lr: 2.045e-02, eta: 17:41:18, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 0.7717, loss: 0.7717 +2024-07-16 22:11:59,242 - pyskl - INFO - Epoch [43][300/2506] lr: 2.044e-02, eta: 17:40:54, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 0.7946, loss: 0.7946 +2024-07-16 22:12:22,518 - pyskl - INFO - Epoch [43][400/2506] lr: 2.044e-02, eta: 17:40:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9838, loss_cls: 0.7917, loss: 0.7917 +2024-07-16 22:12:45,642 - pyskl - INFO - Epoch [43][500/2506] lr: 2.043e-02, eta: 17:40:05, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 0.8206, loss: 0.8206 +2024-07-16 22:13:08,859 - pyskl - INFO - Epoch [43][600/2506] lr: 2.042e-02, eta: 17:39:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 0.8241, loss: 0.8241 +2024-07-16 22:13:32,078 - pyskl - INFO - Epoch [43][700/2506] lr: 2.041e-02, eta: 17:39:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 0.8380, loss: 0.8380 +2024-07-16 22:13:55,312 - pyskl - INFO - Epoch [43][800/2506] lr: 2.040e-02, eta: 17:38:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 0.8540, loss: 0.8540 +2024-07-16 22:14:18,555 - pyskl - INFO - Epoch [43][900/2506] lr: 2.040e-02, eta: 17:38:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 0.8485, loss: 0.8485 +2024-07-16 22:14:41,777 - pyskl - INFO - Epoch [43][1000/2506] lr: 2.039e-02, eta: 17:38:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 0.8825, loss: 0.8825 +2024-07-16 22:15:04,977 - pyskl - INFO - Epoch [43][1100/2506] lr: 2.038e-02, eta: 17:37:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9844, loss_cls: 0.8428, loss: 0.8428 +2024-07-16 22:15:28,216 - pyskl - INFO - Epoch [43][1200/2506] lr: 2.037e-02, eta: 17:37:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 0.8206, loss: 0.8206 +2024-07-16 22:15:51,473 - pyskl - INFO - Epoch [43][1300/2506] lr: 2.036e-02, eta: 17:36:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 0.8593, loss: 0.8593 +2024-07-16 22:16:14,661 - pyskl - INFO - Epoch [43][1400/2506] lr: 2.035e-02, eta: 17:36:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 0.9505, loss: 0.9505 +2024-07-16 22:16:37,838 - pyskl - INFO - Epoch [43][1500/2506] lr: 2.035e-02, eta: 17:36:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 0.8847, loss: 0.8847 +2024-07-16 22:17:00,990 - pyskl - INFO - Epoch [43][1600/2506] lr: 2.034e-02, eta: 17:35:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 0.8464, loss: 0.8464 +2024-07-16 22:17:24,256 - pyskl - INFO - Epoch [43][1700/2506] lr: 2.033e-02, eta: 17:35:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 0.8145, loss: 0.8145 +2024-07-16 22:17:47,508 - pyskl - INFO - Epoch [43][1800/2506] lr: 2.032e-02, eta: 17:34:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9750, loss_cls: 0.7910, loss: 0.7910 +2024-07-16 22:18:10,752 - pyskl - INFO - Epoch [43][1900/2506] lr: 2.031e-02, eta: 17:34:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9850, loss_cls: 0.8278, loss: 0.8278 +2024-07-16 22:18:33,906 - pyskl - INFO - Epoch [43][2000/2506] lr: 2.031e-02, eta: 17:33:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 0.8688, loss: 0.8688 +2024-07-16 22:18:57,044 - pyskl - INFO - Epoch [43][2100/2506] lr: 2.030e-02, eta: 17:33:35, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 0.8695, loss: 0.8695 +2024-07-16 22:19:20,206 - pyskl - INFO - Epoch [43][2200/2506] lr: 2.029e-02, eta: 17:33:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 0.8473, loss: 0.8473 +2024-07-16 22:19:43,335 - pyskl - INFO - Epoch [43][2300/2506] lr: 2.028e-02, eta: 17:32:46, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 0.8025, loss: 0.8025 +2024-07-16 22:20:06,453 - pyskl - INFO - Epoch [43][2400/2506] lr: 2.027e-02, eta: 17:32:21, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 0.9433, loss: 0.9433 +2024-07-16 22:20:29,589 - pyskl - INFO - Epoch [43][2500/2506] lr: 2.026e-02, eta: 17:31:57, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9881, loss_cls: 0.7642, loss: 0.7642 +2024-07-16 22:20:31,403 - pyskl - INFO - Saving checkpoint at 43 epochs +2024-07-16 22:21:47,503 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 22:21:47,569 - pyskl - INFO - +top1_acc 0.7727 +top5_acc 0.9553 +2024-07-16 22:21:47,572 - pyskl - INFO - Epoch(val) [43][1031] top1_acc: 0.7727, top5_acc: 0.9553 +2024-07-16 22:22:28,367 - pyskl - INFO - Epoch [44][100/2506] lr: 2.026e-02, eta: 17:32:11, time: 0.408, data_time: 0.173, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9819, loss_cls: 0.8240, loss: 0.8240 +2024-07-16 22:22:51,526 - pyskl - INFO - Epoch [44][200/2506] lr: 2.025e-02, eta: 17:31:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 0.8466, loss: 0.8466 +2024-07-16 22:23:14,701 - pyskl - INFO - Epoch [44][300/2506] lr: 2.024e-02, eta: 17:31:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 0.7684, loss: 0.7684 +2024-07-16 22:23:37,864 - pyskl - INFO - Epoch [44][400/2506] lr: 2.023e-02, eta: 17:30:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 0.8022, loss: 0.8022 +2024-07-16 22:24:01,082 - pyskl - INFO - Epoch [44][500/2506] lr: 2.022e-02, eta: 17:30:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 0.8599, loss: 0.8599 +2024-07-16 22:24:24,281 - pyskl - INFO - Epoch [44][600/2506] lr: 2.022e-02, eta: 17:30:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 0.8310, loss: 0.8310 +2024-07-16 22:24:47,473 - pyskl - INFO - Epoch [44][700/2506] lr: 2.021e-02, eta: 17:29:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 0.8302, loss: 0.8302 +2024-07-16 22:25:10,675 - pyskl - INFO - Epoch [44][800/2506] lr: 2.020e-02, eta: 17:29:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 0.8390, loss: 0.8390 +2024-07-16 22:25:33,973 - pyskl - INFO - Epoch [44][900/2506] lr: 2.019e-02, eta: 17:28:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 0.8012, loss: 0.8012 +2024-07-16 22:25:57,513 - pyskl - INFO - Epoch [44][1000/2506] lr: 2.018e-02, eta: 17:28:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 0.8326, loss: 0.8326 +2024-07-16 22:26:20,700 - pyskl - INFO - Epoch [44][1100/2506] lr: 2.017e-02, eta: 17:28:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 0.8171, loss: 0.8171 +2024-07-16 22:26:43,858 - pyskl - INFO - Epoch [44][1200/2506] lr: 2.017e-02, eta: 17:27:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 0.7911, loss: 0.7911 +2024-07-16 22:27:06,965 - pyskl - INFO - Epoch [44][1300/2506] lr: 2.016e-02, eta: 17:27:19, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 0.8161, loss: 0.8161 +2024-07-16 22:27:30,076 - pyskl - INFO - Epoch [44][1400/2506] lr: 2.015e-02, eta: 17:26:54, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8206, top5_acc: 0.9775, loss_cls: 0.8641, loss: 0.8641 +2024-07-16 22:27:53,168 - pyskl - INFO - Epoch [44][1500/2506] lr: 2.014e-02, eta: 17:26:29, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 0.8525, loss: 0.8525 +2024-07-16 22:28:16,277 - pyskl - INFO - Epoch [44][1600/2506] lr: 2.013e-02, eta: 17:26:05, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9775, loss_cls: 0.8962, loss: 0.8962 +2024-07-16 22:28:39,352 - pyskl - INFO - Epoch [44][1700/2506] lr: 2.012e-02, eta: 17:25:40, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9700, loss_cls: 0.8484, loss: 0.8484 +2024-07-16 22:29:02,451 - pyskl - INFO - Epoch [44][1800/2506] lr: 2.012e-02, eta: 17:25:15, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 0.8122, loss: 0.8122 +2024-07-16 22:29:25,530 - pyskl - INFO - Epoch [44][1900/2506] lr: 2.011e-02, eta: 17:24:51, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 0.8706, loss: 0.8706 +2024-07-16 22:29:48,878 - pyskl - INFO - Epoch [44][2000/2506] lr: 2.010e-02, eta: 17:24:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 0.9049, loss: 0.9049 +2024-07-16 22:30:12,354 - pyskl - INFO - Epoch [44][2100/2506] lr: 2.009e-02, eta: 17:24:03, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 0.8384, loss: 0.8384 +2024-07-16 22:30:35,664 - pyskl - INFO - Epoch [44][2200/2506] lr: 2.008e-02, eta: 17:23:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8106, top5_acc: 0.9769, loss_cls: 0.9318, loss: 0.9318 +2024-07-16 22:30:58,896 - pyskl - INFO - Epoch [44][2300/2506] lr: 2.007e-02, eta: 17:23:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9831, loss_cls: 0.8342, loss: 0.8342 +2024-07-16 22:31:22,044 - pyskl - INFO - Epoch [44][2400/2506] lr: 2.007e-02, eta: 17:22:50, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9812, loss_cls: 0.8061, loss: 0.8061 +2024-07-16 22:31:45,210 - pyskl - INFO - Epoch [44][2500/2506] lr: 2.006e-02, eta: 17:22:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9706, loss_cls: 0.9127, loss: 0.9127 +2024-07-16 22:31:47,078 - pyskl - INFO - Saving checkpoint at 44 epochs +2024-07-16 22:33:03,300 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 22:33:03,367 - pyskl - INFO - +top1_acc 0.7693 +top5_acc 0.9591 +2024-07-16 22:33:03,369 - pyskl - INFO - Epoch(val) [44][1031] top1_acc: 0.7693, top5_acc: 0.9591 +2024-07-16 22:33:44,063 - pyskl - INFO - Epoch [45][100/2506] lr: 2.005e-02, eta: 17:22:38, time: 0.407, data_time: 0.172, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9862, loss_cls: 0.7224, loss: 0.7224 +2024-07-16 22:34:07,118 - pyskl - INFO - Epoch [45][200/2506] lr: 2.004e-02, eta: 17:22:14, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9825, loss_cls: 0.8053, loss: 0.8053 +2024-07-16 22:34:30,204 - pyskl - INFO - Epoch [45][300/2506] lr: 2.003e-02, eta: 17:21:49, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 0.7632, loss: 0.7632 +2024-07-16 22:34:53,291 - pyskl - INFO - Epoch [45][400/2506] lr: 2.002e-02, eta: 17:21:24, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9788, loss_cls: 0.8538, loss: 0.8538 +2024-07-16 22:35:16,398 - pyskl - INFO - Epoch [45][500/2506] lr: 2.002e-02, eta: 17:21:00, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 0.8462, loss: 0.8462 +2024-07-16 22:35:39,703 - pyskl - INFO - Epoch [45][600/2506] lr: 2.001e-02, eta: 17:20:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 0.8111, loss: 0.8111 +2024-07-16 22:36:02,985 - pyskl - INFO - Epoch [45][700/2506] lr: 2.000e-02, eta: 17:20:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 0.7614, loss: 0.7614 +2024-07-16 22:36:26,142 - pyskl - INFO - Epoch [45][800/2506] lr: 1.999e-02, eta: 17:19:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 0.7988, loss: 0.7988 +2024-07-16 22:36:49,314 - pyskl - INFO - Epoch [45][900/2506] lr: 1.998e-02, eta: 17:19:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 0.8373, loss: 0.8373 +2024-07-16 22:37:12,576 - pyskl - INFO - Epoch [45][1000/2506] lr: 1.997e-02, eta: 17:18:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9831, loss_cls: 0.8127, loss: 0.8127 +2024-07-16 22:37:35,996 - pyskl - INFO - Epoch [45][1100/2506] lr: 1.997e-02, eta: 17:18:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9781, loss_cls: 0.8659, loss: 0.8659 +2024-07-16 22:37:59,295 - pyskl - INFO - Epoch [45][1200/2506] lr: 1.996e-02, eta: 17:18:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9812, loss_cls: 0.8002, loss: 0.8002 +2024-07-16 22:38:22,451 - pyskl - INFO - Epoch [45][1300/2506] lr: 1.995e-02, eta: 17:17:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9744, loss_cls: 0.8240, loss: 0.8240 +2024-07-16 22:38:45,593 - pyskl - INFO - Epoch [45][1400/2506] lr: 1.994e-02, eta: 17:17:21, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 0.7638, loss: 0.7638 +2024-07-16 22:39:08,749 - pyskl - INFO - Epoch [45][1500/2506] lr: 1.993e-02, eta: 17:16:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9750, loss_cls: 0.8048, loss: 0.8048 +2024-07-16 22:39:31,865 - pyskl - INFO - Epoch [45][1600/2506] lr: 1.992e-02, eta: 17:16:32, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 0.8338, loss: 0.8338 +2024-07-16 22:39:54,997 - pyskl - INFO - Epoch [45][1700/2506] lr: 1.992e-02, eta: 17:16:07, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 0.7845, loss: 0.7845 +2024-07-16 22:40:18,144 - pyskl - INFO - Epoch [45][1800/2506] lr: 1.991e-02, eta: 17:15:43, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 0.9050, loss: 0.9050 +2024-07-16 22:40:41,266 - pyskl - INFO - Epoch [45][1900/2506] lr: 1.990e-02, eta: 17:15:18, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 0.8217, loss: 0.8217 +2024-07-16 22:41:04,414 - pyskl - INFO - Epoch [45][2000/2506] lr: 1.989e-02, eta: 17:14:54, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8150, top5_acc: 0.9800, loss_cls: 0.8905, loss: 0.8905 +2024-07-16 22:41:27,561 - pyskl - INFO - Epoch [45][2100/2506] lr: 1.988e-02, eta: 17:14:29, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 0.8665, loss: 0.8665 +2024-07-16 22:41:50,700 - pyskl - INFO - Epoch [45][2200/2506] lr: 1.987e-02, eta: 17:14:05, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 0.9361, loss: 0.9361 +2024-07-16 22:42:13,818 - pyskl - INFO - Epoch [45][2300/2506] lr: 1.986e-02, eta: 17:13:40, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 0.8833, loss: 0.8833 +2024-07-16 22:42:36,941 - pyskl - INFO - Epoch [45][2400/2506] lr: 1.986e-02, eta: 17:13:15, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 0.8665, loss: 0.8665 +2024-07-16 22:43:00,308 - pyskl - INFO - Epoch [45][2500/2506] lr: 1.985e-02, eta: 17:12:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8081, top5_acc: 0.9750, loss_cls: 0.9356, loss: 0.9356 +2024-07-16 22:43:02,195 - pyskl - INFO - Saving checkpoint at 45 epochs +2024-07-16 22:44:18,441 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 22:44:18,507 - pyskl - INFO - +top1_acc 0.7636 +top5_acc 0.9571 +2024-07-16 22:44:18,509 - pyskl - INFO - Epoch(val) [45][1031] top1_acc: 0.7636, top5_acc: 0.9571 +2024-07-16 22:44:59,054 - pyskl - INFO - Epoch [46][100/2506] lr: 1.984e-02, eta: 17:13:03, time: 0.405, data_time: 0.172, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 0.7536, loss: 0.7536 +2024-07-16 22:45:22,066 - pyskl - INFO - Epoch [46][200/2506] lr: 1.983e-02, eta: 17:12:38, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 0.7715, loss: 0.7715 +2024-07-16 22:45:45,046 - pyskl - INFO - Epoch [46][300/2506] lr: 1.982e-02, eta: 17:12:13, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 0.7869, loss: 0.7869 +2024-07-16 22:46:08,042 - pyskl - INFO - Epoch [46][400/2506] lr: 1.981e-02, eta: 17:11:48, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 0.9051, loss: 0.9051 +2024-07-16 22:46:31,114 - pyskl - INFO - Epoch [46][500/2506] lr: 1.981e-02, eta: 17:11:23, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 0.8424, loss: 0.8424 +2024-07-16 22:46:54,283 - pyskl - INFO - Epoch [46][600/2506] lr: 1.980e-02, eta: 17:10:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9812, loss_cls: 0.8291, loss: 0.8291 +2024-07-16 22:47:17,384 - pyskl - INFO - Epoch [46][700/2506] lr: 1.979e-02, eta: 17:10:34, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 0.8340, loss: 0.8340 +2024-07-16 22:47:40,416 - pyskl - INFO - Epoch [46][800/2506] lr: 1.978e-02, eta: 17:10:10, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 0.7993, loss: 0.7993 +2024-07-16 22:48:03,461 - pyskl - INFO - Epoch [46][900/2506] lr: 1.977e-02, eta: 17:09:45, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 0.7566, loss: 0.7566 +2024-07-16 22:48:26,677 - pyskl - INFO - Epoch [46][1000/2506] lr: 1.976e-02, eta: 17:09:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9825, loss_cls: 0.7940, loss: 0.7940 +2024-07-16 22:48:49,804 - pyskl - INFO - Epoch [46][1100/2506] lr: 1.975e-02, eta: 17:08:56, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9806, loss_cls: 0.8381, loss: 0.8381 +2024-07-16 22:49:12,987 - pyskl - INFO - Epoch [46][1200/2506] lr: 1.975e-02, eta: 17:08:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9800, loss_cls: 0.8381, loss: 0.8381 +2024-07-16 22:49:36,181 - pyskl - INFO - Epoch [46][1300/2506] lr: 1.974e-02, eta: 17:08:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 0.8351, loss: 0.8351 +2024-07-16 22:49:59,366 - pyskl - INFO - Epoch [46][1400/2506] lr: 1.973e-02, eta: 17:07:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 0.8225, loss: 0.8225 +2024-07-16 22:50:22,569 - pyskl - INFO - Epoch [46][1500/2506] lr: 1.972e-02, eta: 17:07:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9731, loss_cls: 0.8278, loss: 0.8278 +2024-07-16 22:50:45,731 - pyskl - INFO - Epoch [46][1600/2506] lr: 1.971e-02, eta: 17:06:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 0.7737, loss: 0.7737 +2024-07-16 22:51:08,836 - pyskl - INFO - Epoch [46][1700/2506] lr: 1.970e-02, eta: 17:06:29, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 0.8135, loss: 0.8135 +2024-07-16 22:51:31,942 - pyskl - INFO - Epoch [46][1800/2506] lr: 1.969e-02, eta: 17:06:05, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9825, loss_cls: 0.8755, loss: 0.8755 +2024-07-16 22:51:55,067 - pyskl - INFO - Epoch [46][1900/2506] lr: 1.969e-02, eta: 17:05:40, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9775, loss_cls: 0.8988, loss: 0.8988 +2024-07-16 22:52:18,178 - pyskl - INFO - Epoch [46][2000/2506] lr: 1.968e-02, eta: 17:05:15, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9850, loss_cls: 0.7757, loss: 0.7757 +2024-07-16 22:52:41,309 - pyskl - INFO - Epoch [46][2100/2506] lr: 1.967e-02, eta: 17:04:51, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 0.8716, loss: 0.8716 +2024-07-16 22:53:04,513 - pyskl - INFO - Epoch [46][2200/2506] lr: 1.966e-02, eta: 17:04:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 0.8768, loss: 0.8768 +2024-07-16 22:53:27,672 - pyskl - INFO - Epoch [46][2300/2506] lr: 1.965e-02, eta: 17:04:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 0.8477, loss: 0.8477 +2024-07-16 22:53:50,913 - pyskl - INFO - Epoch [46][2400/2506] lr: 1.964e-02, eta: 17:03:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 0.8173, loss: 0.8173 +2024-07-16 22:54:14,025 - pyskl - INFO - Epoch [46][2500/2506] lr: 1.963e-02, eta: 17:03:13, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9825, loss_cls: 0.8243, loss: 0.8243 +2024-07-16 22:54:15,906 - pyskl - INFO - Saving checkpoint at 46 epochs +2024-07-16 22:55:32,227 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 22:55:32,294 - pyskl - INFO - +top1_acc 0.7530 +top5_acc 0.9506 +2024-07-16 22:55:32,296 - pyskl - INFO - Epoch(val) [46][1031] top1_acc: 0.7530, top5_acc: 0.9506 +2024-07-16 22:56:13,162 - pyskl - INFO - Epoch [47][100/2506] lr: 1.963e-02, eta: 17:03:24, time: 0.409, data_time: 0.174, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 0.7640, loss: 0.7640 +2024-07-16 22:56:36,209 - pyskl - INFO - Epoch [47][200/2506] lr: 1.962e-02, eta: 17:02:59, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 0.7952, loss: 0.7952 +2024-07-16 22:56:59,392 - pyskl - INFO - Epoch [47][300/2506] lr: 1.961e-02, eta: 17:02:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 0.7717, loss: 0.7717 +2024-07-16 22:57:22,477 - pyskl - INFO - Epoch [47][400/2506] lr: 1.960e-02, eta: 17:02:10, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9831, loss_cls: 0.7678, loss: 0.7678 +2024-07-16 22:57:45,626 - pyskl - INFO - Epoch [47][500/2506] lr: 1.959e-02, eta: 17:01:46, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9725, loss_cls: 0.8440, loss: 0.8440 +2024-07-16 22:58:08,777 - pyskl - INFO - Epoch [47][600/2506] lr: 1.958e-02, eta: 17:01:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 0.8052, loss: 0.8052 +2024-07-16 22:58:32,113 - pyskl - INFO - Epoch [47][700/2506] lr: 1.957e-02, eta: 17:00:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 0.8490, loss: 0.8490 +2024-07-16 22:58:55,283 - pyskl - INFO - Epoch [47][800/2506] lr: 1.957e-02, eta: 17:00:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 0.8123, loss: 0.8123 +2024-07-16 22:59:18,420 - pyskl - INFO - Epoch [47][900/2506] lr: 1.956e-02, eta: 17:00:08, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 0.8017, loss: 0.8017 +2024-07-16 22:59:41,546 - pyskl - INFO - Epoch [47][1000/2506] lr: 1.955e-02, eta: 16:59:44, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 0.7818, loss: 0.7818 +2024-07-16 23:00:04,651 - pyskl - INFO - Epoch [47][1100/2506] lr: 1.954e-02, eta: 16:59:19, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9825, loss_cls: 0.8380, loss: 0.8380 +2024-07-16 23:00:27,723 - pyskl - INFO - Epoch [47][1200/2506] lr: 1.953e-02, eta: 16:58:54, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 0.8958, loss: 0.8958 +2024-07-16 23:00:50,760 - pyskl - INFO - Epoch [47][1300/2506] lr: 1.952e-02, eta: 16:58:30, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 0.8076, loss: 0.8076 +2024-07-16 23:01:13,864 - pyskl - INFO - Epoch [47][1400/2506] lr: 1.951e-02, eta: 16:58:05, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 0.8332, loss: 0.8332 +2024-07-16 23:01:36,885 - pyskl - INFO - Epoch [47][1500/2506] lr: 1.950e-02, eta: 16:57:40, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 0.8675, loss: 0.8675 +2024-07-16 23:01:59,924 - pyskl - INFO - Epoch [47][1600/2506] lr: 1.950e-02, eta: 16:57:16, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 0.7948, loss: 0.7948 +2024-07-16 23:02:22,941 - pyskl - INFO - Epoch [47][1700/2506] lr: 1.949e-02, eta: 16:56:51, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 0.7840, loss: 0.7840 +2024-07-16 23:02:46,047 - pyskl - INFO - Epoch [47][1800/2506] lr: 1.948e-02, eta: 16:56:26, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 0.8097, loss: 0.8097 +2024-07-16 23:03:09,145 - pyskl - INFO - Epoch [47][1900/2506] lr: 1.947e-02, eta: 16:56:02, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9688, loss_cls: 0.9035, loss: 0.9035 +2024-07-16 23:03:32,314 - pyskl - INFO - Epoch [47][2000/2506] lr: 1.946e-02, eta: 16:55:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 0.8010, loss: 0.8010 +2024-07-16 23:03:55,541 - pyskl - INFO - Epoch [47][2100/2506] lr: 1.945e-02, eta: 16:55:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 0.7992, loss: 0.7992 +2024-07-16 23:04:18,777 - pyskl - INFO - Epoch [47][2200/2506] lr: 1.944e-02, eta: 16:54:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 0.8579, loss: 0.8579 +2024-07-16 23:04:41,899 - pyskl - INFO - Epoch [47][2300/2506] lr: 1.944e-02, eta: 16:54:24, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8175, top5_acc: 0.9769, loss_cls: 0.8937, loss: 0.8937 +2024-07-16 23:05:04,994 - pyskl - INFO - Epoch [47][2400/2506] lr: 1.943e-02, eta: 16:54:00, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 0.8235, loss: 0.8235 +2024-07-16 23:05:28,104 - pyskl - INFO - Epoch [47][2500/2506] lr: 1.942e-02, eta: 16:53:35, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9825, loss_cls: 0.8046, loss: 0.8046 +2024-07-16 23:05:29,909 - pyskl - INFO - Saving checkpoint at 47 epochs +2024-07-16 23:06:46,148 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 23:06:46,215 - pyskl - INFO - +top1_acc 0.7909 +top5_acc 0.9651 +2024-07-16 23:06:46,217 - pyskl - INFO - Epoch(val) [47][1031] top1_acc: 0.7909, top5_acc: 0.9651 +2024-07-16 23:07:26,984 - pyskl - INFO - Epoch [48][100/2506] lr: 1.941e-02, eta: 16:53:45, time: 0.408, data_time: 0.172, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 0.7709, loss: 0.7709 +2024-07-16 23:07:50,216 - pyskl - INFO - Epoch [48][200/2506] lr: 1.940e-02, eta: 16:53:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 0.7757, loss: 0.7757 +2024-07-16 23:08:13,427 - pyskl - INFO - Epoch [48][300/2506] lr: 1.939e-02, eta: 16:52:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9838, loss_cls: 0.7671, loss: 0.7671 +2024-07-16 23:08:36,563 - pyskl - INFO - Epoch [48][400/2506] lr: 1.938e-02, eta: 16:52:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9856, loss_cls: 0.7895, loss: 0.7895 +2024-07-16 23:08:59,690 - pyskl - INFO - Epoch [48][500/2506] lr: 1.937e-02, eta: 16:52:07, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 0.8459, loss: 0.8459 +2024-07-16 23:09:22,802 - pyskl - INFO - Epoch [48][600/2506] lr: 1.937e-02, eta: 16:51:42, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9825, loss_cls: 0.8329, loss: 0.8329 +2024-07-16 23:09:46,085 - pyskl - INFO - Epoch [48][700/2506] lr: 1.936e-02, eta: 16:51:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 0.8675, loss: 0.8675 +2024-07-16 23:10:09,324 - pyskl - INFO - Epoch [48][800/2506] lr: 1.935e-02, eta: 16:50:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9819, loss_cls: 0.8040, loss: 0.8040 +2024-07-16 23:10:32,488 - pyskl - INFO - Epoch [48][900/2506] lr: 1.934e-02, eta: 16:50:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 0.7668, loss: 0.7668 +2024-07-16 23:10:55,856 - pyskl - INFO - Epoch [48][1000/2506] lr: 1.933e-02, eta: 16:50:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 0.8036, loss: 0.8036 +2024-07-16 23:11:19,243 - pyskl - INFO - Epoch [48][1100/2506] lr: 1.932e-02, eta: 16:49:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9800, loss_cls: 0.8831, loss: 0.8831 +2024-07-16 23:11:42,549 - pyskl - INFO - Epoch [48][1200/2506] lr: 1.931e-02, eta: 16:49:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 0.7386, loss: 0.7386 +2024-07-16 23:12:05,791 - pyskl - INFO - Epoch [48][1300/2506] lr: 1.930e-02, eta: 16:48:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9800, loss_cls: 0.8114, loss: 0.8114 +2024-07-16 23:12:29,112 - pyskl - INFO - Epoch [48][1400/2506] lr: 1.930e-02, eta: 16:48:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 0.8040, loss: 0.8040 +2024-07-16 23:12:52,377 - pyskl - INFO - Epoch [48][1500/2506] lr: 1.929e-02, eta: 16:48:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 0.7786, loss: 0.7786 +2024-07-16 23:13:15,634 - pyskl - INFO - Epoch [48][1600/2506] lr: 1.928e-02, eta: 16:47:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9819, loss_cls: 0.8058, loss: 0.8058 +2024-07-16 23:13:38,843 - pyskl - INFO - Epoch [48][1700/2506] lr: 1.927e-02, eta: 16:47:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 0.8821, loss: 0.8821 +2024-07-16 23:14:01,964 - pyskl - INFO - Epoch [48][1800/2506] lr: 1.926e-02, eta: 16:46:51, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 0.8899, loss: 0.8899 +2024-07-16 23:14:25,055 - pyskl - INFO - Epoch [48][1900/2506] lr: 1.925e-02, eta: 16:46:27, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9825, loss_cls: 0.8520, loss: 0.8520 +2024-07-16 23:14:48,123 - pyskl - INFO - Epoch [48][2000/2506] lr: 1.924e-02, eta: 16:46:02, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9838, loss_cls: 0.7898, loss: 0.7898 +2024-07-16 23:15:11,188 - pyskl - INFO - Epoch [48][2100/2506] lr: 1.923e-02, eta: 16:45:38, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9838, loss_cls: 0.7880, loss: 0.7880 +2024-07-16 23:15:34,289 - pyskl - INFO - Epoch [48][2200/2506] lr: 1.922e-02, eta: 16:45:13, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9875, loss_cls: 0.7580, loss: 0.7580 +2024-07-16 23:15:57,374 - pyskl - INFO - Epoch [48][2300/2506] lr: 1.922e-02, eta: 16:44:48, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9731, loss_cls: 0.8879, loss: 0.8879 +2024-07-16 23:16:20,655 - pyskl - INFO - Epoch [48][2400/2506] lr: 1.921e-02, eta: 16:44:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9775, loss_cls: 0.8368, loss: 0.8368 +2024-07-16 23:16:43,854 - pyskl - INFO - Epoch [48][2500/2506] lr: 1.920e-02, eta: 16:44:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 0.7962, loss: 0.7962 +2024-07-16 23:16:45,676 - pyskl - INFO - Saving checkpoint at 48 epochs +2024-07-16 23:18:01,988 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 23:18:02,056 - pyskl - INFO - +top1_acc 0.7776 +top5_acc 0.9571 +2024-07-16 23:18:02,058 - pyskl - INFO - Epoch(val) [48][1031] top1_acc: 0.7776, top5_acc: 0.9571 +2024-07-16 23:18:43,161 - pyskl - INFO - Epoch [49][100/2506] lr: 1.919e-02, eta: 16:44:09, time: 0.411, data_time: 0.175, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 0.7621, loss: 0.7621 +2024-07-16 23:19:06,328 - pyskl - INFO - Epoch [49][200/2506] lr: 1.918e-02, eta: 16:43:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9875, loss_cls: 0.7665, loss: 0.7665 +2024-07-16 23:19:29,506 - pyskl - INFO - Epoch [49][300/2506] lr: 1.917e-02, eta: 16:43:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 0.8228, loss: 0.8228 +2024-07-16 23:19:52,710 - pyskl - INFO - Epoch [49][400/2506] lr: 1.916e-02, eta: 16:42:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 0.7230, loss: 0.7230 +2024-07-16 23:20:15,877 - pyskl - INFO - Epoch [49][500/2506] lr: 1.915e-02, eta: 16:42:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 0.7588, loss: 0.7588 +2024-07-16 23:20:39,021 - pyskl - INFO - Epoch [49][600/2506] lr: 1.914e-02, eta: 16:42:07, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 0.7902, loss: 0.7902 +2024-07-16 23:21:02,208 - pyskl - INFO - Epoch [49][700/2506] lr: 1.914e-02, eta: 16:41:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 0.8109, loss: 0.8109 +2024-07-16 23:21:25,418 - pyskl - INFO - Epoch [49][800/2506] lr: 1.913e-02, eta: 16:41:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 0.7924, loss: 0.7924 +2024-07-16 23:21:48,688 - pyskl - INFO - Epoch [49][900/2506] lr: 1.912e-02, eta: 16:40:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 0.8232, loss: 0.8232 +2024-07-16 23:22:12,092 - pyskl - INFO - Epoch [49][1000/2506] lr: 1.911e-02, eta: 16:40:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 0.8539, loss: 0.8539 +2024-07-16 23:22:35,418 - pyskl - INFO - Epoch [49][1100/2506] lr: 1.910e-02, eta: 16:40:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 0.8235, loss: 0.8235 +2024-07-16 23:22:58,554 - pyskl - INFO - Epoch [49][1200/2506] lr: 1.909e-02, eta: 16:39:41, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 0.8040, loss: 0.8040 +2024-07-16 23:23:21,682 - pyskl - INFO - Epoch [49][1300/2506] lr: 1.908e-02, eta: 16:39:17, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9719, loss_cls: 0.8298, loss: 0.8298 +2024-07-16 23:23:44,810 - pyskl - INFO - Epoch [49][1400/2506] lr: 1.907e-02, eta: 16:38:52, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 0.7755, loss: 0.7755 +2024-07-16 23:24:07,905 - pyskl - INFO - Epoch [49][1500/2506] lr: 1.907e-02, eta: 16:38:28, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 0.7995, loss: 0.7995 +2024-07-16 23:24:31,023 - pyskl - INFO - Epoch [49][1600/2506] lr: 1.906e-02, eta: 16:38:03, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9881, loss_cls: 0.7432, loss: 0.7432 +2024-07-16 23:24:54,109 - pyskl - INFO - Epoch [49][1700/2506] lr: 1.905e-02, eta: 16:37:39, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9788, loss_cls: 0.8686, loss: 0.8686 +2024-07-16 23:25:17,168 - pyskl - INFO - Epoch [49][1800/2506] lr: 1.904e-02, eta: 16:37:14, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9831, loss_cls: 0.8355, loss: 0.8355 +2024-07-16 23:25:40,255 - pyskl - INFO - Epoch [49][1900/2506] lr: 1.903e-02, eta: 16:36:49, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 0.7481, loss: 0.7481 +2024-07-16 23:26:03,317 - pyskl - INFO - Epoch [49][2000/2506] lr: 1.902e-02, eta: 16:36:25, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 0.7931, loss: 0.7931 +2024-07-16 23:26:26,380 - pyskl - INFO - Epoch [49][2100/2506] lr: 1.901e-02, eta: 16:36:00, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9794, loss_cls: 0.8688, loss: 0.8688 +2024-07-16 23:26:49,436 - pyskl - INFO - Epoch [49][2200/2506] lr: 1.900e-02, eta: 16:35:35, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9831, loss_cls: 0.7744, loss: 0.7744 +2024-07-16 23:27:12,491 - pyskl - INFO - Epoch [49][2300/2506] lr: 1.899e-02, eta: 16:35:11, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 0.8321, loss: 0.8321 +2024-07-16 23:27:35,569 - pyskl - INFO - Epoch [49][2400/2506] lr: 1.898e-02, eta: 16:34:46, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 0.8888, loss: 0.8888 +2024-07-16 23:27:59,162 - pyskl - INFO - Epoch [49][2500/2506] lr: 1.898e-02, eta: 16:34:23, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 0.7531, loss: 0.7531 +2024-07-16 23:28:01,016 - pyskl - INFO - Saving checkpoint at 49 epochs +2024-07-16 23:29:17,956 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 23:29:18,023 - pyskl - INFO - +top1_acc 0.7827 +top5_acc 0.9602 +2024-07-16 23:29:18,025 - pyskl - INFO - Epoch(val) [49][1031] top1_acc: 0.7827, top5_acc: 0.9602 +2024-07-16 23:29:59,309 - pyskl - INFO - Epoch [50][100/2506] lr: 1.897e-02, eta: 16:34:31, time: 0.413, data_time: 0.176, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 0.6488, loss: 0.6488 +2024-07-16 23:30:22,500 - pyskl - INFO - Epoch [50][200/2506] lr: 1.896e-02, eta: 16:34:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9838, loss_cls: 0.7492, loss: 0.7492 +2024-07-16 23:30:45,803 - pyskl - INFO - Epoch [50][300/2506] lr: 1.895e-02, eta: 16:33:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 0.7588, loss: 0.7588 +2024-07-16 23:31:08,944 - pyskl - INFO - Epoch [50][400/2506] lr: 1.894e-02, eta: 16:33:18, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 0.7352, loss: 0.7352 +2024-07-16 23:31:32,064 - pyskl - INFO - Epoch [50][500/2506] lr: 1.893e-02, eta: 16:32:54, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 0.8494, loss: 0.8494 +2024-07-16 23:31:55,186 - pyskl - INFO - Epoch [50][600/2506] lr: 1.892e-02, eta: 16:32:29, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9912, loss_cls: 0.7217, loss: 0.7217 +2024-07-16 23:32:18,738 - pyskl - INFO - Epoch [50][700/2506] lr: 1.891e-02, eta: 16:32:05, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 0.7429, loss: 0.7429 +2024-07-16 23:32:42,329 - pyskl - INFO - Epoch [50][800/2506] lr: 1.890e-02, eta: 16:31:42, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 0.7587, loss: 0.7587 +2024-07-16 23:33:05,668 - pyskl - INFO - Epoch [50][900/2506] lr: 1.889e-02, eta: 16:31:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 0.7616, loss: 0.7616 +2024-07-16 23:33:29,034 - pyskl - INFO - Epoch [50][1000/2506] lr: 1.889e-02, eta: 16:30:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 0.9009, loss: 0.9009 +2024-07-16 23:33:52,253 - pyskl - INFO - Epoch [50][1100/2506] lr: 1.888e-02, eta: 16:30:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9819, loss_cls: 0.8262, loss: 0.8262 +2024-07-16 23:34:15,404 - pyskl - INFO - Epoch [50][1200/2506] lr: 1.887e-02, eta: 16:30:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9812, loss_cls: 0.8608, loss: 0.8608 +2024-07-16 23:34:38,503 - pyskl - INFO - Epoch [50][1300/2506] lr: 1.886e-02, eta: 16:29:40, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 0.8483, loss: 0.8483 +2024-07-16 23:35:01,653 - pyskl - INFO - Epoch [50][1400/2506] lr: 1.885e-02, eta: 16:29:16, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 0.8512, loss: 0.8512 +2024-07-16 23:35:24,763 - pyskl - INFO - Epoch [50][1500/2506] lr: 1.884e-02, eta: 16:28:51, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 0.8834, loss: 0.8834 +2024-07-16 23:35:47,900 - pyskl - INFO - Epoch [50][1600/2506] lr: 1.883e-02, eta: 16:28:27, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 0.8200, loss: 0.8200 +2024-07-16 23:36:11,080 - pyskl - INFO - Epoch [50][1700/2506] lr: 1.882e-02, eta: 16:28:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 0.8483, loss: 0.8483 +2024-07-16 23:36:34,225 - pyskl - INFO - Epoch [50][1800/2506] lr: 1.881e-02, eta: 16:27:38, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 0.8060, loss: 0.8060 +2024-07-16 23:36:57,336 - pyskl - INFO - Epoch [50][1900/2506] lr: 1.880e-02, eta: 16:27:14, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9800, loss_cls: 0.8281, loss: 0.8281 +2024-07-16 23:37:20,397 - pyskl - INFO - Epoch [50][2000/2506] lr: 1.880e-02, eta: 16:26:49, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 0.7946, loss: 0.7946 +2024-07-16 23:37:43,460 - pyskl - INFO - Epoch [50][2100/2506] lr: 1.879e-02, eta: 16:26:24, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 0.8423, loss: 0.8423 +2024-07-16 23:38:06,538 - pyskl - INFO - Epoch [50][2200/2506] lr: 1.878e-02, eta: 16:26:00, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 0.8041, loss: 0.8041 +2024-07-16 23:38:29,623 - pyskl - INFO - Epoch [50][2300/2506] lr: 1.877e-02, eta: 16:25:35, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9844, loss_cls: 0.7836, loss: 0.7836 +2024-07-16 23:38:52,683 - pyskl - INFO - Epoch [50][2400/2506] lr: 1.876e-02, eta: 16:25:11, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 0.7903, loss: 0.7903 +2024-07-16 23:39:15,843 - pyskl - INFO - Epoch [50][2500/2506] lr: 1.875e-02, eta: 16:24:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 0.8759, loss: 0.8759 +2024-07-16 23:39:17,694 - pyskl - INFO - Saving checkpoint at 50 epochs +2024-07-16 23:40:34,013 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 23:40:34,081 - pyskl - INFO - +top1_acc 0.7856 +top5_acc 0.9626 +2024-07-16 23:40:34,083 - pyskl - INFO - Epoch(val) [50][1031] top1_acc: 0.7856, top5_acc: 0.9626 +2024-07-16 23:41:14,782 - pyskl - INFO - Epoch [51][100/2506] lr: 1.874e-02, eta: 16:24:53, time: 0.407, data_time: 0.172, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 0.8190, loss: 0.8190 +2024-07-16 23:41:37,855 - pyskl - INFO - Epoch [51][200/2506] lr: 1.873e-02, eta: 16:24:28, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 0.7600, loss: 0.7600 +2024-07-16 23:42:00,973 - pyskl - INFO - Epoch [51][300/2506] lr: 1.872e-02, eta: 16:24:03, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 0.7529, loss: 0.7529 +2024-07-16 23:42:24,115 - pyskl - INFO - Epoch [51][400/2506] lr: 1.871e-02, eta: 16:23:39, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9812, loss_cls: 0.8082, loss: 0.8082 +2024-07-16 23:42:47,268 - pyskl - INFO - Epoch [51][500/2506] lr: 1.870e-02, eta: 16:23:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9738, loss_cls: 0.8019, loss: 0.8019 +2024-07-16 23:43:10,396 - pyskl - INFO - Epoch [51][600/2506] lr: 1.870e-02, eta: 16:22:50, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9850, loss_cls: 0.7608, loss: 0.7608 +2024-07-16 23:43:33,545 - pyskl - INFO - Epoch [51][700/2506] lr: 1.869e-02, eta: 16:22:26, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9856, loss_cls: 0.7463, loss: 0.7463 +2024-07-16 23:43:56,663 - pyskl - INFO - Epoch [51][800/2506] lr: 1.868e-02, eta: 16:22:01, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 0.8272, loss: 0.8272 +2024-07-16 23:44:19,758 - pyskl - INFO - Epoch [51][900/2506] lr: 1.867e-02, eta: 16:21:36, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 0.8323, loss: 0.8323 +2024-07-16 23:44:42,920 - pyskl - INFO - Epoch [51][1000/2506] lr: 1.866e-02, eta: 16:21:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 0.7897, loss: 0.7897 +2024-07-16 23:45:06,066 - pyskl - INFO - Epoch [51][1100/2506] lr: 1.865e-02, eta: 16:20:48, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9856, loss_cls: 0.7496, loss: 0.7496 +2024-07-16 23:45:29,198 - pyskl - INFO - Epoch [51][1200/2506] lr: 1.864e-02, eta: 16:20:23, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 0.7731, loss: 0.7731 +2024-07-16 23:45:52,339 - pyskl - INFO - Epoch [51][1300/2506] lr: 1.863e-02, eta: 16:19:59, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9850, loss_cls: 0.7923, loss: 0.7923 +2024-07-16 23:46:15,462 - pyskl - INFO - Epoch [51][1400/2506] lr: 1.862e-02, eta: 16:19:34, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 0.7966, loss: 0.7966 +2024-07-16 23:46:38,580 - pyskl - INFO - Epoch [51][1500/2506] lr: 1.861e-02, eta: 16:19:10, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9831, loss_cls: 0.7636, loss: 0.7636 +2024-07-16 23:47:01,753 - pyskl - INFO - Epoch [51][1600/2506] lr: 1.860e-02, eta: 16:18:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 0.7942, loss: 0.7942 +2024-07-16 23:47:24,908 - pyskl - INFO - Epoch [51][1700/2506] lr: 1.860e-02, eta: 16:18:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 0.7857, loss: 0.7857 +2024-07-16 23:47:48,034 - pyskl - INFO - Epoch [51][1800/2506] lr: 1.859e-02, eta: 16:17:56, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 0.7867, loss: 0.7867 +2024-07-16 23:48:11,149 - pyskl - INFO - Epoch [51][1900/2506] lr: 1.858e-02, eta: 16:17:32, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 0.8131, loss: 0.8131 +2024-07-16 23:48:34,257 - pyskl - INFO - Epoch [51][2000/2506] lr: 1.857e-02, eta: 16:17:07, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 0.7955, loss: 0.7955 +2024-07-16 23:48:57,419 - pyskl - INFO - Epoch [51][2100/2506] lr: 1.856e-02, eta: 16:16:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8156, top5_acc: 0.9750, loss_cls: 0.8930, loss: 0.8930 +2024-07-16 23:49:20,577 - pyskl - INFO - Epoch [51][2200/2506] lr: 1.855e-02, eta: 16:16:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9844, loss_cls: 0.7803, loss: 0.7803 +2024-07-16 23:49:43,744 - pyskl - INFO - Epoch [51][2300/2506] lr: 1.854e-02, eta: 16:15:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 0.8333, loss: 0.8333 +2024-07-16 23:50:06,941 - pyskl - INFO - Epoch [51][2400/2506] lr: 1.853e-02, eta: 16:15:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9812, loss_cls: 0.8364, loss: 0.8364 +2024-07-16 23:50:30,156 - pyskl - INFO - Epoch [51][2500/2506] lr: 1.852e-02, eta: 16:15:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 0.8783, loss: 0.8783 +2024-07-16 23:50:31,974 - pyskl - INFO - Saving checkpoint at 51 epochs +2024-07-16 23:51:48,046 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 23:51:48,113 - pyskl - INFO - +top1_acc 0.7776 +top5_acc 0.9574 +2024-07-16 23:51:48,115 - pyskl - INFO - Epoch(val) [51][1031] top1_acc: 0.7776, top5_acc: 0.9574 +2024-07-16 23:52:28,970 - pyskl - INFO - Epoch [52][100/2506] lr: 1.851e-02, eta: 16:15:11, time: 0.409, data_time: 0.174, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 0.7563, loss: 0.7563 +2024-07-16 23:52:51,951 - pyskl - INFO - Epoch [52][200/2506] lr: 1.850e-02, eta: 16:14:46, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 0.7778, loss: 0.7778 +2024-07-16 23:53:14,958 - pyskl - INFO - Epoch [52][300/2506] lr: 1.849e-02, eta: 16:14:22, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 0.7274, loss: 0.7274 +2024-07-16 23:53:38,047 - pyskl - INFO - Epoch [52][400/2506] lr: 1.849e-02, eta: 16:13:57, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 0.7496, loss: 0.7496 +2024-07-16 23:54:01,148 - pyskl - INFO - Epoch [52][500/2506] lr: 1.848e-02, eta: 16:13:33, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 0.8216, loss: 0.8216 +2024-07-16 23:54:24,230 - pyskl - INFO - Epoch [52][600/2506] lr: 1.847e-02, eta: 16:13:08, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9850, loss_cls: 0.7881, loss: 0.7881 +2024-07-16 23:54:47,389 - pyskl - INFO - Epoch [52][700/2506] lr: 1.846e-02, eta: 16:12:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 0.8219, loss: 0.8219 +2024-07-16 23:55:10,553 - pyskl - INFO - Epoch [52][800/2506] lr: 1.845e-02, eta: 16:12:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 0.7354, loss: 0.7354 +2024-07-16 23:55:33,701 - pyskl - INFO - Epoch [52][900/2506] lr: 1.844e-02, eta: 16:11:55, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 0.7802, loss: 0.7802 +2024-07-16 23:55:56,840 - pyskl - INFO - Epoch [52][1000/2506] lr: 1.843e-02, eta: 16:11:30, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9812, loss_cls: 0.8026, loss: 0.8026 +2024-07-16 23:56:20,019 - pyskl - INFO - Epoch [52][1100/2506] lr: 1.842e-02, eta: 16:11:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 0.7925, loss: 0.7925 +2024-07-16 23:56:43,132 - pyskl - INFO - Epoch [52][1200/2506] lr: 1.841e-02, eta: 16:10:41, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8219, top5_acc: 0.9806, loss_cls: 0.8670, loss: 0.8670 +2024-07-16 23:57:06,299 - pyskl - INFO - Epoch [52][1300/2506] lr: 1.840e-02, eta: 16:10:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 0.7031, loss: 0.7031 +2024-07-16 23:57:29,541 - pyskl - INFO - Epoch [52][1400/2506] lr: 1.839e-02, eta: 16:09:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 0.8367, loss: 0.8367 +2024-07-16 23:57:52,763 - pyskl - INFO - Epoch [52][1500/2506] lr: 1.838e-02, eta: 16:09:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9825, loss_cls: 0.8087, loss: 0.8087 +2024-07-16 23:58:15,925 - pyskl - INFO - Epoch [52][1600/2506] lr: 1.838e-02, eta: 16:09:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 0.7551, loss: 0.7551 +2024-07-16 23:58:39,067 - pyskl - INFO - Epoch [52][1700/2506] lr: 1.837e-02, eta: 16:08:40, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 0.8169, loss: 0.8169 +2024-07-16 23:59:02,208 - pyskl - INFO - Epoch [52][1800/2506] lr: 1.836e-02, eta: 16:08:15, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 0.7887, loss: 0.7887 +2024-07-16 23:59:25,358 - pyskl - INFO - Epoch [52][1900/2506] lr: 1.835e-02, eta: 16:07:51, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 0.8153, loss: 0.8153 +2024-07-16 23:59:48,470 - pyskl - INFO - Epoch [52][2000/2506] lr: 1.834e-02, eta: 16:07:26, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 0.8772, loss: 0.8772 +2024-07-17 00:00:11,613 - pyskl - INFO - Epoch [52][2100/2506] lr: 1.833e-02, eta: 16:07:02, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 0.8009, loss: 0.8009 +2024-07-17 00:00:34,770 - pyskl - INFO - Epoch [52][2200/2506] lr: 1.832e-02, eta: 16:06:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 0.7935, loss: 0.7935 +2024-07-17 00:00:57,918 - pyskl - INFO - Epoch [52][2300/2506] lr: 1.831e-02, eta: 16:06:13, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 0.8299, loss: 0.8299 +2024-07-17 00:01:21,035 - pyskl - INFO - Epoch [52][2400/2506] lr: 1.830e-02, eta: 16:05:49, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 0.8118, loss: 0.8118 +2024-07-17 00:01:44,149 - pyskl - INFO - Epoch [52][2500/2506] lr: 1.829e-02, eta: 16:05:24, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9844, loss_cls: 0.8216, loss: 0.8216 +2024-07-17 00:01:46,012 - pyskl - INFO - Saving checkpoint at 52 epochs +2024-07-17 00:03:02,015 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 00:03:02,081 - pyskl - INFO - +top1_acc 0.8000 +top5_acc 0.9663 +2024-07-17 00:03:02,085 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_42.pth was removed +2024-07-17 00:03:02,212 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_52.pth. +2024-07-17 00:03:02,212 - pyskl - INFO - Best top1_acc is 0.8000 at 52 epoch. +2024-07-17 00:03:02,215 - pyskl - INFO - Epoch(val) [52][1031] top1_acc: 0.8000, top5_acc: 0.9663 +2024-07-17 00:03:42,804 - pyskl - INFO - Epoch [53][100/2506] lr: 1.828e-02, eta: 16:05:28, time: 0.406, data_time: 0.171, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 0.7746, loss: 0.7746 +2024-07-17 00:04:05,977 - pyskl - INFO - Epoch [53][200/2506] lr: 1.827e-02, eta: 16:05:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 0.7814, loss: 0.7814 +2024-07-17 00:04:29,104 - pyskl - INFO - Epoch [53][300/2506] lr: 1.826e-02, eta: 16:04:39, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9869, loss_cls: 0.7139, loss: 0.7139 +2024-07-17 00:04:52,316 - pyskl - INFO - Epoch [53][400/2506] lr: 1.825e-02, eta: 16:04:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 0.7534, loss: 0.7534 +2024-07-17 00:05:15,546 - pyskl - INFO - Epoch [53][500/2506] lr: 1.824e-02, eta: 16:03:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9838, loss_cls: 0.7732, loss: 0.7732 +2024-07-17 00:05:38,696 - pyskl - INFO - Epoch [53][600/2506] lr: 1.824e-02, eta: 16:03:26, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 0.7664, loss: 0.7664 +2024-07-17 00:06:01,722 - pyskl - INFO - Epoch [53][700/2506] lr: 1.823e-02, eta: 16:03:02, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 0.7981, loss: 0.7981 +2024-07-17 00:06:25,118 - pyskl - INFO - Epoch [53][800/2506] lr: 1.822e-02, eta: 16:02:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 0.7810, loss: 0.7810 +2024-07-17 00:06:48,486 - pyskl - INFO - Epoch [53][900/2506] lr: 1.821e-02, eta: 16:02:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 0.7738, loss: 0.7738 +2024-07-17 00:07:11,617 - pyskl - INFO - Epoch [53][1000/2506] lr: 1.820e-02, eta: 16:01:49, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 0.8124, loss: 0.8124 +2024-07-17 00:07:34,817 - pyskl - INFO - Epoch [53][1100/2506] lr: 1.819e-02, eta: 16:01:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 0.8240, loss: 0.8240 +2024-07-17 00:07:57,949 - pyskl - INFO - Epoch [53][1200/2506] lr: 1.818e-02, eta: 16:01:01, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 0.7891, loss: 0.7891 +2024-07-17 00:08:21,098 - pyskl - INFO - Epoch [53][1300/2506] lr: 1.817e-02, eta: 16:00:36, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9850, loss_cls: 0.7569, loss: 0.7569 +2024-07-17 00:08:44,235 - pyskl - INFO - Epoch [53][1400/2506] lr: 1.816e-02, eta: 16:00:12, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 0.8159, loss: 0.8159 +2024-07-17 00:09:07,366 - pyskl - INFO - Epoch [53][1500/2506] lr: 1.815e-02, eta: 15:59:47, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 0.7705, loss: 0.7705 +2024-07-17 00:09:30,542 - pyskl - INFO - Epoch [53][1600/2506] lr: 1.814e-02, eta: 15:59:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 0.7494, loss: 0.7494 +2024-07-17 00:09:53,731 - pyskl - INFO - Epoch [53][1700/2506] lr: 1.813e-02, eta: 15:58:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 0.7264, loss: 0.7264 +2024-07-17 00:10:16,975 - pyskl - INFO - Epoch [53][1800/2506] lr: 1.812e-02, eta: 15:58:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9862, loss_cls: 0.7677, loss: 0.7677 +2024-07-17 00:10:40,395 - pyskl - INFO - Epoch [53][1900/2506] lr: 1.811e-02, eta: 15:58:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 0.7890, loss: 0.7890 +2024-07-17 00:11:03,745 - pyskl - INFO - Epoch [53][2000/2506] lr: 1.811e-02, eta: 15:57:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 0.8428, loss: 0.8428 +2024-07-17 00:11:27,037 - pyskl - INFO - Epoch [53][2100/2506] lr: 1.810e-02, eta: 15:57:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9888, loss_cls: 0.7190, loss: 0.7190 +2024-07-17 00:11:50,163 - pyskl - INFO - Epoch [53][2200/2506] lr: 1.809e-02, eta: 15:56:58, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9812, loss_cls: 0.7596, loss: 0.7596 +2024-07-17 00:12:13,317 - pyskl - INFO - Epoch [53][2300/2506] lr: 1.808e-02, eta: 15:56:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 0.8239, loss: 0.8239 +2024-07-17 00:12:36,463 - pyskl - INFO - Epoch [53][2400/2506] lr: 1.807e-02, eta: 15:56:09, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9869, loss_cls: 0.8124, loss: 0.8124 +2024-07-17 00:12:59,580 - pyskl - INFO - Epoch [53][2500/2506] lr: 1.806e-02, eta: 15:55:45, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 0.8093, loss: 0.8093 +2024-07-17 00:13:01,440 - pyskl - INFO - Saving checkpoint at 53 epochs +2024-07-17 00:14:17,632 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 00:14:17,699 - pyskl - INFO - +top1_acc 0.7836 +top5_acc 0.9606 +2024-07-17 00:14:17,701 - pyskl - INFO - Epoch(val) [53][1031] top1_acc: 0.7836, top5_acc: 0.9606 +2024-07-17 00:14:58,915 - pyskl - INFO - Epoch [54][100/2506] lr: 1.805e-02, eta: 15:55:49, time: 0.412, data_time: 0.177, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 0.7541, loss: 0.7541 +2024-07-17 00:15:22,148 - pyskl - INFO - Epoch [54][200/2506] lr: 1.804e-02, eta: 15:55:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 0.7290, loss: 0.7290 +2024-07-17 00:15:45,311 - pyskl - INFO - Epoch [54][300/2506] lr: 1.803e-02, eta: 15:55:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 0.7402, loss: 0.7402 +2024-07-17 00:16:08,389 - pyskl - INFO - Epoch [54][400/2506] lr: 1.802e-02, eta: 15:54:36, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 0.7812, loss: 0.7812 +2024-07-17 00:16:31,476 - pyskl - INFO - Epoch [54][500/2506] lr: 1.801e-02, eta: 15:54:11, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 0.7618, loss: 0.7618 +2024-07-17 00:16:54,535 - pyskl - INFO - Epoch [54][600/2506] lr: 1.800e-02, eta: 15:53:47, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9856, loss_cls: 0.7444, loss: 0.7444 +2024-07-17 00:17:17,719 - pyskl - INFO - Epoch [54][700/2506] lr: 1.799e-02, eta: 15:53:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 0.7952, loss: 0.7952 +2024-07-17 00:17:41,080 - pyskl - INFO - Epoch [54][800/2506] lr: 1.798e-02, eta: 15:52:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 0.7563, loss: 0.7563 +2024-07-17 00:18:04,397 - pyskl - INFO - Epoch [54][900/2506] lr: 1.797e-02, eta: 15:52:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 0.7325, loss: 0.7325 +2024-07-17 00:18:27,638 - pyskl - INFO - Epoch [54][1000/2506] lr: 1.796e-02, eta: 15:52:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 0.7059, loss: 0.7059 +2024-07-17 00:18:50,947 - pyskl - INFO - Epoch [54][1100/2506] lr: 1.795e-02, eta: 15:51:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 0.6774, loss: 0.6774 +2024-07-17 00:19:14,298 - pyskl - INFO - Epoch [54][1200/2506] lr: 1.795e-02, eta: 15:51:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9850, loss_cls: 0.7627, loss: 0.7627 +2024-07-17 00:19:37,572 - pyskl - INFO - Epoch [54][1300/2506] lr: 1.794e-02, eta: 15:50:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9794, loss_cls: 0.8386, loss: 0.8386 +2024-07-17 00:20:00,808 - pyskl - INFO - Epoch [54][1400/2506] lr: 1.793e-02, eta: 15:50:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 0.7625, loss: 0.7625 +2024-07-17 00:20:24,026 - pyskl - INFO - Epoch [54][1500/2506] lr: 1.792e-02, eta: 15:50:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 0.7494, loss: 0.7494 +2024-07-17 00:20:47,266 - pyskl - INFO - Epoch [54][1600/2506] lr: 1.791e-02, eta: 15:49:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9844, loss_cls: 0.7727, loss: 0.7727 +2024-07-17 00:21:10,517 - pyskl - INFO - Epoch [54][1700/2506] lr: 1.790e-02, eta: 15:49:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9850, loss_cls: 0.7563, loss: 0.7563 +2024-07-17 00:21:33,737 - pyskl - INFO - Epoch [54][1800/2506] lr: 1.789e-02, eta: 15:48:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 0.8306, loss: 0.8306 +2024-07-17 00:21:56,977 - pyskl - INFO - Epoch [54][1900/2506] lr: 1.788e-02, eta: 15:48:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9806, loss_cls: 0.8555, loss: 0.8555 +2024-07-17 00:22:20,227 - pyskl - INFO - Epoch [54][2000/2506] lr: 1.787e-02, eta: 15:48:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 0.7700, loss: 0.7700 +2024-07-17 00:22:43,463 - pyskl - INFO - Epoch [54][2100/2506] lr: 1.786e-02, eta: 15:47:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9850, loss_cls: 0.7352, loss: 0.7352 +2024-07-17 00:23:06,668 - pyskl - INFO - Epoch [54][2200/2506] lr: 1.785e-02, eta: 15:47:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 0.8297, loss: 0.8297 +2024-07-17 00:23:29,823 - pyskl - INFO - Epoch [54][2300/2506] lr: 1.784e-02, eta: 15:46:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 0.8150, loss: 0.8150 +2024-07-17 00:23:52,962 - pyskl - INFO - Epoch [54][2400/2506] lr: 1.783e-02, eta: 15:46:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 0.7442, loss: 0.7442 +2024-07-17 00:24:16,121 - pyskl - INFO - Epoch [54][2500/2506] lr: 1.782e-02, eta: 15:46:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 0.7866, loss: 0.7866 +2024-07-17 00:24:17,919 - pyskl - INFO - Saving checkpoint at 54 epochs +2024-07-17 00:25:34,052 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 00:25:34,119 - pyskl - INFO - +top1_acc 0.7785 +top5_acc 0.9644 +2024-07-17 00:25:34,121 - pyskl - INFO - Epoch(val) [54][1031] top1_acc: 0.7785, top5_acc: 0.9644 +2024-07-17 00:26:15,557 - pyskl - INFO - Epoch [55][100/2506] lr: 1.781e-02, eta: 15:46:10, time: 0.414, data_time: 0.177, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 0.6904, loss: 0.6904 +2024-07-17 00:26:38,729 - pyskl - INFO - Epoch [55][200/2506] lr: 1.780e-02, eta: 15:45:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 0.6838, loss: 0.6838 +2024-07-17 00:27:01,831 - pyskl - INFO - Epoch [55][300/2506] lr: 1.779e-02, eta: 15:45:21, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 0.6931, loss: 0.6931 +2024-07-17 00:27:25,012 - pyskl - INFO - Epoch [55][400/2506] lr: 1.778e-02, eta: 15:44:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9888, loss_cls: 0.7857, loss: 0.7857 +2024-07-17 00:27:48,131 - pyskl - INFO - Epoch [55][500/2506] lr: 1.778e-02, eta: 15:44:33, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8137, top5_acc: 0.9756, loss_cls: 0.8701, loss: 0.8701 +2024-07-17 00:28:11,229 - pyskl - INFO - Epoch [55][600/2506] lr: 1.777e-02, eta: 15:44:08, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9881, loss_cls: 0.6842, loss: 0.6842 +2024-07-17 00:28:34,366 - pyskl - INFO - Epoch [55][700/2506] lr: 1.776e-02, eta: 15:43:44, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 0.7097, loss: 0.7097 +2024-07-17 00:28:57,559 - pyskl - INFO - Epoch [55][800/2506] lr: 1.775e-02, eta: 15:43:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9756, loss_cls: 0.8066, loss: 0.8066 +2024-07-17 00:29:20,678 - pyskl - INFO - Epoch [55][900/2506] lr: 1.774e-02, eta: 15:42:55, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 0.7579, loss: 0.7579 +2024-07-17 00:29:44,194 - pyskl - INFO - Epoch [55][1000/2506] lr: 1.773e-02, eta: 15:42:31, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 0.7523, loss: 0.7523 +2024-07-17 00:30:07,515 - pyskl - INFO - Epoch [55][1100/2506] lr: 1.772e-02, eta: 15:42:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 0.8732, loss: 0.8732 +2024-07-17 00:30:30,978 - pyskl - INFO - Epoch [55][1200/2506] lr: 1.771e-02, eta: 15:41:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9825, loss_cls: 0.8173, loss: 0.8173 +2024-07-17 00:30:54,306 - pyskl - INFO - Epoch [55][1300/2506] lr: 1.770e-02, eta: 15:41:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 0.7763, loss: 0.7763 +2024-07-17 00:31:17,564 - pyskl - INFO - Epoch [55][1400/2506] lr: 1.769e-02, eta: 15:40:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9744, loss_cls: 0.8141, loss: 0.8141 +2024-07-17 00:31:40,788 - pyskl - INFO - Epoch [55][1500/2506] lr: 1.768e-02, eta: 15:40:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9875, loss_cls: 0.7251, loss: 0.7251 +2024-07-17 00:32:03,963 - pyskl - INFO - Epoch [55][1600/2506] lr: 1.767e-02, eta: 15:40:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 0.7996, loss: 0.7996 +2024-07-17 00:32:27,156 - pyskl - INFO - Epoch [55][1700/2506] lr: 1.766e-02, eta: 15:39:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 0.7782, loss: 0.7782 +2024-07-17 00:32:50,354 - pyskl - INFO - Epoch [55][1800/2506] lr: 1.765e-02, eta: 15:39:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 0.7910, loss: 0.7910 +2024-07-17 00:33:13,571 - pyskl - INFO - Epoch [55][1900/2506] lr: 1.764e-02, eta: 15:38:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 0.7651, loss: 0.7651 +2024-07-17 00:33:36,730 - pyskl - INFO - Epoch [55][2000/2506] lr: 1.763e-02, eta: 15:38:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9831, loss_cls: 0.7825, loss: 0.7825 +2024-07-17 00:33:59,864 - pyskl - INFO - Epoch [55][2100/2506] lr: 1.762e-02, eta: 15:38:05, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 0.7639, loss: 0.7639 +2024-07-17 00:34:23,002 - pyskl - INFO - Epoch [55][2200/2506] lr: 1.761e-02, eta: 15:37:40, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 0.7887, loss: 0.7887 +2024-07-17 00:34:46,146 - pyskl - INFO - Epoch [55][2300/2506] lr: 1.760e-02, eta: 15:37:16, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 0.8539, loss: 0.8539 +2024-07-17 00:35:09,276 - pyskl - INFO - Epoch [55][2400/2506] lr: 1.759e-02, eta: 15:36:51, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 0.7448, loss: 0.7448 +2024-07-17 00:35:32,404 - pyskl - INFO - Epoch [55][2500/2506] lr: 1.758e-02, eta: 15:36:27, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 0.8379, loss: 0.8379 +2024-07-17 00:35:34,231 - pyskl - INFO - Saving checkpoint at 55 epochs +2024-07-17 00:36:50,268 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 00:36:50,335 - pyskl - INFO - +top1_acc 0.7955 +top5_acc 0.9653 +2024-07-17 00:36:50,337 - pyskl - INFO - Epoch(val) [55][1031] top1_acc: 0.7955, top5_acc: 0.9653 +2024-07-17 00:37:31,743 - pyskl - INFO - Epoch [56][100/2506] lr: 1.757e-02, eta: 15:36:30, time: 0.414, data_time: 0.178, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9875, loss_cls: 0.7143, loss: 0.7143 +2024-07-17 00:37:54,954 - pyskl - INFO - Epoch [56][200/2506] lr: 1.757e-02, eta: 15:36:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 0.8247, loss: 0.8247 +2024-07-17 00:38:18,233 - pyskl - INFO - Epoch [56][300/2506] lr: 1.756e-02, eta: 15:35:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 0.7706, loss: 0.7706 +2024-07-17 00:38:41,410 - pyskl - INFO - Epoch [56][400/2506] lr: 1.755e-02, eta: 15:35:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 0.7494, loss: 0.7494 +2024-07-17 00:39:04,533 - pyskl - INFO - Epoch [56][500/2506] lr: 1.754e-02, eta: 15:34:53, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9838, loss_cls: 0.7635, loss: 0.7635 +2024-07-17 00:39:27,882 - pyskl - INFO - Epoch [56][600/2506] lr: 1.753e-02, eta: 15:34:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 0.7745, loss: 0.7745 +2024-07-17 00:39:51,167 - pyskl - INFO - Epoch [56][700/2506] lr: 1.752e-02, eta: 15:34:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9769, loss_cls: 0.7302, loss: 0.7302 +2024-07-17 00:40:14,412 - pyskl - INFO - Epoch [56][800/2506] lr: 1.751e-02, eta: 15:33:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 0.7509, loss: 0.7509 +2024-07-17 00:40:37,595 - pyskl - INFO - Epoch [56][900/2506] lr: 1.750e-02, eta: 15:33:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9850, loss_cls: 0.7568, loss: 0.7568 +2024-07-17 00:41:00,741 - pyskl - INFO - Epoch [56][1000/2506] lr: 1.749e-02, eta: 15:32:52, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 0.7117, loss: 0.7117 +2024-07-17 00:41:23,797 - pyskl - INFO - Epoch [56][1100/2506] lr: 1.748e-02, eta: 15:32:27, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 0.7353, loss: 0.7353 +2024-07-17 00:41:46,820 - pyskl - INFO - Epoch [56][1200/2506] lr: 1.747e-02, eta: 15:32:02, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 0.7669, loss: 0.7669 +2024-07-17 00:42:09,921 - pyskl - INFO - Epoch [56][1300/2506] lr: 1.746e-02, eta: 15:31:38, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 0.8166, loss: 0.8166 +2024-07-17 00:42:33,162 - pyskl - INFO - Epoch [56][1400/2506] lr: 1.745e-02, eta: 15:31:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 0.7612, loss: 0.7612 +2024-07-17 00:42:56,340 - pyskl - INFO - Epoch [56][1500/2506] lr: 1.744e-02, eta: 15:30:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 0.7090, loss: 0.7090 +2024-07-17 00:43:19,440 - pyskl - INFO - Epoch [56][1600/2506] lr: 1.743e-02, eta: 15:30:25, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 0.7625, loss: 0.7625 +2024-07-17 00:43:42,542 - pyskl - INFO - Epoch [56][1700/2506] lr: 1.742e-02, eta: 15:30:00, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 0.7925, loss: 0.7925 +2024-07-17 00:44:05,665 - pyskl - INFO - Epoch [56][1800/2506] lr: 1.741e-02, eta: 15:29:36, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 0.7625, loss: 0.7625 +2024-07-17 00:44:28,772 - pyskl - INFO - Epoch [56][1900/2506] lr: 1.740e-02, eta: 15:29:12, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 0.7640, loss: 0.7640 +2024-07-17 00:44:51,904 - pyskl - INFO - Epoch [56][2000/2506] lr: 1.739e-02, eta: 15:28:47, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9825, loss_cls: 0.7679, loss: 0.7679 +2024-07-17 00:45:15,047 - pyskl - INFO - Epoch [56][2100/2506] lr: 1.738e-02, eta: 15:28:23, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9800, loss_cls: 0.8169, loss: 0.8169 +2024-07-17 00:45:38,127 - pyskl - INFO - Epoch [56][2200/2506] lr: 1.737e-02, eta: 15:27:58, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 0.7689, loss: 0.7689 +2024-07-17 00:46:01,195 - pyskl - INFO - Epoch [56][2300/2506] lr: 1.736e-02, eta: 15:27:34, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 0.7513, loss: 0.7513 +2024-07-17 00:46:24,256 - pyskl - INFO - Epoch [56][2400/2506] lr: 1.735e-02, eta: 15:27:09, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 0.7947, loss: 0.7947 +2024-07-17 00:46:47,294 - pyskl - INFO - Epoch [56][2500/2506] lr: 1.734e-02, eta: 15:26:45, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 0.7570, loss: 0.7570 +2024-07-17 00:46:49,134 - pyskl - INFO - Saving checkpoint at 56 epochs +2024-07-17 00:48:05,523 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 00:48:05,591 - pyskl - INFO - +top1_acc 0.8142 +top5_acc 0.9686 +2024-07-17 00:48:05,595 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_52.pth was removed +2024-07-17 00:48:05,726 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_56.pth. +2024-07-17 00:48:05,726 - pyskl - INFO - Best top1_acc is 0.8142 at 56 epoch. +2024-07-17 00:48:05,729 - pyskl - INFO - Epoch(val) [56][1031] top1_acc: 0.8142, top5_acc: 0.9686 +2024-07-17 00:48:46,808 - pyskl - INFO - Epoch [57][100/2506] lr: 1.733e-02, eta: 15:26:47, time: 0.411, data_time: 0.176, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 0.7177, loss: 0.7177 +2024-07-17 00:49:09,938 - pyskl - INFO - Epoch [57][200/2506] lr: 1.732e-02, eta: 15:26:22, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9881, loss_cls: 0.7345, loss: 0.7345 +2024-07-17 00:49:33,108 - pyskl - INFO - Epoch [57][300/2506] lr: 1.732e-02, eta: 15:25:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 0.7751, loss: 0.7751 +2024-07-17 00:49:56,289 - pyskl - INFO - Epoch [57][400/2506] lr: 1.731e-02, eta: 15:25:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9888, loss_cls: 0.6819, loss: 0.6819 +2024-07-17 00:50:19,531 - pyskl - INFO - Epoch [57][500/2506] lr: 1.730e-02, eta: 15:25:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 0.7581, loss: 0.7581 +2024-07-17 00:50:42,673 - pyskl - INFO - Epoch [57][600/2506] lr: 1.729e-02, eta: 15:24:45, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 0.7474, loss: 0.7474 +2024-07-17 00:51:05,755 - pyskl - INFO - Epoch [57][700/2506] lr: 1.728e-02, eta: 15:24:20, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 0.7699, loss: 0.7699 +2024-07-17 00:51:28,785 - pyskl - INFO - Epoch [57][800/2506] lr: 1.727e-02, eta: 15:23:56, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 0.6415, loss: 0.6415 +2024-07-17 00:51:52,101 - pyskl - INFO - Epoch [57][900/2506] lr: 1.726e-02, eta: 15:23:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 0.6960, loss: 0.6960 +2024-07-17 00:52:15,405 - pyskl - INFO - Epoch [57][1000/2506] lr: 1.725e-02, eta: 15:23:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 0.7178, loss: 0.7178 +2024-07-17 00:52:38,594 - pyskl - INFO - Epoch [57][1100/2506] lr: 1.724e-02, eta: 15:22:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 0.8353, loss: 0.8353 +2024-07-17 00:53:01,875 - pyskl - INFO - Epoch [57][1200/2506] lr: 1.723e-02, eta: 15:22:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9806, loss_cls: 0.8273, loss: 0.8273 +2024-07-17 00:53:24,943 - pyskl - INFO - Epoch [57][1300/2506] lr: 1.722e-02, eta: 15:21:55, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9856, loss_cls: 0.7628, loss: 0.7628 +2024-07-17 00:53:48,089 - pyskl - INFO - Epoch [57][1400/2506] lr: 1.721e-02, eta: 15:21:30, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 0.7897, loss: 0.7897 +2024-07-17 00:54:11,222 - pyskl - INFO - Epoch [57][1500/2506] lr: 1.720e-02, eta: 15:21:06, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9725, loss_cls: 0.8243, loss: 0.8243 +2024-07-17 00:54:34,340 - pyskl - INFO - Epoch [57][1600/2506] lr: 1.719e-02, eta: 15:20:41, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 0.6846, loss: 0.6846 +2024-07-17 00:54:57,401 - pyskl - INFO - Epoch [57][1700/2506] lr: 1.718e-02, eta: 15:20:17, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 0.7701, loss: 0.7701 +2024-07-17 00:55:20,461 - pyskl - INFO - Epoch [57][1800/2506] lr: 1.717e-02, eta: 15:19:52, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 0.7762, loss: 0.7762 +2024-07-17 00:55:43,530 - pyskl - INFO - Epoch [57][1900/2506] lr: 1.716e-02, eta: 15:19:28, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9819, loss_cls: 0.8222, loss: 0.8222 +2024-07-17 00:56:06,596 - pyskl - INFO - Epoch [57][2000/2506] lr: 1.715e-02, eta: 15:19:03, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 0.7544, loss: 0.7544 +2024-07-17 00:56:29,658 - pyskl - INFO - Epoch [57][2100/2506] lr: 1.714e-02, eta: 15:18:39, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9844, loss_cls: 0.7820, loss: 0.7820 +2024-07-17 00:56:52,715 - pyskl - INFO - Epoch [57][2200/2506] lr: 1.713e-02, eta: 15:18:14, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 0.6767, loss: 0.6767 +2024-07-17 00:57:15,768 - pyskl - INFO - Epoch [57][2300/2506] lr: 1.712e-02, eta: 15:17:50, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 0.7350, loss: 0.7350 +2024-07-17 00:57:38,829 - pyskl - INFO - Epoch [57][2400/2506] lr: 1.711e-02, eta: 15:17:25, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 0.7653, loss: 0.7653 +2024-07-17 00:58:01,860 - pyskl - INFO - Epoch [57][2500/2506] lr: 1.710e-02, eta: 15:17:01, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 0.7653, loss: 0.7653 +2024-07-17 00:58:03,723 - pyskl - INFO - Saving checkpoint at 57 epochs +2024-07-17 00:59:19,962 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 00:59:20,029 - pyskl - INFO - +top1_acc 0.7827 +top5_acc 0.9585 +2024-07-17 00:59:20,031 - pyskl - INFO - Epoch(val) [57][1031] top1_acc: 0.7827, top5_acc: 0.9585 +2024-07-17 01:00:00,866 - pyskl - INFO - Epoch [58][100/2506] lr: 1.709e-02, eta: 15:17:01, time: 0.408, data_time: 0.174, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 0.7279, loss: 0.7279 +2024-07-17 01:00:23,885 - pyskl - INFO - Epoch [58][200/2506] lr: 1.708e-02, eta: 15:16:37, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9875, loss_cls: 0.6689, loss: 0.6689 +2024-07-17 01:00:47,162 - pyskl - INFO - Epoch [58][300/2506] lr: 1.707e-02, eta: 15:16:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9888, loss_cls: 0.6962, loss: 0.6962 +2024-07-17 01:01:10,387 - pyskl - INFO - Epoch [58][400/2506] lr: 1.706e-02, eta: 15:15:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9856, loss_cls: 0.7372, loss: 0.7372 +2024-07-17 01:01:33,474 - pyskl - INFO - Epoch [58][500/2506] lr: 1.705e-02, eta: 15:15:24, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 0.7110, loss: 0.7110 +2024-07-17 01:01:56,553 - pyskl - INFO - Epoch [58][600/2506] lr: 1.704e-02, eta: 15:14:59, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 0.7958, loss: 0.7958 +2024-07-17 01:02:19,665 - pyskl - INFO - Epoch [58][700/2506] lr: 1.703e-02, eta: 15:14:35, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 0.6691, loss: 0.6691 +2024-07-17 01:02:42,813 - pyskl - INFO - Epoch [58][800/2506] lr: 1.702e-02, eta: 15:14:11, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 0.7913, loss: 0.7913 +2024-07-17 01:03:06,011 - pyskl - INFO - Epoch [58][900/2506] lr: 1.701e-02, eta: 15:13:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 0.7237, loss: 0.7237 +2024-07-17 01:03:29,164 - pyskl - INFO - Epoch [58][1000/2506] lr: 1.700e-02, eta: 15:13:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 0.7652, loss: 0.7652 +2024-07-17 01:03:52,382 - pyskl - INFO - Epoch [58][1100/2506] lr: 1.699e-02, eta: 15:12:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 0.7295, loss: 0.7295 +2024-07-17 01:04:15,609 - pyskl - INFO - Epoch [58][1200/2506] lr: 1.698e-02, eta: 15:12:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 0.7190, loss: 0.7190 +2024-07-17 01:04:38,813 - pyskl - INFO - Epoch [58][1300/2506] lr: 1.698e-02, eta: 15:12:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 0.6999, loss: 0.6999 +2024-07-17 01:05:01,921 - pyskl - INFO - Epoch [58][1400/2506] lr: 1.697e-02, eta: 15:11:45, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 0.7949, loss: 0.7949 +2024-07-17 01:05:25,023 - pyskl - INFO - Epoch [58][1500/2506] lr: 1.696e-02, eta: 15:11:20, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9869, loss_cls: 0.7445, loss: 0.7445 +2024-07-17 01:05:48,133 - pyskl - INFO - Epoch [58][1600/2506] lr: 1.695e-02, eta: 15:10:56, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 0.7475, loss: 0.7475 +2024-07-17 01:06:11,224 - pyskl - INFO - Epoch [58][1700/2506] lr: 1.694e-02, eta: 15:10:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 0.8406, loss: 0.8406 +2024-07-17 01:06:34,314 - pyskl - INFO - Epoch [58][1800/2506] lr: 1.693e-02, eta: 15:10:07, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 0.7787, loss: 0.7787 +2024-07-17 01:06:57,396 - pyskl - INFO - Epoch [58][1900/2506] lr: 1.692e-02, eta: 15:09:43, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 0.7698, loss: 0.7698 +2024-07-17 01:07:20,474 - pyskl - INFO - Epoch [58][2000/2506] lr: 1.691e-02, eta: 15:09:18, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 0.7703, loss: 0.7703 +2024-07-17 01:07:43,528 - pyskl - INFO - Epoch [58][2100/2506] lr: 1.690e-02, eta: 15:08:54, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 0.7874, loss: 0.7874 +2024-07-17 01:08:06,608 - pyskl - INFO - Epoch [58][2200/2506] lr: 1.689e-02, eta: 15:08:29, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9850, loss_cls: 0.7646, loss: 0.7646 +2024-07-17 01:08:29,686 - pyskl - INFO - Epoch [58][2300/2506] lr: 1.688e-02, eta: 15:08:05, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 0.8099, loss: 0.8099 +2024-07-17 01:08:52,758 - pyskl - INFO - Epoch [58][2400/2506] lr: 1.687e-02, eta: 15:07:40, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 0.7641, loss: 0.7641 +2024-07-17 01:09:15,843 - pyskl - INFO - Epoch [58][2500/2506] lr: 1.686e-02, eta: 15:07:16, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 0.7438, loss: 0.7438 +2024-07-17 01:09:17,747 - pyskl - INFO - Saving checkpoint at 58 epochs +2024-07-17 01:10:33,704 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 01:10:33,771 - pyskl - INFO - +top1_acc 0.7928 +top5_acc 0.9639 +2024-07-17 01:10:33,773 - pyskl - INFO - Epoch(val) [58][1031] top1_acc: 0.7928, top5_acc: 0.9639 +2024-07-17 01:11:14,585 - pyskl - INFO - Epoch [59][100/2506] lr: 1.685e-02, eta: 15:07:16, time: 0.408, data_time: 0.174, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 0.6733, loss: 0.6733 +2024-07-17 01:11:37,666 - pyskl - INFO - Epoch [59][200/2506] lr: 1.684e-02, eta: 15:06:51, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 0.7134, loss: 0.7134 +2024-07-17 01:12:00,794 - pyskl - INFO - Epoch [59][300/2506] lr: 1.683e-02, eta: 15:06:27, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9856, loss_cls: 0.7422, loss: 0.7422 +2024-07-17 01:12:23,927 - pyskl - INFO - Epoch [59][400/2506] lr: 1.682e-02, eta: 15:06:02, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 0.7459, loss: 0.7459 +2024-07-17 01:12:47,118 - pyskl - INFO - Epoch [59][500/2506] lr: 1.681e-02, eta: 15:05:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 0.7057, loss: 0.7057 +2024-07-17 01:13:10,309 - pyskl - INFO - Epoch [59][600/2506] lr: 1.680e-02, eta: 15:05:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 0.6750, loss: 0.6750 +2024-07-17 01:13:33,506 - pyskl - INFO - Epoch [59][700/2506] lr: 1.679e-02, eta: 15:04:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 0.7280, loss: 0.7280 +2024-07-17 01:13:56,689 - pyskl - INFO - Epoch [59][800/2506] lr: 1.678e-02, eta: 15:04:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 0.7431, loss: 0.7431 +2024-07-17 01:14:19,921 - pyskl - INFO - Epoch [59][900/2506] lr: 1.677e-02, eta: 15:04:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 0.8019, loss: 0.8019 +2024-07-17 01:14:43,040 - pyskl - INFO - Epoch [59][1000/2506] lr: 1.676e-02, eta: 15:03:37, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 0.7319, loss: 0.7319 +2024-07-17 01:15:06,214 - pyskl - INFO - Epoch [59][1100/2506] lr: 1.675e-02, eta: 15:03:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 0.7223, loss: 0.7223 +2024-07-17 01:15:29,373 - pyskl - INFO - Epoch [59][1200/2506] lr: 1.674e-02, eta: 15:02:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 0.7228, loss: 0.7228 +2024-07-17 01:15:52,676 - pyskl - INFO - Epoch [59][1300/2506] lr: 1.673e-02, eta: 15:02:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 0.8062, loss: 0.8062 +2024-07-17 01:16:15,894 - pyskl - INFO - Epoch [59][1400/2506] lr: 1.672e-02, eta: 15:02:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9856, loss_cls: 0.7418, loss: 0.7418 +2024-07-17 01:16:39,024 - pyskl - INFO - Epoch [59][1500/2506] lr: 1.671e-02, eta: 15:01:35, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 0.7038, loss: 0.7038 +2024-07-17 01:17:02,111 - pyskl - INFO - Epoch [59][1600/2506] lr: 1.670e-02, eta: 15:01:11, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9769, loss_cls: 0.7197, loss: 0.7197 +2024-07-17 01:17:25,322 - pyskl - INFO - Epoch [59][1700/2506] lr: 1.669e-02, eta: 15:00:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9756, loss_cls: 0.7932, loss: 0.7932 +2024-07-17 01:17:48,390 - pyskl - INFO - Epoch [59][1800/2506] lr: 1.668e-02, eta: 15:00:22, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 0.8180, loss: 0.8180 +2024-07-17 01:18:11,475 - pyskl - INFO - Epoch [59][1900/2506] lr: 1.667e-02, eta: 14:59:58, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 0.7752, loss: 0.7752 +2024-07-17 01:18:34,574 - pyskl - INFO - Epoch [59][2000/2506] lr: 1.666e-02, eta: 14:59:33, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 0.7983, loss: 0.7983 +2024-07-17 01:18:57,656 - pyskl - INFO - Epoch [59][2100/2506] lr: 1.665e-02, eta: 14:59:09, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 0.7230, loss: 0.7230 +2024-07-17 01:19:20,769 - pyskl - INFO - Epoch [59][2200/2506] lr: 1.664e-02, eta: 14:58:44, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 0.8071, loss: 0.8071 +2024-07-17 01:19:43,890 - pyskl - INFO - Epoch [59][2300/2506] lr: 1.663e-02, eta: 14:58:20, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9888, loss_cls: 0.6941, loss: 0.6941 +2024-07-17 01:20:07,007 - pyskl - INFO - Epoch [59][2400/2506] lr: 1.662e-02, eta: 14:57:56, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 0.6809, loss: 0.6809 +2024-07-17 01:20:30,142 - pyskl - INFO - Epoch [59][2500/2506] lr: 1.661e-02, eta: 14:57:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 0.7351, loss: 0.7351 +2024-07-17 01:20:31,951 - pyskl - INFO - Saving checkpoint at 59 epochs +2024-07-17 01:21:48,490 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 01:21:48,557 - pyskl - INFO - +top1_acc 0.8189 +top5_acc 0.9669 +2024-07-17 01:21:48,560 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_56.pth was removed +2024-07-17 01:21:48,782 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_59.pth. +2024-07-17 01:21:48,782 - pyskl - INFO - Best top1_acc is 0.8189 at 59 epoch. +2024-07-17 01:21:48,784 - pyskl - INFO - Epoch(val) [59][1031] top1_acc: 0.8189, top5_acc: 0.9669 +2024-07-17 01:22:29,614 - pyskl - INFO - Epoch [60][100/2506] lr: 1.660e-02, eta: 14:57:31, time: 0.408, data_time: 0.173, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9862, loss_cls: 0.7274, loss: 0.7274 +2024-07-17 01:22:52,694 - pyskl - INFO - Epoch [60][200/2506] lr: 1.659e-02, eta: 14:57:06, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 0.6630, loss: 0.6630 +2024-07-17 01:23:15,700 - pyskl - INFO - Epoch [60][300/2506] lr: 1.658e-02, eta: 14:56:42, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 0.6907, loss: 0.6907 +2024-07-17 01:23:38,725 - pyskl - INFO - Epoch [60][400/2506] lr: 1.657e-02, eta: 14:56:17, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 0.7237, loss: 0.7237 +2024-07-17 01:24:01,835 - pyskl - INFO - Epoch [60][500/2506] lr: 1.656e-02, eta: 14:55:53, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 0.6980, loss: 0.6980 +2024-07-17 01:24:24,915 - pyskl - INFO - Epoch [60][600/2506] lr: 1.655e-02, eta: 14:55:28, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 0.7575, loss: 0.7575 +2024-07-17 01:24:48,003 - pyskl - INFO - Epoch [60][700/2506] lr: 1.654e-02, eta: 14:55:04, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 0.7857, loss: 0.7857 +2024-07-17 01:25:11,161 - pyskl - INFO - Epoch [60][800/2506] lr: 1.653e-02, eta: 14:54:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 0.7106, loss: 0.7106 +2024-07-17 01:25:34,487 - pyskl - INFO - Epoch [60][900/2506] lr: 1.652e-02, eta: 14:54:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 0.6943, loss: 0.6943 +2024-07-17 01:25:57,956 - pyskl - INFO - Epoch [60][1000/2506] lr: 1.651e-02, eta: 14:53:51, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 0.7679, loss: 0.7679 +2024-07-17 01:26:21,442 - pyskl - INFO - Epoch [60][1100/2506] lr: 1.650e-02, eta: 14:53:28, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9838, loss_cls: 0.7700, loss: 0.7700 +2024-07-17 01:26:44,778 - pyskl - INFO - Epoch [60][1200/2506] lr: 1.649e-02, eta: 14:53:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 0.7208, loss: 0.7208 +2024-07-17 01:27:08,408 - pyskl - INFO - Epoch [60][1300/2506] lr: 1.648e-02, eta: 14:52:40, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 0.7653, loss: 0.7653 +2024-07-17 01:27:31,653 - pyskl - INFO - Epoch [60][1400/2506] lr: 1.647e-02, eta: 14:52:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 0.7162, loss: 0.7162 +2024-07-17 01:27:54,882 - pyskl - INFO - Epoch [60][1500/2506] lr: 1.646e-02, eta: 14:51:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 0.7541, loss: 0.7541 +2024-07-17 01:28:18,094 - pyskl - INFO - Epoch [60][1600/2506] lr: 1.645e-02, eta: 14:51:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 0.6932, loss: 0.6932 +2024-07-17 01:28:41,283 - pyskl - INFO - Epoch [60][1700/2506] lr: 1.644e-02, eta: 14:51:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 0.7368, loss: 0.7368 +2024-07-17 01:29:04,444 - pyskl - INFO - Epoch [60][1800/2506] lr: 1.643e-02, eta: 14:50:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 0.7254, loss: 0.7254 +2024-07-17 01:29:27,598 - pyskl - INFO - Epoch [60][1900/2506] lr: 1.642e-02, eta: 14:50:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9812, loss_cls: 0.8120, loss: 0.8120 +2024-07-17 01:29:50,781 - pyskl - INFO - Epoch [60][2000/2506] lr: 1.641e-02, eta: 14:49:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 0.7022, loss: 0.7022 +2024-07-17 01:30:13,926 - pyskl - INFO - Epoch [60][2100/2506] lr: 1.640e-02, eta: 14:49:26, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9819, loss_cls: 0.7980, loss: 0.7980 +2024-07-17 01:30:37,076 - pyskl - INFO - Epoch [60][2200/2506] lr: 1.639e-02, eta: 14:49:01, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 0.7135, loss: 0.7135 +2024-07-17 01:31:00,230 - pyskl - INFO - Epoch [60][2300/2506] lr: 1.638e-02, eta: 14:48:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 0.7341, loss: 0.7341 +2024-07-17 01:31:23,342 - pyskl - INFO - Epoch [60][2400/2506] lr: 1.637e-02, eta: 14:48:13, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 0.7449, loss: 0.7449 +2024-07-17 01:31:46,450 - pyskl - INFO - Epoch [60][2500/2506] lr: 1.636e-02, eta: 14:47:48, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 0.8103, loss: 0.8103 +2024-07-17 01:31:48,318 - pyskl - INFO - Saving checkpoint at 60 epochs +2024-07-17 01:33:04,349 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 01:33:04,417 - pyskl - INFO - +top1_acc 0.7920 +top5_acc 0.9622 +2024-07-17 01:33:04,419 - pyskl - INFO - Epoch(val) [60][1031] top1_acc: 0.7920, top5_acc: 0.9622 +2024-07-17 01:33:45,636 - pyskl - INFO - Epoch [61][100/2506] lr: 1.635e-02, eta: 14:47:48, time: 0.412, data_time: 0.177, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 0.7006, loss: 0.7006 +2024-07-17 01:34:08,643 - pyskl - INFO - Epoch [61][200/2506] lr: 1.634e-02, eta: 14:47:23, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 0.6137, loss: 0.6137 +2024-07-17 01:34:31,653 - pyskl - INFO - Epoch [61][300/2506] lr: 1.633e-02, eta: 14:46:58, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 0.6746, loss: 0.6746 +2024-07-17 01:34:54,670 - pyskl - INFO - Epoch [61][400/2506] lr: 1.632e-02, eta: 14:46:34, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9794, loss_cls: 0.6858, loss: 0.6858 +2024-07-17 01:35:17,705 - pyskl - INFO - Epoch [61][500/2506] lr: 1.631e-02, eta: 14:46:09, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9856, loss_cls: 0.7744, loss: 0.7744 +2024-07-17 01:35:40,760 - pyskl - INFO - Epoch [61][600/2506] lr: 1.630e-02, eta: 14:45:45, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 0.7325, loss: 0.7325 +2024-07-17 01:36:03,793 - pyskl - INFO - Epoch [61][700/2506] lr: 1.629e-02, eta: 14:45:20, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 0.7501, loss: 0.7501 +2024-07-17 01:36:26,798 - pyskl - INFO - Epoch [61][800/2506] lr: 1.628e-02, eta: 14:44:56, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 0.8063, loss: 0.8063 +2024-07-17 01:36:49,895 - pyskl - INFO - Epoch [61][900/2506] lr: 1.627e-02, eta: 14:44:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 0.6927, loss: 0.6927 +2024-07-17 01:37:12,892 - pyskl - INFO - Epoch [61][1000/2506] lr: 1.626e-02, eta: 14:44:07, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 0.7575, loss: 0.7575 +2024-07-17 01:37:36,046 - pyskl - INFO - Epoch [61][1100/2506] lr: 1.625e-02, eta: 14:43:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 0.6535, loss: 0.6535 +2024-07-17 01:37:59,186 - pyskl - INFO - Epoch [61][1200/2506] lr: 1.624e-02, eta: 14:43:18, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 0.7560, loss: 0.7560 +2024-07-17 01:38:22,220 - pyskl - INFO - Epoch [61][1300/2506] lr: 1.623e-02, eta: 14:42:54, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 0.7780, loss: 0.7780 +2024-07-17 01:38:45,293 - pyskl - INFO - Epoch [61][1400/2506] lr: 1.622e-02, eta: 14:42:29, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 0.7677, loss: 0.7677 +2024-07-17 01:39:08,517 - pyskl - INFO - Epoch [61][1500/2506] lr: 1.621e-02, eta: 14:42:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 0.6819, loss: 0.6819 +2024-07-17 01:39:31,763 - pyskl - INFO - Epoch [61][1600/2506] lr: 1.620e-02, eta: 14:41:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 0.7158, loss: 0.7158 +2024-07-17 01:39:54,897 - pyskl - INFO - Epoch [61][1700/2506] lr: 1.619e-02, eta: 14:41:17, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 0.7142, loss: 0.7142 +2024-07-17 01:40:17,961 - pyskl - INFO - Epoch [61][1800/2506] lr: 1.618e-02, eta: 14:40:52, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9719, loss_cls: 0.7803, loss: 0.7803 +2024-07-17 01:40:40,975 - pyskl - INFO - Epoch [61][1900/2506] lr: 1.617e-02, eta: 14:40:28, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 0.7440, loss: 0.7440 +2024-07-17 01:41:04,020 - pyskl - INFO - Epoch [61][2000/2506] lr: 1.616e-02, eta: 14:40:03, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 0.6909, loss: 0.6909 +2024-07-17 01:41:27,079 - pyskl - INFO - Epoch [61][2100/2506] lr: 1.615e-02, eta: 14:39:39, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 0.7419, loss: 0.7419 +2024-07-17 01:41:50,143 - pyskl - INFO - Epoch [61][2200/2506] lr: 1.614e-02, eta: 14:39:14, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9781, loss_cls: 0.7326, loss: 0.7326 +2024-07-17 01:42:13,192 - pyskl - INFO - Epoch [61][2300/2506] lr: 1.613e-02, eta: 14:38:50, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9831, loss_cls: 0.7797, loss: 0.7797 +2024-07-17 01:42:36,262 - pyskl - INFO - Epoch [61][2400/2506] lr: 1.612e-02, eta: 14:38:25, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 0.7247, loss: 0.7247 +2024-07-17 01:42:59,331 - pyskl - INFO - Epoch [61][2500/2506] lr: 1.611e-02, eta: 14:38:01, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 0.7567, loss: 0.7567 +2024-07-17 01:43:01,127 - pyskl - INFO - Saving checkpoint at 61 epochs +2024-07-17 01:44:17,434 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 01:44:17,501 - pyskl - INFO - +top1_acc 0.8048 +top5_acc 0.9591 +2024-07-17 01:44:17,503 - pyskl - INFO - Epoch(val) [61][1031] top1_acc: 0.8048, top5_acc: 0.9591 +2024-07-17 01:44:58,706 - pyskl - INFO - Epoch [62][100/2506] lr: 1.610e-02, eta: 14:37:59, time: 0.412, data_time: 0.177, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 0.6563, loss: 0.6563 +2024-07-17 01:45:22,198 - pyskl - INFO - Epoch [62][200/2506] lr: 1.609e-02, eta: 14:37:36, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 0.6661, loss: 0.6661 +2024-07-17 01:45:45,568 - pyskl - INFO - Epoch [62][300/2506] lr: 1.608e-02, eta: 14:37:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 0.6883, loss: 0.6883 +2024-07-17 01:46:08,650 - pyskl - INFO - Epoch [62][400/2506] lr: 1.607e-02, eta: 14:36:47, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9906, loss_cls: 0.6340, loss: 0.6340 +2024-07-17 01:46:31,750 - pyskl - INFO - Epoch [62][500/2506] lr: 1.606e-02, eta: 14:36:23, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 0.7285, loss: 0.7285 +2024-07-17 01:46:54,858 - pyskl - INFO - Epoch [62][600/2506] lr: 1.605e-02, eta: 14:35:58, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 0.7168, loss: 0.7168 +2024-07-17 01:47:18,140 - pyskl - INFO - Epoch [62][700/2506] lr: 1.604e-02, eta: 14:35:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 0.7090, loss: 0.7090 +2024-07-17 01:47:41,376 - pyskl - INFO - Epoch [62][800/2506] lr: 1.603e-02, eta: 14:35:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 0.7081, loss: 0.7081 +2024-07-17 01:48:04,605 - pyskl - INFO - Epoch [62][900/2506] lr: 1.602e-02, eta: 14:34:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 0.6819, loss: 0.6819 +2024-07-17 01:48:28,033 - pyskl - INFO - Epoch [62][1000/2506] lr: 1.601e-02, eta: 14:34:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 0.7472, loss: 0.7472 +2024-07-17 01:48:51,214 - pyskl - INFO - Epoch [62][1100/2506] lr: 1.600e-02, eta: 14:33:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9869, loss_cls: 0.7561, loss: 0.7561 +2024-07-17 01:49:14,487 - pyskl - INFO - Epoch [62][1200/2506] lr: 1.599e-02, eta: 14:33:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9869, loss_cls: 0.7368, loss: 0.7368 +2024-07-17 01:49:38,010 - pyskl - INFO - Epoch [62][1300/2506] lr: 1.598e-02, eta: 14:33:10, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 0.7017, loss: 0.7017 +2024-07-17 01:50:01,301 - pyskl - INFO - Epoch [62][1400/2506] lr: 1.597e-02, eta: 14:32:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 0.7276, loss: 0.7276 +2024-07-17 01:50:24,582 - pyskl - INFO - Epoch [62][1500/2506] lr: 1.596e-02, eta: 14:32:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 0.7409, loss: 0.7409 +2024-07-17 01:50:47,910 - pyskl - INFO - Epoch [62][1600/2506] lr: 1.595e-02, eta: 14:31:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 0.7117, loss: 0.7117 +2024-07-17 01:51:11,304 - pyskl - INFO - Epoch [62][1700/2506] lr: 1.594e-02, eta: 14:31:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9825, loss_cls: 0.8210, loss: 0.8210 +2024-07-17 01:51:34,551 - pyskl - INFO - Epoch [62][1800/2506] lr: 1.593e-02, eta: 14:31:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 0.7759, loss: 0.7759 +2024-07-17 01:51:57,748 - pyskl - INFO - Epoch [62][1900/2506] lr: 1.592e-02, eta: 14:30:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 0.7840, loss: 0.7840 +2024-07-17 01:52:20,986 - pyskl - INFO - Epoch [62][2000/2506] lr: 1.591e-02, eta: 14:30:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 0.7109, loss: 0.7109 +2024-07-17 01:52:44,203 - pyskl - INFO - Epoch [62][2100/2506] lr: 1.590e-02, eta: 14:29:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9769, loss_cls: 0.7336, loss: 0.7336 +2024-07-17 01:53:07,405 - pyskl - INFO - Epoch [62][2200/2506] lr: 1.589e-02, eta: 14:29:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 0.7136, loss: 0.7136 +2024-07-17 01:53:30,619 - pyskl - INFO - Epoch [62][2300/2506] lr: 1.588e-02, eta: 14:29:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 0.7310, loss: 0.7310 +2024-07-17 01:53:53,830 - pyskl - INFO - Epoch [62][2400/2506] lr: 1.587e-02, eta: 14:28:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9875, loss_cls: 0.7059, loss: 0.7059 +2024-07-17 01:54:17,030 - pyskl - INFO - Epoch [62][2500/2506] lr: 1.586e-02, eta: 14:28:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 0.7363, loss: 0.7363 +2024-07-17 01:54:18,843 - pyskl - INFO - Saving checkpoint at 62 epochs +2024-07-17 01:55:35,085 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 01:55:35,153 - pyskl - INFO - +top1_acc 0.8048 +top5_acc 0.9631 +2024-07-17 01:55:35,155 - pyskl - INFO - Epoch(val) [62][1031] top1_acc: 0.8048, top5_acc: 0.9631 +2024-07-17 01:56:16,401 - pyskl - INFO - Epoch [63][100/2506] lr: 1.585e-02, eta: 14:28:18, time: 0.412, data_time: 0.176, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 0.6620, loss: 0.6620 +2024-07-17 01:56:39,576 - pyskl - INFO - Epoch [63][200/2506] lr: 1.584e-02, eta: 14:27:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 0.6851, loss: 0.6851 +2024-07-17 01:57:02,743 - pyskl - INFO - Epoch [63][300/2506] lr: 1.583e-02, eta: 14:27:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9869, loss_cls: 0.6956, loss: 0.6956 +2024-07-17 01:57:25,934 - pyskl - INFO - Epoch [63][400/2506] lr: 1.582e-02, eta: 14:27:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 0.7161, loss: 0.7161 +2024-07-17 01:57:49,118 - pyskl - INFO - Epoch [63][500/2506] lr: 1.581e-02, eta: 14:26:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 0.6989, loss: 0.6989 +2024-07-17 01:58:12,355 - pyskl - INFO - Epoch [63][600/2506] lr: 1.580e-02, eta: 14:26:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 0.7675, loss: 0.7675 +2024-07-17 01:58:35,666 - pyskl - INFO - Epoch [63][700/2506] lr: 1.579e-02, eta: 14:25:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9881, loss_cls: 0.6525, loss: 0.6525 +2024-07-17 01:58:58,893 - pyskl - INFO - Epoch [63][800/2506] lr: 1.578e-02, eta: 14:25:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 0.7270, loss: 0.7270 +2024-07-17 01:59:22,104 - pyskl - INFO - Epoch [63][900/2506] lr: 1.577e-02, eta: 14:25:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 0.7828, loss: 0.7828 +2024-07-17 01:59:45,366 - pyskl - INFO - Epoch [63][1000/2506] lr: 1.576e-02, eta: 14:24:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 0.6986, loss: 0.6986 +2024-07-17 02:00:08,498 - pyskl - INFO - Epoch [63][1100/2506] lr: 1.575e-02, eta: 14:24:15, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 0.7429, loss: 0.7429 +2024-07-17 02:00:31,701 - pyskl - INFO - Epoch [63][1200/2506] lr: 1.574e-02, eta: 14:23:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 0.7113, loss: 0.7113 +2024-07-17 02:00:54,972 - pyskl - INFO - Epoch [63][1300/2506] lr: 1.573e-02, eta: 14:23:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 0.7035, loss: 0.7035 +2024-07-17 02:01:18,233 - pyskl - INFO - Epoch [63][1400/2506] lr: 1.572e-02, eta: 14:23:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9856, loss_cls: 0.7744, loss: 0.7744 +2024-07-17 02:01:41,474 - pyskl - INFO - Epoch [63][1500/2506] lr: 1.571e-02, eta: 14:22:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9900, loss_cls: 0.6604, loss: 0.6604 +2024-07-17 02:02:04,625 - pyskl - INFO - Epoch [63][1600/2506] lr: 1.570e-02, eta: 14:22:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 0.7652, loss: 0.7652 +2024-07-17 02:02:27,736 - pyskl - INFO - Epoch [63][1700/2506] lr: 1.569e-02, eta: 14:21:50, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 0.6660, loss: 0.6660 +2024-07-17 02:02:50,875 - pyskl - INFO - Epoch [63][1800/2506] lr: 1.568e-02, eta: 14:21:26, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 0.7378, loss: 0.7378 +2024-07-17 02:03:14,028 - pyskl - INFO - Epoch [63][1900/2506] lr: 1.567e-02, eta: 14:21:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 0.7641, loss: 0.7641 +2024-07-17 02:03:37,179 - pyskl - INFO - Epoch [63][2000/2506] lr: 1.566e-02, eta: 14:20:37, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9856, loss_cls: 0.7333, loss: 0.7333 +2024-07-17 02:04:00,328 - pyskl - INFO - Epoch [63][2100/2506] lr: 1.565e-02, eta: 14:20:13, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9875, loss_cls: 0.7438, loss: 0.7438 +2024-07-17 02:04:23,502 - pyskl - INFO - Epoch [63][2200/2506] lr: 1.564e-02, eta: 14:19:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9831, loss_cls: 0.7743, loss: 0.7743 +2024-07-17 02:04:46,638 - pyskl - INFO - Epoch [63][2300/2506] lr: 1.563e-02, eta: 14:19:24, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 0.7090, loss: 0.7090 +2024-07-17 02:05:09,779 - pyskl - INFO - Epoch [63][2400/2506] lr: 1.562e-02, eta: 14:19:00, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 0.7264, loss: 0.7264 +2024-07-17 02:05:33,028 - pyskl - INFO - Epoch [63][2500/2506] lr: 1.561e-02, eta: 14:18:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 0.7119, loss: 0.7119 +2024-07-17 02:05:34,892 - pyskl - INFO - Saving checkpoint at 63 epochs +2024-07-17 02:06:50,654 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 02:06:50,721 - pyskl - INFO - +top1_acc 0.7802 +top5_acc 0.9611 +2024-07-17 02:06:50,724 - pyskl - INFO - Epoch(val) [63][1031] top1_acc: 0.7802, top5_acc: 0.9611 +2024-07-17 02:07:32,147 - pyskl - INFO - Epoch [64][100/2506] lr: 1.560e-02, eta: 14:18:33, time: 0.414, data_time: 0.178, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 0.6275, loss: 0.6275 +2024-07-17 02:07:55,286 - pyskl - INFO - Epoch [64][200/2506] lr: 1.559e-02, eta: 14:18:09, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 0.6554, loss: 0.6554 +2024-07-17 02:08:18,385 - pyskl - INFO - Epoch [64][300/2506] lr: 1.558e-02, eta: 14:17:45, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 0.6621, loss: 0.6621 +2024-07-17 02:08:41,572 - pyskl - INFO - Epoch [64][400/2506] lr: 1.557e-02, eta: 14:17:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 0.7104, loss: 0.7104 +2024-07-17 02:09:04,873 - pyskl - INFO - Epoch [64][500/2506] lr: 1.556e-02, eta: 14:16:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9856, loss_cls: 0.7293, loss: 0.7293 +2024-07-17 02:09:28,135 - pyskl - INFO - Epoch [64][600/2506] lr: 1.555e-02, eta: 14:16:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 0.6472, loss: 0.6472 +2024-07-17 02:09:51,335 - pyskl - INFO - Epoch [64][700/2506] lr: 1.554e-02, eta: 14:16:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 0.7741, loss: 0.7741 +2024-07-17 02:10:14,594 - pyskl - INFO - Epoch [64][800/2506] lr: 1.553e-02, eta: 14:15:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 0.7037, loss: 0.7037 +2024-07-17 02:10:37,784 - pyskl - INFO - Epoch [64][900/2506] lr: 1.552e-02, eta: 14:15:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 0.6986, loss: 0.6986 +2024-07-17 02:11:01,067 - pyskl - INFO - Epoch [64][1000/2506] lr: 1.551e-02, eta: 14:14:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 0.7252, loss: 0.7252 +2024-07-17 02:11:24,258 - pyskl - INFO - Epoch [64][1100/2506] lr: 1.550e-02, eta: 14:14:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 0.6842, loss: 0.6842 +2024-07-17 02:11:47,427 - pyskl - INFO - Epoch [64][1200/2506] lr: 1.549e-02, eta: 14:14:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 0.6973, loss: 0.6973 +2024-07-17 02:12:10,646 - pyskl - INFO - Epoch [64][1300/2506] lr: 1.548e-02, eta: 14:13:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 0.7826, loss: 0.7826 +2024-07-17 02:12:33,973 - pyskl - INFO - Epoch [64][1400/2506] lr: 1.547e-02, eta: 14:13:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 0.7008, loss: 0.7008 +2024-07-17 02:12:57,215 - pyskl - INFO - Epoch [64][1500/2506] lr: 1.546e-02, eta: 14:12:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 0.7305, loss: 0.7305 +2024-07-17 02:13:20,394 - pyskl - INFO - Epoch [64][1600/2506] lr: 1.545e-02, eta: 14:12:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 0.7360, loss: 0.7360 +2024-07-17 02:13:43,586 - pyskl - INFO - Epoch [64][1700/2506] lr: 1.544e-02, eta: 14:12:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 0.7245, loss: 0.7245 +2024-07-17 02:14:06,693 - pyskl - INFO - Epoch [64][1800/2506] lr: 1.543e-02, eta: 14:11:42, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 0.6725, loss: 0.6725 +2024-07-17 02:14:30,022 - pyskl - INFO - Epoch [64][1900/2506] lr: 1.542e-02, eta: 14:11:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9850, loss_cls: 0.7415, loss: 0.7415 +2024-07-17 02:14:53,217 - pyskl - INFO - Epoch [64][2000/2506] lr: 1.541e-02, eta: 14:10:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9725, loss_cls: 0.8002, loss: 0.8002 +2024-07-17 02:15:16,403 - pyskl - INFO - Epoch [64][2100/2506] lr: 1.540e-02, eta: 14:10:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 0.6856, loss: 0.6856 +2024-07-17 02:15:39,555 - pyskl - INFO - Epoch [64][2200/2506] lr: 1.539e-02, eta: 14:10:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 0.7247, loss: 0.7247 +2024-07-17 02:16:02,700 - pyskl - INFO - Epoch [64][2300/2506] lr: 1.538e-02, eta: 14:09:40, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9888, loss_cls: 0.6545, loss: 0.6545 +2024-07-17 02:16:25,857 - pyskl - INFO - Epoch [64][2400/2506] lr: 1.537e-02, eta: 14:09:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 0.7519, loss: 0.7519 +2024-07-17 02:16:49,060 - pyskl - INFO - Epoch [64][2500/2506] lr: 1.536e-02, eta: 14:08:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 0.6754, loss: 0.6754 +2024-07-17 02:16:50,848 - pyskl - INFO - Saving checkpoint at 64 epochs +2024-07-17 02:18:07,128 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 02:18:07,196 - pyskl - INFO - +top1_acc 0.7726 +top5_acc 0.9625 +2024-07-17 02:18:07,198 - pyskl - INFO - Epoch(val) [64][1031] top1_acc: 0.7726, top5_acc: 0.9625 +2024-07-17 02:18:48,519 - pyskl - INFO - Epoch [65][100/2506] lr: 1.534e-02, eta: 14:08:49, time: 0.413, data_time: 0.178, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 0.6242, loss: 0.6242 +2024-07-17 02:19:11,650 - pyskl - INFO - Epoch [65][200/2506] lr: 1.533e-02, eta: 14:08:24, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 0.6671, loss: 0.6671 +2024-07-17 02:19:34,798 - pyskl - INFO - Epoch [65][300/2506] lr: 1.532e-02, eta: 14:08:00, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 0.6972, loss: 0.6972 +2024-07-17 02:19:57,938 - pyskl - INFO - Epoch [65][400/2506] lr: 1.531e-02, eta: 14:07:36, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 0.7200, loss: 0.7200 +2024-07-17 02:20:21,082 - pyskl - INFO - Epoch [65][500/2506] lr: 1.530e-02, eta: 14:07:12, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 0.6623, loss: 0.6623 +2024-07-17 02:20:44,224 - pyskl - INFO - Epoch [65][600/2506] lr: 1.529e-02, eta: 14:06:47, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 0.6284, loss: 0.6284 +2024-07-17 02:21:07,353 - pyskl - INFO - Epoch [65][700/2506] lr: 1.528e-02, eta: 14:06:23, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9825, loss_cls: 0.6452, loss: 0.6452 +2024-07-17 02:21:30,486 - pyskl - INFO - Epoch [65][800/2506] lr: 1.527e-02, eta: 14:05:59, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9894, loss_cls: 0.6926, loss: 0.6926 +2024-07-17 02:21:53,658 - pyskl - INFO - Epoch [65][900/2506] lr: 1.526e-02, eta: 14:05:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 0.6958, loss: 0.6958 +2024-07-17 02:22:16,837 - pyskl - INFO - Epoch [65][1000/2506] lr: 1.525e-02, eta: 14:05:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 0.7456, loss: 0.7456 +2024-07-17 02:22:39,999 - pyskl - INFO - Epoch [65][1100/2506] lr: 1.524e-02, eta: 14:04:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 0.6884, loss: 0.6884 +2024-07-17 02:23:03,163 - pyskl - INFO - Epoch [65][1200/2506] lr: 1.523e-02, eta: 14:04:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 0.6547, loss: 0.6547 +2024-07-17 02:23:26,540 - pyskl - INFO - Epoch [65][1300/2506] lr: 1.522e-02, eta: 14:03:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 0.7412, loss: 0.7412 +2024-07-17 02:23:49,661 - pyskl - INFO - Epoch [65][1400/2506] lr: 1.521e-02, eta: 14:03:33, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 0.7254, loss: 0.7254 +2024-07-17 02:24:12,709 - pyskl - INFO - Epoch [65][1500/2506] lr: 1.520e-02, eta: 14:03:09, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 0.7371, loss: 0.7371 +2024-07-17 02:24:35,788 - pyskl - INFO - Epoch [65][1600/2506] lr: 1.519e-02, eta: 14:02:44, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 0.7137, loss: 0.7137 +2024-07-17 02:24:58,780 - pyskl - INFO - Epoch [65][1700/2506] lr: 1.518e-02, eta: 14:02:20, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 0.7507, loss: 0.7507 +2024-07-17 02:25:21,833 - pyskl - INFO - Epoch [65][1800/2506] lr: 1.517e-02, eta: 14:01:55, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9881, loss_cls: 0.7262, loss: 0.7262 +2024-07-17 02:25:44,845 - pyskl - INFO - Epoch [65][1900/2506] lr: 1.516e-02, eta: 14:01:31, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 0.6542, loss: 0.6542 +2024-07-17 02:26:07,952 - pyskl - INFO - Epoch [65][2000/2506] lr: 1.515e-02, eta: 14:01:07, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 0.6365, loss: 0.6365 +2024-07-17 02:26:31,029 - pyskl - INFO - Epoch [65][2100/2506] lr: 1.514e-02, eta: 14:00:42, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 0.7875, loss: 0.7875 +2024-07-17 02:26:54,116 - pyskl - INFO - Epoch [65][2200/2506] lr: 1.513e-02, eta: 14:00:18, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 0.7394, loss: 0.7394 +2024-07-17 02:27:17,198 - pyskl - INFO - Epoch [65][2300/2506] lr: 1.512e-02, eta: 13:59:54, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 0.7105, loss: 0.7105 +2024-07-17 02:27:40,342 - pyskl - INFO - Epoch [65][2400/2506] lr: 1.511e-02, eta: 13:59:29, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 0.7641, loss: 0.7641 +2024-07-17 02:28:03,467 - pyskl - INFO - Epoch [65][2500/2506] lr: 1.510e-02, eta: 13:59:05, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9806, loss_cls: 0.7122, loss: 0.7122 +2024-07-17 02:28:05,282 - pyskl - INFO - Saving checkpoint at 65 epochs +2024-07-17 02:29:21,438 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 02:29:21,509 - pyskl - INFO - +top1_acc 0.7886 +top5_acc 0.9595 +2024-07-17 02:29:21,512 - pyskl - INFO - Epoch(val) [65][1031] top1_acc: 0.7886, top5_acc: 0.9595 +2024-07-17 02:30:03,047 - pyskl - INFO - Epoch [66][100/2506] lr: 1.509e-02, eta: 13:59:02, time: 0.415, data_time: 0.178, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 0.6907, loss: 0.6907 +2024-07-17 02:30:26,187 - pyskl - INFO - Epoch [66][200/2506] lr: 1.508e-02, eta: 13:58:37, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 0.6627, loss: 0.6627 +2024-07-17 02:30:49,416 - pyskl - INFO - Epoch [66][300/2506] lr: 1.507e-02, eta: 13:58:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9888, loss_cls: 0.6439, loss: 0.6439 +2024-07-17 02:31:12,664 - pyskl - INFO - Epoch [66][400/2506] lr: 1.506e-02, eta: 13:57:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 0.6646, loss: 0.6646 +2024-07-17 02:31:35,816 - pyskl - INFO - Epoch [66][500/2506] lr: 1.505e-02, eta: 13:57:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 0.7311, loss: 0.7311 +2024-07-17 02:31:59,065 - pyskl - INFO - Epoch [66][600/2506] lr: 1.504e-02, eta: 13:57:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9900, loss_cls: 0.6606, loss: 0.6606 +2024-07-17 02:32:22,409 - pyskl - INFO - Epoch [66][700/2506] lr: 1.503e-02, eta: 13:56:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 0.7160, loss: 0.7160 +2024-07-17 02:32:45,607 - pyskl - INFO - Epoch [66][800/2506] lr: 1.502e-02, eta: 13:56:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 0.6524, loss: 0.6524 +2024-07-17 02:33:08,939 - pyskl - INFO - Epoch [66][900/2506] lr: 1.501e-02, eta: 13:55:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9850, loss_cls: 0.6974, loss: 0.6974 +2024-07-17 02:33:32,214 - pyskl - INFO - Epoch [66][1000/2506] lr: 1.500e-02, eta: 13:55:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 0.7345, loss: 0.7345 +2024-07-17 02:33:55,923 - pyskl - INFO - Epoch [66][1100/2506] lr: 1.499e-02, eta: 13:55:00, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 0.7269, loss: 0.7269 +2024-07-17 02:34:19,313 - pyskl - INFO - Epoch [66][1200/2506] lr: 1.498e-02, eta: 13:54:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 0.6727, loss: 0.6727 +2024-07-17 02:34:42,828 - pyskl - INFO - Epoch [66][1300/2506] lr: 1.497e-02, eta: 13:54:13, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 0.6849, loss: 0.6849 +2024-07-17 02:35:06,242 - pyskl - INFO - Epoch [66][1400/2506] lr: 1.496e-02, eta: 13:53:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 0.7302, loss: 0.7302 +2024-07-17 02:35:29,437 - pyskl - INFO - Epoch [66][1500/2506] lr: 1.495e-02, eta: 13:53:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 0.6437, loss: 0.6437 +2024-07-17 02:35:52,631 - pyskl - INFO - Epoch [66][1600/2506] lr: 1.494e-02, eta: 13:53:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9875, loss_cls: 0.6849, loss: 0.6849 +2024-07-17 02:36:15,971 - pyskl - INFO - Epoch [66][1700/2506] lr: 1.493e-02, eta: 13:52:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9806, loss_cls: 0.7145, loss: 0.7145 +2024-07-17 02:36:39,240 - pyskl - INFO - Epoch [66][1800/2506] lr: 1.491e-02, eta: 13:52:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9800, loss_cls: 0.6706, loss: 0.6706 +2024-07-17 02:37:02,517 - pyskl - INFO - Epoch [66][1900/2506] lr: 1.490e-02, eta: 13:51:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9806, loss_cls: 0.6759, loss: 0.6759 +2024-07-17 02:37:25,805 - pyskl - INFO - Epoch [66][2000/2506] lr: 1.489e-02, eta: 13:51:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9869, loss_cls: 0.6799, loss: 0.6799 +2024-07-17 02:37:49,067 - pyskl - INFO - Epoch [66][2100/2506] lr: 1.488e-02, eta: 13:51:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 0.7326, loss: 0.7326 +2024-07-17 02:38:12,341 - pyskl - INFO - Epoch [66][2200/2506] lr: 1.487e-02, eta: 13:50:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 0.6848, loss: 0.6848 +2024-07-17 02:38:35,602 - pyskl - INFO - Epoch [66][2300/2506] lr: 1.486e-02, eta: 13:50:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 0.6743, loss: 0.6743 +2024-07-17 02:38:58,869 - pyskl - INFO - Epoch [66][2400/2506] lr: 1.485e-02, eta: 13:49:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9894, loss_cls: 0.6581, loss: 0.6581 +2024-07-17 02:39:22,158 - pyskl - INFO - Epoch [66][2500/2506] lr: 1.484e-02, eta: 13:49:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 0.7202, loss: 0.7202 +2024-07-17 02:39:23,983 - pyskl - INFO - Saving checkpoint at 66 epochs +2024-07-17 02:40:40,694 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 02:40:40,764 - pyskl - INFO - +top1_acc 0.7911 +top5_acc 0.9662 +2024-07-17 02:40:40,767 - pyskl - INFO - Epoch(val) [66][1031] top1_acc: 0.7911, top5_acc: 0.9662 +2024-07-17 02:41:22,491 - pyskl - INFO - Epoch [67][100/2506] lr: 1.483e-02, eta: 13:49:19, time: 0.417, data_time: 0.182, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 0.6596, loss: 0.6596 +2024-07-17 02:41:45,789 - pyskl - INFO - Epoch [67][200/2506] lr: 1.482e-02, eta: 13:48:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 0.6231, loss: 0.6231 +2024-07-17 02:42:09,188 - pyskl - INFO - Epoch [67][300/2506] lr: 1.481e-02, eta: 13:48:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9912, loss_cls: 0.6555, loss: 0.6555 +2024-07-17 02:42:32,468 - pyskl - INFO - Epoch [67][400/2506] lr: 1.480e-02, eta: 13:48:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9869, loss_cls: 0.6888, loss: 0.6888 +2024-07-17 02:42:55,503 - pyskl - INFO - Epoch [67][500/2506] lr: 1.479e-02, eta: 13:47:43, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 0.5804, loss: 0.5804 +2024-07-17 02:43:18,487 - pyskl - INFO - Epoch [67][600/2506] lr: 1.478e-02, eta: 13:47:18, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 0.6308, loss: 0.6308 +2024-07-17 02:43:41,490 - pyskl - INFO - Epoch [67][700/2506] lr: 1.477e-02, eta: 13:46:54, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 0.6549, loss: 0.6549 +2024-07-17 02:44:04,502 - pyskl - INFO - Epoch [67][800/2506] lr: 1.476e-02, eta: 13:46:29, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 0.6705, loss: 0.6705 +2024-07-17 02:44:27,489 - pyskl - INFO - Epoch [67][900/2506] lr: 1.475e-02, eta: 13:46:05, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 0.6908, loss: 0.6908 +2024-07-17 02:44:50,492 - pyskl - INFO - Epoch [67][1000/2506] lr: 1.474e-02, eta: 13:45:41, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 0.7047, loss: 0.7047 +2024-07-17 02:45:13,733 - pyskl - INFO - Epoch [67][1100/2506] lr: 1.473e-02, eta: 13:45:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 0.6676, loss: 0.6676 +2024-07-17 02:45:36,981 - pyskl - INFO - Epoch [67][1200/2506] lr: 1.472e-02, eta: 13:44:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 0.6652, loss: 0.6652 +2024-07-17 02:46:00,153 - pyskl - INFO - Epoch [67][1300/2506] lr: 1.471e-02, eta: 13:44:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 0.6529, loss: 0.6529 +2024-07-17 02:46:23,341 - pyskl - INFO - Epoch [67][1400/2506] lr: 1.470e-02, eta: 13:44:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 0.6475, loss: 0.6475 +2024-07-17 02:46:46,402 - pyskl - INFO - Epoch [67][1500/2506] lr: 1.469e-02, eta: 13:43:39, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 0.7251, loss: 0.7251 +2024-07-17 02:47:09,451 - pyskl - INFO - Epoch [67][1600/2506] lr: 1.468e-02, eta: 13:43:15, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 0.6851, loss: 0.6851 +2024-07-17 02:47:32,782 - pyskl - INFO - Epoch [67][1700/2506] lr: 1.467e-02, eta: 13:42:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 0.7122, loss: 0.7122 +2024-07-17 02:47:56,013 - pyskl - INFO - Epoch [67][1800/2506] lr: 1.466e-02, eta: 13:42:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 0.6729, loss: 0.6729 +2024-07-17 02:48:19,121 - pyskl - INFO - Epoch [67][1900/2506] lr: 1.465e-02, eta: 13:42:02, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 0.7392, loss: 0.7392 +2024-07-17 02:48:42,232 - pyskl - INFO - Epoch [67][2000/2506] lr: 1.464e-02, eta: 13:41:38, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 0.7139, loss: 0.7139 +2024-07-17 02:49:05,374 - pyskl - INFO - Epoch [67][2100/2506] lr: 1.463e-02, eta: 13:41:14, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 0.7257, loss: 0.7257 +2024-07-17 02:49:28,603 - pyskl - INFO - Epoch [67][2200/2506] lr: 1.462e-02, eta: 13:40:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 0.7127, loss: 0.7127 +2024-07-17 02:49:51,664 - pyskl - INFO - Epoch [67][2300/2506] lr: 1.461e-02, eta: 13:40:25, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 0.6963, loss: 0.6963 +2024-07-17 02:50:14,782 - pyskl - INFO - Epoch [67][2400/2506] lr: 1.460e-02, eta: 13:40:01, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9862, loss_cls: 0.7072, loss: 0.7072 +2024-07-17 02:50:37,875 - pyskl - INFO - Epoch [67][2500/2506] lr: 1.459e-02, eta: 13:39:37, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 0.7857, loss: 0.7857 +2024-07-17 02:50:39,700 - pyskl - INFO - Saving checkpoint at 67 epochs +2024-07-17 02:51:56,076 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 02:51:56,144 - pyskl - INFO - +top1_acc 0.7923 +top5_acc 0.9623 +2024-07-17 02:51:56,146 - pyskl - INFO - Epoch(val) [67][1031] top1_acc: 0.7923, top5_acc: 0.9623 +2024-07-17 02:52:37,534 - pyskl - INFO - Epoch [68][100/2506] lr: 1.457e-02, eta: 13:39:32, time: 0.414, data_time: 0.178, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9900, loss_cls: 0.6923, loss: 0.6923 +2024-07-17 02:53:00,698 - pyskl - INFO - Epoch [68][200/2506] lr: 1.456e-02, eta: 13:39:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 0.6240, loss: 0.6240 +2024-07-17 02:53:23,899 - pyskl - INFO - Epoch [68][300/2506] lr: 1.455e-02, eta: 13:38:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 0.6733, loss: 0.6733 +2024-07-17 02:53:47,060 - pyskl - INFO - Epoch [68][400/2506] lr: 1.454e-02, eta: 13:38:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 0.6296, loss: 0.6296 +2024-07-17 02:54:10,282 - pyskl - INFO - Epoch [68][500/2506] lr: 1.453e-02, eta: 13:37:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 0.6557, loss: 0.6557 +2024-07-17 02:54:33,434 - pyskl - INFO - Epoch [68][600/2506] lr: 1.452e-02, eta: 13:37:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 0.6510, loss: 0.6510 +2024-07-17 02:54:56,626 - pyskl - INFO - Epoch [68][700/2506] lr: 1.451e-02, eta: 13:37:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 0.7370, loss: 0.7370 +2024-07-17 02:55:19,771 - pyskl - INFO - Epoch [68][800/2506] lr: 1.450e-02, eta: 13:36:42, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 0.6773, loss: 0.6773 +2024-07-17 02:55:43,008 - pyskl - INFO - Epoch [68][900/2506] lr: 1.449e-02, eta: 13:36:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9875, loss_cls: 0.6729, loss: 0.6729 +2024-07-17 02:56:06,167 - pyskl - INFO - Epoch [68][1000/2506] lr: 1.448e-02, eta: 13:35:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 0.7216, loss: 0.7216 +2024-07-17 02:56:29,530 - pyskl - INFO - Epoch [68][1100/2506] lr: 1.447e-02, eta: 13:35:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 0.6690, loss: 0.6690 +2024-07-17 02:56:52,684 - pyskl - INFO - Epoch [68][1200/2506] lr: 1.446e-02, eta: 13:35:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 0.7151, loss: 0.7151 +2024-07-17 02:57:15,946 - pyskl - INFO - Epoch [68][1300/2506] lr: 1.445e-02, eta: 13:34:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 0.7177, loss: 0.7177 +2024-07-17 02:57:39,250 - pyskl - INFO - Epoch [68][1400/2506] lr: 1.444e-02, eta: 13:34:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 0.6774, loss: 0.6774 +2024-07-17 02:58:02,454 - pyskl - INFO - Epoch [68][1500/2506] lr: 1.443e-02, eta: 13:33:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 0.7161, loss: 0.7161 +2024-07-17 02:58:25,911 - pyskl - INFO - Epoch [68][1600/2506] lr: 1.442e-02, eta: 13:33:29, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 0.6556, loss: 0.6556 +2024-07-17 02:58:49,067 - pyskl - INFO - Epoch [68][1700/2506] lr: 1.441e-02, eta: 13:33:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 0.6233, loss: 0.6233 +2024-07-17 02:59:12,146 - pyskl - INFO - Epoch [68][1800/2506] lr: 1.440e-02, eta: 13:32:41, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9900, loss_cls: 0.6329, loss: 0.6329 +2024-07-17 02:59:35,249 - pyskl - INFO - Epoch [68][1900/2506] lr: 1.439e-02, eta: 13:32:16, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 0.6667, loss: 0.6667 +2024-07-17 02:59:58,311 - pyskl - INFO - Epoch [68][2000/2506] lr: 1.438e-02, eta: 13:31:52, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 0.6916, loss: 0.6916 +2024-07-17 03:00:21,369 - pyskl - INFO - Epoch [68][2100/2506] lr: 1.437e-02, eta: 13:31:28, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9862, loss_cls: 0.6963, loss: 0.6963 +2024-07-17 03:00:44,429 - pyskl - INFO - Epoch [68][2200/2506] lr: 1.436e-02, eta: 13:31:03, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9806, loss_cls: 0.7023, loss: 0.7023 +2024-07-17 03:01:07,468 - pyskl - INFO - Epoch [68][2300/2506] lr: 1.435e-02, eta: 13:30:39, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9925, loss_cls: 0.6055, loss: 0.6055 +2024-07-17 03:01:30,502 - pyskl - INFO - Epoch [68][2400/2506] lr: 1.434e-02, eta: 13:30:15, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9888, loss_cls: 0.6828, loss: 0.6828 +2024-07-17 03:01:53,599 - pyskl - INFO - Epoch [68][2500/2506] lr: 1.433e-02, eta: 13:29:50, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9750, loss_cls: 0.7405, loss: 0.7405 +2024-07-17 03:01:55,371 - pyskl - INFO - Saving checkpoint at 68 epochs +2024-07-17 03:03:11,643 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 03:03:11,710 - pyskl - INFO - +top1_acc 0.7767 +top5_acc 0.9603 +2024-07-17 03:03:11,713 - pyskl - INFO - Epoch(val) [68][1031] top1_acc: 0.7767, top5_acc: 0.9603 +2024-07-17 03:03:53,141 - pyskl - INFO - Epoch [69][100/2506] lr: 1.432e-02, eta: 13:29:45, time: 0.414, data_time: 0.179, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 0.5906, loss: 0.5906 +2024-07-17 03:04:16,227 - pyskl - INFO - Epoch [69][200/2506] lr: 1.431e-02, eta: 13:29:21, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9900, loss_cls: 0.6272, loss: 0.6272 +2024-07-17 03:04:39,344 - pyskl - INFO - Epoch [69][300/2506] lr: 1.430e-02, eta: 13:28:56, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 0.7067, loss: 0.7067 +2024-07-17 03:05:02,467 - pyskl - INFO - Epoch [69][400/2506] lr: 1.428e-02, eta: 13:28:32, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 0.6060, loss: 0.6060 +2024-07-17 03:05:25,569 - pyskl - INFO - Epoch [69][500/2506] lr: 1.427e-02, eta: 13:28:08, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9869, loss_cls: 0.6876, loss: 0.6876 +2024-07-17 03:05:48,737 - pyskl - INFO - Epoch [69][600/2506] lr: 1.426e-02, eta: 13:27:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 0.6782, loss: 0.6782 +2024-07-17 03:06:11,862 - pyskl - INFO - Epoch [69][700/2506] lr: 1.425e-02, eta: 13:27:19, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 0.5919, loss: 0.5919 +2024-07-17 03:06:35,013 - pyskl - INFO - Epoch [69][800/2506] lr: 1.424e-02, eta: 13:26:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 0.6164, loss: 0.6164 +2024-07-17 03:06:58,174 - pyskl - INFO - Epoch [69][900/2506] lr: 1.423e-02, eta: 13:26:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 0.6321, loss: 0.6321 +2024-07-17 03:07:21,347 - pyskl - INFO - Epoch [69][1000/2506] lr: 1.422e-02, eta: 13:26:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9875, loss_cls: 0.6785, loss: 0.6785 +2024-07-17 03:07:44,554 - pyskl - INFO - Epoch [69][1100/2506] lr: 1.421e-02, eta: 13:25:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 0.6501, loss: 0.6501 +2024-07-17 03:08:07,772 - pyskl - INFO - Epoch [69][1200/2506] lr: 1.420e-02, eta: 13:25:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 0.6934, loss: 0.6934 +2024-07-17 03:08:30,961 - pyskl - INFO - Epoch [69][1300/2506] lr: 1.419e-02, eta: 13:24:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 0.7524, loss: 0.7524 +2024-07-17 03:08:54,174 - pyskl - INFO - Epoch [69][1400/2506] lr: 1.418e-02, eta: 13:24:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 0.6786, loss: 0.6786 +2024-07-17 03:09:17,335 - pyskl - INFO - Epoch [69][1500/2506] lr: 1.417e-02, eta: 13:24:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 0.6774, loss: 0.6774 +2024-07-17 03:09:40,531 - pyskl - INFO - Epoch [69][1600/2506] lr: 1.416e-02, eta: 13:23:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 0.6759, loss: 0.6759 +2024-07-17 03:10:03,727 - pyskl - INFO - Epoch [69][1700/2506] lr: 1.415e-02, eta: 13:23:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9819, loss_cls: 0.6929, loss: 0.6929 +2024-07-17 03:10:26,824 - pyskl - INFO - Epoch [69][1800/2506] lr: 1.414e-02, eta: 13:22:53, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 0.7030, loss: 0.7030 +2024-07-17 03:10:49,864 - pyskl - INFO - Epoch [69][1900/2506] lr: 1.413e-02, eta: 13:22:28, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 0.6722, loss: 0.6722 +2024-07-17 03:11:12,891 - pyskl - INFO - Epoch [69][2000/2506] lr: 1.412e-02, eta: 13:22:04, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 0.7339, loss: 0.7339 +2024-07-17 03:11:35,912 - pyskl - INFO - Epoch [69][2100/2506] lr: 1.411e-02, eta: 13:21:40, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 0.7048, loss: 0.7048 +2024-07-17 03:11:58,966 - pyskl - INFO - Epoch [69][2200/2506] lr: 1.410e-02, eta: 13:21:15, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 0.6511, loss: 0.6511 +2024-07-17 03:12:22,036 - pyskl - INFO - Epoch [69][2300/2506] lr: 1.409e-02, eta: 13:20:51, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 0.7030, loss: 0.7030 +2024-07-17 03:12:45,029 - pyskl - INFO - Epoch [69][2400/2506] lr: 1.408e-02, eta: 13:20:27, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 0.7502, loss: 0.7502 +2024-07-17 03:13:08,036 - pyskl - INFO - Epoch [69][2500/2506] lr: 1.407e-02, eta: 13:20:02, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9869, loss_cls: 0.6919, loss: 0.6919 +2024-07-17 03:13:09,785 - pyskl - INFO - Saving checkpoint at 69 epochs +2024-07-17 03:14:25,653 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 03:14:25,720 - pyskl - INFO - +top1_acc 0.8012 +top5_acc 0.9605 +2024-07-17 03:14:25,723 - pyskl - INFO - Epoch(val) [69][1031] top1_acc: 0.8012, top5_acc: 0.9605 +2024-07-17 03:15:07,043 - pyskl - INFO - Epoch [70][100/2506] lr: 1.406e-02, eta: 13:19:56, time: 0.413, data_time: 0.177, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 0.6350, loss: 0.6350 +2024-07-17 03:15:30,185 - pyskl - INFO - Epoch [70][200/2506] lr: 1.405e-02, eta: 13:19:32, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 0.5896, loss: 0.5896 +2024-07-17 03:15:53,367 - pyskl - INFO - Epoch [70][300/2506] lr: 1.404e-02, eta: 13:19:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 0.6102, loss: 0.6102 +2024-07-17 03:16:16,531 - pyskl - INFO - Epoch [70][400/2506] lr: 1.403e-02, eta: 13:18:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 0.6320, loss: 0.6320 +2024-07-17 03:16:39,709 - pyskl - INFO - Epoch [70][500/2506] lr: 1.401e-02, eta: 13:18:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 0.6903, loss: 0.6903 +2024-07-17 03:17:02,856 - pyskl - INFO - Epoch [70][600/2506] lr: 1.400e-02, eta: 13:17:55, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 0.6749, loss: 0.6749 +2024-07-17 03:17:25,960 - pyskl - INFO - Epoch [70][700/2506] lr: 1.399e-02, eta: 13:17:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 0.6509, loss: 0.6509 +2024-07-17 03:17:49,042 - pyskl - INFO - Epoch [70][800/2506] lr: 1.398e-02, eta: 13:17:06, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 0.6045, loss: 0.6045 +2024-07-17 03:18:12,260 - pyskl - INFO - Epoch [70][900/2506] lr: 1.397e-02, eta: 13:16:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 0.5923, loss: 0.5923 +2024-07-17 03:18:35,374 - pyskl - INFO - Epoch [70][1000/2506] lr: 1.396e-02, eta: 13:16:18, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 0.6299, loss: 0.6299 +2024-07-17 03:18:58,527 - pyskl - INFO - Epoch [70][1100/2506] lr: 1.395e-02, eta: 13:15:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 0.6803, loss: 0.6803 +2024-07-17 03:19:21,661 - pyskl - INFO - Epoch [70][1200/2506] lr: 1.394e-02, eta: 13:15:29, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 0.6010, loss: 0.6010 +2024-07-17 03:19:44,811 - pyskl - INFO - Epoch [70][1300/2506] lr: 1.393e-02, eta: 13:15:05, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 0.6630, loss: 0.6630 +2024-07-17 03:20:08,175 - pyskl - INFO - Epoch [70][1400/2506] lr: 1.392e-02, eta: 13:14:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 0.7111, loss: 0.7111 +2024-07-17 03:20:31,288 - pyskl - INFO - Epoch [70][1500/2506] lr: 1.391e-02, eta: 13:14:17, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9794, loss_cls: 0.6909, loss: 0.6909 +2024-07-17 03:20:54,470 - pyskl - INFO - Epoch [70][1600/2506] lr: 1.390e-02, eta: 13:13:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 0.6933, loss: 0.6933 +2024-07-17 03:21:17,674 - pyskl - INFO - Epoch [70][1700/2506] lr: 1.389e-02, eta: 13:13:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 0.6282, loss: 0.6282 +2024-07-17 03:21:40,834 - pyskl - INFO - Epoch [70][1800/2506] lr: 1.388e-02, eta: 13:13:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 0.6197, loss: 0.6197 +2024-07-17 03:22:03,934 - pyskl - INFO - Epoch [70][1900/2506] lr: 1.387e-02, eta: 13:12:40, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 0.7223, loss: 0.7223 +2024-07-17 03:22:27,028 - pyskl - INFO - Epoch [70][2000/2506] lr: 1.386e-02, eta: 13:12:16, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 0.6877, loss: 0.6877 +2024-07-17 03:22:50,150 - pyskl - INFO - Epoch [70][2100/2506] lr: 1.385e-02, eta: 13:11:51, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 0.6850, loss: 0.6850 +2024-07-17 03:23:13,264 - pyskl - INFO - Epoch [70][2200/2506] lr: 1.384e-02, eta: 13:11:27, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 0.6552, loss: 0.6552 +2024-07-17 03:23:36,664 - pyskl - INFO - Epoch [70][2300/2506] lr: 1.383e-02, eta: 13:11:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 0.6699, loss: 0.6699 +2024-07-17 03:24:00,140 - pyskl - INFO - Epoch [70][2400/2506] lr: 1.382e-02, eta: 13:10:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9881, loss_cls: 0.7043, loss: 0.7043 +2024-07-17 03:24:23,328 - pyskl - INFO - Epoch [70][2500/2506] lr: 1.381e-02, eta: 13:10:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 0.7569, loss: 0.7569 +2024-07-17 03:24:25,134 - pyskl - INFO - Saving checkpoint at 70 epochs +2024-07-17 03:25:41,292 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 03:25:41,359 - pyskl - INFO - +top1_acc 0.8029 +top5_acc 0.9635 +2024-07-17 03:25:41,361 - pyskl - INFO - Epoch(val) [70][1031] top1_acc: 0.8029, top5_acc: 0.9635 +2024-07-17 03:26:22,956 - pyskl - INFO - Epoch [71][100/2506] lr: 1.380e-02, eta: 13:10:09, time: 0.416, data_time: 0.180, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 0.6630, loss: 0.6630 +2024-07-17 03:26:46,130 - pyskl - INFO - Epoch [71][200/2506] lr: 1.379e-02, eta: 13:09:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 0.5282, loss: 0.5282 +2024-07-17 03:27:09,299 - pyskl - INFO - Epoch [71][300/2506] lr: 1.378e-02, eta: 13:09:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 0.6176, loss: 0.6176 +2024-07-17 03:27:32,447 - pyskl - INFO - Epoch [71][400/2506] lr: 1.377e-02, eta: 13:08:56, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 0.6835, loss: 0.6835 +2024-07-17 03:27:55,587 - pyskl - INFO - Epoch [71][500/2506] lr: 1.375e-02, eta: 13:08:32, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9888, loss_cls: 0.6819, loss: 0.6819 +2024-07-17 03:28:18,753 - pyskl - INFO - Epoch [71][600/2506] lr: 1.374e-02, eta: 13:08:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 0.5855, loss: 0.5855 +2024-07-17 03:28:41,914 - pyskl - INFO - Epoch [71][700/2506] lr: 1.373e-02, eta: 13:07:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 0.5851, loss: 0.5851 +2024-07-17 03:29:05,090 - pyskl - INFO - Epoch [71][800/2506] lr: 1.372e-02, eta: 13:07:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 0.6663, loss: 0.6663 +2024-07-17 03:29:28,242 - pyskl - INFO - Epoch [71][900/2506] lr: 1.371e-02, eta: 13:06:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 0.7401, loss: 0.7401 +2024-07-17 03:29:51,370 - pyskl - INFO - Epoch [71][1000/2506] lr: 1.370e-02, eta: 13:06:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 0.6303, loss: 0.6303 +2024-07-17 03:30:14,556 - pyskl - INFO - Epoch [71][1100/2506] lr: 1.369e-02, eta: 13:06:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 0.6995, loss: 0.6995 +2024-07-17 03:30:37,813 - pyskl - INFO - Epoch [71][1200/2506] lr: 1.368e-02, eta: 13:05:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 0.6546, loss: 0.6546 +2024-07-17 03:31:01,042 - pyskl - INFO - Epoch [71][1300/2506] lr: 1.367e-02, eta: 13:05:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 0.6296, loss: 0.6296 +2024-07-17 03:31:24,446 - pyskl - INFO - Epoch [71][1400/2506] lr: 1.366e-02, eta: 13:04:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 0.6896, loss: 0.6896 +2024-07-17 03:31:47,678 - pyskl - INFO - Epoch [71][1500/2506] lr: 1.365e-02, eta: 13:04:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 0.6321, loss: 0.6321 +2024-07-17 03:32:10,757 - pyskl - INFO - Epoch [71][1600/2506] lr: 1.364e-02, eta: 13:04:06, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 0.6449, loss: 0.6449 +2024-07-17 03:32:33,814 - pyskl - INFO - Epoch [71][1700/2506] lr: 1.363e-02, eta: 13:03:42, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 0.6747, loss: 0.6747 +2024-07-17 03:32:56,963 - pyskl - INFO - Epoch [71][1800/2506] lr: 1.362e-02, eta: 13:03:18, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9919, loss_cls: 0.6205, loss: 0.6205 +2024-07-17 03:33:20,000 - pyskl - INFO - Epoch [71][1900/2506] lr: 1.361e-02, eta: 13:02:53, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 0.6354, loss: 0.6354 +2024-07-17 03:33:43,100 - pyskl - INFO - Epoch [71][2000/2506] lr: 1.360e-02, eta: 13:02:29, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9844, loss_cls: 0.7540, loss: 0.7540 +2024-07-17 03:34:06,190 - pyskl - INFO - Epoch [71][2100/2506] lr: 1.359e-02, eta: 13:02:05, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 0.6915, loss: 0.6915 +2024-07-17 03:34:29,246 - pyskl - INFO - Epoch [71][2200/2506] lr: 1.358e-02, eta: 13:01:40, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 0.6167, loss: 0.6167 +2024-07-17 03:34:52,332 - pyskl - INFO - Epoch [71][2300/2506] lr: 1.357e-02, eta: 13:01:16, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 0.6444, loss: 0.6444 +2024-07-17 03:35:15,525 - pyskl - INFO - Epoch [71][2400/2506] lr: 1.356e-02, eta: 13:00:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 0.6747, loss: 0.6747 +2024-07-17 03:35:38,688 - pyskl - INFO - Epoch [71][2500/2506] lr: 1.355e-02, eta: 13:00:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 0.7129, loss: 0.7129 +2024-07-17 03:35:40,488 - pyskl - INFO - Saving checkpoint at 71 epochs +2024-07-17 03:36:56,703 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 03:36:56,770 - pyskl - INFO - +top1_acc 0.7952 +top5_acc 0.9581 +2024-07-17 03:36:56,772 - pyskl - INFO - Epoch(val) [71][1031] top1_acc: 0.7952, top5_acc: 0.9581 +2024-07-17 03:37:38,179 - pyskl - INFO - Epoch [72][100/2506] lr: 1.354e-02, eta: 13:00:21, time: 0.414, data_time: 0.179, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 0.6366, loss: 0.6366 +2024-07-17 03:38:01,223 - pyskl - INFO - Epoch [72][200/2506] lr: 1.353e-02, eta: 12:59:56, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9819, loss_cls: 0.6185, loss: 0.6185 +2024-07-17 03:38:24,290 - pyskl - INFO - Epoch [72][300/2506] lr: 1.351e-02, eta: 12:59:32, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 0.5892, loss: 0.5892 +2024-07-17 03:38:47,360 - pyskl - INFO - Epoch [72][400/2506] lr: 1.350e-02, eta: 12:59:08, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9825, loss_cls: 0.6442, loss: 0.6442 +2024-07-17 03:39:10,435 - pyskl - INFO - Epoch [72][500/2506] lr: 1.349e-02, eta: 12:58:43, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9800, loss_cls: 0.6582, loss: 0.6582 +2024-07-17 03:39:33,505 - pyskl - INFO - Epoch [72][600/2506] lr: 1.348e-02, eta: 12:58:19, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 0.6457, loss: 0.6457 +2024-07-17 03:39:56,605 - pyskl - INFO - Epoch [72][700/2506] lr: 1.347e-02, eta: 12:57:55, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 0.5967, loss: 0.5967 +2024-07-17 03:40:19,645 - pyskl - INFO - Epoch [72][800/2506] lr: 1.346e-02, eta: 12:57:31, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 0.6588, loss: 0.6588 +2024-07-17 03:40:42,741 - pyskl - INFO - Epoch [72][900/2506] lr: 1.345e-02, eta: 12:57:06, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 0.6240, loss: 0.6240 +2024-07-17 03:41:05,819 - pyskl - INFO - Epoch [72][1000/2506] lr: 1.344e-02, eta: 12:56:42, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9819, loss_cls: 0.6356, loss: 0.6356 +2024-07-17 03:41:28,853 - pyskl - INFO - Epoch [72][1100/2506] lr: 1.343e-02, eta: 12:56:18, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 0.5773, loss: 0.5773 +2024-07-17 03:41:52,008 - pyskl - INFO - Epoch [72][1200/2506] lr: 1.342e-02, eta: 12:55:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9800, loss_cls: 0.6723, loss: 0.6723 +2024-07-17 03:42:15,107 - pyskl - INFO - Epoch [72][1300/2506] lr: 1.341e-02, eta: 12:55:29, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 0.7359, loss: 0.7359 +2024-07-17 03:42:38,203 - pyskl - INFO - Epoch [72][1400/2506] lr: 1.340e-02, eta: 12:55:05, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 0.6109, loss: 0.6109 +2024-07-17 03:43:01,448 - pyskl - INFO - Epoch [72][1500/2506] lr: 1.339e-02, eta: 12:54:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 0.5797, loss: 0.5797 +2024-07-17 03:43:24,525 - pyskl - INFO - Epoch [72][1600/2506] lr: 1.338e-02, eta: 12:54:16, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 0.6554, loss: 0.6554 +2024-07-17 03:43:47,576 - pyskl - INFO - Epoch [72][1700/2506] lr: 1.337e-02, eta: 12:53:52, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 0.6352, loss: 0.6352 +2024-07-17 03:44:10,661 - pyskl - INFO - Epoch [72][1800/2506] lr: 1.336e-02, eta: 12:53:28, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 0.6651, loss: 0.6651 +2024-07-17 03:44:33,886 - pyskl - INFO - Epoch [72][1900/2506] lr: 1.335e-02, eta: 12:53:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9900, loss_cls: 0.6618, loss: 0.6618 +2024-07-17 03:44:56,981 - pyskl - INFO - Epoch [72][2000/2506] lr: 1.334e-02, eta: 12:52:39, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9925, loss_cls: 0.6035, loss: 0.6035 +2024-07-17 03:45:20,070 - pyskl - INFO - Epoch [72][2100/2506] lr: 1.333e-02, eta: 12:52:15, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 0.6797, loss: 0.6797 +2024-07-17 03:45:43,165 - pyskl - INFO - Epoch [72][2200/2506] lr: 1.332e-02, eta: 12:51:51, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 0.7074, loss: 0.7074 +2024-07-17 03:46:06,274 - pyskl - INFO - Epoch [72][2300/2506] lr: 1.331e-02, eta: 12:51:27, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 0.7158, loss: 0.7158 +2024-07-17 03:46:29,337 - pyskl - INFO - Epoch [72][2400/2506] lr: 1.330e-02, eta: 12:51:02, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 0.6694, loss: 0.6694 +2024-07-17 03:46:52,405 - pyskl - INFO - Epoch [72][2500/2506] lr: 1.329e-02, eta: 12:50:38, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 0.7138, loss: 0.7138 +2024-07-17 03:46:54,188 - pyskl - INFO - Saving checkpoint at 72 epochs +2024-07-17 03:48:10,285 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 03:48:10,353 - pyskl - INFO - +top1_acc 0.8243 +top5_acc 0.9696 +2024-07-17 03:48:10,357 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_59.pth was removed +2024-07-17 03:48:10,484 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_72.pth. +2024-07-17 03:48:10,485 - pyskl - INFO - Best top1_acc is 0.8243 at 72 epoch. +2024-07-17 03:48:10,487 - pyskl - INFO - Epoch(val) [72][1031] top1_acc: 0.8243, top5_acc: 0.9696 +2024-07-17 03:48:52,248 - pyskl - INFO - Epoch [73][100/2506] lr: 1.327e-02, eta: 12:50:31, time: 0.418, data_time: 0.181, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 0.5998, loss: 0.5998 +2024-07-17 03:49:15,361 - pyskl - INFO - Epoch [73][200/2506] lr: 1.326e-02, eta: 12:50:07, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 0.6001, loss: 0.6001 +2024-07-17 03:49:38,384 - pyskl - INFO - Epoch [73][300/2506] lr: 1.325e-02, eta: 12:49:42, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9894, loss_cls: 0.6737, loss: 0.6737 +2024-07-17 03:50:01,435 - pyskl - INFO - Epoch [73][400/2506] lr: 1.324e-02, eta: 12:49:18, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 0.5937, loss: 0.5937 +2024-07-17 03:50:24,457 - pyskl - INFO - Epoch [73][500/2506] lr: 1.323e-02, eta: 12:48:54, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 0.5956, loss: 0.5956 +2024-07-17 03:50:47,591 - pyskl - INFO - Epoch [73][600/2506] lr: 1.322e-02, eta: 12:48:30, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9869, loss_cls: 0.7183, loss: 0.7183 +2024-07-17 03:51:10,671 - pyskl - INFO - Epoch [73][700/2506] lr: 1.321e-02, eta: 12:48:05, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 0.6165, loss: 0.6165 +2024-07-17 03:51:33,707 - pyskl - INFO - Epoch [73][800/2506] lr: 1.320e-02, eta: 12:47:41, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 0.6391, loss: 0.6391 +2024-07-17 03:51:56,760 - pyskl - INFO - Epoch [73][900/2506] lr: 1.319e-02, eta: 12:47:17, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 0.6490, loss: 0.6490 +2024-07-17 03:52:19,803 - pyskl - INFO - Epoch [73][1000/2506] lr: 1.318e-02, eta: 12:46:52, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9888, loss_cls: 0.6581, loss: 0.6581 +2024-07-17 03:52:42,852 - pyskl - INFO - Epoch [73][1100/2506] lr: 1.317e-02, eta: 12:46:28, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 0.6312, loss: 0.6312 +2024-07-17 03:53:06,104 - pyskl - INFO - Epoch [73][1200/2506] lr: 1.316e-02, eta: 12:46:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 0.5867, loss: 0.5867 +2024-07-17 03:53:29,359 - pyskl - INFO - Epoch [73][1300/2506] lr: 1.315e-02, eta: 12:45:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 0.5946, loss: 0.5946 +2024-07-17 03:53:52,489 - pyskl - INFO - Epoch [73][1400/2506] lr: 1.314e-02, eta: 12:45:16, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9925, loss_cls: 0.6062, loss: 0.6062 +2024-07-17 03:54:15,624 - pyskl - INFO - Epoch [73][1500/2506] lr: 1.313e-02, eta: 12:44:51, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 0.6683, loss: 0.6683 +2024-07-17 03:54:38,883 - pyskl - INFO - Epoch [73][1600/2506] lr: 1.312e-02, eta: 12:44:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 0.6933, loss: 0.6933 +2024-07-17 03:55:02,030 - pyskl - INFO - Epoch [73][1700/2506] lr: 1.311e-02, eta: 12:44:03, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 0.6607, loss: 0.6607 +2024-07-17 03:55:25,225 - pyskl - INFO - Epoch [73][1800/2506] lr: 1.310e-02, eta: 12:43:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 0.6532, loss: 0.6532 +2024-07-17 03:55:48,433 - pyskl - INFO - Epoch [73][1900/2506] lr: 1.309e-02, eta: 12:43:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 0.5825, loss: 0.5825 +2024-07-17 03:56:11,601 - pyskl - INFO - Epoch [73][2000/2506] lr: 1.308e-02, eta: 12:42:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9806, loss_cls: 0.7124, loss: 0.7124 +2024-07-17 03:56:34,862 - pyskl - INFO - Epoch [73][2100/2506] lr: 1.307e-02, eta: 12:42:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 0.6434, loss: 0.6434 +2024-07-17 03:56:57,991 - pyskl - INFO - Epoch [73][2200/2506] lr: 1.306e-02, eta: 12:42:02, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 0.6592, loss: 0.6592 +2024-07-17 03:57:21,129 - pyskl - INFO - Epoch [73][2300/2506] lr: 1.305e-02, eta: 12:41:38, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 0.6782, loss: 0.6782 +2024-07-17 03:57:44,354 - pyskl - INFO - Epoch [73][2400/2506] lr: 1.303e-02, eta: 12:41:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 0.6522, loss: 0.6522 +2024-07-17 03:58:07,484 - pyskl - INFO - Epoch [73][2500/2506] lr: 1.302e-02, eta: 12:40:50, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 0.6051, loss: 0.6051 +2024-07-17 03:58:09,258 - pyskl - INFO - Saving checkpoint at 73 epochs +2024-07-17 03:59:25,638 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 03:59:25,705 - pyskl - INFO - +top1_acc 0.8114 +top5_acc 0.9711 +2024-07-17 03:59:25,707 - pyskl - INFO - Epoch(val) [73][1031] top1_acc: 0.8114, top5_acc: 0.9711 +2024-07-17 04:00:07,165 - pyskl - INFO - Epoch [74][100/2506] lr: 1.301e-02, eta: 12:40:42, time: 0.415, data_time: 0.180, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 0.6303, loss: 0.6303 +2024-07-17 04:00:30,415 - pyskl - INFO - Epoch [74][200/2506] lr: 1.300e-02, eta: 12:40:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 0.6335, loss: 0.6335 +2024-07-17 04:00:53,595 - pyskl - INFO - Epoch [74][300/2506] lr: 1.299e-02, eta: 12:39:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 0.6020, loss: 0.6020 +2024-07-17 04:01:16,755 - pyskl - INFO - Epoch [74][400/2506] lr: 1.298e-02, eta: 12:39:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 0.6076, loss: 0.6076 +2024-07-17 04:01:39,886 - pyskl - INFO - Epoch [74][500/2506] lr: 1.297e-02, eta: 12:39:05, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 0.5920, loss: 0.5920 +2024-07-17 04:02:03,025 - pyskl - INFO - Epoch [74][600/2506] lr: 1.296e-02, eta: 12:38:41, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 0.6171, loss: 0.6171 +2024-07-17 04:02:26,117 - pyskl - INFO - Epoch [74][700/2506] lr: 1.295e-02, eta: 12:38:17, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 0.6573, loss: 0.6573 +2024-07-17 04:02:49,243 - pyskl - INFO - Epoch [74][800/2506] lr: 1.294e-02, eta: 12:37:52, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 0.5952, loss: 0.5952 +2024-07-17 04:03:12,367 - pyskl - INFO - Epoch [74][900/2506] lr: 1.293e-02, eta: 12:37:28, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 0.6051, loss: 0.6051 +2024-07-17 04:03:35,508 - pyskl - INFO - Epoch [74][1000/2506] lr: 1.292e-02, eta: 12:37:04, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 0.6784, loss: 0.6784 +2024-07-17 04:03:58,628 - pyskl - INFO - Epoch [74][1100/2506] lr: 1.291e-02, eta: 12:36:40, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 0.5852, loss: 0.5852 +2024-07-17 04:04:21,761 - pyskl - INFO - Epoch [74][1200/2506] lr: 1.290e-02, eta: 12:36:16, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 0.7193, loss: 0.7193 +2024-07-17 04:04:45,036 - pyskl - INFO - Epoch [74][1300/2506] lr: 1.289e-02, eta: 12:35:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9844, loss_cls: 0.6149, loss: 0.6149 +2024-07-17 04:05:08,268 - pyskl - INFO - Epoch [74][1400/2506] lr: 1.288e-02, eta: 12:35:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 0.5753, loss: 0.5753 +2024-07-17 04:05:31,504 - pyskl - INFO - Epoch [74][1500/2506] lr: 1.287e-02, eta: 12:35:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9812, loss_cls: 0.6461, loss: 0.6461 +2024-07-17 04:05:54,662 - pyskl - INFO - Epoch [74][1600/2506] lr: 1.286e-02, eta: 12:34:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 0.7068, loss: 0.7068 +2024-07-17 04:06:17,861 - pyskl - INFO - Epoch [74][1700/2506] lr: 1.285e-02, eta: 12:34:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9881, loss_cls: 0.6592, loss: 0.6592 +2024-07-17 04:06:41,146 - pyskl - INFO - Epoch [74][1800/2506] lr: 1.284e-02, eta: 12:33:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 0.6232, loss: 0.6232 +2024-07-17 04:07:04,372 - pyskl - INFO - Epoch [74][1900/2506] lr: 1.283e-02, eta: 12:33:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 0.6002, loss: 0.6002 +2024-07-17 04:07:27,446 - pyskl - INFO - Epoch [74][2000/2506] lr: 1.281e-02, eta: 12:33:03, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 0.6677, loss: 0.6677 +2024-07-17 04:07:50,637 - pyskl - INFO - Epoch [74][2100/2506] lr: 1.280e-02, eta: 12:32:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 0.6307, loss: 0.6307 +2024-07-17 04:08:14,009 - pyskl - INFO - Epoch [74][2200/2506] lr: 1.279e-02, eta: 12:32:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 0.6014, loss: 0.6014 +2024-07-17 04:08:37,361 - pyskl - INFO - Epoch [74][2300/2506] lr: 1.278e-02, eta: 12:31:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 0.6578, loss: 0.6578 +2024-07-17 04:09:00,513 - pyskl - INFO - Epoch [74][2400/2506] lr: 1.277e-02, eta: 12:31:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 0.7022, loss: 0.7022 +2024-07-17 04:09:23,650 - pyskl - INFO - Epoch [74][2500/2506] lr: 1.276e-02, eta: 12:31:02, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 0.6204, loss: 0.6204 +2024-07-17 04:09:25,409 - pyskl - INFO - Saving checkpoint at 74 epochs +2024-07-17 04:10:41,905 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 04:10:41,972 - pyskl - INFO - +top1_acc 0.8168 +top5_acc 0.9686 +2024-07-17 04:10:41,975 - pyskl - INFO - Epoch(val) [74][1031] top1_acc: 0.8168, top5_acc: 0.9686 +2024-07-17 04:11:23,423 - pyskl - INFO - Epoch [75][100/2506] lr: 1.275e-02, eta: 12:30:54, time: 0.414, data_time: 0.179, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 0.5503, loss: 0.5503 +2024-07-17 04:11:46,469 - pyskl - INFO - Epoch [75][200/2506] lr: 1.274e-02, eta: 12:30:29, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 0.5975, loss: 0.5975 +2024-07-17 04:12:09,602 - pyskl - INFO - Epoch [75][300/2506] lr: 1.273e-02, eta: 12:30:05, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 0.5471, loss: 0.5471 +2024-07-17 04:12:32,741 - pyskl - INFO - Epoch [75][400/2506] lr: 1.272e-02, eta: 12:29:41, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 0.5889, loss: 0.5889 +2024-07-17 04:12:55,872 - pyskl - INFO - Epoch [75][500/2506] lr: 1.271e-02, eta: 12:29:17, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 0.5764, loss: 0.5764 +2024-07-17 04:13:19,039 - pyskl - INFO - Epoch [75][600/2506] lr: 1.270e-02, eta: 12:28:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 0.5658, loss: 0.5658 +2024-07-17 04:13:42,253 - pyskl - INFO - Epoch [75][700/2506] lr: 1.269e-02, eta: 12:28:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 0.6563, loss: 0.6563 +2024-07-17 04:14:05,422 - pyskl - INFO - Epoch [75][800/2506] lr: 1.268e-02, eta: 12:28:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9838, loss_cls: 0.5869, loss: 0.5869 +2024-07-17 04:14:28,711 - pyskl - INFO - Epoch [75][900/2506] lr: 1.267e-02, eta: 12:27:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 0.6314, loss: 0.6314 +2024-07-17 04:14:51,950 - pyskl - INFO - Epoch [75][1000/2506] lr: 1.266e-02, eta: 12:27:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 0.6678, loss: 0.6678 +2024-07-17 04:15:15,113 - pyskl - INFO - Epoch [75][1100/2506] lr: 1.265e-02, eta: 12:26:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 0.6403, loss: 0.6403 +2024-07-17 04:15:38,237 - pyskl - INFO - Epoch [75][1200/2506] lr: 1.264e-02, eta: 12:26:28, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9831, loss_cls: 0.6150, loss: 0.6150 +2024-07-17 04:16:01,429 - pyskl - INFO - Epoch [75][1300/2506] lr: 1.263e-02, eta: 12:26:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 0.5726, loss: 0.5726 +2024-07-17 04:16:24,619 - pyskl - INFO - Epoch [75][1400/2506] lr: 1.262e-02, eta: 12:25:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 0.6629, loss: 0.6629 +2024-07-17 04:16:47,835 - pyskl - INFO - Epoch [75][1500/2506] lr: 1.261e-02, eta: 12:25:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9856, loss_cls: 0.5576, loss: 0.5576 +2024-07-17 04:17:11,105 - pyskl - INFO - Epoch [75][1600/2506] lr: 1.259e-02, eta: 12:24:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9862, loss_cls: 0.6849, loss: 0.6849 +2024-07-17 04:17:34,250 - pyskl - INFO - Epoch [75][1700/2506] lr: 1.258e-02, eta: 12:24:27, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 0.6746, loss: 0.6746 +2024-07-17 04:17:57,489 - pyskl - INFO - Epoch [75][1800/2506] lr: 1.257e-02, eta: 12:24:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9850, loss_cls: 0.7125, loss: 0.7125 +2024-07-17 04:18:20,649 - pyskl - INFO - Epoch [75][1900/2506] lr: 1.256e-02, eta: 12:23:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 0.6535, loss: 0.6535 +2024-07-17 04:18:43,746 - pyskl - INFO - Epoch [75][2000/2506] lr: 1.255e-02, eta: 12:23:15, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 0.6341, loss: 0.6341 +2024-07-17 04:19:06,793 - pyskl - INFO - Epoch [75][2100/2506] lr: 1.254e-02, eta: 12:22:50, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 0.6239, loss: 0.6239 +2024-07-17 04:19:29,850 - pyskl - INFO - Epoch [75][2200/2506] lr: 1.253e-02, eta: 12:22:26, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9900, loss_cls: 0.5933, loss: 0.5933 +2024-07-17 04:19:53,007 - pyskl - INFO - Epoch [75][2300/2506] lr: 1.252e-02, eta: 12:22:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 0.6576, loss: 0.6576 +2024-07-17 04:20:16,161 - pyskl - INFO - Epoch [75][2400/2506] lr: 1.251e-02, eta: 12:21:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 0.7094, loss: 0.7094 +2024-07-17 04:20:39,316 - pyskl - INFO - Epoch [75][2500/2506] lr: 1.250e-02, eta: 12:21:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 0.5923, loss: 0.5923 +2024-07-17 04:20:41,140 - pyskl - INFO - Saving checkpoint at 75 epochs +2024-07-17 04:21:57,558 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 04:21:57,625 - pyskl - INFO - +top1_acc 0.8189 +top5_acc 0.9682 +2024-07-17 04:21:57,628 - pyskl - INFO - Epoch(val) [75][1031] top1_acc: 0.8189, top5_acc: 0.9682 +2024-07-17 04:22:39,207 - pyskl - INFO - Epoch [76][100/2506] lr: 1.249e-02, eta: 12:21:05, time: 0.416, data_time: 0.180, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 0.6080, loss: 0.6080 +2024-07-17 04:23:02,251 - pyskl - INFO - Epoch [76][200/2506] lr: 1.248e-02, eta: 12:20:41, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9944, loss_cls: 0.5586, loss: 0.5586 +2024-07-17 04:23:25,348 - pyskl - INFO - Epoch [76][300/2506] lr: 1.247e-02, eta: 12:20:16, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 0.5626, loss: 0.5626 +2024-07-17 04:23:48,456 - pyskl - INFO - Epoch [76][400/2506] lr: 1.246e-02, eta: 12:19:52, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 0.6636, loss: 0.6636 +2024-07-17 04:24:11,544 - pyskl - INFO - Epoch [76][500/2506] lr: 1.245e-02, eta: 12:19:28, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 0.6282, loss: 0.6282 +2024-07-17 04:24:34,591 - pyskl - INFO - Epoch [76][600/2506] lr: 1.244e-02, eta: 12:19:04, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 0.6065, loss: 0.6065 +2024-07-17 04:24:57,661 - pyskl - INFO - Epoch [76][700/2506] lr: 1.243e-02, eta: 12:18:39, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 0.5845, loss: 0.5845 +2024-07-17 04:25:20,707 - pyskl - INFO - Epoch [76][800/2506] lr: 1.242e-02, eta: 12:18:15, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 0.5967, loss: 0.5967 +2024-07-17 04:25:43,749 - pyskl - INFO - Epoch [76][900/2506] lr: 1.241e-02, eta: 12:17:51, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 0.6677, loss: 0.6677 +2024-07-17 04:26:06,818 - pyskl - INFO - Epoch [76][1000/2506] lr: 1.240e-02, eta: 12:17:27, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 0.6337, loss: 0.6337 +2024-07-17 04:26:30,262 - pyskl - INFO - Epoch [76][1100/2506] lr: 1.239e-02, eta: 12:17:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 0.5804, loss: 0.5804 +2024-07-17 04:26:53,621 - pyskl - INFO - Epoch [76][1200/2506] lr: 1.237e-02, eta: 12:16:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 0.6009, loss: 0.6009 +2024-07-17 04:27:17,007 - pyskl - INFO - Epoch [76][1300/2506] lr: 1.236e-02, eta: 12:16:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9906, loss_cls: 0.6181, loss: 0.6181 +2024-07-17 04:27:40,218 - pyskl - INFO - Epoch [76][1400/2506] lr: 1.235e-02, eta: 12:15:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 0.7182, loss: 0.7182 +2024-07-17 04:28:03,308 - pyskl - INFO - Epoch [76][1500/2506] lr: 1.234e-02, eta: 12:15:26, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 0.6160, loss: 0.6160 +2024-07-17 04:28:26,454 - pyskl - INFO - Epoch [76][1600/2506] lr: 1.233e-02, eta: 12:15:02, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 0.6263, loss: 0.6263 +2024-07-17 04:28:49,691 - pyskl - INFO - Epoch [76][1700/2506] lr: 1.232e-02, eta: 12:14:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 0.6540, loss: 0.6540 +2024-07-17 04:29:12,823 - pyskl - INFO - Epoch [76][1800/2506] lr: 1.231e-02, eta: 12:14:14, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 0.6075, loss: 0.6075 +2024-07-17 04:29:35,978 - pyskl - INFO - Epoch [76][1900/2506] lr: 1.230e-02, eta: 12:13:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9912, loss_cls: 0.6082, loss: 0.6082 +2024-07-17 04:29:59,045 - pyskl - INFO - Epoch [76][2000/2506] lr: 1.229e-02, eta: 12:13:26, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 0.6037, loss: 0.6037 +2024-07-17 04:30:22,131 - pyskl - INFO - Epoch [76][2100/2506] lr: 1.228e-02, eta: 12:13:01, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 0.6137, loss: 0.6137 +2024-07-17 04:30:45,215 - pyskl - INFO - Epoch [76][2200/2506] lr: 1.227e-02, eta: 12:12:37, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 0.5949, loss: 0.5949 +2024-07-17 04:31:08,458 - pyskl - INFO - Epoch [76][2300/2506] lr: 1.226e-02, eta: 12:12:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 0.6117, loss: 0.6117 +2024-07-17 04:31:31,538 - pyskl - INFO - Epoch [76][2400/2506] lr: 1.225e-02, eta: 12:11:49, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 0.6254, loss: 0.6254 +2024-07-17 04:31:54,626 - pyskl - INFO - Epoch [76][2500/2506] lr: 1.224e-02, eta: 12:11:25, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 0.6083, loss: 0.6083 +2024-07-17 04:31:56,390 - pyskl - INFO - Saving checkpoint at 76 epochs +2024-07-17 04:33:12,551 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 04:33:12,619 - pyskl - INFO - +top1_acc 0.7884 +top5_acc 0.9655 +2024-07-17 04:33:12,621 - pyskl - INFO - Epoch(val) [76][1031] top1_acc: 0.7884, top5_acc: 0.9655 +2024-07-17 04:33:54,142 - pyskl - INFO - Epoch [77][100/2506] lr: 1.223e-02, eta: 12:11:15, time: 0.415, data_time: 0.180, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9888, loss_cls: 0.6094, loss: 0.6094 +2024-07-17 04:34:17,220 - pyskl - INFO - Epoch [77][200/2506] lr: 1.222e-02, eta: 12:10:51, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 0.5586, loss: 0.5586 +2024-07-17 04:34:40,353 - pyskl - INFO - Epoch [77][300/2506] lr: 1.221e-02, eta: 12:10:27, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 0.5418, loss: 0.5418 +2024-07-17 04:35:03,501 - pyskl - INFO - Epoch [77][400/2506] lr: 1.220e-02, eta: 12:10:03, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 0.5544, loss: 0.5544 +2024-07-17 04:35:26,655 - pyskl - INFO - Epoch [77][500/2506] lr: 1.219e-02, eta: 12:09:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 0.5727, loss: 0.5727 +2024-07-17 04:35:49,830 - pyskl - INFO - Epoch [77][600/2506] lr: 1.218e-02, eta: 12:09:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9862, loss_cls: 0.5916, loss: 0.5916 +2024-07-17 04:36:12,957 - pyskl - INFO - Epoch [77][700/2506] lr: 1.217e-02, eta: 12:08:50, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 0.5610, loss: 0.5610 +2024-07-17 04:36:36,177 - pyskl - INFO - Epoch [77][800/2506] lr: 1.215e-02, eta: 12:08:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 0.6430, loss: 0.6430 +2024-07-17 04:36:59,330 - pyskl - INFO - Epoch [77][900/2506] lr: 1.214e-02, eta: 12:08:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 0.5835, loss: 0.5835 +2024-07-17 04:37:22,472 - pyskl - INFO - Epoch [77][1000/2506] lr: 1.213e-02, eta: 12:07:38, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 0.5463, loss: 0.5463 +2024-07-17 04:37:45,631 - pyskl - INFO - Epoch [77][1100/2506] lr: 1.212e-02, eta: 12:07:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9812, loss_cls: 0.6414, loss: 0.6414 +2024-07-17 04:38:08,787 - pyskl - INFO - Epoch [77][1200/2506] lr: 1.211e-02, eta: 12:06:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9838, loss_cls: 0.6167, loss: 0.6167 +2024-07-17 04:38:31,960 - pyskl - INFO - Epoch [77][1300/2506] lr: 1.210e-02, eta: 12:06:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 0.6706, loss: 0.6706 +2024-07-17 04:38:55,338 - pyskl - INFO - Epoch [77][1400/2506] lr: 1.209e-02, eta: 12:06:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 0.6664, loss: 0.6664 +2024-07-17 04:39:18,568 - pyskl - INFO - Epoch [77][1500/2506] lr: 1.208e-02, eta: 12:05:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9912, loss_cls: 0.5828, loss: 0.5828 +2024-07-17 04:39:41,872 - pyskl - INFO - Epoch [77][1600/2506] lr: 1.207e-02, eta: 12:05:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9800, loss_cls: 0.5785, loss: 0.5785 +2024-07-17 04:40:05,080 - pyskl - INFO - Epoch [77][1700/2506] lr: 1.206e-02, eta: 12:04:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 0.6725, loss: 0.6725 +2024-07-17 04:40:28,257 - pyskl - INFO - Epoch [77][1800/2506] lr: 1.205e-02, eta: 12:04:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 0.6340, loss: 0.6340 +2024-07-17 04:40:51,469 - pyskl - INFO - Epoch [77][1900/2506] lr: 1.204e-02, eta: 12:04:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 0.6463, loss: 0.6463 +2024-07-17 04:41:14,785 - pyskl - INFO - Epoch [77][2000/2506] lr: 1.203e-02, eta: 12:03:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 0.5761, loss: 0.5761 +2024-07-17 04:41:37,941 - pyskl - INFO - Epoch [77][2100/2506] lr: 1.202e-02, eta: 12:03:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 0.5991, loss: 0.5991 +2024-07-17 04:42:01,080 - pyskl - INFO - Epoch [77][2200/2506] lr: 1.201e-02, eta: 12:02:49, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 0.6163, loss: 0.6163 +2024-07-17 04:42:24,249 - pyskl - INFO - Epoch [77][2300/2506] lr: 1.200e-02, eta: 12:02:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 0.6627, loss: 0.6627 +2024-07-17 04:42:47,390 - pyskl - INFO - Epoch [77][2400/2506] lr: 1.199e-02, eta: 12:02:00, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9912, loss_cls: 0.6223, loss: 0.6223 +2024-07-17 04:43:10,476 - pyskl - INFO - Epoch [77][2500/2506] lr: 1.198e-02, eta: 12:01:36, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 0.6514, loss: 0.6514 +2024-07-17 04:43:12,260 - pyskl - INFO - Saving checkpoint at 77 epochs +2024-07-17 04:44:28,638 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 04:44:28,706 - pyskl - INFO - +top1_acc 0.8187 +top5_acc 0.9662 +2024-07-17 04:44:28,708 - pyskl - INFO - Epoch(val) [77][1031] top1_acc: 0.8187, top5_acc: 0.9662 +2024-07-17 04:45:10,048 - pyskl - INFO - Epoch [78][100/2506] lr: 1.197e-02, eta: 12:01:26, time: 0.413, data_time: 0.179, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 0.5734, loss: 0.5734 +2024-07-17 04:45:33,123 - pyskl - INFO - Epoch [78][200/2506] lr: 1.196e-02, eta: 12:01:02, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9925, loss_cls: 0.5254, loss: 0.5254 +2024-07-17 04:45:56,170 - pyskl - INFO - Epoch [78][300/2506] lr: 1.195e-02, eta: 12:00:38, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 0.5674, loss: 0.5674 +2024-07-17 04:46:19,275 - pyskl - INFO - Epoch [78][400/2506] lr: 1.193e-02, eta: 12:00:14, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 0.5537, loss: 0.5537 +2024-07-17 04:46:42,342 - pyskl - INFO - Epoch [78][500/2506] lr: 1.192e-02, eta: 11:59:49, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9925, loss_cls: 0.5608, loss: 0.5608 +2024-07-17 04:47:05,471 - pyskl - INFO - Epoch [78][600/2506] lr: 1.191e-02, eta: 11:59:25, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9825, loss_cls: 0.6143, loss: 0.6143 +2024-07-17 04:47:28,558 - pyskl - INFO - Epoch [78][700/2506] lr: 1.190e-02, eta: 11:59:01, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 0.6186, loss: 0.6186 +2024-07-17 04:47:51,661 - pyskl - INFO - Epoch [78][800/2506] lr: 1.189e-02, eta: 11:58:37, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 0.6405, loss: 0.6405 +2024-07-17 04:48:14,771 - pyskl - INFO - Epoch [78][900/2506] lr: 1.188e-02, eta: 11:58:13, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 0.5682, loss: 0.5682 +2024-07-17 04:48:37,868 - pyskl - INFO - Epoch [78][1000/2506] lr: 1.187e-02, eta: 11:57:48, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 0.6315, loss: 0.6315 +2024-07-17 04:49:00,983 - pyskl - INFO - Epoch [78][1100/2506] lr: 1.186e-02, eta: 11:57:24, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 0.6388, loss: 0.6388 +2024-07-17 04:49:24,075 - pyskl - INFO - Epoch [78][1200/2506] lr: 1.185e-02, eta: 11:57:00, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 0.5954, loss: 0.5954 +2024-07-17 04:49:47,182 - pyskl - INFO - Epoch [78][1300/2506] lr: 1.184e-02, eta: 11:56:36, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 0.6129, loss: 0.6129 +2024-07-17 04:50:10,326 - pyskl - INFO - Epoch [78][1400/2506] lr: 1.183e-02, eta: 11:56:12, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 0.6465, loss: 0.6465 +2024-07-17 04:50:33,462 - pyskl - INFO - Epoch [78][1500/2506] lr: 1.182e-02, eta: 11:55:47, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 0.6085, loss: 0.6085 +2024-07-17 04:50:56,635 - pyskl - INFO - Epoch [78][1600/2506] lr: 1.181e-02, eta: 11:55:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 0.6798, loss: 0.6798 +2024-07-17 04:51:19,974 - pyskl - INFO - Epoch [78][1700/2506] lr: 1.180e-02, eta: 11:54:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 0.5752, loss: 0.5752 +2024-07-17 04:51:43,184 - pyskl - INFO - Epoch [78][1800/2506] lr: 1.179e-02, eta: 11:54:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 0.6290, loss: 0.6290 +2024-07-17 04:52:06,291 - pyskl - INFO - Epoch [78][1900/2506] lr: 1.178e-02, eta: 11:54:11, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 0.6038, loss: 0.6038 +2024-07-17 04:52:29,354 - pyskl - INFO - Epoch [78][2000/2506] lr: 1.177e-02, eta: 11:53:47, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 0.6387, loss: 0.6387 +2024-07-17 04:52:52,450 - pyskl - INFO - Epoch [78][2100/2506] lr: 1.176e-02, eta: 11:53:23, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 0.6305, loss: 0.6305 +2024-07-17 04:53:15,460 - pyskl - INFO - Epoch [78][2200/2506] lr: 1.175e-02, eta: 11:52:58, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 0.6044, loss: 0.6044 +2024-07-17 04:53:38,451 - pyskl - INFO - Epoch [78][2300/2506] lr: 1.174e-02, eta: 11:52:34, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 0.6134, loss: 0.6134 +2024-07-17 04:54:01,505 - pyskl - INFO - Epoch [78][2400/2506] lr: 1.173e-02, eta: 11:52:10, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 0.5789, loss: 0.5789 +2024-07-17 04:54:24,523 - pyskl - INFO - Epoch [78][2500/2506] lr: 1.172e-02, eta: 11:51:45, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 0.6261, loss: 0.6261 +2024-07-17 04:54:26,307 - pyskl - INFO - Saving checkpoint at 78 epochs +2024-07-17 04:55:42,515 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 04:55:42,583 - pyskl - INFO - +top1_acc 0.8124 +top5_acc 0.9717 +2024-07-17 04:55:42,586 - pyskl - INFO - Epoch(val) [78][1031] top1_acc: 0.8124, top5_acc: 0.9717 +2024-07-17 04:56:24,039 - pyskl - INFO - Epoch [79][100/2506] lr: 1.170e-02, eta: 11:51:35, time: 0.414, data_time: 0.179, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9888, loss_cls: 0.6268, loss: 0.6268 +2024-07-17 04:56:47,360 - pyskl - INFO - Epoch [79][200/2506] lr: 1.169e-02, eta: 11:51:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9931, loss_cls: 0.5200, loss: 0.5200 +2024-07-17 04:57:10,450 - pyskl - INFO - Epoch [79][300/2506] lr: 1.168e-02, eta: 11:50:47, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 0.5644, loss: 0.5644 +2024-07-17 04:57:33,672 - pyskl - INFO - Epoch [79][400/2506] lr: 1.167e-02, eta: 11:50:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 0.5121, loss: 0.5121 +2024-07-17 04:57:56,822 - pyskl - INFO - Epoch [79][500/2506] lr: 1.166e-02, eta: 11:49:59, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 0.4929, loss: 0.4929 +2024-07-17 04:58:19,892 - pyskl - INFO - Epoch [79][600/2506] lr: 1.165e-02, eta: 11:49:35, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 0.5217, loss: 0.5217 +2024-07-17 04:58:42,944 - pyskl - INFO - Epoch [79][700/2506] lr: 1.164e-02, eta: 11:49:11, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 0.5954, loss: 0.5954 +2024-07-17 04:59:06,033 - pyskl - INFO - Epoch [79][800/2506] lr: 1.163e-02, eta: 11:48:46, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9831, loss_cls: 0.5797, loss: 0.5797 +2024-07-17 04:59:29,106 - pyskl - INFO - Epoch [79][900/2506] lr: 1.162e-02, eta: 11:48:22, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 0.5292, loss: 0.5292 +2024-07-17 04:59:52,104 - pyskl - INFO - Epoch [79][1000/2506] lr: 1.161e-02, eta: 11:47:58, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 0.5825, loss: 0.5825 +2024-07-17 05:00:15,104 - pyskl - INFO - Epoch [79][1100/2506] lr: 1.160e-02, eta: 11:47:34, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 0.6517, loss: 0.6517 +2024-07-17 05:00:38,143 - pyskl - INFO - Epoch [79][1200/2506] lr: 1.159e-02, eta: 11:47:09, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9938, loss_cls: 0.5784, loss: 0.5784 +2024-07-17 05:01:01,158 - pyskl - INFO - Epoch [79][1300/2506] lr: 1.158e-02, eta: 11:46:45, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9925, loss_cls: 0.6014, loss: 0.6014 +2024-07-17 05:01:24,261 - pyskl - INFO - Epoch [79][1400/2506] lr: 1.157e-02, eta: 11:46:21, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9906, loss_cls: 0.5982, loss: 0.5982 +2024-07-17 05:01:47,325 - pyskl - INFO - Epoch [79][1500/2506] lr: 1.156e-02, eta: 11:45:57, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 0.5179, loss: 0.5179 +2024-07-17 05:02:10,386 - pyskl - INFO - Epoch [79][1600/2506] lr: 1.155e-02, eta: 11:45:32, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 0.5706, loss: 0.5706 +2024-07-17 05:02:33,821 - pyskl - INFO - Epoch [79][1700/2506] lr: 1.154e-02, eta: 11:45:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 0.6304, loss: 0.6304 +2024-07-17 05:02:57,148 - pyskl - INFO - Epoch [79][1800/2506] lr: 1.153e-02, eta: 11:44:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 0.5981, loss: 0.5981 +2024-07-17 05:03:20,358 - pyskl - INFO - Epoch [79][1900/2506] lr: 1.152e-02, eta: 11:44:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 0.5898, loss: 0.5898 +2024-07-17 05:03:43,554 - pyskl - INFO - Epoch [79][2000/2506] lr: 1.151e-02, eta: 11:43:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 0.5899, loss: 0.5899 +2024-07-17 05:04:06,668 - pyskl - INFO - Epoch [79][2100/2506] lr: 1.150e-02, eta: 11:43:32, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9800, loss_cls: 0.6229, loss: 0.6229 +2024-07-17 05:04:29,814 - pyskl - INFO - Epoch [79][2200/2506] lr: 1.149e-02, eta: 11:43:08, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 0.6176, loss: 0.6176 +2024-07-17 05:04:52,952 - pyskl - INFO - Epoch [79][2300/2506] lr: 1.148e-02, eta: 11:42:44, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9894, loss_cls: 0.6364, loss: 0.6364 +2024-07-17 05:05:16,051 - pyskl - INFO - Epoch [79][2400/2506] lr: 1.147e-02, eta: 11:42:20, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 0.6178, loss: 0.6178 +2024-07-17 05:05:39,156 - pyskl - INFO - Epoch [79][2500/2506] lr: 1.145e-02, eta: 11:41:55, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 0.6254, loss: 0.6254 +2024-07-17 05:05:40,952 - pyskl - INFO - Saving checkpoint at 79 epochs +2024-07-17 05:06:57,654 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 05:06:57,721 - pyskl - INFO - +top1_acc 0.8189 +top5_acc 0.9672 +2024-07-17 05:06:57,724 - pyskl - INFO - Epoch(val) [79][1031] top1_acc: 0.8189, top5_acc: 0.9672 +2024-07-17 05:07:39,439 - pyskl - INFO - Epoch [80][100/2506] lr: 1.144e-02, eta: 11:41:45, time: 0.417, data_time: 0.181, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 0.5687, loss: 0.5687 +2024-07-17 05:08:02,540 - pyskl - INFO - Epoch [80][200/2506] lr: 1.143e-02, eta: 11:41:21, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9925, loss_cls: 0.5155, loss: 0.5155 +2024-07-17 05:08:25,675 - pyskl - INFO - Epoch [80][300/2506] lr: 1.142e-02, eta: 11:40:57, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 0.5265, loss: 0.5265 +2024-07-17 05:08:48,775 - pyskl - INFO - Epoch [80][400/2506] lr: 1.141e-02, eta: 11:40:33, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 0.5216, loss: 0.5216 +2024-07-17 05:09:11,902 - pyskl - INFO - Epoch [80][500/2506] lr: 1.140e-02, eta: 11:40:09, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9900, loss_cls: 0.5522, loss: 0.5522 +2024-07-17 05:09:35,024 - pyskl - INFO - Epoch [80][600/2506] lr: 1.139e-02, eta: 11:39:44, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9931, loss_cls: 0.5719, loss: 0.5719 +2024-07-17 05:09:58,167 - pyskl - INFO - Epoch [80][700/2506] lr: 1.138e-02, eta: 11:39:20, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9900, loss_cls: 0.6379, loss: 0.6379 +2024-07-17 05:10:21,271 - pyskl - INFO - Epoch [80][800/2506] lr: 1.137e-02, eta: 11:38:56, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 0.6387, loss: 0.6387 +2024-07-17 05:10:44,376 - pyskl - INFO - Epoch [80][900/2506] lr: 1.136e-02, eta: 11:38:32, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 0.5289, loss: 0.5289 +2024-07-17 05:11:07,498 - pyskl - INFO - Epoch [80][1000/2506] lr: 1.135e-02, eta: 11:38:08, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 0.6039, loss: 0.6039 +2024-07-17 05:11:30,652 - pyskl - INFO - Epoch [80][1100/2506] lr: 1.134e-02, eta: 11:37:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 0.5528, loss: 0.5528 +2024-07-17 05:11:53,822 - pyskl - INFO - Epoch [80][1200/2506] lr: 1.133e-02, eta: 11:37:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 0.5783, loss: 0.5783 +2024-07-17 05:12:16,955 - pyskl - INFO - Epoch [80][1300/2506] lr: 1.132e-02, eta: 11:36:55, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 0.6082, loss: 0.6082 +2024-07-17 05:12:40,364 - pyskl - INFO - Epoch [80][1400/2506] lr: 1.131e-02, eta: 11:36:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9912, loss_cls: 0.5746, loss: 0.5746 +2024-07-17 05:13:04,009 - pyskl - INFO - Epoch [80][1500/2506] lr: 1.130e-02, eta: 11:36:08, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 0.5913, loss: 0.5913 +2024-07-17 05:13:27,597 - pyskl - INFO - Epoch [80][1600/2506] lr: 1.129e-02, eta: 11:35:44, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9912, loss_cls: 0.5967, loss: 0.5967 +2024-07-17 05:13:50,960 - pyskl - INFO - Epoch [80][1700/2506] lr: 1.128e-02, eta: 11:35:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 0.5852, loss: 0.5852 +2024-07-17 05:14:14,138 - pyskl - INFO - Epoch [80][1800/2506] lr: 1.127e-02, eta: 11:34:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9819, loss_cls: 0.5874, loss: 0.5874 +2024-07-17 05:14:37,290 - pyskl - INFO - Epoch [80][1900/2506] lr: 1.126e-02, eta: 11:34:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9781, loss_cls: 0.7073, loss: 0.7073 +2024-07-17 05:15:00,490 - pyskl - INFO - Epoch [80][2000/2506] lr: 1.125e-02, eta: 11:34:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9900, loss_cls: 0.5738, loss: 0.5738 +2024-07-17 05:15:23,676 - pyskl - INFO - Epoch [80][2100/2506] lr: 1.124e-02, eta: 11:33:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 0.5409, loss: 0.5409 +2024-07-17 05:15:46,852 - pyskl - INFO - Epoch [80][2200/2506] lr: 1.123e-02, eta: 11:33:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 0.6309, loss: 0.6309 +2024-07-17 05:16:10,107 - pyskl - INFO - Epoch [80][2300/2506] lr: 1.121e-02, eta: 11:32:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 0.5524, loss: 0.5524 +2024-07-17 05:16:33,205 - pyskl - INFO - Epoch [80][2400/2506] lr: 1.120e-02, eta: 11:32:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 0.6439, loss: 0.6439 +2024-07-17 05:16:56,296 - pyskl - INFO - Epoch [80][2500/2506] lr: 1.119e-02, eta: 11:32:07, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 0.6480, loss: 0.6480 +2024-07-17 05:16:58,097 - pyskl - INFO - Saving checkpoint at 80 epochs +2024-07-17 05:18:14,528 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 05:18:14,595 - pyskl - INFO - +top1_acc 0.8161 +top5_acc 0.9682 +2024-07-17 05:18:14,597 - pyskl - INFO - Epoch(val) [80][1031] top1_acc: 0.8161, top5_acc: 0.9682 +2024-07-17 05:18:56,307 - pyskl - INFO - Epoch [81][100/2506] lr: 1.118e-02, eta: 11:31:56, time: 0.417, data_time: 0.180, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 0.5721, loss: 0.5721 +2024-07-17 05:19:19,473 - pyskl - INFO - Epoch [81][200/2506] lr: 1.117e-02, eta: 11:31:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 0.5645, loss: 0.5645 +2024-07-17 05:19:42,549 - pyskl - INFO - Epoch [81][300/2506] lr: 1.116e-02, eta: 11:31:08, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9850, loss_cls: 0.5554, loss: 0.5554 +2024-07-17 05:20:05,805 - pyskl - INFO - Epoch [81][400/2506] lr: 1.115e-02, eta: 11:30:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 0.5741, loss: 0.5741 +2024-07-17 05:20:29,254 - pyskl - INFO - Epoch [81][500/2506] lr: 1.114e-02, eta: 11:30:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9944, loss_cls: 0.5393, loss: 0.5393 +2024-07-17 05:20:52,633 - pyskl - INFO - Epoch [81][600/2506] lr: 1.113e-02, eta: 11:29:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 0.5141, loss: 0.5141 +2024-07-17 05:21:15,666 - pyskl - INFO - Epoch [81][700/2506] lr: 1.112e-02, eta: 11:29:32, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 0.5479, loss: 0.5479 +2024-07-17 05:21:38,773 - pyskl - INFO - Epoch [81][800/2506] lr: 1.111e-02, eta: 11:29:08, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 0.5496, loss: 0.5496 +2024-07-17 05:22:01,893 - pyskl - INFO - Epoch [81][900/2506] lr: 1.110e-02, eta: 11:28:44, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 0.5450, loss: 0.5450 +2024-07-17 05:22:24,925 - pyskl - INFO - Epoch [81][1000/2506] lr: 1.109e-02, eta: 11:28:19, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 0.5374, loss: 0.5374 +2024-07-17 05:22:47,953 - pyskl - INFO - Epoch [81][1100/2506] lr: 1.108e-02, eta: 11:27:55, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 0.5310, loss: 0.5310 +2024-07-17 05:23:11,021 - pyskl - INFO - Epoch [81][1200/2506] lr: 1.107e-02, eta: 11:27:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 0.6406, loss: 0.6406 +2024-07-17 05:23:34,124 - pyskl - INFO - Epoch [81][1300/2506] lr: 1.106e-02, eta: 11:27:07, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 0.6108, loss: 0.6108 +2024-07-17 05:23:57,274 - pyskl - INFO - Epoch [81][1400/2506] lr: 1.105e-02, eta: 11:26:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 0.5394, loss: 0.5394 +2024-07-17 05:24:20,400 - pyskl - INFO - Epoch [81][1500/2506] lr: 1.104e-02, eta: 11:26:19, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9912, loss_cls: 0.6123, loss: 0.6123 +2024-07-17 05:24:43,517 - pyskl - INFO - Epoch [81][1600/2506] lr: 1.103e-02, eta: 11:25:54, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 0.5811, loss: 0.5811 +2024-07-17 05:25:06,731 - pyskl - INFO - Epoch [81][1700/2506] lr: 1.102e-02, eta: 11:25:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9838, loss_cls: 0.5923, loss: 0.5923 +2024-07-17 05:25:29,948 - pyskl - INFO - Epoch [81][1800/2506] lr: 1.101e-02, eta: 11:25:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 0.6296, loss: 0.6296 +2024-07-17 05:25:53,102 - pyskl - INFO - Epoch [81][1900/2506] lr: 1.100e-02, eta: 11:24:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 0.5955, loss: 0.5955 +2024-07-17 05:26:16,253 - pyskl - INFO - Epoch [81][2000/2506] lr: 1.099e-02, eta: 11:24:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 0.6115, loss: 0.6115 +2024-07-17 05:26:39,291 - pyskl - INFO - Epoch [81][2100/2506] lr: 1.098e-02, eta: 11:23:54, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 0.6488, loss: 0.6488 +2024-07-17 05:27:02,375 - pyskl - INFO - Epoch [81][2200/2506] lr: 1.097e-02, eta: 11:23:30, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 0.5861, loss: 0.5861 +2024-07-17 05:27:25,496 - pyskl - INFO - Epoch [81][2300/2506] lr: 1.095e-02, eta: 11:23:05, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 0.6077, loss: 0.6077 +2024-07-17 05:27:48,827 - pyskl - INFO - Epoch [81][2400/2506] lr: 1.094e-02, eta: 11:22:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 0.5339, loss: 0.5339 +2024-07-17 05:28:12,101 - pyskl - INFO - Epoch [81][2500/2506] lr: 1.093e-02, eta: 11:22:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 0.5644, loss: 0.5644 +2024-07-17 05:28:13,912 - pyskl - INFO - Saving checkpoint at 81 epochs +2024-07-17 05:29:30,453 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 05:29:30,520 - pyskl - INFO - +top1_acc 0.8191 +top5_acc 0.9685 +2024-07-17 05:29:30,522 - pyskl - INFO - Epoch(val) [81][1031] top1_acc: 0.8191, top5_acc: 0.9685 +2024-07-17 05:30:11,982 - pyskl - INFO - Epoch [82][100/2506] lr: 1.092e-02, eta: 11:22:06, time: 0.415, data_time: 0.179, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 0.4968, loss: 0.4968 +2024-07-17 05:30:34,954 - pyskl - INFO - Epoch [82][200/2506] lr: 1.091e-02, eta: 11:21:42, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 0.5099, loss: 0.5099 +2024-07-17 05:30:57,956 - pyskl - INFO - Epoch [82][300/2506] lr: 1.090e-02, eta: 11:21:18, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9931, loss_cls: 0.5432, loss: 0.5432 +2024-07-17 05:31:20,963 - pyskl - INFO - Epoch [82][400/2506] lr: 1.089e-02, eta: 11:20:53, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 0.5005, loss: 0.5005 +2024-07-17 05:31:44,164 - pyskl - INFO - Epoch [82][500/2506] lr: 1.088e-02, eta: 11:20:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9862, loss_cls: 0.5418, loss: 0.5418 +2024-07-17 05:32:07,394 - pyskl - INFO - Epoch [82][600/2506] lr: 1.087e-02, eta: 11:20:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9788, loss_cls: 0.6327, loss: 0.6327 +2024-07-17 05:32:30,702 - pyskl - INFO - Epoch [82][700/2506] lr: 1.086e-02, eta: 11:19:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 0.5181, loss: 0.5181 +2024-07-17 05:32:53,949 - pyskl - INFO - Epoch [82][800/2506] lr: 1.085e-02, eta: 11:19:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 0.5516, loss: 0.5516 +2024-07-17 05:33:17,223 - pyskl - INFO - Epoch [82][900/2506] lr: 1.084e-02, eta: 11:18:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 0.5265, loss: 0.5265 +2024-07-17 05:33:40,417 - pyskl - INFO - Epoch [82][1000/2506] lr: 1.083e-02, eta: 11:18:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 0.5902, loss: 0.5902 +2024-07-17 05:34:03,574 - pyskl - INFO - Epoch [82][1100/2506] lr: 1.082e-02, eta: 11:18:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 0.5263, loss: 0.5263 +2024-07-17 05:34:26,685 - pyskl - INFO - Epoch [82][1200/2506] lr: 1.081e-02, eta: 11:17:41, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 0.5560, loss: 0.5560 +2024-07-17 05:34:49,794 - pyskl - INFO - Epoch [82][1300/2506] lr: 1.080e-02, eta: 11:17:17, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 0.5745, loss: 0.5745 +2024-07-17 05:35:12,939 - pyskl - INFO - Epoch [82][1400/2506] lr: 1.079e-02, eta: 11:16:53, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 0.4994, loss: 0.4994 +2024-07-17 05:35:36,186 - pyskl - INFO - Epoch [82][1500/2506] lr: 1.078e-02, eta: 11:16:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9831, loss_cls: 0.5808, loss: 0.5808 +2024-07-17 05:35:59,489 - pyskl - INFO - Epoch [82][1600/2506] lr: 1.077e-02, eta: 11:16:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 0.5461, loss: 0.5461 +2024-07-17 05:36:22,668 - pyskl - INFO - Epoch [82][1700/2506] lr: 1.076e-02, eta: 11:15:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9844, loss_cls: 0.5750, loss: 0.5750 +2024-07-17 05:36:45,909 - pyskl - INFO - Epoch [82][1800/2506] lr: 1.075e-02, eta: 11:15:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 0.5978, loss: 0.5978 +2024-07-17 05:37:09,018 - pyskl - INFO - Epoch [82][1900/2506] lr: 1.074e-02, eta: 11:14:52, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 0.6461, loss: 0.6461 +2024-07-17 05:37:32,080 - pyskl - INFO - Epoch [82][2000/2506] lr: 1.073e-02, eta: 11:14:28, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 0.5891, loss: 0.5891 +2024-07-17 05:37:55,115 - pyskl - INFO - Epoch [82][2100/2506] lr: 1.072e-02, eta: 11:14:04, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 0.5523, loss: 0.5523 +2024-07-17 05:38:18,123 - pyskl - INFO - Epoch [82][2200/2506] lr: 1.071e-02, eta: 11:13:40, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 0.5772, loss: 0.5772 +2024-07-17 05:38:41,144 - pyskl - INFO - Epoch [82][2300/2506] lr: 1.070e-02, eta: 11:13:15, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 0.5783, loss: 0.5783 +2024-07-17 05:39:04,167 - pyskl - INFO - Epoch [82][2400/2506] lr: 1.069e-02, eta: 11:12:51, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 0.5724, loss: 0.5724 +2024-07-17 05:39:27,260 - pyskl - INFO - Epoch [82][2500/2506] lr: 1.067e-02, eta: 11:12:27, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9894, loss_cls: 0.6181, loss: 0.6181 +2024-07-17 05:39:29,038 - pyskl - INFO - Saving checkpoint at 82 epochs +2024-07-17 05:40:45,599 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 05:40:45,670 - pyskl - INFO - +top1_acc 0.8118 +top5_acc 0.9688 +2024-07-17 05:40:45,673 - pyskl - INFO - Epoch(val) [82][1031] top1_acc: 0.8118, top5_acc: 0.9688 +2024-07-17 05:41:27,273 - pyskl - INFO - Epoch [83][100/2506] lr: 1.066e-02, eta: 11:12:16, time: 0.416, data_time: 0.180, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9869, loss_cls: 0.5315, loss: 0.5315 +2024-07-17 05:41:50,462 - pyskl - INFO - Epoch [83][200/2506] lr: 1.065e-02, eta: 11:11:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 0.5017, loss: 0.5017 +2024-07-17 05:42:13,757 - pyskl - INFO - Epoch [83][300/2506] lr: 1.064e-02, eta: 11:11:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 0.5013, loss: 0.5013 +2024-07-17 05:42:37,032 - pyskl - INFO - Epoch [83][400/2506] lr: 1.063e-02, eta: 11:11:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 0.5720, loss: 0.5720 +2024-07-17 05:43:00,312 - pyskl - INFO - Epoch [83][500/2506] lr: 1.062e-02, eta: 11:10:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 0.5722, loss: 0.5722 +2024-07-17 05:43:23,524 - pyskl - INFO - Epoch [83][600/2506] lr: 1.061e-02, eta: 11:10:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 0.5314, loss: 0.5314 +2024-07-17 05:43:46,720 - pyskl - INFO - Epoch [83][700/2506] lr: 1.060e-02, eta: 11:09:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9875, loss_cls: 0.5028, loss: 0.5028 +2024-07-17 05:44:09,900 - pyskl - INFO - Epoch [83][800/2506] lr: 1.059e-02, eta: 11:09:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 0.5369, loss: 0.5369 +2024-07-17 05:44:33,126 - pyskl - INFO - Epoch [83][900/2506] lr: 1.058e-02, eta: 11:09:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 0.5886, loss: 0.5886 +2024-07-17 05:44:56,262 - pyskl - INFO - Epoch [83][1000/2506] lr: 1.057e-02, eta: 11:08:39, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 0.5244, loss: 0.5244 +2024-07-17 05:45:19,385 - pyskl - INFO - Epoch [83][1100/2506] lr: 1.056e-02, eta: 11:08:15, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 0.5408, loss: 0.5408 +2024-07-17 05:45:42,554 - pyskl - INFO - Epoch [83][1200/2506] lr: 1.055e-02, eta: 11:07:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 0.5229, loss: 0.5229 +2024-07-17 05:46:05,671 - pyskl - INFO - Epoch [83][1300/2506] lr: 1.054e-02, eta: 11:07:27, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 0.5285, loss: 0.5285 +2024-07-17 05:46:28,879 - pyskl - INFO - Epoch [83][1400/2506] lr: 1.053e-02, eta: 11:07:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 0.5991, loss: 0.5991 +2024-07-17 05:46:52,022 - pyskl - INFO - Epoch [83][1500/2506] lr: 1.052e-02, eta: 11:06:38, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9894, loss_cls: 0.6312, loss: 0.6312 +2024-07-17 05:47:15,061 - pyskl - INFO - Epoch [83][1600/2506] lr: 1.051e-02, eta: 11:06:14, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 0.5139, loss: 0.5139 +2024-07-17 05:47:38,347 - pyskl - INFO - Epoch [83][1700/2506] lr: 1.050e-02, eta: 11:05:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 0.5639, loss: 0.5639 +2024-07-17 05:48:01,514 - pyskl - INFO - Epoch [83][1800/2506] lr: 1.049e-02, eta: 11:05:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 0.5478, loss: 0.5478 +2024-07-17 05:48:24,633 - pyskl - INFO - Epoch [83][1900/2506] lr: 1.048e-02, eta: 11:05:02, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 0.5361, loss: 0.5361 +2024-07-17 05:48:47,766 - pyskl - INFO - Epoch [83][2000/2506] lr: 1.047e-02, eta: 11:04:38, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 0.5472, loss: 0.5472 +2024-07-17 05:49:11,141 - pyskl - INFO - Epoch [83][2100/2506] lr: 1.046e-02, eta: 11:04:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 0.5552, loss: 0.5552 +2024-07-17 05:49:34,321 - pyskl - INFO - Epoch [83][2200/2506] lr: 1.045e-02, eta: 11:03:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9925, loss_cls: 0.5990, loss: 0.5990 +2024-07-17 05:49:57,548 - pyskl - INFO - Epoch [83][2300/2506] lr: 1.044e-02, eta: 11:03:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9938, loss_cls: 0.5522, loss: 0.5522 +2024-07-17 05:50:20,699 - pyskl - INFO - Epoch [83][2400/2506] lr: 1.043e-02, eta: 11:03:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 0.5610, loss: 0.5610 +2024-07-17 05:50:43,893 - pyskl - INFO - Epoch [83][2500/2506] lr: 1.042e-02, eta: 11:02:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 0.5987, loss: 0.5987 +2024-07-17 05:50:45,698 - pyskl - INFO - Saving checkpoint at 83 epochs +2024-07-17 05:52:02,462 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 05:52:02,528 - pyskl - INFO - +top1_acc 0.8234 +top5_acc 0.9692 +2024-07-17 05:52:02,530 - pyskl - INFO - Epoch(val) [83][1031] top1_acc: 0.8234, top5_acc: 0.9692 +2024-07-17 05:52:44,305 - pyskl - INFO - Epoch [84][100/2506] lr: 1.041e-02, eta: 11:02:26, time: 0.418, data_time: 0.183, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9919, loss_cls: 0.5279, loss: 0.5279 +2024-07-17 05:53:07,462 - pyskl - INFO - Epoch [84][200/2506] lr: 1.039e-02, eta: 11:02:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9944, loss_cls: 0.4994, loss: 0.4994 +2024-07-17 05:53:30,642 - pyskl - INFO - Epoch [84][300/2506] lr: 1.038e-02, eta: 11:01:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 0.5353, loss: 0.5353 +2024-07-17 05:53:53,732 - pyskl - INFO - Epoch [84][400/2506] lr: 1.037e-02, eta: 11:01:14, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9925, loss_cls: 0.5570, loss: 0.5570 +2024-07-17 05:54:16,883 - pyskl - INFO - Epoch [84][500/2506] lr: 1.036e-02, eta: 11:00:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 0.5201, loss: 0.5201 +2024-07-17 05:54:40,038 - pyskl - INFO - Epoch [84][600/2506] lr: 1.035e-02, eta: 11:00:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 0.5046, loss: 0.5046 +2024-07-17 05:55:03,269 - pyskl - INFO - Epoch [84][700/2506] lr: 1.034e-02, eta: 11:00:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 0.5569, loss: 0.5569 +2024-07-17 05:55:26,385 - pyskl - INFO - Epoch [84][800/2506] lr: 1.033e-02, eta: 10:59:37, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 0.5667, loss: 0.5667 +2024-07-17 05:55:49,510 - pyskl - INFO - Epoch [84][900/2506] lr: 1.032e-02, eta: 10:59:13, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 0.5715, loss: 0.5715 +2024-07-17 05:56:12,673 - pyskl - INFO - Epoch [84][1000/2506] lr: 1.031e-02, eta: 10:58:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 0.5730, loss: 0.5730 +2024-07-17 05:56:35,982 - pyskl - INFO - Epoch [84][1100/2506] lr: 1.030e-02, eta: 10:58:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 0.4972, loss: 0.4972 +2024-07-17 05:56:59,166 - pyskl - INFO - Epoch [84][1200/2506] lr: 1.029e-02, eta: 10:58:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 0.5343, loss: 0.5343 +2024-07-17 05:57:22,322 - pyskl - INFO - Epoch [84][1300/2506] lr: 1.028e-02, eta: 10:57:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 0.5389, loss: 0.5389 +2024-07-17 05:57:45,487 - pyskl - INFO - Epoch [84][1400/2506] lr: 1.027e-02, eta: 10:57:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9938, loss_cls: 0.5237, loss: 0.5237 +2024-07-17 05:58:08,798 - pyskl - INFO - Epoch [84][1500/2506] lr: 1.026e-02, eta: 10:56:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 0.5487, loss: 0.5487 +2024-07-17 05:58:32,121 - pyskl - INFO - Epoch [84][1600/2506] lr: 1.025e-02, eta: 10:56:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 0.5340, loss: 0.5340 +2024-07-17 05:58:55,162 - pyskl - INFO - Epoch [84][1700/2506] lr: 1.024e-02, eta: 10:56:01, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 0.5963, loss: 0.5963 +2024-07-17 05:59:18,361 - pyskl - INFO - Epoch [84][1800/2506] lr: 1.023e-02, eta: 10:55:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9906, loss_cls: 0.5604, loss: 0.5604 +2024-07-17 05:59:41,365 - pyskl - INFO - Epoch [84][1900/2506] lr: 1.022e-02, eta: 10:55:12, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 0.5974, loss: 0.5974 +2024-07-17 06:00:04,454 - pyskl - INFO - Epoch [84][2000/2506] lr: 1.021e-02, eta: 10:54:48, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 0.6197, loss: 0.6197 +2024-07-17 06:00:27,549 - pyskl - INFO - Epoch [84][2100/2506] lr: 1.020e-02, eta: 10:54:24, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 0.5183, loss: 0.5183 +2024-07-17 06:00:50,656 - pyskl - INFO - Epoch [84][2200/2506] lr: 1.019e-02, eta: 10:54:00, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 0.5647, loss: 0.5647 +2024-07-17 06:01:13,694 - pyskl - INFO - Epoch [84][2300/2506] lr: 1.018e-02, eta: 10:53:36, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 0.5812, loss: 0.5812 +2024-07-17 06:01:36,767 - pyskl - INFO - Epoch [84][2400/2506] lr: 1.017e-02, eta: 10:53:11, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 0.5852, loss: 0.5852 +2024-07-17 06:01:59,797 - pyskl - INFO - Epoch [84][2500/2506] lr: 1.016e-02, eta: 10:52:47, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 0.5552, loss: 0.5552 +2024-07-17 06:02:01,580 - pyskl - INFO - Saving checkpoint at 84 epochs +2024-07-17 06:03:17,452 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 06:03:17,518 - pyskl - INFO - +top1_acc 0.8086 +top5_acc 0.9691 +2024-07-17 06:03:17,521 - pyskl - INFO - Epoch(val) [84][1031] top1_acc: 0.8086, top5_acc: 0.9691 +2024-07-17 06:03:58,918 - pyskl - INFO - Epoch [85][100/2506] lr: 1.015e-02, eta: 10:52:35, time: 0.414, data_time: 0.178, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 0.5268, loss: 0.5268 +2024-07-17 06:04:21,959 - pyskl - INFO - Epoch [85][200/2506] lr: 1.014e-02, eta: 10:52:11, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9944, loss_cls: 0.4838, loss: 0.4838 +2024-07-17 06:04:44,989 - pyskl - INFO - Epoch [85][300/2506] lr: 1.013e-02, eta: 10:51:47, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 0.4810, loss: 0.4810 +2024-07-17 06:05:08,022 - pyskl - INFO - Epoch [85][400/2506] lr: 1.012e-02, eta: 10:51:22, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 0.4866, loss: 0.4866 +2024-07-17 06:05:31,102 - pyskl - INFO - Epoch [85][500/2506] lr: 1.011e-02, eta: 10:50:58, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 0.5160, loss: 0.5160 +2024-07-17 06:05:54,243 - pyskl - INFO - Epoch [85][600/2506] lr: 1.010e-02, eta: 10:50:34, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 0.4924, loss: 0.4924 +2024-07-17 06:06:17,300 - pyskl - INFO - Epoch [85][700/2506] lr: 1.009e-02, eta: 10:50:10, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 0.5523, loss: 0.5523 +2024-07-17 06:06:40,365 - pyskl - INFO - Epoch [85][800/2506] lr: 1.008e-02, eta: 10:49:46, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 0.5171, loss: 0.5171 +2024-07-17 06:07:03,453 - pyskl - INFO - Epoch [85][900/2506] lr: 1.007e-02, eta: 10:49:22, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 0.5453, loss: 0.5453 +2024-07-17 06:07:26,491 - pyskl - INFO - Epoch [85][1000/2506] lr: 1.006e-02, eta: 10:48:57, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 0.5610, loss: 0.5610 +2024-07-17 06:07:49,527 - pyskl - INFO - Epoch [85][1100/2506] lr: 1.005e-02, eta: 10:48:33, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 0.5299, loss: 0.5299 +2024-07-17 06:08:12,615 - pyskl - INFO - Epoch [85][1200/2506] lr: 1.003e-02, eta: 10:48:09, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9862, loss_cls: 0.5647, loss: 0.5647 +2024-07-17 06:08:35,742 - pyskl - INFO - Epoch [85][1300/2506] lr: 1.002e-02, eta: 10:47:45, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 0.5406, loss: 0.5406 +2024-07-17 06:08:58,798 - pyskl - INFO - Epoch [85][1400/2506] lr: 1.001e-02, eta: 10:47:21, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 0.5278, loss: 0.5278 +2024-07-17 06:09:21,946 - pyskl - INFO - Epoch [85][1500/2506] lr: 1.000e-02, eta: 10:46:57, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 0.5903, loss: 0.5903 +2024-07-17 06:09:45,057 - pyskl - INFO - Epoch [85][1600/2506] lr: 9.994e-03, eta: 10:46:33, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9831, loss_cls: 0.5705, loss: 0.5705 +2024-07-17 06:10:08,182 - pyskl - INFO - Epoch [85][1700/2506] lr: 9.984e-03, eta: 10:46:08, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 0.5464, loss: 0.5464 +2024-07-17 06:10:31,359 - pyskl - INFO - Epoch [85][1800/2506] lr: 9.973e-03, eta: 10:45:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9862, loss_cls: 0.5368, loss: 0.5368 +2024-07-17 06:10:54,546 - pyskl - INFO - Epoch [85][1900/2506] lr: 9.963e-03, eta: 10:45:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 0.5495, loss: 0.5495 +2024-07-17 06:11:17,710 - pyskl - INFO - Epoch [85][2000/2506] lr: 9.953e-03, eta: 10:44:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 0.5520, loss: 0.5520 +2024-07-17 06:11:40,889 - pyskl - INFO - Epoch [85][2100/2506] lr: 9.943e-03, eta: 10:44:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9875, loss_cls: 0.4964, loss: 0.4964 +2024-07-17 06:12:04,064 - pyskl - INFO - Epoch [85][2200/2506] lr: 9.932e-03, eta: 10:44:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 0.4907, loss: 0.4907 +2024-07-17 06:12:27,238 - pyskl - INFO - Epoch [85][2300/2506] lr: 9.922e-03, eta: 10:43:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 0.5561, loss: 0.5561 +2024-07-17 06:12:50,502 - pyskl - INFO - Epoch [85][2400/2506] lr: 9.912e-03, eta: 10:43:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 0.5953, loss: 0.5953 +2024-07-17 06:13:13,734 - pyskl - INFO - Epoch [85][2500/2506] lr: 9.902e-03, eta: 10:42:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 0.5912, loss: 0.5912 +2024-07-17 06:13:15,580 - pyskl - INFO - Saving checkpoint at 85 epochs +2024-07-17 06:14:31,797 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 06:14:31,864 - pyskl - INFO - +top1_acc 0.8225 +top5_acc 0.9681 +2024-07-17 06:14:31,866 - pyskl - INFO - Epoch(val) [85][1031] top1_acc: 0.8225, top5_acc: 0.9681 +2024-07-17 06:15:13,408 - pyskl - INFO - Epoch [86][100/2506] lr: 9.891e-03, eta: 10:42:43, time: 0.415, data_time: 0.182, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 0.5190, loss: 0.5190 +2024-07-17 06:15:36,514 - pyskl - INFO - Epoch [86][200/2506] lr: 9.881e-03, eta: 10:42:19, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 0.5345, loss: 0.5345 +2024-07-17 06:15:59,603 - pyskl - INFO - Epoch [86][300/2506] lr: 9.871e-03, eta: 10:41:55, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 0.4920, loss: 0.4920 +2024-07-17 06:16:22,734 - pyskl - INFO - Epoch [86][400/2506] lr: 9.860e-03, eta: 10:41:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 0.4787, loss: 0.4787 +2024-07-17 06:16:45,861 - pyskl - INFO - Epoch [86][500/2506] lr: 9.850e-03, eta: 10:41:07, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 0.4959, loss: 0.4959 +2024-07-17 06:17:08,876 - pyskl - INFO - Epoch [86][600/2506] lr: 9.840e-03, eta: 10:40:43, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 0.4797, loss: 0.4797 +2024-07-17 06:17:31,909 - pyskl - INFO - Epoch [86][700/2506] lr: 9.830e-03, eta: 10:40:19, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 0.5771, loss: 0.5771 +2024-07-17 06:17:54,928 - pyskl - INFO - Epoch [86][800/2506] lr: 9.820e-03, eta: 10:39:54, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 0.5069, loss: 0.5069 +2024-07-17 06:18:17,962 - pyskl - INFO - Epoch [86][900/2506] lr: 9.809e-03, eta: 10:39:30, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 0.5176, loss: 0.5176 +2024-07-17 06:18:40,967 - pyskl - INFO - Epoch [86][1000/2506] lr: 9.799e-03, eta: 10:39:06, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9919, loss_cls: 0.5487, loss: 0.5487 +2024-07-17 06:19:03,994 - pyskl - INFO - Epoch [86][1100/2506] lr: 9.789e-03, eta: 10:38:42, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 0.5713, loss: 0.5713 +2024-07-17 06:19:27,161 - pyskl - INFO - Epoch [86][1200/2506] lr: 9.779e-03, eta: 10:38:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 0.4998, loss: 0.4998 +2024-07-17 06:19:50,362 - pyskl - INFO - Epoch [86][1300/2506] lr: 9.769e-03, eta: 10:37:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 0.5156, loss: 0.5156 +2024-07-17 06:20:13,660 - pyskl - INFO - Epoch [86][1400/2506] lr: 9.758e-03, eta: 10:37:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 0.5734, loss: 0.5734 +2024-07-17 06:20:36,952 - pyskl - INFO - Epoch [86][1500/2506] lr: 9.748e-03, eta: 10:37:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 0.4826, loss: 0.4826 +2024-07-17 06:21:00,097 - pyskl - INFO - Epoch [86][1600/2506] lr: 9.738e-03, eta: 10:36:42, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 0.5245, loss: 0.5245 +2024-07-17 06:21:23,262 - pyskl - INFO - Epoch [86][1700/2506] lr: 9.728e-03, eta: 10:36:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 0.5018, loss: 0.5018 +2024-07-17 06:21:46,346 - pyskl - INFO - Epoch [86][1800/2506] lr: 9.718e-03, eta: 10:35:53, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9894, loss_cls: 0.6066, loss: 0.6066 +2024-07-17 06:22:09,488 - pyskl - INFO - Epoch [86][1900/2506] lr: 9.707e-03, eta: 10:35:29, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 0.5581, loss: 0.5581 +2024-07-17 06:22:32,692 - pyskl - INFO - Epoch [86][2000/2506] lr: 9.697e-03, eta: 10:35:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 0.5387, loss: 0.5387 +2024-07-17 06:22:55,774 - pyskl - INFO - Epoch [86][2100/2506] lr: 9.687e-03, eta: 10:34:41, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 0.5385, loss: 0.5385 +2024-07-17 06:23:18,846 - pyskl - INFO - Epoch [86][2200/2506] lr: 9.677e-03, eta: 10:34:17, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 0.5306, loss: 0.5306 +2024-07-17 06:23:41,834 - pyskl - INFO - Epoch [86][2300/2506] lr: 9.667e-03, eta: 10:33:53, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 0.5297, loss: 0.5297 +2024-07-17 06:24:04,989 - pyskl - INFO - Epoch [86][2400/2506] lr: 9.656e-03, eta: 10:33:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9850, loss_cls: 0.5445, loss: 0.5445 +2024-07-17 06:24:28,163 - pyskl - INFO - Epoch [86][2500/2506] lr: 9.646e-03, eta: 10:33:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 0.5361, loss: 0.5361 +2024-07-17 06:24:29,927 - pyskl - INFO - Saving checkpoint at 86 epochs +2024-07-17 06:25:46,051 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 06:25:46,118 - pyskl - INFO - +top1_acc 0.7995 +top5_acc 0.9648 +2024-07-17 06:25:46,120 - pyskl - INFO - Epoch(val) [86][1031] top1_acc: 0.7995, top5_acc: 0.9648 +2024-07-17 06:26:27,954 - pyskl - INFO - Epoch [87][100/2506] lr: 9.636e-03, eta: 10:32:52, time: 0.418, data_time: 0.183, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 0.5087, loss: 0.5087 +2024-07-17 06:26:50,910 - pyskl - INFO - Epoch [87][200/2506] lr: 9.625e-03, eta: 10:32:28, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 0.5038, loss: 0.5038 +2024-07-17 06:27:13,908 - pyskl - INFO - Epoch [87][300/2506] lr: 9.615e-03, eta: 10:32:03, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9956, loss_cls: 0.4625, loss: 0.4625 +2024-07-17 06:27:36,922 - pyskl - INFO - Epoch [87][400/2506] lr: 9.605e-03, eta: 10:31:39, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9950, loss_cls: 0.4892, loss: 0.4892 +2024-07-17 06:27:59,950 - pyskl - INFO - Epoch [87][500/2506] lr: 9.595e-03, eta: 10:31:15, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 0.4378, loss: 0.4378 +2024-07-17 06:28:23,061 - pyskl - INFO - Epoch [87][600/2506] lr: 9.585e-03, eta: 10:30:51, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 0.5284, loss: 0.5284 +2024-07-17 06:28:46,191 - pyskl - INFO - Epoch [87][700/2506] lr: 9.575e-03, eta: 10:30:27, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9856, loss_cls: 0.4991, loss: 0.4991 +2024-07-17 06:29:09,303 - pyskl - INFO - Epoch [87][800/2506] lr: 9.564e-03, eta: 10:30:03, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 0.5280, loss: 0.5280 +2024-07-17 06:29:32,447 - pyskl - INFO - Epoch [87][900/2506] lr: 9.554e-03, eta: 10:29:39, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 0.5438, loss: 0.5438 +2024-07-17 06:29:55,614 - pyskl - INFO - Epoch [87][1000/2506] lr: 9.544e-03, eta: 10:29:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9931, loss_cls: 0.5276, loss: 0.5276 +2024-07-17 06:30:18,857 - pyskl - INFO - Epoch [87][1100/2506] lr: 9.534e-03, eta: 10:28:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9925, loss_cls: 0.4796, loss: 0.4796 +2024-07-17 06:30:41,999 - pyskl - INFO - Epoch [87][1200/2506] lr: 9.524e-03, eta: 10:28:26, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 0.5148, loss: 0.5148 +2024-07-17 06:31:05,106 - pyskl - INFO - Epoch [87][1300/2506] lr: 9.514e-03, eta: 10:28:02, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 0.5434, loss: 0.5434 +2024-07-17 06:31:28,284 - pyskl - INFO - Epoch [87][1400/2506] lr: 9.504e-03, eta: 10:27:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9838, loss_cls: 0.5568, loss: 0.5568 +2024-07-17 06:31:51,506 - pyskl - INFO - Epoch [87][1500/2506] lr: 9.493e-03, eta: 10:27:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 0.4534, loss: 0.4534 +2024-07-17 06:32:14,740 - pyskl - INFO - Epoch [87][1600/2506] lr: 9.483e-03, eta: 10:26:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 0.4972, loss: 0.4972 +2024-07-17 06:32:37,940 - pyskl - INFO - Epoch [87][1700/2506] lr: 9.473e-03, eta: 10:26:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 0.5309, loss: 0.5309 +2024-07-17 06:33:01,211 - pyskl - INFO - Epoch [87][1800/2506] lr: 9.463e-03, eta: 10:26:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 0.4359, loss: 0.4359 +2024-07-17 06:33:24,670 - pyskl - INFO - Epoch [87][1900/2506] lr: 9.453e-03, eta: 10:25:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 0.6026, loss: 0.6026 +2024-07-17 06:33:47,885 - pyskl - INFO - Epoch [87][2000/2506] lr: 9.443e-03, eta: 10:25:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 0.5176, loss: 0.5176 +2024-07-17 06:34:11,016 - pyskl - INFO - Epoch [87][2100/2506] lr: 9.433e-03, eta: 10:24:50, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9881, loss_cls: 0.5148, loss: 0.5148 +2024-07-17 06:34:34,149 - pyskl - INFO - Epoch [87][2200/2506] lr: 9.422e-03, eta: 10:24:26, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9912, loss_cls: 0.5568, loss: 0.5568 +2024-07-17 06:34:57,588 - pyskl - INFO - Epoch [87][2300/2506] lr: 9.412e-03, eta: 10:24:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9850, loss_cls: 0.5594, loss: 0.5594 +2024-07-17 06:35:20,854 - pyskl - INFO - Epoch [87][2400/2506] lr: 9.402e-03, eta: 10:23:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 0.4983, loss: 0.4983 +2024-07-17 06:35:44,027 - pyskl - INFO - Epoch [87][2500/2506] lr: 9.392e-03, eta: 10:23:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 0.6195, loss: 0.6195 +2024-07-17 06:35:45,786 - pyskl - INFO - Saving checkpoint at 87 epochs +2024-07-17 06:37:02,000 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 06:37:02,067 - pyskl - INFO - +top1_acc 0.8103 +top5_acc 0.9639 +2024-07-17 06:37:02,069 - pyskl - INFO - Epoch(val) [87][1031] top1_acc: 0.8103, top5_acc: 0.9639 +2024-07-17 06:37:43,360 - pyskl - INFO - Epoch [88][100/2506] lr: 9.381e-03, eta: 10:23:01, time: 0.413, data_time: 0.177, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 0.4538, loss: 0.4538 +2024-07-17 06:38:06,521 - pyskl - INFO - Epoch [88][200/2506] lr: 9.371e-03, eta: 10:22:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 0.4448, loss: 0.4448 +2024-07-17 06:38:29,696 - pyskl - INFO - Epoch [88][300/2506] lr: 9.361e-03, eta: 10:22:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 0.4756, loss: 0.4756 +2024-07-17 06:38:52,958 - pyskl - INFO - Epoch [88][400/2506] lr: 9.351e-03, eta: 10:21:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 0.4808, loss: 0.4808 +2024-07-17 06:39:16,235 - pyskl - INFO - Epoch [88][500/2506] lr: 9.341e-03, eta: 10:21:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9875, loss_cls: 0.5243, loss: 0.5243 +2024-07-17 06:39:39,417 - pyskl - INFO - Epoch [88][600/2506] lr: 9.331e-03, eta: 10:21:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 0.4967, loss: 0.4967 +2024-07-17 06:40:02,557 - pyskl - INFO - Epoch [88][700/2506] lr: 9.321e-03, eta: 10:20:37, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 0.4707, loss: 0.4707 +2024-07-17 06:40:25,711 - pyskl - INFO - Epoch [88][800/2506] lr: 9.311e-03, eta: 10:20:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9944, loss_cls: 0.5217, loss: 0.5217 +2024-07-17 06:40:48,878 - pyskl - INFO - Epoch [88][900/2506] lr: 9.300e-03, eta: 10:19:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 0.5207, loss: 0.5207 +2024-07-17 06:41:12,070 - pyskl - INFO - Epoch [88][1000/2506] lr: 9.290e-03, eta: 10:19:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 0.5523, loss: 0.5523 +2024-07-17 06:41:35,223 - pyskl - INFO - Epoch [88][1100/2506] lr: 9.280e-03, eta: 10:19:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 0.5062, loss: 0.5062 +2024-07-17 06:41:58,411 - pyskl - INFO - Epoch [88][1200/2506] lr: 9.270e-03, eta: 10:18:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 0.4858, loss: 0.4858 +2024-07-17 06:42:21,565 - pyskl - INFO - Epoch [88][1300/2506] lr: 9.260e-03, eta: 10:18:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 0.4877, loss: 0.4877 +2024-07-17 06:42:44,706 - pyskl - INFO - Epoch [88][1400/2506] lr: 9.250e-03, eta: 10:17:48, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9881, loss_cls: 0.4998, loss: 0.4998 +2024-07-17 06:43:07,942 - pyskl - INFO - Epoch [88][1500/2506] lr: 9.240e-03, eta: 10:17:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 0.4582, loss: 0.4582 +2024-07-17 06:43:31,125 - pyskl - INFO - Epoch [88][1600/2506] lr: 9.230e-03, eta: 10:17:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 0.4923, loss: 0.4923 +2024-07-17 06:43:54,263 - pyskl - INFO - Epoch [88][1700/2506] lr: 9.220e-03, eta: 10:16:36, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 0.4858, loss: 0.4858 +2024-07-17 06:44:17,407 - pyskl - INFO - Epoch [88][1800/2506] lr: 9.210e-03, eta: 10:16:12, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 0.5304, loss: 0.5304 +2024-07-17 06:44:40,787 - pyskl - INFO - Epoch [88][1900/2506] lr: 9.200e-03, eta: 10:15:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9844, loss_cls: 0.5176, loss: 0.5176 +2024-07-17 06:45:04,007 - pyskl - INFO - Epoch [88][2000/2506] lr: 9.190e-03, eta: 10:15:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9856, loss_cls: 0.5553, loss: 0.5553 +2024-07-17 06:45:27,146 - pyskl - INFO - Epoch [88][2100/2506] lr: 9.179e-03, eta: 10:15:00, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9862, loss_cls: 0.5196, loss: 0.5196 +2024-07-17 06:45:50,277 - pyskl - INFO - Epoch [88][2200/2506] lr: 9.169e-03, eta: 10:14:36, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 0.4901, loss: 0.4901 +2024-07-17 06:46:13,409 - pyskl - INFO - Epoch [88][2300/2506] lr: 9.159e-03, eta: 10:14:12, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 0.5411, loss: 0.5411 +2024-07-17 06:46:36,600 - pyskl - INFO - Epoch [88][2400/2506] lr: 9.149e-03, eta: 10:13:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 0.5229, loss: 0.5229 +2024-07-17 06:46:59,860 - pyskl - INFO - Epoch [88][2500/2506] lr: 9.139e-03, eta: 10:13:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 0.5872, loss: 0.5872 +2024-07-17 06:47:01,688 - pyskl - INFO - Saving checkpoint at 88 epochs +2024-07-17 06:48:17,895 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 06:48:17,963 - pyskl - INFO - +top1_acc 0.8250 +top5_acc 0.9696 +2024-07-17 06:48:17,967 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_72.pth was removed +2024-07-17 06:48:18,098 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_88.pth. +2024-07-17 06:48:18,099 - pyskl - INFO - Best top1_acc is 0.8250 at 88 epoch. +2024-07-17 06:48:18,101 - pyskl - INFO - Epoch(val) [88][1031] top1_acc: 0.8250, top5_acc: 0.9696 +2024-07-17 06:48:59,979 - pyskl - INFO - Epoch [89][100/2506] lr: 9.129e-03, eta: 10:13:10, time: 0.419, data_time: 0.183, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 0.4411, loss: 0.4411 +2024-07-17 06:49:23,086 - pyskl - INFO - Epoch [89][200/2506] lr: 9.118e-03, eta: 10:12:46, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 0.4491, loss: 0.4491 +2024-07-17 06:49:46,167 - pyskl - INFO - Epoch [89][300/2506] lr: 9.108e-03, eta: 10:12:22, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9956, loss_cls: 0.4605, loss: 0.4605 +2024-07-17 06:50:09,276 - pyskl - INFO - Epoch [89][400/2506] lr: 9.098e-03, eta: 10:11:58, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 0.4566, loss: 0.4566 +2024-07-17 06:50:32,373 - pyskl - INFO - Epoch [89][500/2506] lr: 9.088e-03, eta: 10:11:34, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 0.5052, loss: 0.5052 +2024-07-17 06:50:55,448 - pyskl - INFO - Epoch [89][600/2506] lr: 9.078e-03, eta: 10:11:10, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 0.4488, loss: 0.4488 +2024-07-17 06:51:18,516 - pyskl - INFO - Epoch [89][700/2506] lr: 9.068e-03, eta: 10:10:46, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 0.5085, loss: 0.5085 +2024-07-17 06:51:41,597 - pyskl - INFO - Epoch [89][800/2506] lr: 9.058e-03, eta: 10:10:22, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 0.5210, loss: 0.5210 +2024-07-17 06:52:04,698 - pyskl - INFO - Epoch [89][900/2506] lr: 9.048e-03, eta: 10:09:57, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 0.4767, loss: 0.4767 +2024-07-17 06:52:27,785 - pyskl - INFO - Epoch [89][1000/2506] lr: 9.038e-03, eta: 10:09:33, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 0.4004, loss: 0.4004 +2024-07-17 06:52:51,102 - pyskl - INFO - Epoch [89][1100/2506] lr: 9.028e-03, eta: 10:09:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 0.4967, loss: 0.4967 +2024-07-17 06:53:14,600 - pyskl - INFO - Epoch [89][1200/2506] lr: 9.018e-03, eta: 10:08:46, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 0.4987, loss: 0.4987 +2024-07-17 06:53:37,705 - pyskl - INFO - Epoch [89][1300/2506] lr: 9.008e-03, eta: 10:08:21, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 0.5218, loss: 0.5218 +2024-07-17 06:54:00,787 - pyskl - INFO - Epoch [89][1400/2506] lr: 8.998e-03, eta: 10:07:57, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 0.5411, loss: 0.5411 +2024-07-17 06:54:23,867 - pyskl - INFO - Epoch [89][1500/2506] lr: 8.988e-03, eta: 10:07:33, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 0.5517, loss: 0.5517 +2024-07-17 06:54:47,068 - pyskl - INFO - Epoch [89][1600/2506] lr: 8.978e-03, eta: 10:07:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 0.5532, loss: 0.5532 +2024-07-17 06:55:10,115 - pyskl - INFO - Epoch [89][1700/2506] lr: 8.968e-03, eta: 10:06:45, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 0.5031, loss: 0.5031 +2024-07-17 06:55:33,149 - pyskl - INFO - Epoch [89][1800/2506] lr: 8.958e-03, eta: 10:06:21, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 0.5032, loss: 0.5032 +2024-07-17 06:55:56,365 - pyskl - INFO - Epoch [89][1900/2506] lr: 8.948e-03, eta: 10:05:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9862, loss_cls: 0.5409, loss: 0.5409 +2024-07-17 06:56:19,547 - pyskl - INFO - Epoch [89][2000/2506] lr: 8.938e-03, eta: 10:05:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 0.4650, loss: 0.4650 +2024-07-17 06:56:42,725 - pyskl - INFO - Epoch [89][2100/2506] lr: 8.928e-03, eta: 10:05:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 0.5310, loss: 0.5310 +2024-07-17 06:57:05,967 - pyskl - INFO - Epoch [89][2200/2506] lr: 8.918e-03, eta: 10:04:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 0.5552, loss: 0.5552 +2024-07-17 06:57:29,214 - pyskl - INFO - Epoch [89][2300/2506] lr: 8.908e-03, eta: 10:04:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 0.5075, loss: 0.5075 +2024-07-17 06:57:52,449 - pyskl - INFO - Epoch [89][2400/2506] lr: 8.898e-03, eta: 10:03:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 0.4762, loss: 0.4762 +2024-07-17 06:58:15,629 - pyskl - INFO - Epoch [89][2500/2506] lr: 8.888e-03, eta: 10:03:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 0.5251, loss: 0.5251 +2024-07-17 06:58:17,484 - pyskl - INFO - Saving checkpoint at 89 epochs +2024-07-17 06:59:33,825 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 06:59:33,892 - pyskl - INFO - +top1_acc 0.8288 +top5_acc 0.9674 +2024-07-17 06:59:33,896 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_88.pth was removed +2024-07-17 06:59:34,030 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_89.pth. +2024-07-17 06:59:34,031 - pyskl - INFO - Best top1_acc is 0.8288 at 89 epoch. +2024-07-17 06:59:34,033 - pyskl - INFO - Epoch(val) [89][1031] top1_acc: 0.8288, top5_acc: 0.9674 +2024-07-17 07:00:16,052 - pyskl - INFO - Epoch [90][100/2506] lr: 8.877e-03, eta: 10:03:19, time: 0.420, data_time: 0.184, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 0.4108, loss: 0.4108 +2024-07-17 07:00:39,171 - pyskl - INFO - Epoch [90][200/2506] lr: 8.867e-03, eta: 10:02:55, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 0.3963, loss: 0.3963 +2024-07-17 07:01:02,177 - pyskl - INFO - Epoch [90][300/2506] lr: 8.857e-03, eta: 10:02:31, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 0.4990, loss: 0.4990 +2024-07-17 07:01:25,193 - pyskl - INFO - Epoch [90][400/2506] lr: 8.847e-03, eta: 10:02:07, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 0.4714, loss: 0.4714 +2024-07-17 07:01:48,345 - pyskl - INFO - Epoch [90][500/2506] lr: 8.837e-03, eta: 10:01:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 0.4412, loss: 0.4412 +2024-07-17 07:02:11,479 - pyskl - INFO - Epoch [90][600/2506] lr: 8.827e-03, eta: 10:01:19, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 0.4006, loss: 0.4006 +2024-07-17 07:02:34,580 - pyskl - INFO - Epoch [90][700/2506] lr: 8.817e-03, eta: 10:00:55, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 0.4754, loss: 0.4754 +2024-07-17 07:02:57,705 - pyskl - INFO - Epoch [90][800/2506] lr: 8.807e-03, eta: 10:00:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 0.4577, loss: 0.4577 +2024-07-17 07:03:20,731 - pyskl - INFO - Epoch [90][900/2506] lr: 8.797e-03, eta: 10:00:06, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 0.4883, loss: 0.4883 +2024-07-17 07:03:43,755 - pyskl - INFO - Epoch [90][1000/2506] lr: 8.787e-03, eta: 9:59:42, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 0.4640, loss: 0.4640 +2024-07-17 07:04:06,735 - pyskl - INFO - Epoch [90][1100/2506] lr: 8.777e-03, eta: 9:59:18, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9881, loss_cls: 0.4940, loss: 0.4940 +2024-07-17 07:04:29,858 - pyskl - INFO - Epoch [90][1200/2506] lr: 8.767e-03, eta: 9:58:54, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9925, loss_cls: 0.5787, loss: 0.5787 +2024-07-17 07:04:52,965 - pyskl - INFO - Epoch [90][1300/2506] lr: 8.757e-03, eta: 9:58:30, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 0.4880, loss: 0.4880 +2024-07-17 07:05:16,112 - pyskl - INFO - Epoch [90][1400/2506] lr: 8.747e-03, eta: 9:58:06, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 0.5114, loss: 0.5114 +2024-07-17 07:05:39,219 - pyskl - INFO - Epoch [90][1500/2506] lr: 8.737e-03, eta: 9:57:42, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 0.5474, loss: 0.5474 +2024-07-17 07:06:02,427 - pyskl - INFO - Epoch [90][1600/2506] lr: 8.728e-03, eta: 9:57:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 0.5273, loss: 0.5273 +2024-07-17 07:06:25,468 - pyskl - INFO - Epoch [90][1700/2506] lr: 8.718e-03, eta: 9:56:54, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 0.5123, loss: 0.5123 +2024-07-17 07:06:48,529 - pyskl - INFO - Epoch [90][1800/2506] lr: 8.708e-03, eta: 9:56:29, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9869, loss_cls: 0.4944, loss: 0.4944 +2024-07-17 07:07:11,681 - pyskl - INFO - Epoch [90][1900/2506] lr: 8.698e-03, eta: 9:56:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 0.4889, loss: 0.4889 +2024-07-17 07:07:34,766 - pyskl - INFO - Epoch [90][2000/2506] lr: 8.688e-03, eta: 9:55:41, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 0.5452, loss: 0.5452 +2024-07-17 07:07:57,900 - pyskl - INFO - Epoch [90][2100/2506] lr: 8.678e-03, eta: 9:55:17, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 0.4936, loss: 0.4936 +2024-07-17 07:08:21,044 - pyskl - INFO - Epoch [90][2200/2506] lr: 8.668e-03, eta: 9:54:53, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 0.5032, loss: 0.5032 +2024-07-17 07:08:44,200 - pyskl - INFO - Epoch [90][2300/2506] lr: 8.658e-03, eta: 9:54:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 0.5010, loss: 0.5010 +2024-07-17 07:09:07,248 - pyskl - INFO - Epoch [90][2400/2506] lr: 8.648e-03, eta: 9:54:05, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 0.5398, loss: 0.5398 +2024-07-17 07:09:30,502 - pyskl - INFO - Epoch [90][2500/2506] lr: 8.638e-03, eta: 9:53:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 0.4890, loss: 0.4890 +2024-07-17 07:09:32,296 - pyskl - INFO - Saving checkpoint at 90 epochs +2024-07-17 07:10:48,315 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 07:10:48,383 - pyskl - INFO - +top1_acc 0.8365 +top5_acc 0.9714 +2024-07-17 07:10:48,387 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_89.pth was removed +2024-07-17 07:10:48,519 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_90.pth. +2024-07-17 07:10:48,519 - pyskl - INFO - Best top1_acc is 0.8365 at 90 epoch. +2024-07-17 07:10:48,521 - pyskl - INFO - Epoch(val) [90][1031] top1_acc: 0.8365, top5_acc: 0.9714 +2024-07-17 07:11:30,270 - pyskl - INFO - Epoch [91][100/2506] lr: 8.627e-03, eta: 9:53:27, time: 0.417, data_time: 0.183, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9956, loss_cls: 0.4374, loss: 0.4374 +2024-07-17 07:11:53,330 - pyskl - INFO - Epoch [91][200/2506] lr: 8.618e-03, eta: 9:53:03, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 0.4092, loss: 0.4092 +2024-07-17 07:12:16,624 - pyskl - INFO - Epoch [91][300/2506] lr: 8.608e-03, eta: 9:52:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 0.4542, loss: 0.4542 +2024-07-17 07:12:39,814 - pyskl - INFO - Epoch [91][400/2506] lr: 8.598e-03, eta: 9:52:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 0.4302, loss: 0.4302 +2024-07-17 07:13:02,966 - pyskl - INFO - Epoch [91][500/2506] lr: 8.588e-03, eta: 9:51:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 0.4609, loss: 0.4609 +2024-07-17 07:13:26,188 - pyskl - INFO - Epoch [91][600/2506] lr: 8.578e-03, eta: 9:51:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 0.4457, loss: 0.4457 +2024-07-17 07:13:49,260 - pyskl - INFO - Epoch [91][700/2506] lr: 8.568e-03, eta: 9:51:03, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 0.3818, loss: 0.3818 +2024-07-17 07:14:12,314 - pyskl - INFO - Epoch [91][800/2506] lr: 8.558e-03, eta: 9:50:39, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 0.4200, loss: 0.4200 +2024-07-17 07:14:35,447 - pyskl - INFO - Epoch [91][900/2506] lr: 8.548e-03, eta: 9:50:15, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 0.5186, loss: 0.5186 +2024-07-17 07:14:58,501 - pyskl - INFO - Epoch [91][1000/2506] lr: 8.538e-03, eta: 9:49:50, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 0.4803, loss: 0.4803 +2024-07-17 07:15:21,618 - pyskl - INFO - Epoch [91][1100/2506] lr: 8.528e-03, eta: 9:49:26, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 0.5396, loss: 0.5396 +2024-07-17 07:15:44,733 - pyskl - INFO - Epoch [91][1200/2506] lr: 8.518e-03, eta: 9:49:02, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9862, loss_cls: 0.4845, loss: 0.4845 +2024-07-17 07:16:07,862 - pyskl - INFO - Epoch [91][1300/2506] lr: 8.508e-03, eta: 9:48:38, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 0.5045, loss: 0.5045 +2024-07-17 07:16:30,915 - pyskl - INFO - Epoch [91][1400/2506] lr: 8.499e-03, eta: 9:48:14, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 0.4483, loss: 0.4483 +2024-07-17 07:16:54,001 - pyskl - INFO - Epoch [91][1500/2506] lr: 8.489e-03, eta: 9:47:50, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9819, loss_cls: 0.5448, loss: 0.5448 +2024-07-17 07:17:17,293 - pyskl - INFO - Epoch [91][1600/2506] lr: 8.479e-03, eta: 9:47:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 0.4706, loss: 0.4706 +2024-07-17 07:17:40,466 - pyskl - INFO - Epoch [91][1700/2506] lr: 8.469e-03, eta: 9:47:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 0.5241, loss: 0.5241 +2024-07-17 07:18:03,643 - pyskl - INFO - Epoch [91][1800/2506] lr: 8.459e-03, eta: 9:46:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 0.4658, loss: 0.4658 +2024-07-17 07:18:26,762 - pyskl - INFO - Epoch [91][1900/2506] lr: 8.449e-03, eta: 9:46:14, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9962, loss_cls: 0.4265, loss: 0.4265 +2024-07-17 07:18:49,883 - pyskl - INFO - Epoch [91][2000/2506] lr: 8.439e-03, eta: 9:45:50, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 0.5009, loss: 0.5009 +2024-07-17 07:19:12,937 - pyskl - INFO - Epoch [91][2100/2506] lr: 8.429e-03, eta: 9:45:26, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 0.5517, loss: 0.5517 +2024-07-17 07:19:35,985 - pyskl - INFO - Epoch [91][2200/2506] lr: 8.419e-03, eta: 9:45:02, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 0.5585, loss: 0.5585 +2024-07-17 07:19:59,085 - pyskl - INFO - Epoch [91][2300/2506] lr: 8.410e-03, eta: 9:44:38, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9856, loss_cls: 0.5168, loss: 0.5168 +2024-07-17 07:20:22,183 - pyskl - INFO - Epoch [91][2400/2506] lr: 8.400e-03, eta: 9:44:13, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 0.5019, loss: 0.5019 +2024-07-17 07:20:45,300 - pyskl - INFO - Epoch [91][2500/2506] lr: 8.390e-03, eta: 9:43:49, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 0.5210, loss: 0.5210 +2024-07-17 07:20:47,145 - pyskl - INFO - Saving checkpoint at 91 epochs +2024-07-17 07:22:03,234 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 07:22:03,302 - pyskl - INFO - +top1_acc 0.8146 +top5_acc 0.9680 +2024-07-17 07:22:03,304 - pyskl - INFO - Epoch(val) [91][1031] top1_acc: 0.8146, top5_acc: 0.9680 +2024-07-17 07:22:44,694 - pyskl - INFO - Epoch [92][100/2506] lr: 8.379e-03, eta: 9:43:35, time: 0.414, data_time: 0.178, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 0.4561, loss: 0.4561 +2024-07-17 07:23:07,733 - pyskl - INFO - Epoch [92][200/2506] lr: 8.370e-03, eta: 9:43:11, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9888, loss_cls: 0.4315, loss: 0.4315 +2024-07-17 07:23:30,806 - pyskl - INFO - Epoch [92][300/2506] lr: 8.360e-03, eta: 9:42:47, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9900, loss_cls: 0.4635, loss: 0.4635 +2024-07-17 07:23:53,930 - pyskl - INFO - Epoch [92][400/2506] lr: 8.350e-03, eta: 9:42:23, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 0.4370, loss: 0.4370 +2024-07-17 07:24:16,987 - pyskl - INFO - Epoch [92][500/2506] lr: 8.340e-03, eta: 9:41:58, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 0.4216, loss: 0.4216 +2024-07-17 07:24:40,069 - pyskl - INFO - Epoch [92][600/2506] lr: 8.330e-03, eta: 9:41:34, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 0.4232, loss: 0.4232 +2024-07-17 07:25:03,209 - pyskl - INFO - Epoch [92][700/2506] lr: 8.320e-03, eta: 9:41:10, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 0.4214, loss: 0.4214 +2024-07-17 07:25:26,281 - pyskl - INFO - Epoch [92][800/2506] lr: 8.310e-03, eta: 9:40:46, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 0.4513, loss: 0.4513 +2024-07-17 07:25:49,349 - pyskl - INFO - Epoch [92][900/2506] lr: 8.301e-03, eta: 9:40:22, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 0.4566, loss: 0.4566 +2024-07-17 07:26:12,518 - pyskl - INFO - Epoch [92][1000/2506] lr: 8.291e-03, eta: 9:39:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 0.4434, loss: 0.4434 +2024-07-17 07:26:35,660 - pyskl - INFO - Epoch [92][1100/2506] lr: 8.281e-03, eta: 9:39:34, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 0.4787, loss: 0.4787 +2024-07-17 07:26:58,824 - pyskl - INFO - Epoch [92][1200/2506] lr: 8.271e-03, eta: 9:39:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 0.4836, loss: 0.4836 +2024-07-17 07:27:21,952 - pyskl - INFO - Epoch [92][1300/2506] lr: 8.261e-03, eta: 9:38:46, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 0.4892, loss: 0.4892 +2024-07-17 07:27:45,081 - pyskl - INFO - Epoch [92][1400/2506] lr: 8.251e-03, eta: 9:38:22, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 0.5109, loss: 0.5109 +2024-07-17 07:28:08,216 - pyskl - INFO - Epoch [92][1500/2506] lr: 8.242e-03, eta: 9:37:58, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9875, loss_cls: 0.5173, loss: 0.5173 +2024-07-17 07:28:31,398 - pyskl - INFO - Epoch [92][1600/2506] lr: 8.232e-03, eta: 9:37:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 0.4727, loss: 0.4727 +2024-07-17 07:28:54,557 - pyskl - INFO - Epoch [92][1700/2506] lr: 8.222e-03, eta: 9:37:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.4763, loss: 0.4763 +2024-07-17 07:29:17,724 - pyskl - INFO - Epoch [92][1800/2506] lr: 8.212e-03, eta: 9:36:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 0.4423, loss: 0.4423 +2024-07-17 07:29:40,890 - pyskl - INFO - Epoch [92][1900/2506] lr: 8.202e-03, eta: 9:36:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 0.4794, loss: 0.4794 +2024-07-17 07:30:04,117 - pyskl - INFO - Epoch [92][2000/2506] lr: 8.193e-03, eta: 9:35:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 0.4989, loss: 0.4989 +2024-07-17 07:30:27,431 - pyskl - INFO - Epoch [92][2100/2506] lr: 8.183e-03, eta: 9:35:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 0.4919, loss: 0.4919 +2024-07-17 07:30:50,578 - pyskl - INFO - Epoch [92][2200/2506] lr: 8.173e-03, eta: 9:35:10, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 0.5367, loss: 0.5367 +2024-07-17 07:31:13,762 - pyskl - INFO - Epoch [92][2300/2506] lr: 8.163e-03, eta: 9:34:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 0.4853, loss: 0.4853 +2024-07-17 07:31:36,930 - pyskl - INFO - Epoch [92][2400/2506] lr: 8.153e-03, eta: 9:34:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 0.4804, loss: 0.4804 +2024-07-17 07:32:00,048 - pyskl - INFO - Epoch [92][2500/2506] lr: 8.144e-03, eta: 9:33:58, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 0.5148, loss: 0.5148 +2024-07-17 07:32:01,815 - pyskl - INFO - Saving checkpoint at 92 epochs +2024-07-17 07:33:17,754 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 07:33:17,821 - pyskl - INFO - +top1_acc 0.8407 +top5_acc 0.9742 +2024-07-17 07:33:17,825 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_90.pth was removed +2024-07-17 07:33:17,955 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_92.pth. +2024-07-17 07:33:17,956 - pyskl - INFO - Best top1_acc is 0.8407 at 92 epoch. +2024-07-17 07:33:17,958 - pyskl - INFO - Epoch(val) [92][1031] top1_acc: 0.8407, top5_acc: 0.9742 +2024-07-17 07:33:59,675 - pyskl - INFO - Epoch [93][100/2506] lr: 8.133e-03, eta: 9:33:43, time: 0.417, data_time: 0.182, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 0.4244, loss: 0.4244 +2024-07-17 07:34:22,683 - pyskl - INFO - Epoch [93][200/2506] lr: 8.123e-03, eta: 9:33:19, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 0.4678, loss: 0.4678 +2024-07-17 07:34:45,730 - pyskl - INFO - Epoch [93][300/2506] lr: 8.114e-03, eta: 9:32:55, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 0.4517, loss: 0.4517 +2024-07-17 07:35:08,835 - pyskl - INFO - Epoch [93][400/2506] lr: 8.104e-03, eta: 9:32:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9894, loss_cls: 0.4329, loss: 0.4329 +2024-07-17 07:35:31,900 - pyskl - INFO - Epoch [93][500/2506] lr: 8.094e-03, eta: 9:32:07, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9969, loss_cls: 0.4434, loss: 0.4434 +2024-07-17 07:35:55,119 - pyskl - INFO - Epoch [93][600/2506] lr: 8.084e-03, eta: 9:31:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 0.4801, loss: 0.4801 +2024-07-17 07:36:18,264 - pyskl - INFO - Epoch [93][700/2506] lr: 8.074e-03, eta: 9:31:18, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 0.4543, loss: 0.4543 +2024-07-17 07:36:41,509 - pyskl - INFO - Epoch [93][800/2506] lr: 8.065e-03, eta: 9:30:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 0.4349, loss: 0.4349 +2024-07-17 07:37:04,737 - pyskl - INFO - Epoch [93][900/2506] lr: 8.055e-03, eta: 9:30:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 0.4699, loss: 0.4699 +2024-07-17 07:37:28,073 - pyskl - INFO - Epoch [93][1000/2506] lr: 8.045e-03, eta: 9:30:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 0.3883, loss: 0.3883 +2024-07-17 07:37:51,337 - pyskl - INFO - Epoch [93][1100/2506] lr: 8.035e-03, eta: 9:29:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 0.4556, loss: 0.4556 +2024-07-17 07:38:14,586 - pyskl - INFO - Epoch [93][1200/2506] lr: 8.026e-03, eta: 9:29:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 0.4868, loss: 0.4868 +2024-07-17 07:38:37,638 - pyskl - INFO - Epoch [93][1300/2506] lr: 8.016e-03, eta: 9:28:55, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 0.4533, loss: 0.4533 +2024-07-17 07:39:00,667 - pyskl - INFO - Epoch [93][1400/2506] lr: 8.006e-03, eta: 9:28:30, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 0.4599, loss: 0.4599 +2024-07-17 07:39:23,692 - pyskl - INFO - Epoch [93][1500/2506] lr: 7.996e-03, eta: 9:28:06, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 0.4801, loss: 0.4801 +2024-07-17 07:39:46,714 - pyskl - INFO - Epoch [93][1600/2506] lr: 7.987e-03, eta: 9:27:42, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9931, loss_cls: 0.4599, loss: 0.4599 +2024-07-17 07:40:09,761 - pyskl - INFO - Epoch [93][1700/2506] lr: 7.977e-03, eta: 9:27:18, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 0.4931, loss: 0.4931 +2024-07-17 07:40:32,958 - pyskl - INFO - Epoch [93][1800/2506] lr: 7.967e-03, eta: 9:26:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 0.4368, loss: 0.4368 +2024-07-17 07:40:56,141 - pyskl - INFO - Epoch [93][1900/2506] lr: 7.957e-03, eta: 9:26:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 0.4716, loss: 0.4716 +2024-07-17 07:41:19,337 - pyskl - INFO - Epoch [93][2000/2506] lr: 7.948e-03, eta: 9:26:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 0.4399, loss: 0.4399 +2024-07-17 07:41:42,395 - pyskl - INFO - Epoch [93][2100/2506] lr: 7.938e-03, eta: 9:25:42, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 0.4214, loss: 0.4214 +2024-07-17 07:42:05,391 - pyskl - INFO - Epoch [93][2200/2506] lr: 7.928e-03, eta: 9:25:18, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 0.4271, loss: 0.4271 +2024-07-17 07:42:28,417 - pyskl - INFO - Epoch [93][2300/2506] lr: 7.919e-03, eta: 9:24:54, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 0.4891, loss: 0.4891 +2024-07-17 07:42:51,482 - pyskl - INFO - Epoch [93][2400/2506] lr: 7.909e-03, eta: 9:24:30, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9944, loss_cls: 0.4765, loss: 0.4765 +2024-07-17 07:43:14,556 - pyskl - INFO - Epoch [93][2500/2506] lr: 7.899e-03, eta: 9:24:06, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 0.4705, loss: 0.4705 +2024-07-17 07:43:16,351 - pyskl - INFO - Saving checkpoint at 93 epochs +2024-07-17 07:44:32,433 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 07:44:32,500 - pyskl - INFO - +top1_acc 0.8386 +top5_acc 0.9737 +2024-07-17 07:44:32,502 - pyskl - INFO - Epoch(val) [93][1031] top1_acc: 0.8386, top5_acc: 0.9737 +2024-07-17 07:45:13,887 - pyskl - INFO - Epoch [94][100/2506] lr: 7.889e-03, eta: 9:23:50, time: 0.414, data_time: 0.179, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 0.4879, loss: 0.4879 +2024-07-17 07:45:37,152 - pyskl - INFO - Epoch [94][200/2506] lr: 7.879e-03, eta: 9:23:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 0.4732, loss: 0.4732 +2024-07-17 07:46:00,382 - pyskl - INFO - Epoch [94][300/2506] lr: 7.869e-03, eta: 9:23:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 0.4674, loss: 0.4674 +2024-07-17 07:46:23,632 - pyskl - INFO - Epoch [94][400/2506] lr: 7.860e-03, eta: 9:22:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9919, loss_cls: 0.4137, loss: 0.4137 +2024-07-17 07:46:46,857 - pyskl - INFO - Epoch [94][500/2506] lr: 7.850e-03, eta: 9:22:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 0.4177, loss: 0.4177 +2024-07-17 07:47:10,019 - pyskl - INFO - Epoch [94][600/2506] lr: 7.840e-03, eta: 9:21:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9969, loss_cls: 0.4168, loss: 0.4168 +2024-07-17 07:47:33,182 - pyskl - INFO - Epoch [94][700/2506] lr: 7.831e-03, eta: 9:21:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 0.4339, loss: 0.4339 +2024-07-17 07:47:56,354 - pyskl - INFO - Epoch [94][800/2506] lr: 7.821e-03, eta: 9:21:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 0.4356, loss: 0.4356 +2024-07-17 07:48:19,495 - pyskl - INFO - Epoch [94][900/2506] lr: 7.811e-03, eta: 9:20:38, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9919, loss_cls: 0.3951, loss: 0.3951 +2024-07-17 07:48:42,675 - pyskl - INFO - Epoch [94][1000/2506] lr: 7.802e-03, eta: 9:20:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 0.4401, loss: 0.4401 +2024-07-17 07:49:05,835 - pyskl - INFO - Epoch [94][1100/2506] lr: 7.792e-03, eta: 9:19:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 0.4457, loss: 0.4457 +2024-07-17 07:49:28,919 - pyskl - INFO - Epoch [94][1200/2506] lr: 7.782e-03, eta: 9:19:26, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 0.4542, loss: 0.4542 +2024-07-17 07:49:51,959 - pyskl - INFO - Epoch [94][1300/2506] lr: 7.773e-03, eta: 9:19:02, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9912, loss_cls: 0.4126, loss: 0.4126 +2024-07-17 07:50:15,041 - pyskl - INFO - Epoch [94][1400/2506] lr: 7.763e-03, eta: 9:18:38, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 0.5315, loss: 0.5315 +2024-07-17 07:50:38,083 - pyskl - INFO - Epoch [94][1500/2506] lr: 7.753e-03, eta: 9:18:14, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 0.4414, loss: 0.4414 +2024-07-17 07:51:01,064 - pyskl - INFO - Epoch [94][1600/2506] lr: 7.744e-03, eta: 9:17:50, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 0.4433, loss: 0.4433 +2024-07-17 07:51:24,171 - pyskl - INFO - Epoch [94][1700/2506] lr: 7.734e-03, eta: 9:17:26, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 0.4889, loss: 0.4889 +2024-07-17 07:51:47,254 - pyskl - INFO - Epoch [94][1800/2506] lr: 7.724e-03, eta: 9:17:02, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 0.5026, loss: 0.5026 +2024-07-17 07:52:10,315 - pyskl - INFO - Epoch [94][1900/2506] lr: 7.715e-03, eta: 9:16:38, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9969, loss_cls: 0.3873, loss: 0.3873 +2024-07-17 07:52:33,435 - pyskl - INFO - Epoch [94][2000/2506] lr: 7.705e-03, eta: 9:16:14, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9888, loss_cls: 0.4445, loss: 0.4445 +2024-07-17 07:52:56,500 - pyskl - INFO - Epoch [94][2100/2506] lr: 7.695e-03, eta: 9:15:50, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 0.5110, loss: 0.5110 +2024-07-17 07:53:19,559 - pyskl - INFO - Epoch [94][2200/2506] lr: 7.686e-03, eta: 9:15:26, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 0.4694, loss: 0.4694 +2024-07-17 07:53:42,621 - pyskl - INFO - Epoch [94][2300/2506] lr: 7.676e-03, eta: 9:15:01, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 0.4828, loss: 0.4828 +2024-07-17 07:54:05,719 - pyskl - INFO - Epoch [94][2400/2506] lr: 7.666e-03, eta: 9:14:37, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 0.4539, loss: 0.4539 +2024-07-17 07:54:28,815 - pyskl - INFO - Epoch [94][2500/2506] lr: 7.657e-03, eta: 9:14:13, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 0.5297, loss: 0.5297 +2024-07-17 07:54:30,562 - pyskl - INFO - Saving checkpoint at 94 epochs +2024-07-17 07:55:46,393 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 07:55:46,460 - pyskl - INFO - +top1_acc 0.8424 +top5_acc 0.9759 +2024-07-17 07:55:46,465 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_92.pth was removed +2024-07-17 07:55:46,596 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_94.pth. +2024-07-17 07:55:46,597 - pyskl - INFO - Best top1_acc is 0.8424 at 94 epoch. +2024-07-17 07:55:46,599 - pyskl - INFO - Epoch(val) [94][1031] top1_acc: 0.8424, top5_acc: 0.9759 +2024-07-17 07:56:27,762 - pyskl - INFO - Epoch [95][100/2506] lr: 7.647e-03, eta: 9:13:58, time: 0.412, data_time: 0.176, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 0.3766, loss: 0.3766 +2024-07-17 07:56:50,826 - pyskl - INFO - Epoch [95][200/2506] lr: 7.637e-03, eta: 9:13:34, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 0.3606, loss: 0.3606 +2024-07-17 07:57:13,957 - pyskl - INFO - Epoch [95][300/2506] lr: 7.627e-03, eta: 9:13:10, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 0.4401, loss: 0.4401 +2024-07-17 07:57:37,088 - pyskl - INFO - Epoch [95][400/2506] lr: 7.618e-03, eta: 9:12:46, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 0.4338, loss: 0.4338 +2024-07-17 07:58:00,215 - pyskl - INFO - Epoch [95][500/2506] lr: 7.608e-03, eta: 9:12:22, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 0.4140, loss: 0.4140 +2024-07-17 07:58:23,382 - pyskl - INFO - Epoch [95][600/2506] lr: 7.598e-03, eta: 9:11:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 0.4100, loss: 0.4100 +2024-07-17 07:58:46,446 - pyskl - INFO - Epoch [95][700/2506] lr: 7.589e-03, eta: 9:11:33, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 0.3909, loss: 0.3909 +2024-07-17 07:59:09,497 - pyskl - INFO - Epoch [95][800/2506] lr: 7.579e-03, eta: 9:11:09, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 0.4219, loss: 0.4219 +2024-07-17 07:59:32,563 - pyskl - INFO - Epoch [95][900/2506] lr: 7.570e-03, eta: 9:10:45, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 0.4259, loss: 0.4259 +2024-07-17 07:59:55,781 - pyskl - INFO - Epoch [95][1000/2506] lr: 7.560e-03, eta: 9:10:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 0.4032, loss: 0.4032 +2024-07-17 08:00:18,996 - pyskl - INFO - Epoch [95][1100/2506] lr: 7.550e-03, eta: 9:09:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 0.4558, loss: 0.4558 +2024-07-17 08:00:42,194 - pyskl - INFO - Epoch [95][1200/2506] lr: 7.541e-03, eta: 9:09:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9962, loss_cls: 0.4193, loss: 0.4193 +2024-07-17 08:01:05,304 - pyskl - INFO - Epoch [95][1300/2506] lr: 7.531e-03, eta: 9:09:09, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 0.4657, loss: 0.4657 +2024-07-17 08:01:28,426 - pyskl - INFO - Epoch [95][1400/2506] lr: 7.522e-03, eta: 9:08:45, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 0.4313, loss: 0.4313 +2024-07-17 08:01:51,526 - pyskl - INFO - Epoch [95][1500/2506] lr: 7.512e-03, eta: 9:08:21, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9962, loss_cls: 0.4606, loss: 0.4606 +2024-07-17 08:02:14,629 - pyskl - INFO - Epoch [95][1600/2506] lr: 7.502e-03, eta: 9:07:57, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 0.4363, loss: 0.4363 +2024-07-17 08:02:37,820 - pyskl - INFO - Epoch [95][1700/2506] lr: 7.493e-03, eta: 9:07:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 0.4677, loss: 0.4677 +2024-07-17 08:03:00,935 - pyskl - INFO - Epoch [95][1800/2506] lr: 7.483e-03, eta: 9:07:09, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 0.4845, loss: 0.4845 +2024-07-17 08:03:23,998 - pyskl - INFO - Epoch [95][1900/2506] lr: 7.474e-03, eta: 9:06:45, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9919, loss_cls: 0.4159, loss: 0.4159 +2024-07-17 08:03:47,180 - pyskl - INFO - Epoch [95][2000/2506] lr: 7.464e-03, eta: 9:06:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9906, loss_cls: 0.4001, loss: 0.4001 +2024-07-17 08:04:10,378 - pyskl - INFO - Epoch [95][2100/2506] lr: 7.455e-03, eta: 9:05:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 0.4658, loss: 0.4658 +2024-07-17 08:04:33,504 - pyskl - INFO - Epoch [95][2200/2506] lr: 7.445e-03, eta: 9:05:33, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9956, loss_cls: 0.4311, loss: 0.4311 +2024-07-17 08:04:56,569 - pyskl - INFO - Epoch [95][2300/2506] lr: 7.436e-03, eta: 9:05:09, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 0.4687, loss: 0.4687 +2024-07-17 08:05:19,618 - pyskl - INFO - Epoch [95][2400/2506] lr: 7.426e-03, eta: 9:04:45, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 0.4845, loss: 0.4845 +2024-07-17 08:05:42,672 - pyskl - INFO - Epoch [95][2500/2506] lr: 7.416e-03, eta: 9:04:21, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 0.4646, loss: 0.4646 +2024-07-17 08:05:44,457 - pyskl - INFO - Saving checkpoint at 95 epochs +2024-07-17 08:07:00,823 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 08:07:00,891 - pyskl - INFO - +top1_acc 0.8170 +top5_acc 0.9711 +2024-07-17 08:07:00,893 - pyskl - INFO - Epoch(val) [95][1031] top1_acc: 0.8170, top5_acc: 0.9711 +2024-07-17 08:07:42,309 - pyskl - INFO - Epoch [96][100/2506] lr: 7.406e-03, eta: 9:04:05, time: 0.414, data_time: 0.178, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 0.3861, loss: 0.3861 +2024-07-17 08:08:05,496 - pyskl - INFO - Epoch [96][200/2506] lr: 7.397e-03, eta: 9:03:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 0.3539, loss: 0.3539 +2024-07-17 08:08:28,659 - pyskl - INFO - Epoch [96][300/2506] lr: 7.387e-03, eta: 9:03:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 0.4758, loss: 0.4758 +2024-07-17 08:08:51,896 - pyskl - INFO - Epoch [96][400/2506] lr: 7.378e-03, eta: 9:02:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 0.4468, loss: 0.4468 +2024-07-17 08:09:15,088 - pyskl - INFO - Epoch [96][500/2506] lr: 7.368e-03, eta: 9:02:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 0.4342, loss: 0.4342 +2024-07-17 08:09:38,214 - pyskl - INFO - Epoch [96][600/2506] lr: 7.359e-03, eta: 9:02:05, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 0.4079, loss: 0.4079 +2024-07-17 08:10:01,458 - pyskl - INFO - Epoch [96][700/2506] lr: 7.349e-03, eta: 9:01:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 0.3823, loss: 0.3823 +2024-07-17 08:10:24,558 - pyskl - INFO - Epoch [96][800/2506] lr: 7.340e-03, eta: 9:01:17, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 0.3585, loss: 0.3585 +2024-07-17 08:10:47,656 - pyskl - INFO - Epoch [96][900/2506] lr: 7.330e-03, eta: 9:00:53, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 0.4201, loss: 0.4201 +2024-07-17 08:11:10,751 - pyskl - INFO - Epoch [96][1000/2506] lr: 7.321e-03, eta: 9:00:29, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 0.3995, loss: 0.3995 +2024-07-17 08:11:33,834 - pyskl - INFO - Epoch [96][1100/2506] lr: 7.311e-03, eta: 9:00:05, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 0.4176, loss: 0.4176 +2024-07-17 08:11:56,939 - pyskl - INFO - Epoch [96][1200/2506] lr: 7.302e-03, eta: 8:59:41, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 0.4417, loss: 0.4417 +2024-07-17 08:12:20,036 - pyskl - INFO - Epoch [96][1300/2506] lr: 7.292e-03, eta: 8:59:17, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 0.3988, loss: 0.3988 +2024-07-17 08:12:43,194 - pyskl - INFO - Epoch [96][1400/2506] lr: 7.283e-03, eta: 8:58:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 0.4769, loss: 0.4769 +2024-07-17 08:13:06,332 - pyskl - INFO - Epoch [96][1500/2506] lr: 7.273e-03, eta: 8:58:29, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 0.4335, loss: 0.4335 +2024-07-17 08:13:29,402 - pyskl - INFO - Epoch [96][1600/2506] lr: 7.264e-03, eta: 8:58:05, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 0.3788, loss: 0.3788 +2024-07-17 08:13:52,499 - pyskl - INFO - Epoch [96][1700/2506] lr: 7.254e-03, eta: 8:57:41, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 0.4341, loss: 0.4341 +2024-07-17 08:14:15,648 - pyskl - INFO - Epoch [96][1800/2506] lr: 7.245e-03, eta: 8:57:17, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 0.3824, loss: 0.3824 +2024-07-17 08:14:38,835 - pyskl - INFO - Epoch [96][1900/2506] lr: 7.235e-03, eta: 8:56:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 0.4836, loss: 0.4836 +2024-07-17 08:15:01,890 - pyskl - INFO - Epoch [96][2000/2506] lr: 7.226e-03, eta: 8:56:29, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9944, loss_cls: 0.4750, loss: 0.4750 +2024-07-17 08:15:25,182 - pyskl - INFO - Epoch [96][2100/2506] lr: 7.216e-03, eta: 8:56:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 0.4298, loss: 0.4298 +2024-07-17 08:15:48,390 - pyskl - INFO - Epoch [96][2200/2506] lr: 7.207e-03, eta: 8:55:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 0.4646, loss: 0.4646 +2024-07-17 08:16:11,598 - pyskl - INFO - Epoch [96][2300/2506] lr: 7.197e-03, eta: 8:55:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 0.4492, loss: 0.4492 +2024-07-17 08:16:34,695 - pyskl - INFO - Epoch [96][2400/2506] lr: 7.188e-03, eta: 8:54:53, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 0.5093, loss: 0.5093 +2024-07-17 08:16:57,800 - pyskl - INFO - Epoch [96][2500/2506] lr: 7.178e-03, eta: 8:54:29, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 0.4441, loss: 0.4441 +2024-07-17 08:16:59,561 - pyskl - INFO - Saving checkpoint at 96 epochs +2024-07-17 08:18:15,743 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 08:18:15,810 - pyskl - INFO - +top1_acc 0.8179 +top5_acc 0.9707 +2024-07-17 08:18:15,812 - pyskl - INFO - Epoch(val) [96][1031] top1_acc: 0.8179, top5_acc: 0.9707 +2024-07-17 08:18:57,344 - pyskl - INFO - Epoch [97][100/2506] lr: 7.168e-03, eta: 8:54:13, time: 0.415, data_time: 0.180, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 0.3960, loss: 0.3960 +2024-07-17 08:19:20,443 - pyskl - INFO - Epoch [97][200/2506] lr: 7.159e-03, eta: 8:53:49, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 0.3613, loss: 0.3613 +2024-07-17 08:19:43,549 - pyskl - INFO - Epoch [97][300/2506] lr: 7.150e-03, eta: 8:53:25, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 0.3733, loss: 0.3733 +2024-07-17 08:20:06,640 - pyskl - INFO - Epoch [97][400/2506] lr: 7.140e-03, eta: 8:53:01, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 0.4000, loss: 0.4000 +2024-07-17 08:20:29,750 - pyskl - INFO - Epoch [97][500/2506] lr: 7.131e-03, eta: 8:52:37, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 0.3996, loss: 0.3996 +2024-07-17 08:20:52,911 - pyskl - INFO - Epoch [97][600/2506] lr: 7.121e-03, eta: 8:52:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 0.3726, loss: 0.3726 +2024-07-17 08:21:16,088 - pyskl - INFO - Epoch [97][700/2506] lr: 7.112e-03, eta: 8:51:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 0.3967, loss: 0.3967 +2024-07-17 08:21:39,248 - pyskl - INFO - Epoch [97][800/2506] lr: 7.102e-03, eta: 8:51:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9881, loss_cls: 0.4364, loss: 0.4364 +2024-07-17 08:22:02,324 - pyskl - INFO - Epoch [97][900/2506] lr: 7.093e-03, eta: 8:51:01, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 0.4181, loss: 0.4181 +2024-07-17 08:22:25,425 - pyskl - INFO - Epoch [97][1000/2506] lr: 7.084e-03, eta: 8:50:37, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 0.4254, loss: 0.4254 +2024-07-17 08:22:48,541 - pyskl - INFO - Epoch [97][1100/2506] lr: 7.074e-03, eta: 8:50:13, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 0.4647, loss: 0.4647 +2024-07-17 08:23:11,677 - pyskl - INFO - Epoch [97][1200/2506] lr: 7.065e-03, eta: 8:49:49, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 0.4200, loss: 0.4200 +2024-07-17 08:23:34,771 - pyskl - INFO - Epoch [97][1300/2506] lr: 7.055e-03, eta: 8:49:25, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 0.4780, loss: 0.4780 +2024-07-17 08:23:57,877 - pyskl - INFO - Epoch [97][1400/2506] lr: 7.046e-03, eta: 8:49:00, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 0.3889, loss: 0.3889 +2024-07-17 08:24:20,989 - pyskl - INFO - Epoch [97][1500/2506] lr: 7.036e-03, eta: 8:48:36, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 0.4190, loss: 0.4190 +2024-07-17 08:24:44,118 - pyskl - INFO - Epoch [97][1600/2506] lr: 7.027e-03, eta: 8:48:12, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 0.4643, loss: 0.4643 +2024-07-17 08:25:07,254 - pyskl - INFO - Epoch [97][1700/2506] lr: 7.018e-03, eta: 8:47:48, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.4399, loss: 0.4399 +2024-07-17 08:25:30,538 - pyskl - INFO - Epoch [97][1800/2506] lr: 7.008e-03, eta: 8:47:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 0.4940, loss: 0.4940 +2024-07-17 08:25:53,680 - pyskl - INFO - Epoch [97][1900/2506] lr: 6.999e-03, eta: 8:47:01, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 0.4840, loss: 0.4840 +2024-07-17 08:26:16,832 - pyskl - INFO - Epoch [97][2000/2506] lr: 6.990e-03, eta: 8:46:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 0.4771, loss: 0.4771 +2024-07-17 08:26:40,150 - pyskl - INFO - Epoch [97][2100/2506] lr: 6.980e-03, eta: 8:46:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9906, loss_cls: 0.3930, loss: 0.3930 +2024-07-17 08:27:03,289 - pyskl - INFO - Epoch [97][2200/2506] lr: 6.971e-03, eta: 8:45:49, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 0.3837, loss: 0.3837 +2024-07-17 08:27:26,397 - pyskl - INFO - Epoch [97][2300/2506] lr: 6.961e-03, eta: 8:45:25, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 0.4427, loss: 0.4427 +2024-07-17 08:27:49,515 - pyskl - INFO - Epoch [97][2400/2506] lr: 6.952e-03, eta: 8:45:01, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 0.4133, loss: 0.4133 +2024-07-17 08:28:12,668 - pyskl - INFO - Epoch [97][2500/2506] lr: 6.943e-03, eta: 8:44:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 0.4454, loss: 0.4454 +2024-07-17 08:28:14,448 - pyskl - INFO - Saving checkpoint at 97 epochs +2024-07-17 08:29:30,588 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 08:29:30,655 - pyskl - INFO - +top1_acc 0.8435 +top5_acc 0.9753 +2024-07-17 08:29:30,659 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_94.pth was removed +2024-07-17 08:29:30,792 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_97.pth. +2024-07-17 08:29:30,792 - pyskl - INFO - Best top1_acc is 0.8435 at 97 epoch. +2024-07-17 08:29:30,795 - pyskl - INFO - Epoch(val) [97][1031] top1_acc: 0.8435, top5_acc: 0.9753 +2024-07-17 08:30:12,366 - pyskl - INFO - Epoch [98][100/2506] lr: 6.933e-03, eta: 8:44:20, time: 0.416, data_time: 0.180, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 0.3355, loss: 0.3355 +2024-07-17 08:30:35,573 - pyskl - INFO - Epoch [98][200/2506] lr: 6.923e-03, eta: 8:43:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 0.4190, loss: 0.4190 +2024-07-17 08:30:58,756 - pyskl - INFO - Epoch [98][300/2506] lr: 6.914e-03, eta: 8:43:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 0.4266, loss: 0.4266 +2024-07-17 08:31:21,961 - pyskl - INFO - Epoch [98][400/2506] lr: 6.905e-03, eta: 8:43:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 0.3574, loss: 0.3574 +2024-07-17 08:31:45,208 - pyskl - INFO - Epoch [98][500/2506] lr: 6.895e-03, eta: 8:42:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9881, loss_cls: 0.4189, loss: 0.4189 +2024-07-17 08:32:08,235 - pyskl - INFO - Epoch [98][600/2506] lr: 6.886e-03, eta: 8:42:20, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 0.4024, loss: 0.4024 +2024-07-17 08:32:31,220 - pyskl - INFO - Epoch [98][700/2506] lr: 6.877e-03, eta: 8:41:56, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 0.3875, loss: 0.3875 +2024-07-17 08:32:54,218 - pyskl - INFO - Epoch [98][800/2506] lr: 6.867e-03, eta: 8:41:32, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 0.4411, loss: 0.4411 +2024-07-17 08:33:17,428 - pyskl - INFO - Epoch [98][900/2506] lr: 6.858e-03, eta: 8:41:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9988, loss_cls: 0.4071, loss: 0.4071 +2024-07-17 08:33:40,742 - pyskl - INFO - Epoch [98][1000/2506] lr: 6.849e-03, eta: 8:40:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9981, loss_cls: 0.3939, loss: 0.3939 +2024-07-17 08:34:03,916 - pyskl - INFO - Epoch [98][1100/2506] lr: 6.839e-03, eta: 8:40:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 0.4095, loss: 0.4095 +2024-07-17 08:34:27,102 - pyskl - INFO - Epoch [98][1200/2506] lr: 6.830e-03, eta: 8:39:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9912, loss_cls: 0.3698, loss: 0.3698 +2024-07-17 08:34:50,199 - pyskl - INFO - Epoch [98][1300/2506] lr: 6.821e-03, eta: 8:39:32, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 0.4050, loss: 0.4050 +2024-07-17 08:35:13,309 - pyskl - INFO - Epoch [98][1400/2506] lr: 6.812e-03, eta: 8:39:08, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 0.4234, loss: 0.4234 +2024-07-17 08:35:36,391 - pyskl - INFO - Epoch [98][1500/2506] lr: 6.802e-03, eta: 8:38:44, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9956, loss_cls: 0.4472, loss: 0.4472 +2024-07-17 08:35:59,474 - pyskl - INFO - Epoch [98][1600/2506] lr: 6.793e-03, eta: 8:38:20, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 0.4236, loss: 0.4236 +2024-07-17 08:36:22,561 - pyskl - INFO - Epoch [98][1700/2506] lr: 6.784e-03, eta: 8:37:56, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 0.4012, loss: 0.4012 +2024-07-17 08:36:45,884 - pyskl - INFO - Epoch [98][1800/2506] lr: 6.774e-03, eta: 8:37:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 0.3685, loss: 0.3685 +2024-07-17 08:37:09,061 - pyskl - INFO - Epoch [98][1900/2506] lr: 6.765e-03, eta: 8:37:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 0.3989, loss: 0.3989 +2024-07-17 08:37:32,318 - pyskl - INFO - Epoch [98][2000/2506] lr: 6.756e-03, eta: 8:36:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 0.4188, loss: 0.4188 +2024-07-17 08:37:55,515 - pyskl - INFO - Epoch [98][2100/2506] lr: 6.747e-03, eta: 8:36:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 0.4684, loss: 0.4684 +2024-07-17 08:38:18,644 - pyskl - INFO - Epoch [98][2200/2506] lr: 6.737e-03, eta: 8:35:56, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9962, loss_cls: 0.4231, loss: 0.4231 +2024-07-17 08:38:41,724 - pyskl - INFO - Epoch [98][2300/2506] lr: 6.728e-03, eta: 8:35:32, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 0.4608, loss: 0.4608 +2024-07-17 08:39:04,843 - pyskl - INFO - Epoch [98][2400/2506] lr: 6.719e-03, eta: 8:35:08, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 0.4715, loss: 0.4715 +2024-07-17 08:39:27,954 - pyskl - INFO - Epoch [98][2500/2506] lr: 6.709e-03, eta: 8:34:44, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 0.4086, loss: 0.4086 +2024-07-17 08:39:29,792 - pyskl - INFO - Saving checkpoint at 98 epochs +2024-07-17 08:40:46,300 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 08:40:46,367 - pyskl - INFO - +top1_acc 0.8402 +top5_acc 0.9742 +2024-07-17 08:40:46,369 - pyskl - INFO - Epoch(val) [98][1031] top1_acc: 0.8402, top5_acc: 0.9742 +2024-07-17 08:41:27,786 - pyskl - INFO - Epoch [99][100/2506] lr: 6.700e-03, eta: 8:34:28, time: 0.414, data_time: 0.178, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 0.3556, loss: 0.3556 +2024-07-17 08:41:50,872 - pyskl - INFO - Epoch [99][200/2506] lr: 6.690e-03, eta: 8:34:04, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 0.3844, loss: 0.3844 +2024-07-17 08:42:13,988 - pyskl - INFO - Epoch [99][300/2506] lr: 6.681e-03, eta: 8:33:40, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 0.4107, loss: 0.4107 +2024-07-17 08:42:37,090 - pyskl - INFO - Epoch [99][400/2506] lr: 6.672e-03, eta: 8:33:16, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 0.3938, loss: 0.3938 +2024-07-17 08:43:00,180 - pyskl - INFO - Epoch [99][500/2506] lr: 6.663e-03, eta: 8:32:52, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 0.4091, loss: 0.4091 +2024-07-17 08:43:23,341 - pyskl - INFO - Epoch [99][600/2506] lr: 6.653e-03, eta: 8:32:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 0.3852, loss: 0.3852 +2024-07-17 08:43:46,561 - pyskl - INFO - Epoch [99][700/2506] lr: 6.644e-03, eta: 8:32:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9888, loss_cls: 0.4136, loss: 0.4136 +2024-07-17 08:44:09,684 - pyskl - INFO - Epoch [99][800/2506] lr: 6.635e-03, eta: 8:31:40, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 0.4229, loss: 0.4229 +2024-07-17 08:44:32,816 - pyskl - INFO - Epoch [99][900/2506] lr: 6.626e-03, eta: 8:31:16, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 0.4088, loss: 0.4088 +2024-07-17 08:44:56,030 - pyskl - INFO - Epoch [99][1000/2506] lr: 6.617e-03, eta: 8:30:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 0.4065, loss: 0.4065 +2024-07-17 08:45:19,129 - pyskl - INFO - Epoch [99][1100/2506] lr: 6.607e-03, eta: 8:30:28, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 0.3920, loss: 0.3920 +2024-07-17 08:45:42,210 - pyskl - INFO - Epoch [99][1200/2506] lr: 6.598e-03, eta: 8:30:04, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 0.3552, loss: 0.3552 +2024-07-17 08:46:05,291 - pyskl - INFO - Epoch [99][1300/2506] lr: 6.589e-03, eta: 8:29:40, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 0.3865, loss: 0.3865 +2024-07-17 08:46:28,536 - pyskl - INFO - Epoch [99][1400/2506] lr: 6.580e-03, eta: 8:29:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9988, loss_cls: 0.3674, loss: 0.3674 +2024-07-17 08:46:51,633 - pyskl - INFO - Epoch [99][1500/2506] lr: 6.570e-03, eta: 8:28:52, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9975, loss_cls: 0.3584, loss: 0.3584 +2024-07-17 08:47:14,759 - pyskl - INFO - Epoch [99][1600/2506] lr: 6.561e-03, eta: 8:28:28, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 0.4040, loss: 0.4040 +2024-07-17 08:47:37,826 - pyskl - INFO - Epoch [99][1700/2506] lr: 6.552e-03, eta: 8:28:04, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 0.3731, loss: 0.3731 +2024-07-17 08:48:00,870 - pyskl - INFO - Epoch [99][1800/2506] lr: 6.543e-03, eta: 8:27:40, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9919, loss_cls: 0.4102, loss: 0.4102 +2024-07-17 08:48:23,934 - pyskl - INFO - Epoch [99][1900/2506] lr: 6.534e-03, eta: 8:27:16, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9912, loss_cls: 0.4064, loss: 0.4064 +2024-07-17 08:48:46,983 - pyskl - INFO - Epoch [99][2000/2506] lr: 6.525e-03, eta: 8:26:52, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 0.3682, loss: 0.3682 +2024-07-17 08:49:10,239 - pyskl - INFO - Epoch [99][2100/2506] lr: 6.515e-03, eta: 8:26:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 0.4034, loss: 0.4034 +2024-07-17 08:49:33,401 - pyskl - INFO - Epoch [99][2200/2506] lr: 6.506e-03, eta: 8:26:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 0.4097, loss: 0.4097 +2024-07-17 08:49:56,559 - pyskl - INFO - Epoch [99][2300/2506] lr: 6.497e-03, eta: 8:25:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 0.4343, loss: 0.4343 +2024-07-17 08:50:19,714 - pyskl - INFO - Epoch [99][2400/2506] lr: 6.488e-03, eta: 8:25:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9906, loss_cls: 0.4289, loss: 0.4289 +2024-07-17 08:50:42,851 - pyskl - INFO - Epoch [99][2500/2506] lr: 6.479e-03, eta: 8:24:52, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 0.4153, loss: 0.4153 +2024-07-17 08:50:44,675 - pyskl - INFO - Saving checkpoint at 99 epochs +2024-07-17 08:52:01,308 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 08:52:01,375 - pyskl - INFO - +top1_acc 0.8438 +top5_acc 0.9734 +2024-07-17 08:52:01,379 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_97.pth was removed +2024-07-17 08:52:01,508 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_99.pth. +2024-07-17 08:52:01,509 - pyskl - INFO - Best top1_acc is 0.8438 at 99 epoch. +2024-07-17 08:52:01,511 - pyskl - INFO - Epoch(val) [99][1031] top1_acc: 0.8438, top5_acc: 0.9734 +2024-07-17 08:52:42,954 - pyskl - INFO - Epoch [100][100/2506] lr: 6.469e-03, eta: 8:24:35, time: 0.414, data_time: 0.179, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 0.3441, loss: 0.3441 +2024-07-17 08:53:06,002 - pyskl - INFO - Epoch [100][200/2506] lr: 6.460e-03, eta: 8:24:11, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 0.3598, loss: 0.3598 +2024-07-17 08:53:29,177 - pyskl - INFO - Epoch [100][300/2506] lr: 6.451e-03, eta: 8:23:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 0.3540, loss: 0.3540 +2024-07-17 08:53:52,293 - pyskl - INFO - Epoch [100][400/2506] lr: 6.442e-03, eta: 8:23:23, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9988, loss_cls: 0.3506, loss: 0.3506 +2024-07-17 08:54:15,477 - pyskl - INFO - Epoch [100][500/2506] lr: 6.432e-03, eta: 8:22:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 0.3572, loss: 0.3572 +2024-07-17 08:54:38,652 - pyskl - INFO - Epoch [100][600/2506] lr: 6.423e-03, eta: 8:22:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 0.3630, loss: 0.3630 +2024-07-17 08:55:01,743 - pyskl - INFO - Epoch [100][700/2506] lr: 6.414e-03, eta: 8:22:11, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9969, loss_cls: 0.3536, loss: 0.3536 +2024-07-17 08:55:24,809 - pyskl - INFO - Epoch [100][800/2506] lr: 6.405e-03, eta: 8:21:47, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 0.3630, loss: 0.3630 +2024-07-17 08:55:47,912 - pyskl - INFO - Epoch [100][900/2506] lr: 6.396e-03, eta: 8:21:23, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 0.3894, loss: 0.3894 +2024-07-17 08:56:10,972 - pyskl - INFO - Epoch [100][1000/2506] lr: 6.387e-03, eta: 8:20:59, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 0.4347, loss: 0.4347 +2024-07-17 08:56:34,089 - pyskl - INFO - Epoch [100][1100/2506] lr: 6.378e-03, eta: 8:20:35, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 0.4222, loss: 0.4222 +2024-07-17 08:56:57,109 - pyskl - INFO - Epoch [100][1200/2506] lr: 6.369e-03, eta: 8:20:11, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9975, loss_cls: 0.4019, loss: 0.4019 +2024-07-17 08:57:20,136 - pyskl - INFO - Epoch [100][1300/2506] lr: 6.360e-03, eta: 8:19:47, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 0.3969, loss: 0.3969 +2024-07-17 08:57:43,207 - pyskl - INFO - Epoch [100][1400/2506] lr: 6.350e-03, eta: 8:19:23, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 0.4187, loss: 0.4187 +2024-07-17 08:58:06,287 - pyskl - INFO - Epoch [100][1500/2506] lr: 6.341e-03, eta: 8:18:59, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 0.3680, loss: 0.3680 +2024-07-17 08:58:29,346 - pyskl - INFO - Epoch [100][1600/2506] lr: 6.332e-03, eta: 8:18:35, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 0.3681, loss: 0.3681 +2024-07-17 08:58:52,442 - pyskl - INFO - Epoch [100][1700/2506] lr: 6.323e-03, eta: 8:18:11, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 0.3070, loss: 0.3070 +2024-07-17 08:59:15,550 - pyskl - INFO - Epoch [100][1800/2506] lr: 6.314e-03, eta: 8:17:47, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 0.3860, loss: 0.3860 +2024-07-17 08:59:38,636 - pyskl - INFO - Epoch [100][1900/2506] lr: 6.305e-03, eta: 8:17:23, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9900, loss_cls: 0.3869, loss: 0.3869 +2024-07-17 09:00:01,711 - pyskl - INFO - Epoch [100][2000/2506] lr: 6.296e-03, eta: 8:16:59, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.3384, loss: 0.3384 +2024-07-17 09:00:24,847 - pyskl - INFO - Epoch [100][2100/2506] lr: 6.287e-03, eta: 8:16:35, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 0.3773, loss: 0.3773 +2024-07-17 09:00:48,162 - pyskl - INFO - Epoch [100][2200/2506] lr: 6.278e-03, eta: 8:16:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9900, loss_cls: 0.4185, loss: 0.4185 +2024-07-17 09:01:11,313 - pyskl - INFO - Epoch [100][2300/2506] lr: 6.269e-03, eta: 8:15:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9906, loss_cls: 0.4275, loss: 0.4275 +2024-07-17 09:01:34,507 - pyskl - INFO - Epoch [100][2400/2506] lr: 6.260e-03, eta: 8:15:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 0.3830, loss: 0.3830 +2024-07-17 09:01:57,700 - pyskl - INFO - Epoch [100][2500/2506] lr: 6.251e-03, eta: 8:14:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 0.3708, loss: 0.3708 +2024-07-17 09:01:59,520 - pyskl - INFO - Saving checkpoint at 100 epochs +2024-07-17 09:03:16,314 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 09:03:16,381 - pyskl - INFO - +top1_acc 0.8502 +top5_acc 0.9736 +2024-07-17 09:03:16,385 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_99.pth was removed +2024-07-17 09:03:16,515 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_100.pth. +2024-07-17 09:03:16,516 - pyskl - INFO - Best top1_acc is 0.8502 at 100 epoch. +2024-07-17 09:03:16,518 - pyskl - INFO - Epoch(val) [100][1031] top1_acc: 0.8502, top5_acc: 0.9736 +2024-07-17 09:03:58,551 - pyskl - INFO - Epoch [101][100/2506] lr: 6.241e-03, eta: 8:14:42, time: 0.420, data_time: 0.185, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9969, loss_cls: 0.3657, loss: 0.3657 +2024-07-17 09:04:21,557 - pyskl - INFO - Epoch [101][200/2506] lr: 6.232e-03, eta: 8:14:18, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 0.3263, loss: 0.3263 +2024-07-17 09:04:44,625 - pyskl - INFO - Epoch [101][300/2506] lr: 6.223e-03, eta: 8:13:54, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 0.3090, loss: 0.3090 +2024-07-17 09:05:07,726 - pyskl - INFO - Epoch [101][400/2506] lr: 6.214e-03, eta: 8:13:30, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 0.3305, loss: 0.3305 +2024-07-17 09:05:30,835 - pyskl - INFO - Epoch [101][500/2506] lr: 6.205e-03, eta: 8:13:06, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 0.3508, loss: 0.3508 +2024-07-17 09:05:53,926 - pyskl - INFO - Epoch [101][600/2506] lr: 6.196e-03, eta: 8:12:42, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 0.3194, loss: 0.3194 +2024-07-17 09:06:16,991 - pyskl - INFO - Epoch [101][700/2506] lr: 6.187e-03, eta: 8:12:18, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 0.3659, loss: 0.3659 +2024-07-17 09:06:40,064 - pyskl - INFO - Epoch [101][800/2506] lr: 6.178e-03, eta: 8:11:54, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 0.3407, loss: 0.3407 +2024-07-17 09:07:03,136 - pyskl - INFO - Epoch [101][900/2506] lr: 6.169e-03, eta: 8:11:30, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 0.3893, loss: 0.3893 +2024-07-17 09:07:26,177 - pyskl - INFO - Epoch [101][1000/2506] lr: 6.160e-03, eta: 8:11:06, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 0.3698, loss: 0.3698 +2024-07-17 09:07:49,295 - pyskl - INFO - Epoch [101][1100/2506] lr: 6.151e-03, eta: 8:10:42, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9906, loss_cls: 0.3920, loss: 0.3920 +2024-07-17 09:08:12,423 - pyskl - INFO - Epoch [101][1200/2506] lr: 6.142e-03, eta: 8:10:18, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 0.4020, loss: 0.4020 +2024-07-17 09:08:35,555 - pyskl - INFO - Epoch [101][1300/2506] lr: 6.133e-03, eta: 8:09:54, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 0.3293, loss: 0.3293 +2024-07-17 09:08:58,673 - pyskl - INFO - Epoch [101][1400/2506] lr: 6.124e-03, eta: 8:09:30, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 0.3843, loss: 0.3843 +2024-07-17 09:09:21,804 - pyskl - INFO - Epoch [101][1500/2506] lr: 6.115e-03, eta: 8:09:06, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 0.3694, loss: 0.3694 +2024-07-17 09:09:44,882 - pyskl - INFO - Epoch [101][1600/2506] lr: 6.106e-03, eta: 8:08:42, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 0.4086, loss: 0.4086 +2024-07-17 09:10:07,984 - pyskl - INFO - Epoch [101][1700/2506] lr: 6.097e-03, eta: 8:08:18, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 0.3685, loss: 0.3685 +2024-07-17 09:10:31,207 - pyskl - INFO - Epoch [101][1800/2506] lr: 6.088e-03, eta: 8:07:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9925, loss_cls: 0.3769, loss: 0.3769 +2024-07-17 09:10:54,294 - pyskl - INFO - Epoch [101][1900/2506] lr: 6.079e-03, eta: 8:07:30, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 0.4046, loss: 0.4046 +2024-07-17 09:11:17,370 - pyskl - INFO - Epoch [101][2000/2506] lr: 6.070e-03, eta: 8:07:06, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 0.3480, loss: 0.3480 +2024-07-17 09:11:40,477 - pyskl - INFO - Epoch [101][2100/2506] lr: 6.061e-03, eta: 8:06:42, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9956, loss_cls: 0.4205, loss: 0.4205 +2024-07-17 09:12:03,681 - pyskl - INFO - Epoch [101][2200/2506] lr: 6.052e-03, eta: 8:06:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 0.4063, loss: 0.4063 +2024-07-17 09:12:26,922 - pyskl - INFO - Epoch [101][2300/2506] lr: 6.043e-03, eta: 8:05:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 0.3167, loss: 0.3167 +2024-07-17 09:12:50,070 - pyskl - INFO - Epoch [101][2400/2506] lr: 6.034e-03, eta: 8:05:30, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 0.3781, loss: 0.3781 +2024-07-17 09:13:13,204 - pyskl - INFO - Epoch [101][2500/2506] lr: 6.025e-03, eta: 8:05:06, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 0.3891, loss: 0.3891 +2024-07-17 09:13:15,050 - pyskl - INFO - Saving checkpoint at 101 epochs +2024-07-17 09:14:31,797 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 09:14:31,864 - pyskl - INFO - +top1_acc 0.8303 +top5_acc 0.9726 +2024-07-17 09:14:31,867 - pyskl - INFO - Epoch(val) [101][1031] top1_acc: 0.8303, top5_acc: 0.9726 +2024-07-17 09:15:13,868 - pyskl - INFO - Epoch [102][100/2506] lr: 6.016e-03, eta: 8:04:49, time: 0.420, data_time: 0.184, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 0.3232, loss: 0.3232 +2024-07-17 09:15:36,999 - pyskl - INFO - Epoch [102][200/2506] lr: 6.007e-03, eta: 8:04:25, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 0.2817, loss: 0.2817 +2024-07-17 09:16:00,119 - pyskl - INFO - Epoch [102][300/2506] lr: 5.998e-03, eta: 8:04:01, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9931, loss_cls: 0.2989, loss: 0.2989 +2024-07-17 09:16:23,300 - pyskl - INFO - Epoch [102][400/2506] lr: 5.989e-03, eta: 8:03:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 0.3629, loss: 0.3629 +2024-07-17 09:16:46,400 - pyskl - INFO - Epoch [102][500/2506] lr: 5.980e-03, eta: 8:03:13, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 0.3756, loss: 0.3756 +2024-07-17 09:17:09,543 - pyskl - INFO - Epoch [102][600/2506] lr: 5.971e-03, eta: 8:02:49, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 0.3542, loss: 0.3542 +2024-07-17 09:17:32,658 - pyskl - INFO - Epoch [102][700/2506] lr: 5.962e-03, eta: 8:02:25, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9925, loss_cls: 0.3284, loss: 0.3284 +2024-07-17 09:17:55,846 - pyskl - INFO - Epoch [102][800/2506] lr: 5.953e-03, eta: 8:02:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 0.3213, loss: 0.3213 +2024-07-17 09:18:18,977 - pyskl - INFO - Epoch [102][900/2506] lr: 5.945e-03, eta: 8:01:38, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 0.4032, loss: 0.4032 +2024-07-17 09:18:42,140 - pyskl - INFO - Epoch [102][1000/2506] lr: 5.936e-03, eta: 8:01:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 0.3557, loss: 0.3557 +2024-07-17 09:19:05,281 - pyskl - INFO - Epoch [102][1100/2506] lr: 5.927e-03, eta: 8:00:50, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 0.3681, loss: 0.3681 +2024-07-17 09:19:28,382 - pyskl - INFO - Epoch [102][1200/2506] lr: 5.918e-03, eta: 8:00:26, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 0.4034, loss: 0.4034 +2024-07-17 09:19:51,530 - pyskl - INFO - Epoch [102][1300/2506] lr: 5.909e-03, eta: 8:00:02, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 0.3388, loss: 0.3388 +2024-07-17 09:20:14,577 - pyskl - INFO - Epoch [102][1400/2506] lr: 5.900e-03, eta: 7:59:38, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9956, loss_cls: 0.4200, loss: 0.4200 +2024-07-17 09:20:37,623 - pyskl - INFO - Epoch [102][1500/2506] lr: 5.891e-03, eta: 7:59:14, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 0.4102, loss: 0.4102 +2024-07-17 09:21:00,676 - pyskl - INFO - Epoch [102][1600/2506] lr: 5.882e-03, eta: 7:58:50, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 0.3801, loss: 0.3801 +2024-07-17 09:21:23,777 - pyskl - INFO - Epoch [102][1700/2506] lr: 5.873e-03, eta: 7:58:26, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 0.4163, loss: 0.4163 +2024-07-17 09:21:46,910 - pyskl - INFO - Epoch [102][1800/2506] lr: 5.865e-03, eta: 7:58:02, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 0.3630, loss: 0.3630 +2024-07-17 09:22:10,032 - pyskl - INFO - Epoch [102][1900/2506] lr: 5.856e-03, eta: 7:57:38, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9906, loss_cls: 0.4085, loss: 0.4085 +2024-07-17 09:22:33,135 - pyskl - INFO - Epoch [102][2000/2506] lr: 5.847e-03, eta: 7:57:14, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 0.4053, loss: 0.4053 +2024-07-17 09:22:56,270 - pyskl - INFO - Epoch [102][2100/2506] lr: 5.838e-03, eta: 7:56:50, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9944, loss_cls: 0.4168, loss: 0.4168 +2024-07-17 09:23:19,540 - pyskl - INFO - Epoch [102][2200/2506] lr: 5.829e-03, eta: 7:56:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 0.3767, loss: 0.3767 +2024-07-17 09:23:42,725 - pyskl - INFO - Epoch [102][2300/2506] lr: 5.820e-03, eta: 7:56:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 0.3735, loss: 0.3735 +2024-07-17 09:24:05,842 - pyskl - INFO - Epoch [102][2400/2506] lr: 5.812e-03, eta: 7:55:38, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 0.3860, loss: 0.3860 +2024-07-17 09:24:28,909 - pyskl - INFO - Epoch [102][2500/2506] lr: 5.803e-03, eta: 7:55:14, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 0.3750, loss: 0.3750 +2024-07-17 09:24:30,792 - pyskl - INFO - Saving checkpoint at 102 epochs +2024-07-17 09:25:47,538 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 09:25:47,606 - pyskl - INFO - +top1_acc 0.8345 +top5_acc 0.9690 +2024-07-17 09:25:47,608 - pyskl - INFO - Epoch(val) [102][1031] top1_acc: 0.8345, top5_acc: 0.9690 +2024-07-17 09:26:29,414 - pyskl - INFO - Epoch [103][100/2506] lr: 5.793e-03, eta: 7:54:56, time: 0.418, data_time: 0.183, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 0.3316, loss: 0.3316 +2024-07-17 09:26:52,675 - pyskl - INFO - Epoch [103][200/2506] lr: 5.785e-03, eta: 7:54:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9900, loss_cls: 0.3679, loss: 0.3679 +2024-07-17 09:27:15,864 - pyskl - INFO - Epoch [103][300/2506] lr: 5.776e-03, eta: 7:54:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 0.3866, loss: 0.3866 +2024-07-17 09:27:39,097 - pyskl - INFO - Epoch [103][400/2506] lr: 5.767e-03, eta: 7:53:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 0.3620, loss: 0.3620 +2024-07-17 09:28:02,263 - pyskl - INFO - Epoch [103][500/2506] lr: 5.758e-03, eta: 7:53:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 0.3247, loss: 0.3247 +2024-07-17 09:28:25,405 - pyskl - INFO - Epoch [103][600/2506] lr: 5.749e-03, eta: 7:52:57, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 0.2977, loss: 0.2977 +2024-07-17 09:28:48,541 - pyskl - INFO - Epoch [103][700/2506] lr: 5.741e-03, eta: 7:52:33, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 0.3172, loss: 0.3172 +2024-07-17 09:29:11,592 - pyskl - INFO - Epoch [103][800/2506] lr: 5.732e-03, eta: 7:52:09, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 0.3458, loss: 0.3458 +2024-07-17 09:29:34,645 - pyskl - INFO - Epoch [103][900/2506] lr: 5.723e-03, eta: 7:51:45, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 0.3010, loss: 0.3010 +2024-07-17 09:29:57,828 - pyskl - INFO - Epoch [103][1000/2506] lr: 5.714e-03, eta: 7:51:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 0.3630, loss: 0.3630 +2024-07-17 09:30:21,260 - pyskl - INFO - Epoch [103][1100/2506] lr: 5.706e-03, eta: 7:50:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 0.3324, loss: 0.3324 +2024-07-17 09:30:44,309 - pyskl - INFO - Epoch [103][1200/2506] lr: 5.697e-03, eta: 7:50:33, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 0.3657, loss: 0.3657 +2024-07-17 09:31:07,384 - pyskl - INFO - Epoch [103][1300/2506] lr: 5.688e-03, eta: 7:50:09, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9969, loss_cls: 0.3809, loss: 0.3809 +2024-07-17 09:31:30,540 - pyskl - INFO - Epoch [103][1400/2506] lr: 5.679e-03, eta: 7:49:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9981, loss_cls: 0.3584, loss: 0.3584 +2024-07-17 09:31:53,690 - pyskl - INFO - Epoch [103][1500/2506] lr: 5.670e-03, eta: 7:49:21, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 0.3758, loss: 0.3758 +2024-07-17 09:32:16,801 - pyskl - INFO - Epoch [103][1600/2506] lr: 5.662e-03, eta: 7:48:57, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 0.3536, loss: 0.3536 +2024-07-17 09:32:39,960 - pyskl - INFO - Epoch [103][1700/2506] lr: 5.653e-03, eta: 7:48:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 0.3588, loss: 0.3588 +2024-07-17 09:33:03,268 - pyskl - INFO - Epoch [103][1800/2506] lr: 5.644e-03, eta: 7:48:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 0.3891, loss: 0.3891 +2024-07-17 09:33:26,521 - pyskl - INFO - Epoch [103][1900/2506] lr: 5.636e-03, eta: 7:47:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 0.3699, loss: 0.3699 +2024-07-17 09:33:50,016 - pyskl - INFO - Epoch [103][2000/2506] lr: 5.627e-03, eta: 7:47:21, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 0.3642, loss: 0.3642 +2024-07-17 09:34:13,126 - pyskl - INFO - Epoch [103][2100/2506] lr: 5.618e-03, eta: 7:46:57, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 0.3272, loss: 0.3272 +2024-07-17 09:34:36,115 - pyskl - INFO - Epoch [103][2200/2506] lr: 5.609e-03, eta: 7:46:33, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 0.3409, loss: 0.3409 +2024-07-17 09:34:59,447 - pyskl - INFO - Epoch [103][2300/2506] lr: 5.601e-03, eta: 7:46:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9969, loss_cls: 0.4226, loss: 0.4226 +2024-07-17 09:35:22,695 - pyskl - INFO - Epoch [103][2400/2506] lr: 5.592e-03, eta: 7:45:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 0.3550, loss: 0.3550 +2024-07-17 09:35:45,845 - pyskl - INFO - Epoch [103][2500/2506] lr: 5.583e-03, eta: 7:45:22, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 0.3201, loss: 0.3201 +2024-07-17 09:35:47,733 - pyskl - INFO - Saving checkpoint at 103 epochs +2024-07-17 09:37:04,594 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 09:37:04,665 - pyskl - INFO - +top1_acc 0.8374 +top5_acc 0.9716 +2024-07-17 09:37:04,667 - pyskl - INFO - Epoch(val) [103][1031] top1_acc: 0.8374, top5_acc: 0.9716 +2024-07-17 09:37:46,270 - pyskl - INFO - Epoch [104][100/2506] lr: 5.574e-03, eta: 7:45:04, time: 0.416, data_time: 0.181, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 0.3138, loss: 0.3138 +2024-07-17 09:38:09,406 - pyskl - INFO - Epoch [104][200/2506] lr: 5.565e-03, eta: 7:44:40, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 0.3105, loss: 0.3105 +2024-07-17 09:38:32,601 - pyskl - INFO - Epoch [104][300/2506] lr: 5.557e-03, eta: 7:44:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9919, loss_cls: 0.3721, loss: 0.3721 +2024-07-17 09:38:55,836 - pyskl - INFO - Epoch [104][400/2506] lr: 5.548e-03, eta: 7:43:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 0.3164, loss: 0.3164 +2024-07-17 09:39:19,094 - pyskl - INFO - Epoch [104][500/2506] lr: 5.539e-03, eta: 7:43:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 0.3300, loss: 0.3300 +2024-07-17 09:39:42,325 - pyskl - INFO - Epoch [104][600/2506] lr: 5.531e-03, eta: 7:43:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 1.0000, loss_cls: 0.3243, loss: 0.3243 +2024-07-17 09:40:05,564 - pyskl - INFO - Epoch [104][700/2506] lr: 5.522e-03, eta: 7:42:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 0.3199, loss: 0.3199 +2024-07-17 09:40:28,782 - pyskl - INFO - Epoch [104][800/2506] lr: 5.513e-03, eta: 7:42:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9988, loss_cls: 0.3590, loss: 0.3590 +2024-07-17 09:40:51,926 - pyskl - INFO - Epoch [104][900/2506] lr: 5.505e-03, eta: 7:41:53, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9981, loss_cls: 0.3347, loss: 0.3347 +2024-07-17 09:41:15,069 - pyskl - INFO - Epoch [104][1000/2506] lr: 5.496e-03, eta: 7:41:29, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 0.3499, loss: 0.3499 +2024-07-17 09:41:38,233 - pyskl - INFO - Epoch [104][1100/2506] lr: 5.487e-03, eta: 7:41:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9988, loss_cls: 0.3414, loss: 0.3414 +2024-07-17 09:42:01,381 - pyskl - INFO - Epoch [104][1200/2506] lr: 5.479e-03, eta: 7:40:41, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 0.3867, loss: 0.3867 +2024-07-17 09:42:24,528 - pyskl - INFO - Epoch [104][1300/2506] lr: 5.470e-03, eta: 7:40:17, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 0.3629, loss: 0.3629 +2024-07-17 09:42:47,664 - pyskl - INFO - Epoch [104][1400/2506] lr: 5.461e-03, eta: 7:39:53, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9981, loss_cls: 0.3131, loss: 0.3131 +2024-07-17 09:43:10,826 - pyskl - INFO - Epoch [104][1500/2506] lr: 5.453e-03, eta: 7:39:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9931, loss_cls: 0.3437, loss: 0.3437 +2024-07-17 09:43:33,967 - pyskl - INFO - Epoch [104][1600/2506] lr: 5.444e-03, eta: 7:39:05, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 0.3497, loss: 0.3497 +2024-07-17 09:43:57,039 - pyskl - INFO - Epoch [104][1700/2506] lr: 5.435e-03, eta: 7:38:41, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 0.2991, loss: 0.2991 +2024-07-17 09:44:20,236 - pyskl - INFO - Epoch [104][1800/2506] lr: 5.427e-03, eta: 7:38:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 0.3288, loss: 0.3288 +2024-07-17 09:44:43,360 - pyskl - INFO - Epoch [104][1900/2506] lr: 5.418e-03, eta: 7:37:53, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 0.3409, loss: 0.3409 +2024-07-17 09:45:06,484 - pyskl - INFO - Epoch [104][2000/2506] lr: 5.410e-03, eta: 7:37:29, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 0.3494, loss: 0.3494 +2024-07-17 09:45:29,606 - pyskl - INFO - Epoch [104][2100/2506] lr: 5.401e-03, eta: 7:37:05, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 0.3494, loss: 0.3494 +2024-07-17 09:45:52,705 - pyskl - INFO - Epoch [104][2200/2506] lr: 5.392e-03, eta: 7:36:41, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 0.3605, loss: 0.3605 +2024-07-17 09:46:15,844 - pyskl - INFO - Epoch [104][2300/2506] lr: 5.384e-03, eta: 7:36:17, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 0.3543, loss: 0.3543 +2024-07-17 09:46:39,000 - pyskl - INFO - Epoch [104][2400/2506] lr: 5.375e-03, eta: 7:35:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 0.3577, loss: 0.3577 +2024-07-17 09:47:02,089 - pyskl - INFO - Epoch [104][2500/2506] lr: 5.367e-03, eta: 7:35:29, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9962, loss_cls: 0.3827, loss: 0.3827 +2024-07-17 09:47:03,866 - pyskl - INFO - Saving checkpoint at 104 epochs +2024-07-17 09:48:20,611 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 09:48:20,678 - pyskl - INFO - +top1_acc 0.8603 +top5_acc 0.9730 +2024-07-17 09:48:20,683 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_100.pth was removed +2024-07-17 09:48:20,815 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_104.pth. +2024-07-17 09:48:20,815 - pyskl - INFO - Best top1_acc is 0.8603 at 104 epoch. +2024-07-17 09:48:20,818 - pyskl - INFO - Epoch(val) [104][1031] top1_acc: 0.8603, top5_acc: 0.9730 +2024-07-17 09:49:02,553 - pyskl - INFO - Epoch [105][100/2506] lr: 5.358e-03, eta: 7:35:11, time: 0.417, data_time: 0.182, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 0.3743, loss: 0.3743 +2024-07-17 09:49:25,633 - pyskl - INFO - Epoch [105][200/2506] lr: 5.349e-03, eta: 7:34:47, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 0.3062, loss: 0.3062 +2024-07-17 09:49:48,710 - pyskl - INFO - Epoch [105][300/2506] lr: 5.340e-03, eta: 7:34:23, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 0.3052, loss: 0.3052 +2024-07-17 09:50:11,814 - pyskl - INFO - Epoch [105][400/2506] lr: 5.332e-03, eta: 7:33:59, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 0.3276, loss: 0.3276 +2024-07-17 09:50:34,889 - pyskl - INFO - Epoch [105][500/2506] lr: 5.323e-03, eta: 7:33:35, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 0.3378, loss: 0.3378 +2024-07-17 09:50:57,970 - pyskl - INFO - Epoch [105][600/2506] lr: 5.315e-03, eta: 7:33:11, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 0.3467, loss: 0.3467 +2024-07-17 09:51:21,057 - pyskl - INFO - Epoch [105][700/2506] lr: 5.306e-03, eta: 7:32:47, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 0.3240, loss: 0.3240 +2024-07-17 09:51:44,113 - pyskl - INFO - Epoch [105][800/2506] lr: 5.298e-03, eta: 7:32:23, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 0.3154, loss: 0.3154 +2024-07-17 09:52:07,172 - pyskl - INFO - Epoch [105][900/2506] lr: 5.289e-03, eta: 7:31:59, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 0.3528, loss: 0.3528 +2024-07-17 09:52:30,275 - pyskl - INFO - Epoch [105][1000/2506] lr: 5.281e-03, eta: 7:31:35, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 0.3308, loss: 0.3308 +2024-07-17 09:52:53,353 - pyskl - INFO - Epoch [105][1100/2506] lr: 5.272e-03, eta: 7:31:11, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 0.3230, loss: 0.3230 +2024-07-17 09:53:16,458 - pyskl - INFO - Epoch [105][1200/2506] lr: 5.264e-03, eta: 7:30:47, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 0.3713, loss: 0.3713 +2024-07-17 09:53:39,568 - pyskl - INFO - Epoch [105][1300/2506] lr: 5.255e-03, eta: 7:30:23, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 0.3672, loss: 0.3672 +2024-07-17 09:54:02,680 - pyskl - INFO - Epoch [105][1400/2506] lr: 5.247e-03, eta: 7:29:59, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 0.3376, loss: 0.3376 +2024-07-17 09:54:25,774 - pyskl - INFO - Epoch [105][1500/2506] lr: 5.238e-03, eta: 7:29:36, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9912, loss_cls: 0.3659, loss: 0.3659 +2024-07-17 09:54:48,853 - pyskl - INFO - Epoch [105][1600/2506] lr: 5.230e-03, eta: 7:29:12, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 0.3468, loss: 0.3468 +2024-07-17 09:55:11,899 - pyskl - INFO - Epoch [105][1700/2506] lr: 5.221e-03, eta: 7:28:48, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 0.3365, loss: 0.3365 +2024-07-17 09:55:34,995 - pyskl - INFO - Epoch [105][1800/2506] lr: 5.213e-03, eta: 7:28:24, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 0.3261, loss: 0.3261 +2024-07-17 09:55:58,426 - pyskl - INFO - Epoch [105][1900/2506] lr: 5.204e-03, eta: 7:28:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 0.3296, loss: 0.3296 +2024-07-17 09:56:21,691 - pyskl - INFO - Epoch [105][2000/2506] lr: 5.196e-03, eta: 7:27:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 0.3577, loss: 0.3577 +2024-07-17 09:56:44,814 - pyskl - INFO - Epoch [105][2100/2506] lr: 5.187e-03, eta: 7:27:12, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 0.3611, loss: 0.3611 +2024-07-17 09:57:07,932 - pyskl - INFO - Epoch [105][2200/2506] lr: 5.179e-03, eta: 7:26:48, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 0.3570, loss: 0.3570 +2024-07-17 09:57:31,056 - pyskl - INFO - Epoch [105][2300/2506] lr: 5.170e-03, eta: 7:26:24, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 0.3178, loss: 0.3178 +2024-07-17 09:57:54,282 - pyskl - INFO - Epoch [105][2400/2506] lr: 5.162e-03, eta: 7:26:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 0.3422, loss: 0.3422 +2024-07-17 09:58:17,402 - pyskl - INFO - Epoch [105][2500/2506] lr: 5.153e-03, eta: 7:25:36, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 0.4027, loss: 0.4027 +2024-07-17 09:58:19,187 - pyskl - INFO - Saving checkpoint at 105 epochs +2024-07-17 09:59:36,033 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 09:59:36,099 - pyskl - INFO - +top1_acc 0.8329 +top5_acc 0.9725 +2024-07-17 09:59:36,101 - pyskl - INFO - Epoch(val) [105][1031] top1_acc: 0.8329, top5_acc: 0.9725 +2024-07-17 10:00:17,889 - pyskl - INFO - Epoch [106][100/2506] lr: 5.144e-03, eta: 7:25:18, time: 0.418, data_time: 0.181, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9950, loss_cls: 0.3000, loss: 0.3000 +2024-07-17 10:00:41,121 - pyskl - INFO - Epoch [106][200/2506] lr: 5.136e-03, eta: 7:24:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 0.3273, loss: 0.3273 +2024-07-17 10:01:04,343 - pyskl - INFO - Epoch [106][300/2506] lr: 5.127e-03, eta: 7:24:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 0.3033, loss: 0.3033 +2024-07-17 10:01:27,455 - pyskl - INFO - Epoch [106][400/2506] lr: 5.119e-03, eta: 7:24:06, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 0.2895, loss: 0.2895 +2024-07-17 10:01:50,518 - pyskl - INFO - Epoch [106][500/2506] lr: 5.111e-03, eta: 7:23:42, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 0.3182, loss: 0.3182 +2024-07-17 10:02:13,623 - pyskl - INFO - Epoch [106][600/2506] lr: 5.102e-03, eta: 7:23:18, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 0.2977, loss: 0.2977 +2024-07-17 10:02:36,714 - pyskl - INFO - Epoch [106][700/2506] lr: 5.094e-03, eta: 7:22:54, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 0.3277, loss: 0.3277 +2024-07-17 10:02:59,824 - pyskl - INFO - Epoch [106][800/2506] lr: 5.085e-03, eta: 7:22:30, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.2715, loss: 0.2715 +2024-07-17 10:03:22,910 - pyskl - INFO - Epoch [106][900/2506] lr: 5.077e-03, eta: 7:22:06, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 0.2845, loss: 0.2845 +2024-07-17 10:03:46,006 - pyskl - INFO - Epoch [106][1000/2506] lr: 5.069e-03, eta: 7:21:42, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 0.3021, loss: 0.3021 +2024-07-17 10:04:09,088 - pyskl - INFO - Epoch [106][1100/2506] lr: 5.060e-03, eta: 7:21:18, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 0.2947, loss: 0.2947 +2024-07-17 10:04:32,175 - pyskl - INFO - Epoch [106][1200/2506] lr: 5.052e-03, eta: 7:20:54, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 0.2980, loss: 0.2980 +2024-07-17 10:04:55,296 - pyskl - INFO - Epoch [106][1300/2506] lr: 5.043e-03, eta: 7:20:30, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 0.3499, loss: 0.3499 +2024-07-17 10:05:18,383 - pyskl - INFO - Epoch [106][1400/2506] lr: 5.035e-03, eta: 7:20:07, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.2790, loss: 0.2790 +2024-07-17 10:05:41,489 - pyskl - INFO - Epoch [106][1500/2506] lr: 5.027e-03, eta: 7:19:43, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9975, loss_cls: 0.3267, loss: 0.3267 +2024-07-17 10:06:04,608 - pyskl - INFO - Epoch [106][1600/2506] lr: 5.018e-03, eta: 7:19:19, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 0.3161, loss: 0.3161 +2024-07-17 10:06:27,736 - pyskl - INFO - Epoch [106][1700/2506] lr: 5.010e-03, eta: 7:18:55, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9950, loss_cls: 0.2872, loss: 0.2872 +2024-07-17 10:06:50,811 - pyskl - INFO - Epoch [106][1800/2506] lr: 5.001e-03, eta: 7:18:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 0.2893, loss: 0.2893 +2024-07-17 10:07:13,950 - pyskl - INFO - Epoch [106][1900/2506] lr: 4.993e-03, eta: 7:18:07, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 0.2913, loss: 0.2913 +2024-07-17 10:07:37,092 - pyskl - INFO - Epoch [106][2000/2506] lr: 4.985e-03, eta: 7:17:43, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 0.3409, loss: 0.3409 +2024-07-17 10:08:00,195 - pyskl - INFO - Epoch [106][2100/2506] lr: 4.976e-03, eta: 7:17:19, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9912, loss_cls: 0.3161, loss: 0.3161 +2024-07-17 10:08:23,498 - pyskl - INFO - Epoch [106][2200/2506] lr: 4.968e-03, eta: 7:16:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9956, loss_cls: 0.3955, loss: 0.3955 +2024-07-17 10:08:46,604 - pyskl - INFO - Epoch [106][2300/2506] lr: 4.960e-03, eta: 7:16:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 0.3370, loss: 0.3370 +2024-07-17 10:09:09,672 - pyskl - INFO - Epoch [106][2400/2506] lr: 4.951e-03, eta: 7:16:07, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9919, loss_cls: 0.3798, loss: 0.3798 +2024-07-17 10:09:32,728 - pyskl - INFO - Epoch [106][2500/2506] lr: 4.943e-03, eta: 7:15:43, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 0.3318, loss: 0.3318 +2024-07-17 10:09:34,550 - pyskl - INFO - Saving checkpoint at 106 epochs +2024-07-17 10:10:51,455 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 10:10:51,523 - pyskl - INFO - +top1_acc 0.8490 +top5_acc 0.9747 +2024-07-17 10:10:51,525 - pyskl - INFO - Epoch(val) [106][1031] top1_acc: 0.8490, top5_acc: 0.9747 +2024-07-17 10:11:33,339 - pyskl - INFO - Epoch [107][100/2506] lr: 4.934e-03, eta: 7:15:25, time: 0.418, data_time: 0.183, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 0.2615, loss: 0.2615 +2024-07-17 10:11:56,398 - pyskl - INFO - Epoch [107][200/2506] lr: 4.926e-03, eta: 7:15:01, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9956, loss_cls: 0.2435, loss: 0.2435 +2024-07-17 10:12:19,489 - pyskl - INFO - Epoch [107][300/2506] lr: 4.918e-03, eta: 7:14:37, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 0.2038, loss: 0.2038 +2024-07-17 10:12:42,585 - pyskl - INFO - Epoch [107][400/2506] lr: 4.909e-03, eta: 7:14:13, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 0.2801, loss: 0.2801 +2024-07-17 10:13:05,695 - pyskl - INFO - Epoch [107][500/2506] lr: 4.901e-03, eta: 7:13:49, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 0.3146, loss: 0.3146 +2024-07-17 10:13:28,836 - pyskl - INFO - Epoch [107][600/2506] lr: 4.893e-03, eta: 7:13:25, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 0.3103, loss: 0.3103 +2024-07-17 10:13:51,976 - pyskl - INFO - Epoch [107][700/2506] lr: 4.884e-03, eta: 7:13:01, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 0.3016, loss: 0.3016 +2024-07-17 10:14:15,093 - pyskl - INFO - Epoch [107][800/2506] lr: 4.876e-03, eta: 7:12:37, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 0.2965, loss: 0.2965 +2024-07-17 10:14:38,200 - pyskl - INFO - Epoch [107][900/2506] lr: 4.868e-03, eta: 7:12:13, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 0.2657, loss: 0.2657 +2024-07-17 10:15:01,326 - pyskl - INFO - Epoch [107][1000/2506] lr: 4.860e-03, eta: 7:11:49, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 0.2420, loss: 0.2420 +2024-07-17 10:15:24,453 - pyskl - INFO - Epoch [107][1100/2506] lr: 4.851e-03, eta: 7:11:25, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 0.2843, loss: 0.2843 +2024-07-17 10:15:47,587 - pyskl - INFO - Epoch [107][1200/2506] lr: 4.843e-03, eta: 7:11:01, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 0.2794, loss: 0.2794 +2024-07-17 10:16:10,688 - pyskl - INFO - Epoch [107][1300/2506] lr: 4.835e-03, eta: 7:10:37, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 0.3708, loss: 0.3708 +2024-07-17 10:16:33,797 - pyskl - INFO - Epoch [107][1400/2506] lr: 4.827e-03, eta: 7:10:13, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 0.3148, loss: 0.3148 +2024-07-17 10:16:56,898 - pyskl - INFO - Epoch [107][1500/2506] lr: 4.818e-03, eta: 7:09:49, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 0.3517, loss: 0.3517 +2024-07-17 10:17:20,017 - pyskl - INFO - Epoch [107][1600/2506] lr: 4.810e-03, eta: 7:09:25, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 0.2918, loss: 0.2918 +2024-07-17 10:17:43,145 - pyskl - INFO - Epoch [107][1700/2506] lr: 4.802e-03, eta: 7:09:01, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9906, loss_cls: 0.3250, loss: 0.3250 +2024-07-17 10:18:06,276 - pyskl - INFO - Epoch [107][1800/2506] lr: 4.794e-03, eta: 7:08:37, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 0.3458, loss: 0.3458 +2024-07-17 10:18:29,523 - pyskl - INFO - Epoch [107][1900/2506] lr: 4.785e-03, eta: 7:08:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 0.2630, loss: 0.2630 +2024-07-17 10:18:52,782 - pyskl - INFO - Epoch [107][2000/2506] lr: 4.777e-03, eta: 7:07:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.3222, loss: 0.3222 +2024-07-17 10:19:15,926 - pyskl - INFO - Epoch [107][2100/2506] lr: 4.769e-03, eta: 7:07:26, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 0.2894, loss: 0.2894 +2024-07-17 10:19:39,141 - pyskl - INFO - Epoch [107][2200/2506] lr: 4.761e-03, eta: 7:07:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 0.3431, loss: 0.3431 +2024-07-17 10:20:02,284 - pyskl - INFO - Epoch [107][2300/2506] lr: 4.753e-03, eta: 7:06:38, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 0.3371, loss: 0.3371 +2024-07-17 10:20:25,526 - pyskl - INFO - Epoch [107][2400/2506] lr: 4.744e-03, eta: 7:06:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 0.2785, loss: 0.2785 +2024-07-17 10:20:48,688 - pyskl - INFO - Epoch [107][2500/2506] lr: 4.736e-03, eta: 7:05:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 0.2997, loss: 0.2997 +2024-07-17 10:20:50,488 - pyskl - INFO - Saving checkpoint at 107 epochs +2024-07-17 10:22:07,670 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 10:22:07,738 - pyskl - INFO - +top1_acc 0.8514 +top5_acc 0.9755 +2024-07-17 10:22:07,740 - pyskl - INFO - Epoch(val) [107][1031] top1_acc: 0.8514, top5_acc: 0.9755 +2024-07-17 10:22:49,264 - pyskl - INFO - Epoch [108][100/2506] lr: 4.728e-03, eta: 7:05:32, time: 0.415, data_time: 0.179, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 0.2989, loss: 0.2989 +2024-07-17 10:23:12,468 - pyskl - INFO - Epoch [108][200/2506] lr: 4.719e-03, eta: 7:05:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.2674, loss: 0.2674 +2024-07-17 10:23:35,664 - pyskl - INFO - Epoch [108][300/2506] lr: 4.711e-03, eta: 7:04:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9994, loss_cls: 0.2742, loss: 0.2742 +2024-07-17 10:23:58,912 - pyskl - INFO - Epoch [108][400/2506] lr: 4.703e-03, eta: 7:04:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 0.3438, loss: 0.3438 +2024-07-17 10:24:22,102 - pyskl - INFO - Epoch [108][500/2506] lr: 4.695e-03, eta: 7:03:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 0.2787, loss: 0.2787 +2024-07-17 10:24:45,270 - pyskl - INFO - Epoch [108][600/2506] lr: 4.687e-03, eta: 7:03:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 0.2992, loss: 0.2992 +2024-07-17 10:25:08,458 - pyskl - INFO - Epoch [108][700/2506] lr: 4.679e-03, eta: 7:03:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 0.2736, loss: 0.2736 +2024-07-17 10:25:31,583 - pyskl - INFO - Epoch [108][800/2506] lr: 4.670e-03, eta: 7:02:44, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.2732, loss: 0.2732 +2024-07-17 10:25:54,711 - pyskl - INFO - Epoch [108][900/2506] lr: 4.662e-03, eta: 7:02:20, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 0.3020, loss: 0.3020 +2024-07-17 10:26:17,843 - pyskl - INFO - Epoch [108][1000/2506] lr: 4.654e-03, eta: 7:01:56, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 0.3125, loss: 0.3125 +2024-07-17 10:26:40,975 - pyskl - INFO - Epoch [108][1100/2506] lr: 4.646e-03, eta: 7:01:32, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 0.2957, loss: 0.2957 +2024-07-17 10:27:04,038 - pyskl - INFO - Epoch [108][1200/2506] lr: 4.638e-03, eta: 7:01:08, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9944, loss_cls: 0.2764, loss: 0.2764 +2024-07-17 10:27:27,144 - pyskl - INFO - Epoch [108][1300/2506] lr: 4.630e-03, eta: 7:00:44, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 0.3174, loss: 0.3174 +2024-07-17 10:27:50,249 - pyskl - INFO - Epoch [108][1400/2506] lr: 4.622e-03, eta: 7:00:20, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.3133, loss: 0.3133 +2024-07-17 10:28:13,336 - pyskl - INFO - Epoch [108][1500/2506] lr: 4.614e-03, eta: 6:59:56, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.3160, loss: 0.3160 +2024-07-17 10:28:36,415 - pyskl - INFO - Epoch [108][1600/2506] lr: 4.605e-03, eta: 6:59:32, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 0.2859, loss: 0.2859 +2024-07-17 10:28:59,546 - pyskl - INFO - Epoch [108][1700/2506] lr: 4.597e-03, eta: 6:59:08, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 0.3180, loss: 0.3180 +2024-07-17 10:29:22,712 - pyskl - INFO - Epoch [108][1800/2506] lr: 4.589e-03, eta: 6:58:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9988, loss_cls: 0.3240, loss: 0.3240 +2024-07-17 10:29:45,970 - pyskl - INFO - Epoch [108][1900/2506] lr: 4.581e-03, eta: 6:58:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 0.3127, loss: 0.3127 +2024-07-17 10:30:09,268 - pyskl - INFO - Epoch [108][2000/2506] lr: 4.573e-03, eta: 6:57:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9981, loss_cls: 0.3302, loss: 0.3302 +2024-07-17 10:30:32,467 - pyskl - INFO - Epoch [108][2100/2506] lr: 4.565e-03, eta: 6:57:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 0.2765, loss: 0.2765 +2024-07-17 10:30:55,667 - pyskl - INFO - Epoch [108][2200/2506] lr: 4.557e-03, eta: 6:57:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 0.3090, loss: 0.3090 +2024-07-17 10:31:18,849 - pyskl - INFO - Epoch [108][2300/2506] lr: 4.549e-03, eta: 6:56:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 0.3412, loss: 0.3412 +2024-07-17 10:31:42,036 - pyskl - INFO - Epoch [108][2400/2506] lr: 4.541e-03, eta: 6:56:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 0.2816, loss: 0.2816 +2024-07-17 10:32:05,206 - pyskl - INFO - Epoch [108][2500/2506] lr: 4.533e-03, eta: 6:55:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 0.3403, loss: 0.3403 +2024-07-17 10:32:07,037 - pyskl - INFO - Saving checkpoint at 108 epochs +2024-07-17 10:33:23,471 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 10:33:23,539 - pyskl - INFO - +top1_acc 0.8444 +top5_acc 0.9726 +2024-07-17 10:33:23,541 - pyskl - INFO - Epoch(val) [108][1031] top1_acc: 0.8444, top5_acc: 0.9726 +2024-07-17 10:34:05,085 - pyskl - INFO - Epoch [109][100/2506] lr: 4.524e-03, eta: 6:55:38, time: 0.415, data_time: 0.181, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.2476, loss: 0.2476 +2024-07-17 10:34:28,165 - pyskl - INFO - Epoch [109][200/2506] lr: 4.516e-03, eta: 6:55:14, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9950, loss_cls: 0.2976, loss: 0.2976 +2024-07-17 10:34:51,233 - pyskl - INFO - Epoch [109][300/2506] lr: 4.508e-03, eta: 6:54:50, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 0.2847, loss: 0.2847 +2024-07-17 10:35:14,375 - pyskl - INFO - Epoch [109][400/2506] lr: 4.500e-03, eta: 6:54:27, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 0.2558, loss: 0.2558 +2024-07-17 10:35:37,516 - pyskl - INFO - Epoch [109][500/2506] lr: 4.492e-03, eta: 6:54:03, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 0.2696, loss: 0.2696 +2024-07-17 10:36:00,674 - pyskl - INFO - Epoch [109][600/2506] lr: 4.484e-03, eta: 6:53:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 0.2551, loss: 0.2551 +2024-07-17 10:36:23,835 - pyskl - INFO - Epoch [109][700/2506] lr: 4.476e-03, eta: 6:53:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 0.2318, loss: 0.2318 +2024-07-17 10:36:46,932 - pyskl - INFO - Epoch [109][800/2506] lr: 4.468e-03, eta: 6:52:51, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.2571, loss: 0.2571 +2024-07-17 10:37:10,004 - pyskl - INFO - Epoch [109][900/2506] lr: 4.460e-03, eta: 6:52:27, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.2567, loss: 0.2567 +2024-07-17 10:37:33,113 - pyskl - INFO - Epoch [109][1000/2506] lr: 4.452e-03, eta: 6:52:03, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9988, loss_cls: 0.2999, loss: 0.2999 +2024-07-17 10:37:56,220 - pyskl - INFO - Epoch [109][1100/2506] lr: 4.444e-03, eta: 6:51:39, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 0.3326, loss: 0.3326 +2024-07-17 10:38:19,317 - pyskl - INFO - Epoch [109][1200/2506] lr: 4.436e-03, eta: 6:51:15, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 0.3043, loss: 0.3043 +2024-07-17 10:38:42,458 - pyskl - INFO - Epoch [109][1300/2506] lr: 4.428e-03, eta: 6:50:51, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 0.3068, loss: 0.3068 +2024-07-17 10:39:05,651 - pyskl - INFO - Epoch [109][1400/2506] lr: 4.420e-03, eta: 6:50:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 1.0000, loss_cls: 0.2736, loss: 0.2736 +2024-07-17 10:39:28,801 - pyskl - INFO - Epoch [109][1500/2506] lr: 4.412e-03, eta: 6:50:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 0.3032, loss: 0.3032 +2024-07-17 10:39:51,930 - pyskl - INFO - Epoch [109][1600/2506] lr: 4.404e-03, eta: 6:49:39, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.2838, loss: 0.2838 +2024-07-17 10:40:15,056 - pyskl - INFO - Epoch [109][1700/2506] lr: 4.396e-03, eta: 6:49:15, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 0.3235, loss: 0.3235 +2024-07-17 10:40:38,200 - pyskl - INFO - Epoch [109][1800/2506] lr: 4.388e-03, eta: 6:48:51, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 0.2824, loss: 0.2824 +2024-07-17 10:41:01,460 - pyskl - INFO - Epoch [109][1900/2506] lr: 4.380e-03, eta: 6:48:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9950, loss_cls: 0.2689, loss: 0.2689 +2024-07-17 10:41:24,805 - pyskl - INFO - Epoch [109][2000/2506] lr: 4.372e-03, eta: 6:48:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9931, loss_cls: 0.3230, loss: 0.3230 +2024-07-17 10:41:48,029 - pyskl - INFO - Epoch [109][2100/2506] lr: 4.364e-03, eta: 6:47:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9938, loss_cls: 0.3018, loss: 0.3018 +2024-07-17 10:42:11,266 - pyskl - INFO - Epoch [109][2200/2506] lr: 4.357e-03, eta: 6:47:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9988, loss_cls: 0.3269, loss: 0.3269 +2024-07-17 10:42:34,365 - pyskl - INFO - Epoch [109][2300/2506] lr: 4.349e-03, eta: 6:46:52, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 0.3009, loss: 0.3009 +2024-07-17 10:42:57,659 - pyskl - INFO - Epoch [109][2400/2506] lr: 4.341e-03, eta: 6:46:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 0.2963, loss: 0.2963 +2024-07-17 10:43:21,073 - pyskl - INFO - Epoch [109][2500/2506] lr: 4.333e-03, eta: 6:46:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.2819, loss: 0.2819 +2024-07-17 10:43:22,918 - pyskl - INFO - Saving checkpoint at 109 epochs +2024-07-17 10:44:39,751 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 10:44:39,819 - pyskl - INFO - +top1_acc 0.8527 +top5_acc 0.9734 +2024-07-17 10:44:39,822 - pyskl - INFO - Epoch(val) [109][1031] top1_acc: 0.8527, top5_acc: 0.9734 +2024-07-17 10:45:21,388 - pyskl - INFO - Epoch [110][100/2506] lr: 4.324e-03, eta: 6:45:45, time: 0.416, data_time: 0.180, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 0.2405, loss: 0.2405 +2024-07-17 10:45:44,496 - pyskl - INFO - Epoch [110][200/2506] lr: 4.317e-03, eta: 6:45:21, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.2494, loss: 0.2494 +2024-07-17 10:46:07,628 - pyskl - INFO - Epoch [110][300/2506] lr: 4.309e-03, eta: 6:44:57, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 0.2210, loss: 0.2210 +2024-07-17 10:46:30,780 - pyskl - INFO - Epoch [110][400/2506] lr: 4.301e-03, eta: 6:44:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 0.2383, loss: 0.2383 +2024-07-17 10:46:53,978 - pyskl - INFO - Epoch [110][500/2506] lr: 4.293e-03, eta: 6:44:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 0.2768, loss: 0.2768 +2024-07-17 10:47:17,142 - pyskl - INFO - Epoch [110][600/2506] lr: 4.285e-03, eta: 6:43:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 0.2652, loss: 0.2652 +2024-07-17 10:47:40,227 - pyskl - INFO - Epoch [110][700/2506] lr: 4.277e-03, eta: 6:43:22, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 0.3113, loss: 0.3113 +2024-07-17 10:48:03,284 - pyskl - INFO - Epoch [110][800/2506] lr: 4.269e-03, eta: 6:42:58, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 0.3307, loss: 0.3307 +2024-07-17 10:48:26,400 - pyskl - INFO - Epoch [110][900/2506] lr: 4.261e-03, eta: 6:42:34, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.2613, loss: 0.2613 +2024-07-17 10:48:49,494 - pyskl - INFO - Epoch [110][1000/2506] lr: 4.254e-03, eta: 6:42:10, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 0.2783, loss: 0.2783 +2024-07-17 10:49:12,553 - pyskl - INFO - Epoch [110][1100/2506] lr: 4.246e-03, eta: 6:41:46, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 0.2575, loss: 0.2575 +2024-07-17 10:49:35,652 - pyskl - INFO - Epoch [110][1200/2506] lr: 4.238e-03, eta: 6:41:22, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9950, loss_cls: 0.2765, loss: 0.2765 +2024-07-17 10:49:58,748 - pyskl - INFO - Epoch [110][1300/2506] lr: 4.230e-03, eta: 6:40:58, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 0.3057, loss: 0.3057 +2024-07-17 10:50:21,873 - pyskl - INFO - Epoch [110][1400/2506] lr: 4.222e-03, eta: 6:40:34, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 0.2727, loss: 0.2727 +2024-07-17 10:50:44,982 - pyskl - INFO - Epoch [110][1500/2506] lr: 4.214e-03, eta: 6:40:10, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 0.2494, loss: 0.2494 +2024-07-17 10:51:08,089 - pyskl - INFO - Epoch [110][1600/2506] lr: 4.207e-03, eta: 6:39:46, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9450, top5_acc: 0.9988, loss_cls: 0.2961, loss: 0.2961 +2024-07-17 10:51:31,214 - pyskl - INFO - Epoch [110][1700/2506] lr: 4.199e-03, eta: 6:39:22, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 0.3030, loss: 0.3030 +2024-07-17 10:51:54,290 - pyskl - INFO - Epoch [110][1800/2506] lr: 4.191e-03, eta: 6:38:58, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 0.2944, loss: 0.2944 +2024-07-17 10:52:17,412 - pyskl - INFO - Epoch [110][1900/2506] lr: 4.183e-03, eta: 6:38:34, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 0.2957, loss: 0.2957 +2024-07-17 10:52:40,606 - pyskl - INFO - Epoch [110][2000/2506] lr: 4.175e-03, eta: 6:38:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 0.3277, loss: 0.3277 +2024-07-17 10:53:03,775 - pyskl - INFO - Epoch [110][2100/2506] lr: 4.168e-03, eta: 6:37:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9950, loss_cls: 0.2645, loss: 0.2645 +2024-07-17 10:53:26,922 - pyskl - INFO - Epoch [110][2200/2506] lr: 4.160e-03, eta: 6:37:23, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 0.3046, loss: 0.3046 +2024-07-17 10:53:50,188 - pyskl - INFO - Epoch [110][2300/2506] lr: 4.152e-03, eta: 6:36:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 0.3148, loss: 0.3148 +2024-07-17 10:54:13,412 - pyskl - INFO - Epoch [110][2400/2506] lr: 4.144e-03, eta: 6:36:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9969, loss_cls: 0.3343, loss: 0.3343 +2024-07-17 10:54:36,719 - pyskl - INFO - Epoch [110][2500/2506] lr: 4.136e-03, eta: 6:36:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 0.2980, loss: 0.2980 +2024-07-17 10:54:38,613 - pyskl - INFO - Saving checkpoint at 110 epochs +2024-07-17 10:55:55,441 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 10:55:55,508 - pyskl - INFO - +top1_acc 0.8525 +top5_acc 0.9757 +2024-07-17 10:55:55,510 - pyskl - INFO - Epoch(val) [110][1031] top1_acc: 0.8525, top5_acc: 0.9757 +2024-07-17 10:56:37,263 - pyskl - INFO - Epoch [111][100/2506] lr: 4.128e-03, eta: 6:35:52, time: 0.417, data_time: 0.182, memory: 6430, top1_acc: 0.9569, top5_acc: 1.0000, loss_cls: 0.2577, loss: 0.2577 +2024-07-17 10:57:00,410 - pyskl - INFO - Epoch [111][200/2506] lr: 4.120e-03, eta: 6:35:28, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 0.2477, loss: 0.2477 +2024-07-17 10:57:23,511 - pyskl - INFO - Epoch [111][300/2506] lr: 4.113e-03, eta: 6:35:04, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 0.2663, loss: 0.2663 +2024-07-17 10:57:46,624 - pyskl - INFO - Epoch [111][400/2506] lr: 4.105e-03, eta: 6:34:40, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 0.2525, loss: 0.2525 +2024-07-17 10:58:10,270 - pyskl - INFO - Epoch [111][500/2506] lr: 4.097e-03, eta: 6:34:16, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 0.2277, loss: 0.2277 +2024-07-17 10:58:33,572 - pyskl - INFO - Epoch [111][600/2506] lr: 4.089e-03, eta: 6:33:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 0.2503, loss: 0.2503 +2024-07-17 10:58:56,832 - pyskl - INFO - Epoch [111][700/2506] lr: 4.082e-03, eta: 6:33:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 0.2459, loss: 0.2459 +2024-07-17 10:59:20,091 - pyskl - INFO - Epoch [111][800/2506] lr: 4.074e-03, eta: 6:33:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 0.2434, loss: 0.2434 +2024-07-17 10:59:43,272 - pyskl - INFO - Epoch [111][900/2506] lr: 4.066e-03, eta: 6:32:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9950, loss_cls: 0.2542, loss: 0.2542 +2024-07-17 11:00:06,434 - pyskl - INFO - Epoch [111][1000/2506] lr: 4.059e-03, eta: 6:32:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9956, loss_cls: 0.2515, loss: 0.2515 +2024-07-17 11:00:29,594 - pyskl - INFO - Epoch [111][1100/2506] lr: 4.051e-03, eta: 6:31:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9962, loss_cls: 0.2303, loss: 0.2303 +2024-07-17 11:00:52,785 - pyskl - INFO - Epoch [111][1200/2506] lr: 4.043e-03, eta: 6:31:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 0.2689, loss: 0.2689 +2024-07-17 11:01:16,014 - pyskl - INFO - Epoch [111][1300/2506] lr: 4.036e-03, eta: 6:31:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 0.2806, loss: 0.2806 +2024-07-17 11:01:39,218 - pyskl - INFO - Epoch [111][1400/2506] lr: 4.028e-03, eta: 6:30:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 0.2677, loss: 0.2677 +2024-07-17 11:02:02,442 - pyskl - INFO - Epoch [111][1500/2506] lr: 4.020e-03, eta: 6:30:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 0.3293, loss: 0.3293 +2024-07-17 11:02:25,654 - pyskl - INFO - Epoch [111][1600/2506] lr: 4.012e-03, eta: 6:29:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.2708, loss: 0.2708 +2024-07-17 11:02:49,084 - pyskl - INFO - Epoch [111][1700/2506] lr: 4.005e-03, eta: 6:29:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 0.2345, loss: 0.2345 +2024-07-17 11:03:12,305 - pyskl - INFO - Epoch [111][1800/2506] lr: 3.997e-03, eta: 6:29:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 0.2389, loss: 0.2389 +2024-07-17 11:03:35,562 - pyskl - INFO - Epoch [111][1900/2506] lr: 3.989e-03, eta: 6:28:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 0.2424, loss: 0.2424 +2024-07-17 11:03:58,646 - pyskl - INFO - Epoch [111][2000/2506] lr: 3.982e-03, eta: 6:28:18, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 0.3118, loss: 0.3118 +2024-07-17 11:04:21,692 - pyskl - INFO - Epoch [111][2100/2506] lr: 3.974e-03, eta: 6:27:54, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 0.2473, loss: 0.2473 +2024-07-17 11:04:44,716 - pyskl - INFO - Epoch [111][2200/2506] lr: 3.967e-03, eta: 6:27:30, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 0.2773, loss: 0.2773 +2024-07-17 11:05:07,731 - pyskl - INFO - Epoch [111][2300/2506] lr: 3.959e-03, eta: 6:27:06, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 0.2801, loss: 0.2801 +2024-07-17 11:05:30,752 - pyskl - INFO - Epoch [111][2400/2506] lr: 3.951e-03, eta: 6:26:42, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 0.2694, loss: 0.2694 +2024-07-17 11:05:53,803 - pyskl - INFO - Epoch [111][2500/2506] lr: 3.944e-03, eta: 6:26:18, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 0.2798, loss: 0.2798 +2024-07-17 11:05:55,659 - pyskl - INFO - Saving checkpoint at 111 epochs +2024-07-17 11:07:12,731 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 11:07:12,798 - pyskl - INFO - +top1_acc 0.8327 +top5_acc 0.9705 +2024-07-17 11:07:12,801 - pyskl - INFO - Epoch(val) [111][1031] top1_acc: 0.8327, top5_acc: 0.9705 +2024-07-17 11:07:54,288 - pyskl - INFO - Epoch [112][100/2506] lr: 3.936e-03, eta: 6:25:59, time: 0.415, data_time: 0.179, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 0.2413, loss: 0.2413 +2024-07-17 11:08:17,435 - pyskl - INFO - Epoch [112][200/2506] lr: 3.928e-03, eta: 6:25:35, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 0.2281, loss: 0.2281 +2024-07-17 11:08:40,600 - pyskl - INFO - Epoch [112][300/2506] lr: 3.920e-03, eta: 6:25:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 0.2001, loss: 0.2001 +2024-07-17 11:09:03,796 - pyskl - INFO - Epoch [112][400/2506] lr: 3.913e-03, eta: 6:24:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 0.2503, loss: 0.2503 +2024-07-17 11:09:26,928 - pyskl - INFO - Epoch [112][500/2506] lr: 3.905e-03, eta: 6:24:23, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 0.2279, loss: 0.2279 +2024-07-17 11:09:50,069 - pyskl - INFO - Epoch [112][600/2506] lr: 3.898e-03, eta: 6:23:59, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 0.2393, loss: 0.2393 +2024-07-17 11:10:13,222 - pyskl - INFO - Epoch [112][700/2506] lr: 3.890e-03, eta: 6:23:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.2308, loss: 0.2308 +2024-07-17 11:10:36,326 - pyskl - INFO - Epoch [112][800/2506] lr: 3.883e-03, eta: 6:23:11, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 0.2680, loss: 0.2680 +2024-07-17 11:10:59,469 - pyskl - INFO - Epoch [112][900/2506] lr: 3.875e-03, eta: 6:22:47, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 0.2614, loss: 0.2614 +2024-07-17 11:11:22,608 - pyskl - INFO - Epoch [112][1000/2506] lr: 3.867e-03, eta: 6:22:23, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 0.2458, loss: 0.2458 +2024-07-17 11:11:45,747 - pyskl - INFO - Epoch [112][1100/2506] lr: 3.860e-03, eta: 6:22:00, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 0.2553, loss: 0.2553 +2024-07-17 11:12:08,898 - pyskl - INFO - Epoch [112][1200/2506] lr: 3.852e-03, eta: 6:21:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 0.2885, loss: 0.2885 +2024-07-17 11:12:32,015 - pyskl - INFO - Epoch [112][1300/2506] lr: 3.845e-03, eta: 6:21:12, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 0.2384, loss: 0.2384 +2024-07-17 11:12:55,165 - pyskl - INFO - Epoch [112][1400/2506] lr: 3.837e-03, eta: 6:20:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 0.2636, loss: 0.2636 +2024-07-17 11:13:18,294 - pyskl - INFO - Epoch [112][1500/2506] lr: 3.830e-03, eta: 6:20:24, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 0.2667, loss: 0.2667 +2024-07-17 11:13:41,425 - pyskl - INFO - Epoch [112][1600/2506] lr: 3.822e-03, eta: 6:20:00, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 0.2630, loss: 0.2630 +2024-07-17 11:14:04,619 - pyskl - INFO - Epoch [112][1700/2506] lr: 3.815e-03, eta: 6:19:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 1.0000, loss_cls: 0.2517, loss: 0.2517 +2024-07-17 11:14:27,768 - pyskl - INFO - Epoch [112][1800/2506] lr: 3.807e-03, eta: 6:19:12, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 0.2371, loss: 0.2371 +2024-07-17 11:14:50,939 - pyskl - INFO - Epoch [112][1900/2506] lr: 3.800e-03, eta: 6:18:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.2346, loss: 0.2346 +2024-07-17 11:15:14,164 - pyskl - INFO - Epoch [112][2000/2506] lr: 3.792e-03, eta: 6:18:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.2442, loss: 0.2442 +2024-07-17 11:15:37,383 - pyskl - INFO - Epoch [112][2100/2506] lr: 3.785e-03, eta: 6:18:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 0.2249, loss: 0.2249 +2024-07-17 11:16:00,592 - pyskl - INFO - Epoch [112][2200/2506] lr: 3.777e-03, eta: 6:17:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 0.2676, loss: 0.2676 +2024-07-17 11:16:23,766 - pyskl - INFO - Epoch [112][2300/2506] lr: 3.770e-03, eta: 6:17:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 0.2763, loss: 0.2763 +2024-07-17 11:16:46,867 - pyskl - INFO - Epoch [112][2400/2506] lr: 3.762e-03, eta: 6:16:49, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 0.2623, loss: 0.2623 +2024-07-17 11:17:10,020 - pyskl - INFO - Epoch [112][2500/2506] lr: 3.755e-03, eta: 6:16:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 0.2593, loss: 0.2593 +2024-07-17 11:17:11,819 - pyskl - INFO - Saving checkpoint at 112 epochs +2024-07-17 11:18:28,605 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 11:18:28,673 - pyskl - INFO - +top1_acc 0.8494 +top5_acc 0.9756 +2024-07-17 11:18:28,676 - pyskl - INFO - Epoch(val) [112][1031] top1_acc: 0.8494, top5_acc: 0.9756 +2024-07-17 11:19:10,640 - pyskl - INFO - Epoch [113][100/2506] lr: 3.747e-03, eta: 6:16:05, time: 0.420, data_time: 0.184, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 0.2292, loss: 0.2292 +2024-07-17 11:19:33,796 - pyskl - INFO - Epoch [113][200/2506] lr: 3.739e-03, eta: 6:15:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 0.2155, loss: 0.2155 +2024-07-17 11:19:56,931 - pyskl - INFO - Epoch [113][300/2506] lr: 3.732e-03, eta: 6:15:18, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 0.2137, loss: 0.2137 +2024-07-17 11:20:20,071 - pyskl - INFO - Epoch [113][400/2506] lr: 3.724e-03, eta: 6:14:54, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 0.1980, loss: 0.1980 +2024-07-17 11:20:43,266 - pyskl - INFO - Epoch [113][500/2506] lr: 3.717e-03, eta: 6:14:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 0.2439, loss: 0.2439 +2024-07-17 11:21:06,542 - pyskl - INFO - Epoch [113][600/2506] lr: 3.710e-03, eta: 6:14:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 0.2542, loss: 0.2542 +2024-07-17 11:21:29,833 - pyskl - INFO - Epoch [113][700/2506] lr: 3.702e-03, eta: 6:13:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 0.2697, loss: 0.2697 +2024-07-17 11:21:53,080 - pyskl - INFO - Epoch [113][800/2506] lr: 3.695e-03, eta: 6:13:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 0.2500, loss: 0.2500 +2024-07-17 11:22:16,379 - pyskl - INFO - Epoch [113][900/2506] lr: 3.687e-03, eta: 6:12:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.2730, loss: 0.2730 +2024-07-17 11:22:39,718 - pyskl - INFO - Epoch [113][1000/2506] lr: 3.680e-03, eta: 6:12:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 0.2203, loss: 0.2203 +2024-07-17 11:23:03,034 - pyskl - INFO - Epoch [113][1100/2506] lr: 3.673e-03, eta: 6:12:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.2346, loss: 0.2346 +2024-07-17 11:23:26,337 - pyskl - INFO - Epoch [113][1200/2506] lr: 3.665e-03, eta: 6:11:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 0.2150, loss: 0.2150 +2024-07-17 11:23:49,538 - pyskl - INFO - Epoch [113][1300/2506] lr: 3.658e-03, eta: 6:11:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.2107, loss: 0.2107 +2024-07-17 11:24:12,753 - pyskl - INFO - Epoch [113][1400/2506] lr: 3.650e-03, eta: 6:10:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 0.2700, loss: 0.2700 +2024-07-17 11:24:36,076 - pyskl - INFO - Epoch [113][1500/2506] lr: 3.643e-03, eta: 6:10:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 0.2302, loss: 0.2302 +2024-07-17 11:24:59,254 - pyskl - INFO - Epoch [113][1600/2506] lr: 3.636e-03, eta: 6:10:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.2236, loss: 0.2236 +2024-07-17 11:25:22,447 - pyskl - INFO - Epoch [113][1700/2506] lr: 3.628e-03, eta: 6:09:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 0.2203, loss: 0.2203 +2024-07-17 11:25:45,562 - pyskl - INFO - Epoch [113][1800/2506] lr: 3.621e-03, eta: 6:09:19, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 0.2553, loss: 0.2553 +2024-07-17 11:26:08,656 - pyskl - INFO - Epoch [113][1900/2506] lr: 3.614e-03, eta: 6:08:55, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 0.2537, loss: 0.2537 +2024-07-17 11:26:31,810 - pyskl - INFO - Epoch [113][2000/2506] lr: 3.606e-03, eta: 6:08:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 0.2542, loss: 0.2542 +2024-07-17 11:26:54,959 - pyskl - INFO - Epoch [113][2100/2506] lr: 3.599e-03, eta: 6:08:08, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9938, loss_cls: 0.3143, loss: 0.3143 +2024-07-17 11:27:18,100 - pyskl - INFO - Epoch [113][2200/2506] lr: 3.592e-03, eta: 6:07:44, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 0.2502, loss: 0.2502 +2024-07-17 11:27:41,339 - pyskl - INFO - Epoch [113][2300/2506] lr: 3.584e-03, eta: 6:07:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.2485, loss: 0.2485 +2024-07-17 11:28:04,575 - pyskl - INFO - Epoch [113][2400/2506] lr: 3.577e-03, eta: 6:06:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.2537, loss: 0.2537 +2024-07-17 11:28:27,877 - pyskl - INFO - Epoch [113][2500/2506] lr: 3.570e-03, eta: 6:06:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 1.0000, loss_cls: 0.2719, loss: 0.2719 +2024-07-17 11:28:29,720 - pyskl - INFO - Saving checkpoint at 113 epochs +2024-07-17 11:29:46,381 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 11:29:46,447 - pyskl - INFO - +top1_acc 0.8518 +top5_acc 0.9754 +2024-07-17 11:29:46,450 - pyskl - INFO - Epoch(val) [113][1031] top1_acc: 0.8518, top5_acc: 0.9754 +2024-07-17 11:30:28,201 - pyskl - INFO - Epoch [114][100/2506] lr: 3.562e-03, eta: 6:06:12, time: 0.417, data_time: 0.182, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 0.2680, loss: 0.2680 +2024-07-17 11:30:51,292 - pyskl - INFO - Epoch [114][200/2506] lr: 3.555e-03, eta: 6:05:48, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 0.2080, loss: 0.2080 +2024-07-17 11:31:14,384 - pyskl - INFO - Epoch [114][300/2506] lr: 3.547e-03, eta: 6:05:25, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 0.1746, loss: 0.1746 +2024-07-17 11:31:37,551 - pyskl - INFO - Epoch [114][400/2506] lr: 3.540e-03, eta: 6:05:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 0.2086, loss: 0.2086 +2024-07-17 11:32:00,697 - pyskl - INFO - Epoch [114][500/2506] lr: 3.533e-03, eta: 6:04:37, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 0.2105, loss: 0.2105 +2024-07-17 11:32:23,833 - pyskl - INFO - Epoch [114][600/2506] lr: 3.525e-03, eta: 6:04:13, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 0.2262, loss: 0.2262 +2024-07-17 11:32:46,964 - pyskl - INFO - Epoch [114][700/2506] lr: 3.518e-03, eta: 6:03:49, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 0.2027, loss: 0.2027 +2024-07-17 11:33:10,152 - pyskl - INFO - Epoch [114][800/2506] lr: 3.511e-03, eta: 6:03:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 0.2042, loss: 0.2042 +2024-07-17 11:33:33,302 - pyskl - INFO - Epoch [114][900/2506] lr: 3.504e-03, eta: 6:03:01, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.1960, loss: 0.1960 +2024-07-17 11:33:56,492 - pyskl - INFO - Epoch [114][1000/2506] lr: 3.496e-03, eta: 6:02:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.1845, loss: 0.1845 +2024-07-17 11:34:19,632 - pyskl - INFO - Epoch [114][1100/2506] lr: 3.489e-03, eta: 6:02:13, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.2026, loss: 0.2026 +2024-07-17 11:34:42,760 - pyskl - INFO - Epoch [114][1200/2506] lr: 3.482e-03, eta: 6:01:49, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.1926, loss: 0.1926 +2024-07-17 11:35:05,921 - pyskl - INFO - Epoch [114][1300/2506] lr: 3.475e-03, eta: 6:01:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 0.2242, loss: 0.2242 +2024-07-17 11:35:29,105 - pyskl - INFO - Epoch [114][1400/2506] lr: 3.467e-03, eta: 6:01:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9625, top5_acc: 1.0000, loss_cls: 0.2286, loss: 0.2286 +2024-07-17 11:35:52,279 - pyskl - INFO - Epoch [114][1500/2506] lr: 3.460e-03, eta: 6:00:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.2253, loss: 0.2253 +2024-07-17 11:36:15,450 - pyskl - INFO - Epoch [114][1600/2506] lr: 3.453e-03, eta: 6:00:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 0.1967, loss: 0.1967 +2024-07-17 11:36:38,599 - pyskl - INFO - Epoch [114][1700/2506] lr: 3.446e-03, eta: 5:59:50, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 0.2053, loss: 0.2053 +2024-07-17 11:37:01,742 - pyskl - INFO - Epoch [114][1800/2506] lr: 3.439e-03, eta: 5:59:26, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 0.2224, loss: 0.2224 +2024-07-17 11:37:24,902 - pyskl - INFO - Epoch [114][1900/2506] lr: 3.431e-03, eta: 5:59:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 0.2933, loss: 0.2933 +2024-07-17 11:37:48,043 - pyskl - INFO - Epoch [114][2000/2506] lr: 3.424e-03, eta: 5:58:38, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.2388, loss: 0.2388 +2024-07-17 11:38:11,191 - pyskl - INFO - Epoch [114][2100/2506] lr: 3.417e-03, eta: 5:58:14, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 0.2457, loss: 0.2457 +2024-07-17 11:38:34,282 - pyskl - INFO - Epoch [114][2200/2506] lr: 3.410e-03, eta: 5:57:50, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.2340, loss: 0.2340 +2024-07-17 11:38:57,320 - pyskl - INFO - Epoch [114][2300/2506] lr: 3.403e-03, eta: 5:57:26, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 0.2853, loss: 0.2853 +2024-07-17 11:39:20,383 - pyskl - INFO - Epoch [114][2400/2506] lr: 3.396e-03, eta: 5:57:03, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 0.2605, loss: 0.2605 +2024-07-17 11:39:43,515 - pyskl - INFO - Epoch [114][2500/2506] lr: 3.388e-03, eta: 5:56:39, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 0.2590, loss: 0.2590 +2024-07-17 11:39:45,288 - pyskl - INFO - Saving checkpoint at 114 epochs +2024-07-17 11:41:02,352 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 11:41:02,420 - pyskl - INFO - +top1_acc 0.8558 +top5_acc 0.9769 +2024-07-17 11:41:02,422 - pyskl - INFO - Epoch(val) [114][1031] top1_acc: 0.8558, top5_acc: 0.9769 +2024-07-17 11:41:44,576 - pyskl - INFO - Epoch [115][100/2506] lr: 3.381e-03, eta: 5:56:19, time: 0.422, data_time: 0.187, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.1923, loss: 0.1923 +2024-07-17 11:42:07,697 - pyskl - INFO - Epoch [115][200/2506] lr: 3.374e-03, eta: 5:55:55, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.1878, loss: 0.1878 +2024-07-17 11:42:30,819 - pyskl - INFO - Epoch [115][300/2506] lr: 3.367e-03, eta: 5:55:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.2223, loss: 0.2223 +2024-07-17 11:42:53,938 - pyskl - INFO - Epoch [115][400/2506] lr: 3.359e-03, eta: 5:55:07, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.2248, loss: 0.2248 +2024-07-17 11:43:17,046 - pyskl - INFO - Epoch [115][500/2506] lr: 3.352e-03, eta: 5:54:43, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.2236, loss: 0.2236 +2024-07-17 11:43:40,186 - pyskl - INFO - Epoch [115][600/2506] lr: 3.345e-03, eta: 5:54:19, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 0.2012, loss: 0.2012 +2024-07-17 11:44:03,367 - pyskl - INFO - Epoch [115][700/2506] lr: 3.338e-03, eta: 5:53:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 0.1866, loss: 0.1866 +2024-07-17 11:44:26,482 - pyskl - INFO - Epoch [115][800/2506] lr: 3.331e-03, eta: 5:53:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 0.2256, loss: 0.2256 +2024-07-17 11:44:49,601 - pyskl - INFO - Epoch [115][900/2506] lr: 3.324e-03, eta: 5:53:08, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 0.1707, loss: 0.1707 +2024-07-17 11:45:12,759 - pyskl - INFO - Epoch [115][1000/2506] lr: 3.317e-03, eta: 5:52:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 0.1919, loss: 0.1919 +2024-07-17 11:45:35,915 - pyskl - INFO - Epoch [115][1100/2506] lr: 3.310e-03, eta: 5:52:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 0.2253, loss: 0.2253 +2024-07-17 11:45:59,142 - pyskl - INFO - Epoch [115][1200/2506] lr: 3.303e-03, eta: 5:51:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.2323, loss: 0.2323 +2024-07-17 11:46:22,343 - pyskl - INFO - Epoch [115][1300/2506] lr: 3.296e-03, eta: 5:51:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 0.1858, loss: 0.1858 +2024-07-17 11:46:45,490 - pyskl - INFO - Epoch [115][1400/2506] lr: 3.288e-03, eta: 5:51:08, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 0.2078, loss: 0.2078 +2024-07-17 11:47:08,644 - pyskl - INFO - Epoch [115][1500/2506] lr: 3.281e-03, eta: 5:50:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 0.2580, loss: 0.2580 +2024-07-17 11:47:31,773 - pyskl - INFO - Epoch [115][1600/2506] lr: 3.274e-03, eta: 5:50:20, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 0.2329, loss: 0.2329 +2024-07-17 11:47:54,903 - pyskl - INFO - Epoch [115][1700/2506] lr: 3.267e-03, eta: 5:49:56, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.2378, loss: 0.2378 +2024-07-17 11:48:18,043 - pyskl - INFO - Epoch [115][1800/2506] lr: 3.260e-03, eta: 5:49:32, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.2218, loss: 0.2218 +2024-07-17 11:48:41,173 - pyskl - INFO - Epoch [115][1900/2506] lr: 3.253e-03, eta: 5:49:09, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 0.2198, loss: 0.2198 +2024-07-17 11:49:04,349 - pyskl - INFO - Epoch [115][2000/2506] lr: 3.246e-03, eta: 5:48:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 0.2344, loss: 0.2344 +2024-07-17 11:49:27,593 - pyskl - INFO - Epoch [115][2100/2506] lr: 3.239e-03, eta: 5:48:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.2279, loss: 0.2279 +2024-07-17 11:49:50,803 - pyskl - INFO - Epoch [115][2200/2506] lr: 3.232e-03, eta: 5:47:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 1.0000, loss_cls: 0.2208, loss: 0.2208 +2024-07-17 11:50:14,046 - pyskl - INFO - Epoch [115][2300/2506] lr: 3.225e-03, eta: 5:47:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.2573, loss: 0.2573 +2024-07-17 11:50:37,287 - pyskl - INFO - Epoch [115][2400/2506] lr: 3.218e-03, eta: 5:47:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9956, loss_cls: 0.2266, loss: 0.2266 +2024-07-17 11:51:00,537 - pyskl - INFO - Epoch [115][2500/2506] lr: 3.211e-03, eta: 5:46:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 1.0000, loss_cls: 0.2258, loss: 0.2258 +2024-07-17 11:51:02,432 - pyskl - INFO - Saving checkpoint at 115 epochs +2024-07-17 11:52:19,077 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 11:52:19,144 - pyskl - INFO - +top1_acc 0.8596 +top5_acc 0.9748 +2024-07-17 11:52:19,147 - pyskl - INFO - Epoch(val) [115][1031] top1_acc: 0.8596, top5_acc: 0.9748 +2024-07-17 11:53:01,085 - pyskl - INFO - Epoch [116][100/2506] lr: 3.204e-03, eta: 5:46:25, time: 0.419, data_time: 0.183, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 0.2187, loss: 0.2187 +2024-07-17 11:53:24,219 - pyskl - INFO - Epoch [116][200/2506] lr: 3.197e-03, eta: 5:46:01, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.1933, loss: 0.1933 +2024-07-17 11:53:47,387 - pyskl - INFO - Epoch [116][300/2506] lr: 3.190e-03, eta: 5:45:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.1842, loss: 0.1842 +2024-07-17 11:54:10,537 - pyskl - INFO - Epoch [116][400/2506] lr: 3.183e-03, eta: 5:45:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.1819, loss: 0.1819 +2024-07-17 11:54:33,655 - pyskl - INFO - Epoch [116][500/2506] lr: 3.176e-03, eta: 5:44:50, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.1759, loss: 0.1759 +2024-07-17 11:54:56,767 - pyskl - INFO - Epoch [116][600/2506] lr: 3.169e-03, eta: 5:44:26, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 0.2322, loss: 0.2322 +2024-07-17 11:55:19,909 - pyskl - INFO - Epoch [116][700/2506] lr: 3.162e-03, eta: 5:44:02, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 0.2046, loss: 0.2046 +2024-07-17 11:55:43,053 - pyskl - INFO - Epoch [116][800/2506] lr: 3.155e-03, eta: 5:43:38, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.1797, loss: 0.1797 +2024-07-17 11:56:06,214 - pyskl - INFO - Epoch [116][900/2506] lr: 3.148e-03, eta: 5:43:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.1764, loss: 0.1764 +2024-07-17 11:56:29,351 - pyskl - INFO - Epoch [116][1000/2506] lr: 3.141e-03, eta: 5:42:50, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9962, loss_cls: 0.1824, loss: 0.1824 +2024-07-17 11:56:52,487 - pyskl - INFO - Epoch [116][1100/2506] lr: 3.134e-03, eta: 5:42:26, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1737, loss: 0.1737 +2024-07-17 11:57:15,576 - pyskl - INFO - Epoch [116][1200/2506] lr: 3.127e-03, eta: 5:42:02, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 0.9962, loss_cls: 0.1962, loss: 0.1962 +2024-07-17 11:57:38,915 - pyskl - INFO - Epoch [116][1300/2506] lr: 3.120e-03, eta: 5:41:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.1919, loss: 0.1919 +2024-07-17 11:58:02,266 - pyskl - INFO - Epoch [116][1400/2506] lr: 3.114e-03, eta: 5:41:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.2014, loss: 0.2014 +2024-07-17 11:58:25,479 - pyskl - INFO - Epoch [116][1500/2506] lr: 3.107e-03, eta: 5:40:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 0.1866, loss: 0.1866 +2024-07-17 11:58:48,581 - pyskl - INFO - Epoch [116][1600/2506] lr: 3.100e-03, eta: 5:40:27, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.1926, loss: 0.1926 +2024-07-17 11:59:11,717 - pyskl - INFO - Epoch [116][1700/2506] lr: 3.093e-03, eta: 5:40:03, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.2361, loss: 0.2361 +2024-07-17 11:59:34,806 - pyskl - INFO - Epoch [116][1800/2506] lr: 3.086e-03, eta: 5:39:39, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 0.2172, loss: 0.2172 +2024-07-17 11:59:57,922 - pyskl - INFO - Epoch [116][1900/2506] lr: 3.079e-03, eta: 5:39:15, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 0.2040, loss: 0.2040 +2024-07-17 12:00:21,018 - pyskl - INFO - Epoch [116][2000/2506] lr: 3.072e-03, eta: 5:38:51, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.2059, loss: 0.2059 +2024-07-17 12:00:44,151 - pyskl - INFO - Epoch [116][2100/2506] lr: 3.065e-03, eta: 5:38:27, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 0.2080, loss: 0.2080 +2024-07-17 12:01:07,247 - pyskl - INFO - Epoch [116][2200/2506] lr: 3.059e-03, eta: 5:38:04, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9962, loss_cls: 0.1784, loss: 0.1784 +2024-07-17 12:01:30,330 - pyskl - INFO - Epoch [116][2300/2506] lr: 3.052e-03, eta: 5:37:40, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 0.2072, loss: 0.2072 +2024-07-17 12:01:53,448 - pyskl - INFO - Epoch [116][2400/2506] lr: 3.045e-03, eta: 5:37:16, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 0.2446, loss: 0.2446 +2024-07-17 12:02:16,574 - pyskl - INFO - Epoch [116][2500/2506] lr: 3.038e-03, eta: 5:36:52, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.2167, loss: 0.2167 +2024-07-17 12:02:18,394 - pyskl - INFO - Saving checkpoint at 116 epochs +2024-07-17 12:03:34,851 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 12:03:34,919 - pyskl - INFO - +top1_acc 0.8565 +top5_acc 0.9764 +2024-07-17 12:03:34,921 - pyskl - INFO - Epoch(val) [116][1031] top1_acc: 0.8565, top5_acc: 0.9764 +2024-07-17 12:04:17,006 - pyskl - INFO - Epoch [117][100/2506] lr: 3.031e-03, eta: 5:36:32, time: 0.421, data_time: 0.187, memory: 6430, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1626, loss: 0.1626 +2024-07-17 12:04:40,011 - pyskl - INFO - Epoch [117][200/2506] lr: 3.024e-03, eta: 5:36:08, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 0.1752, loss: 0.1752 +2024-07-17 12:05:03,179 - pyskl - INFO - Epoch [117][300/2506] lr: 3.017e-03, eta: 5:35:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.1634, loss: 0.1634 +2024-07-17 12:05:26,552 - pyskl - INFO - Epoch [117][400/2506] lr: 3.010e-03, eta: 5:35:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1595, loss: 0.1595 +2024-07-17 12:05:49,876 - pyskl - INFO - Epoch [117][500/2506] lr: 3.004e-03, eta: 5:34:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 0.9975, loss_cls: 0.1747, loss: 0.1747 +2024-07-17 12:06:13,083 - pyskl - INFO - Epoch [117][600/2506] lr: 2.997e-03, eta: 5:34:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 0.1913, loss: 0.1913 +2024-07-17 12:06:36,183 - pyskl - INFO - Epoch [117][700/2506] lr: 2.990e-03, eta: 5:34:08, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 0.2009, loss: 0.2009 +2024-07-17 12:06:59,241 - pyskl - INFO - Epoch [117][800/2506] lr: 2.983e-03, eta: 5:33:44, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.1648, loss: 0.1648 +2024-07-17 12:07:22,299 - pyskl - INFO - Epoch [117][900/2506] lr: 2.976e-03, eta: 5:33:21, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 0.1821, loss: 0.1821 +2024-07-17 12:07:45,360 - pyskl - INFO - Epoch [117][1000/2506] lr: 2.970e-03, eta: 5:32:57, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 0.1699, loss: 0.1699 +2024-07-17 12:08:08,432 - pyskl - INFO - Epoch [117][1100/2506] lr: 2.963e-03, eta: 5:32:33, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 0.2200, loss: 0.2200 +2024-07-17 12:08:31,493 - pyskl - INFO - Epoch [117][1200/2506] lr: 2.956e-03, eta: 5:32:09, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 0.2012, loss: 0.2012 +2024-07-17 12:08:54,568 - pyskl - INFO - Epoch [117][1300/2506] lr: 2.949e-03, eta: 5:31:45, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 0.1805, loss: 0.1805 +2024-07-17 12:09:17,674 - pyskl - INFO - Epoch [117][1400/2506] lr: 2.943e-03, eta: 5:31:21, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 0.1959, loss: 0.1959 +2024-07-17 12:09:40,748 - pyskl - INFO - Epoch [117][1500/2506] lr: 2.936e-03, eta: 5:30:57, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.1988, loss: 0.1988 +2024-07-17 12:10:03,821 - pyskl - INFO - Epoch [117][1600/2506] lr: 2.929e-03, eta: 5:30:33, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 0.1774, loss: 0.1774 +2024-07-17 12:10:26,875 - pyskl - INFO - Epoch [117][1700/2506] lr: 2.923e-03, eta: 5:30:09, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.2053, loss: 0.2053 +2024-07-17 12:10:49,942 - pyskl - INFO - Epoch [117][1800/2506] lr: 2.916e-03, eta: 5:29:45, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.2183, loss: 0.2183 +2024-07-17 12:11:13,122 - pyskl - INFO - Epoch [117][1900/2506] lr: 2.909e-03, eta: 5:29:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 0.1716, loss: 0.1716 +2024-07-17 12:11:36,282 - pyskl - INFO - Epoch [117][2000/2506] lr: 2.902e-03, eta: 5:28:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 0.1721, loss: 0.1721 +2024-07-17 12:11:59,472 - pyskl - INFO - Epoch [117][2100/2506] lr: 2.896e-03, eta: 5:28:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 0.2296, loss: 0.2296 +2024-07-17 12:12:22,694 - pyskl - INFO - Epoch [117][2200/2506] lr: 2.889e-03, eta: 5:28:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 0.2223, loss: 0.2223 +2024-07-17 12:12:45,927 - pyskl - INFO - Epoch [117][2300/2506] lr: 2.882e-03, eta: 5:27:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 0.2211, loss: 0.2211 +2024-07-17 12:13:09,144 - pyskl - INFO - Epoch [117][2400/2506] lr: 2.876e-03, eta: 5:27:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.1924, loss: 0.1924 +2024-07-17 12:13:32,390 - pyskl - INFO - Epoch [117][2500/2506] lr: 2.869e-03, eta: 5:26:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 0.2257, loss: 0.2257 +2024-07-17 12:13:34,242 - pyskl - INFO - Saving checkpoint at 117 epochs +2024-07-17 12:14:50,917 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 12:14:50,985 - pyskl - INFO - +top1_acc 0.8678 +top5_acc 0.9788 +2024-07-17 12:14:50,989 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_104.pth was removed +2024-07-17 12:14:51,120 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_117.pth. +2024-07-17 12:14:51,120 - pyskl - INFO - Best top1_acc is 0.8678 at 117 epoch. +2024-07-17 12:14:51,122 - pyskl - INFO - Epoch(val) [117][1031] top1_acc: 0.8678, top5_acc: 0.9788 +2024-07-17 12:15:33,004 - pyskl - INFO - Epoch [118][100/2506] lr: 2.862e-03, eta: 5:26:38, time: 0.419, data_time: 0.183, memory: 6430, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.1515, loss: 0.1515 +2024-07-17 12:15:56,147 - pyskl - INFO - Epoch [118][200/2506] lr: 2.855e-03, eta: 5:26:14, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.1400, loss: 0.1400 +2024-07-17 12:16:19,258 - pyskl - INFO - Epoch [118][300/2506] lr: 2.849e-03, eta: 5:25:50, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.2012, loss: 0.2012 +2024-07-17 12:16:42,365 - pyskl - INFO - Epoch [118][400/2506] lr: 2.842e-03, eta: 5:25:26, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.1644, loss: 0.1644 +2024-07-17 12:17:05,475 - pyskl - INFO - Epoch [118][500/2506] lr: 2.835e-03, eta: 5:25:02, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1445, loss: 0.1445 +2024-07-17 12:17:28,589 - pyskl - INFO - Epoch [118][600/2506] lr: 2.829e-03, eta: 5:24:38, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.1669, loss: 0.1669 +2024-07-17 12:17:51,738 - pyskl - INFO - Epoch [118][700/2506] lr: 2.822e-03, eta: 5:24:14, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.1765, loss: 0.1765 +2024-07-17 12:18:14,837 - pyskl - INFO - Epoch [118][800/2506] lr: 2.816e-03, eta: 5:23:51, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.1705, loss: 0.1705 +2024-07-17 12:18:37,987 - pyskl - INFO - Epoch [118][900/2506] lr: 2.809e-03, eta: 5:23:27, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1670, loss: 0.1670 +2024-07-17 12:19:01,153 - pyskl - INFO - Epoch [118][1000/2506] lr: 2.802e-03, eta: 5:23:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.1540, loss: 0.1540 +2024-07-17 12:19:24,306 - pyskl - INFO - Epoch [118][1100/2506] lr: 2.796e-03, eta: 5:22:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1770, loss: 0.1770 +2024-07-17 12:19:47,460 - pyskl - INFO - Epoch [118][1200/2506] lr: 2.789e-03, eta: 5:22:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.1696, loss: 0.1696 +2024-07-17 12:20:10,645 - pyskl - INFO - Epoch [118][1300/2506] lr: 2.783e-03, eta: 5:21:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.1598, loss: 0.1598 +2024-07-17 12:20:33,805 - pyskl - INFO - Epoch [118][1400/2506] lr: 2.776e-03, eta: 5:21:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1677, loss: 0.1677 +2024-07-17 12:20:57,099 - pyskl - INFO - Epoch [118][1500/2506] lr: 2.770e-03, eta: 5:21:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.1776, loss: 0.1776 +2024-07-17 12:21:20,262 - pyskl - INFO - Epoch [118][1600/2506] lr: 2.763e-03, eta: 5:20:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 0.2051, loss: 0.2051 +2024-07-17 12:21:43,450 - pyskl - INFO - Epoch [118][1700/2506] lr: 2.756e-03, eta: 5:20:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 0.1939, loss: 0.1939 +2024-07-17 12:22:06,650 - pyskl - INFO - Epoch [118][1800/2506] lr: 2.750e-03, eta: 5:19:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 0.2248, loss: 0.2248 +2024-07-17 12:22:29,854 - pyskl - INFO - Epoch [118][1900/2506] lr: 2.743e-03, eta: 5:19:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 0.2055, loss: 0.2055 +2024-07-17 12:22:53,071 - pyskl - INFO - Epoch [118][2000/2506] lr: 2.737e-03, eta: 5:19:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 0.1441, loss: 0.1441 +2024-07-17 12:23:16,304 - pyskl - INFO - Epoch [118][2100/2506] lr: 2.730e-03, eta: 5:18:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 0.1975, loss: 0.1975 +2024-07-17 12:23:39,526 - pyskl - INFO - Epoch [118][2200/2506] lr: 2.724e-03, eta: 5:18:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.1851, loss: 0.1851 +2024-07-17 12:24:02,745 - pyskl - INFO - Epoch [118][2300/2506] lr: 2.717e-03, eta: 5:17:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1931, loss: 0.1931 +2024-07-17 12:24:25,951 - pyskl - INFO - Epoch [118][2400/2506] lr: 2.711e-03, eta: 5:17:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.2028, loss: 0.2028 +2024-07-17 12:24:49,115 - pyskl - INFO - Epoch [118][2500/2506] lr: 2.704e-03, eta: 5:17:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 0.2064, loss: 0.2064 +2024-07-17 12:24:51,078 - pyskl - INFO - Saving checkpoint at 118 epochs +2024-07-17 12:26:07,494 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 12:26:07,562 - pyskl - INFO - +top1_acc 0.8623 +top5_acc 0.9768 +2024-07-17 12:26:07,564 - pyskl - INFO - Epoch(val) [118][1031] top1_acc: 0.8623, top5_acc: 0.9768 +2024-07-17 12:26:49,515 - pyskl - INFO - Epoch [119][100/2506] lr: 2.697e-03, eta: 5:16:44, time: 0.419, data_time: 0.183, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 0.1796, loss: 0.1796 +2024-07-17 12:27:12,764 - pyskl - INFO - Epoch [119][200/2506] lr: 2.691e-03, eta: 5:16:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1648, loss: 0.1648 +2024-07-17 12:27:35,920 - pyskl - INFO - Epoch [119][300/2506] lr: 2.684e-03, eta: 5:15:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 0.1761, loss: 0.1761 +2024-07-17 12:27:59,084 - pyskl - INFO - Epoch [119][400/2506] lr: 2.678e-03, eta: 5:15:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.1642, loss: 0.1642 +2024-07-17 12:28:22,320 - pyskl - INFO - Epoch [119][500/2506] lr: 2.672e-03, eta: 5:15:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1606, loss: 0.1606 +2024-07-17 12:28:45,504 - pyskl - INFO - Epoch [119][600/2506] lr: 2.665e-03, eta: 5:14:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 0.1751, loss: 0.1751 +2024-07-17 12:29:08,632 - pyskl - INFO - Epoch [119][700/2506] lr: 2.659e-03, eta: 5:14:21, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 0.1766, loss: 0.1766 +2024-07-17 12:29:31,763 - pyskl - INFO - Epoch [119][800/2506] lr: 2.652e-03, eta: 5:13:57, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 0.1921, loss: 0.1921 +2024-07-17 12:29:54,878 - pyskl - INFO - Epoch [119][900/2506] lr: 2.646e-03, eta: 5:13:33, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.1737, loss: 0.1737 +2024-07-17 12:30:18,014 - pyskl - INFO - Epoch [119][1000/2506] lr: 2.639e-03, eta: 5:13:09, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1551, loss: 0.1551 +2024-07-17 12:30:41,187 - pyskl - INFO - Epoch [119][1100/2506] lr: 2.633e-03, eta: 5:12:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 0.1713, loss: 0.1713 +2024-07-17 12:31:04,371 - pyskl - INFO - Epoch [119][1200/2506] lr: 2.627e-03, eta: 5:12:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1786, loss: 0.1786 +2024-07-17 12:31:27,565 - pyskl - INFO - Epoch [119][1300/2506] lr: 2.620e-03, eta: 5:11:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 0.1814, loss: 0.1814 +2024-07-17 12:31:50,756 - pyskl - INFO - Epoch [119][1400/2506] lr: 2.614e-03, eta: 5:11:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1808, loss: 0.1808 +2024-07-17 12:32:13,935 - pyskl - INFO - Epoch [119][1500/2506] lr: 2.607e-03, eta: 5:11:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1604, loss: 0.1604 +2024-07-17 12:32:37,106 - pyskl - INFO - Epoch [119][1600/2506] lr: 2.601e-03, eta: 5:10:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1654, loss: 0.1654 +2024-07-17 12:33:00,283 - pyskl - INFO - Epoch [119][1700/2506] lr: 2.595e-03, eta: 5:10:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1833, loss: 0.1833 +2024-07-17 12:33:23,447 - pyskl - INFO - Epoch [119][1800/2506] lr: 2.588e-03, eta: 5:09:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1752, loss: 0.1752 +2024-07-17 12:33:46,626 - pyskl - INFO - Epoch [119][1900/2506] lr: 2.582e-03, eta: 5:09:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 0.1843, loss: 0.1843 +2024-07-17 12:34:09,846 - pyskl - INFO - Epoch [119][2000/2506] lr: 2.575e-03, eta: 5:09:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.1683, loss: 0.1683 +2024-07-17 12:34:33,055 - pyskl - INFO - Epoch [119][2100/2506] lr: 2.569e-03, eta: 5:08:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9969, loss_cls: 0.1835, loss: 0.1835 +2024-07-17 12:34:56,213 - pyskl - INFO - Epoch [119][2200/2506] lr: 2.563e-03, eta: 5:08:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1831, loss: 0.1831 +2024-07-17 12:35:19,348 - pyskl - INFO - Epoch [119][2300/2506] lr: 2.556e-03, eta: 5:07:59, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 0.1895, loss: 0.1895 +2024-07-17 12:35:42,470 - pyskl - INFO - Epoch [119][2400/2506] lr: 2.550e-03, eta: 5:07:35, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 0.2051, loss: 0.2051 +2024-07-17 12:36:05,610 - pyskl - INFO - Epoch [119][2500/2506] lr: 2.544e-03, eta: 5:07:11, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1569, loss: 0.1569 +2024-07-17 12:36:07,415 - pyskl - INFO - Saving checkpoint at 119 epochs +2024-07-17 12:37:23,578 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 12:37:23,646 - pyskl - INFO - +top1_acc 0.8677 +top5_acc 0.9788 +2024-07-17 12:37:23,648 - pyskl - INFO - Epoch(val) [119][1031] top1_acc: 0.8677, top5_acc: 0.9788 +2024-07-17 12:38:05,370 - pyskl - INFO - Epoch [120][100/2506] lr: 2.537e-03, eta: 5:06:50, time: 0.417, data_time: 0.182, memory: 6430, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1331, loss: 0.1331 +2024-07-17 12:38:28,461 - pyskl - INFO - Epoch [120][200/2506] lr: 2.531e-03, eta: 5:06:26, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1437, loss: 0.1437 +2024-07-17 12:38:51,661 - pyskl - INFO - Epoch [120][300/2506] lr: 2.525e-03, eta: 5:06:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 0.1306, loss: 0.1306 +2024-07-17 12:39:14,823 - pyskl - INFO - Epoch [120][400/2506] lr: 2.518e-03, eta: 5:05:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1464, loss: 0.1464 +2024-07-17 12:39:37,972 - pyskl - INFO - Epoch [120][500/2506] lr: 2.512e-03, eta: 5:05:15, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1412, loss: 0.1412 +2024-07-17 12:40:01,125 - pyskl - INFO - Epoch [120][600/2506] lr: 2.506e-03, eta: 5:04:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 0.1557, loss: 0.1557 +2024-07-17 12:40:24,317 - pyskl - INFO - Epoch [120][700/2506] lr: 2.499e-03, eta: 5:04:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1364, loss: 0.1364 +2024-07-17 12:40:47,478 - pyskl - INFO - Epoch [120][800/2506] lr: 2.493e-03, eta: 5:04:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.1596, loss: 0.1596 +2024-07-17 12:41:10,662 - pyskl - INFO - Epoch [120][900/2506] lr: 2.487e-03, eta: 5:03:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1523, loss: 0.1523 +2024-07-17 12:41:33,833 - pyskl - INFO - Epoch [120][1000/2506] lr: 2.481e-03, eta: 5:03:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1340, loss: 0.1340 +2024-07-17 12:41:57,005 - pyskl - INFO - Epoch [120][1100/2506] lr: 2.474e-03, eta: 5:02:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1334, loss: 0.1334 +2024-07-17 12:42:20,157 - pyskl - INFO - Epoch [120][1200/2506] lr: 2.468e-03, eta: 5:02:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 0.1644, loss: 0.1644 +2024-07-17 12:42:43,304 - pyskl - INFO - Epoch [120][1300/2506] lr: 2.462e-03, eta: 5:02:04, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.1387, loss: 0.1387 +2024-07-17 12:43:06,456 - pyskl - INFO - Epoch [120][1400/2506] lr: 2.456e-03, eta: 5:01:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1474, loss: 0.1474 +2024-07-17 12:43:29,620 - pyskl - INFO - Epoch [120][1500/2506] lr: 2.449e-03, eta: 5:01:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1545, loss: 0.1545 +2024-07-17 12:43:52,803 - pyskl - INFO - Epoch [120][1600/2506] lr: 2.443e-03, eta: 5:00:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1549, loss: 0.1549 +2024-07-17 12:44:15,976 - pyskl - INFO - Epoch [120][1700/2506] lr: 2.437e-03, eta: 5:00:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1326, loss: 0.1326 +2024-07-17 12:44:39,138 - pyskl - INFO - Epoch [120][1800/2506] lr: 2.431e-03, eta: 5:00:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.1637, loss: 0.1637 +2024-07-17 12:45:02,315 - pyskl - INFO - Epoch [120][1900/2506] lr: 2.425e-03, eta: 4:59:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.1568, loss: 0.1568 +2024-07-17 12:45:25,503 - pyskl - INFO - Epoch [120][2000/2506] lr: 2.419e-03, eta: 4:59:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 0.1558, loss: 0.1558 +2024-07-17 12:45:48,715 - pyskl - INFO - Epoch [120][2100/2506] lr: 2.412e-03, eta: 4:58:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.1557, loss: 0.1557 +2024-07-17 12:46:11,950 - pyskl - INFO - Epoch [120][2200/2506] lr: 2.406e-03, eta: 4:58:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.1778, loss: 0.1778 +2024-07-17 12:46:35,107 - pyskl - INFO - Epoch [120][2300/2506] lr: 2.400e-03, eta: 4:58:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1379, loss: 0.1379 +2024-07-17 12:46:58,252 - pyskl - INFO - Epoch [120][2400/2506] lr: 2.394e-03, eta: 4:57:41, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1795, loss: 0.1795 +2024-07-17 12:47:21,454 - pyskl - INFO - Epoch [120][2500/2506] lr: 2.388e-03, eta: 4:57:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.1766, loss: 0.1766 +2024-07-17 12:47:23,232 - pyskl - INFO - Saving checkpoint at 120 epochs +2024-07-17 12:48:40,350 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 12:48:40,417 - pyskl - INFO - +top1_acc 0.8681 +top5_acc 0.9788 +2024-07-17 12:48:40,421 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_117.pth was removed +2024-07-17 12:48:40,548 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. +2024-07-17 12:48:40,549 - pyskl - INFO - Best top1_acc is 0.8681 at 120 epoch. +2024-07-17 12:48:40,551 - pyskl - INFO - Epoch(val) [120][1031] top1_acc: 0.8681, top5_acc: 0.9788 +2024-07-17 12:49:22,745 - pyskl - INFO - Epoch [121][100/2506] lr: 2.381e-03, eta: 4:56:57, time: 0.422, data_time: 0.184, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1062, loss: 0.1062 +2024-07-17 12:49:46,177 - pyskl - INFO - Epoch [121][200/2506] lr: 2.375e-03, eta: 4:56:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.1105, loss: 0.1105 +2024-07-17 12:50:09,608 - pyskl - INFO - Epoch [121][300/2506] lr: 2.369e-03, eta: 4:56:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1119, loss: 0.1119 +2024-07-17 12:50:32,887 - pyskl - INFO - Epoch [121][400/2506] lr: 2.363e-03, eta: 4:55:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1261, loss: 0.1261 +2024-07-17 12:50:56,309 - pyskl - INFO - Epoch [121][500/2506] lr: 2.357e-03, eta: 4:55:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.1015, loss: 0.1015 +2024-07-17 12:51:19,524 - pyskl - INFO - Epoch [121][600/2506] lr: 2.351e-03, eta: 4:54:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1187, loss: 0.1187 +2024-07-17 12:51:42,797 - pyskl - INFO - Epoch [121][700/2506] lr: 2.345e-03, eta: 4:54:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1274, loss: 0.1274 +2024-07-17 12:52:06,010 - pyskl - INFO - Epoch [121][800/2506] lr: 2.338e-03, eta: 4:54:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1229, loss: 0.1229 +2024-07-17 12:52:29,198 - pyskl - INFO - Epoch [121][900/2506] lr: 2.332e-03, eta: 4:53:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1609, loss: 0.1609 +2024-07-17 12:52:52,341 - pyskl - INFO - Epoch [121][1000/2506] lr: 2.326e-03, eta: 4:53:22, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 0.1196, loss: 0.1196 +2024-07-17 12:53:15,527 - pyskl - INFO - Epoch [121][1100/2506] lr: 2.320e-03, eta: 4:52:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1200, loss: 0.1200 +2024-07-17 12:53:38,752 - pyskl - INFO - Epoch [121][1200/2506] lr: 2.314e-03, eta: 4:52:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1308, loss: 0.1308 +2024-07-17 12:54:01,971 - pyskl - INFO - Epoch [121][1300/2506] lr: 2.308e-03, eta: 4:52:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 0.1275, loss: 0.1275 +2024-07-17 12:54:25,212 - pyskl - INFO - Epoch [121][1400/2506] lr: 2.302e-03, eta: 4:51:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.1631, loss: 0.1631 +2024-07-17 12:54:48,418 - pyskl - INFO - Epoch [121][1500/2506] lr: 2.296e-03, eta: 4:51:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1310, loss: 0.1310 +2024-07-17 12:55:11,605 - pyskl - INFO - Epoch [121][1600/2506] lr: 2.290e-03, eta: 4:50:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1708, loss: 0.1708 +2024-07-17 12:55:34,844 - pyskl - INFO - Epoch [121][1700/2506] lr: 2.284e-03, eta: 4:50:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1386, loss: 0.1386 +2024-07-17 12:55:58,057 - pyskl - INFO - Epoch [121][1800/2506] lr: 2.278e-03, eta: 4:50:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1480, loss: 0.1480 +2024-07-17 12:56:21,209 - pyskl - INFO - Epoch [121][1900/2506] lr: 2.272e-03, eta: 4:49:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.1953, loss: 0.1953 +2024-07-17 12:56:44,296 - pyskl - INFO - Epoch [121][2000/2506] lr: 2.266e-03, eta: 4:49:23, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.1531, loss: 0.1531 +2024-07-17 12:57:07,336 - pyskl - INFO - Epoch [121][2100/2506] lr: 2.260e-03, eta: 4:49:00, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.1458, loss: 0.1458 +2024-07-17 12:57:30,374 - pyskl - INFO - Epoch [121][2200/2506] lr: 2.254e-03, eta: 4:48:36, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1252, loss: 0.1252 +2024-07-17 12:57:53,444 - pyskl - INFO - Epoch [121][2300/2506] lr: 2.248e-03, eta: 4:48:12, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.1471, loss: 0.1471 +2024-07-17 12:58:16,491 - pyskl - INFO - Epoch [121][2400/2506] lr: 2.242e-03, eta: 4:47:48, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.1554, loss: 0.1554 +2024-07-17 12:58:39,548 - pyskl - INFO - Epoch [121][2500/2506] lr: 2.236e-03, eta: 4:47:24, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 0.1791, loss: 0.1791 +2024-07-17 12:58:41,371 - pyskl - INFO - Saving checkpoint at 121 epochs +2024-07-17 12:59:58,075 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 12:59:58,146 - pyskl - INFO - +top1_acc 0.8616 +top5_acc 0.9770 +2024-07-17 12:59:58,148 - pyskl - INFO - Epoch(val) [121][1031] top1_acc: 0.8616, top5_acc: 0.9770 +2024-07-17 13:00:40,003 - pyskl - INFO - Epoch [122][100/2506] lr: 2.230e-03, eta: 4:47:03, time: 0.419, data_time: 0.183, memory: 6430, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1374, loss: 0.1374 +2024-07-17 13:01:03,049 - pyskl - INFO - Epoch [122][200/2506] lr: 2.224e-03, eta: 4:46:39, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.1079, loss: 0.1079 +2024-07-17 13:01:26,131 - pyskl - INFO - Epoch [122][300/2506] lr: 2.218e-03, eta: 4:46:15, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1090, loss: 0.1090 +2024-07-17 13:01:49,314 - pyskl - INFO - Epoch [122][400/2506] lr: 2.212e-03, eta: 4:45:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1165, loss: 0.1165 +2024-07-17 13:02:12,490 - pyskl - INFO - Epoch [122][500/2506] lr: 2.206e-03, eta: 4:45:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1219, loss: 0.1219 +2024-07-17 13:02:35,679 - pyskl - INFO - Epoch [122][600/2506] lr: 2.200e-03, eta: 4:45:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1208, loss: 0.1208 +2024-07-17 13:02:58,842 - pyskl - INFO - Epoch [122][700/2506] lr: 2.194e-03, eta: 4:44:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1142, loss: 0.1142 +2024-07-17 13:03:22,025 - pyskl - INFO - Epoch [122][800/2506] lr: 2.188e-03, eta: 4:44:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.1101, loss: 0.1101 +2024-07-17 13:03:45,230 - pyskl - INFO - Epoch [122][900/2506] lr: 2.182e-03, eta: 4:43:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1054, loss: 0.1054 +2024-07-17 13:04:08,401 - pyskl - INFO - Epoch [122][1000/2506] lr: 2.176e-03, eta: 4:43:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.1406, loss: 0.1406 +2024-07-17 13:04:31,612 - pyskl - INFO - Epoch [122][1100/2506] lr: 2.171e-03, eta: 4:43:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1402, loss: 0.1402 +2024-07-17 13:04:54,879 - pyskl - INFO - Epoch [122][1200/2506] lr: 2.165e-03, eta: 4:42:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 0.1373, loss: 0.1373 +2024-07-17 13:05:18,121 - pyskl - INFO - Epoch [122][1300/2506] lr: 2.159e-03, eta: 4:42:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1280, loss: 0.1280 +2024-07-17 13:05:41,341 - pyskl - INFO - Epoch [122][1400/2506] lr: 2.153e-03, eta: 4:41:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1087, loss: 0.1087 +2024-07-17 13:06:04,588 - pyskl - INFO - Epoch [122][1500/2506] lr: 2.147e-03, eta: 4:41:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1196, loss: 0.1196 +2024-07-17 13:06:27,842 - pyskl - INFO - Epoch [122][1600/2506] lr: 2.141e-03, eta: 4:41:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1375, loss: 0.1375 +2024-07-17 13:06:51,054 - pyskl - INFO - Epoch [122][1700/2506] lr: 2.135e-03, eta: 4:40:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.1157, loss: 0.1157 +2024-07-17 13:07:14,203 - pyskl - INFO - Epoch [122][1800/2506] lr: 2.130e-03, eta: 4:40:17, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0979, loss: 0.0979 +2024-07-17 13:07:37,388 - pyskl - INFO - Epoch [122][1900/2506] lr: 2.124e-03, eta: 4:39:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1352, loss: 0.1352 +2024-07-17 13:08:00,558 - pyskl - INFO - Epoch [122][2000/2506] lr: 2.118e-03, eta: 4:39:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.1162, loss: 0.1162 +2024-07-17 13:08:23,684 - pyskl - INFO - Epoch [122][2100/2506] lr: 2.112e-03, eta: 4:39:06, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.1656, loss: 0.1656 +2024-07-17 13:08:46,833 - pyskl - INFO - Epoch [122][2200/2506] lr: 2.106e-03, eta: 4:38:42, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1715, loss: 0.1715 +2024-07-17 13:09:10,031 - pyskl - INFO - Epoch [122][2300/2506] lr: 2.100e-03, eta: 4:38:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1449, loss: 0.1449 +2024-07-17 13:09:33,279 - pyskl - INFO - Epoch [122][2400/2506] lr: 2.095e-03, eta: 4:37:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1481, loss: 0.1481 +2024-07-17 13:09:56,463 - pyskl - INFO - Epoch [122][2500/2506] lr: 2.089e-03, eta: 4:37:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1409, loss: 0.1409 +2024-07-17 13:09:58,304 - pyskl - INFO - Saving checkpoint at 122 epochs +2024-07-17 13:11:15,273 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 13:11:15,341 - pyskl - INFO - +top1_acc 0.8469 +top5_acc 0.9726 +2024-07-17 13:11:15,344 - pyskl - INFO - Epoch(val) [122][1031] top1_acc: 0.8469, top5_acc: 0.9726 +2024-07-17 13:11:57,026 - pyskl - INFO - Epoch [123][100/2506] lr: 2.083e-03, eta: 4:37:09, time: 0.417, data_time: 0.180, memory: 6430, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1164, loss: 0.1164 +2024-07-17 13:12:20,249 - pyskl - INFO - Epoch [123][200/2506] lr: 2.077e-03, eta: 4:36:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.1163, loss: 0.1163 +2024-07-17 13:12:43,434 - pyskl - INFO - Epoch [123][300/2506] lr: 2.071e-03, eta: 4:36:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1089, loss: 0.1089 +2024-07-17 13:13:06,666 - pyskl - INFO - Epoch [123][400/2506] lr: 2.065e-03, eta: 4:35:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1080, loss: 0.1080 +2024-07-17 13:13:29,839 - pyskl - INFO - Epoch [123][500/2506] lr: 2.060e-03, eta: 4:35:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 0.1308, loss: 0.1308 +2024-07-17 13:13:53,086 - pyskl - INFO - Epoch [123][600/2506] lr: 2.054e-03, eta: 4:35:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0939, loss: 0.0939 +2024-07-17 13:14:16,336 - pyskl - INFO - Epoch [123][700/2506] lr: 2.048e-03, eta: 4:34:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1101, loss: 0.1101 +2024-07-17 13:14:39,584 - pyskl - INFO - Epoch [123][800/2506] lr: 2.043e-03, eta: 4:34:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 0.1206, loss: 0.1206 +2024-07-17 13:15:02,811 - pyskl - INFO - Epoch [123][900/2506] lr: 2.037e-03, eta: 4:33:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1378, loss: 0.1378 +2024-07-17 13:15:26,048 - pyskl - INFO - Epoch [123][1000/2506] lr: 2.031e-03, eta: 4:33:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1311, loss: 0.1311 +2024-07-17 13:15:49,267 - pyskl - INFO - Epoch [123][1100/2506] lr: 2.025e-03, eta: 4:33:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1100, loss: 0.1100 +2024-07-17 13:16:12,498 - pyskl - INFO - Epoch [123][1200/2506] lr: 2.020e-03, eta: 4:32:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0933, loss: 0.0933 +2024-07-17 13:16:35,734 - pyskl - INFO - Epoch [123][1300/2506] lr: 2.014e-03, eta: 4:32:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0987, loss: 0.0987 +2024-07-17 13:16:58,966 - pyskl - INFO - Epoch [123][1400/2506] lr: 2.008e-03, eta: 4:31:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 0.0951, loss: 0.0951 +2024-07-17 13:17:22,256 - pyskl - INFO - Epoch [123][1500/2506] lr: 2.003e-03, eta: 4:31:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0923, loss: 0.0923 +2024-07-17 13:17:45,463 - pyskl - INFO - Epoch [123][1600/2506] lr: 1.997e-03, eta: 4:31:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.1083, loss: 0.1083 +2024-07-17 13:18:08,708 - pyskl - INFO - Epoch [123][1700/2506] lr: 1.991e-03, eta: 4:30:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1262, loss: 0.1262 +2024-07-17 13:18:31,921 - pyskl - INFO - Epoch [123][1800/2506] lr: 1.986e-03, eta: 4:30:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1146, loss: 0.1146 +2024-07-17 13:18:55,135 - pyskl - INFO - Epoch [123][1900/2506] lr: 1.980e-03, eta: 4:30:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0971, loss: 0.0971 +2024-07-17 13:19:18,370 - pyskl - INFO - Epoch [123][2000/2506] lr: 1.974e-03, eta: 4:29:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1126, loss: 0.1126 +2024-07-17 13:19:41,632 - pyskl - INFO - Epoch [123][2100/2506] lr: 1.969e-03, eta: 4:29:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.1344, loss: 0.1344 +2024-07-17 13:20:04,881 - pyskl - INFO - Epoch [123][2200/2506] lr: 1.963e-03, eta: 4:28:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1305, loss: 0.1305 +2024-07-17 13:20:28,238 - pyskl - INFO - Epoch [123][2300/2506] lr: 1.958e-03, eta: 4:28:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1109, loss: 0.1109 +2024-07-17 13:20:51,511 - pyskl - INFO - Epoch [123][2400/2506] lr: 1.952e-03, eta: 4:28:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.1103, loss: 0.1103 +2024-07-17 13:21:14,730 - pyskl - INFO - Epoch [123][2500/2506] lr: 1.946e-03, eta: 4:27:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1021, loss: 0.1021 +2024-07-17 13:21:16,537 - pyskl - INFO - Saving checkpoint at 123 epochs +2024-07-17 13:22:33,421 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 13:22:33,489 - pyskl - INFO - +top1_acc 0.8697 +top5_acc 0.9768 +2024-07-17 13:22:33,493 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_120.pth was removed +2024-07-17 13:22:33,625 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. +2024-07-17 13:22:33,625 - pyskl - INFO - Best top1_acc is 0.8697 at 123 epoch. +2024-07-17 13:22:33,628 - pyskl - INFO - Epoch(val) [123][1031] top1_acc: 0.8697, top5_acc: 0.9768 +2024-07-17 13:23:15,595 - pyskl - INFO - Epoch [124][100/2506] lr: 1.940e-03, eta: 4:27:15, time: 0.420, data_time: 0.183, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1018, loss: 0.1018 +2024-07-17 13:23:38,838 - pyskl - INFO - Epoch [124][200/2506] lr: 1.935e-03, eta: 4:26:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0960, loss: 0.0960 +2024-07-17 13:24:02,012 - pyskl - INFO - Epoch [124][300/2506] lr: 1.929e-03, eta: 4:26:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0931, loss: 0.0931 +2024-07-17 13:24:25,180 - pyskl - INFO - Epoch [124][400/2506] lr: 1.924e-03, eta: 4:26:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0865, loss: 0.0865 +2024-07-17 13:24:48,295 - pyskl - INFO - Epoch [124][500/2506] lr: 1.918e-03, eta: 4:25:40, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.0930, loss: 0.0930 +2024-07-17 13:25:11,413 - pyskl - INFO - Epoch [124][600/2506] lr: 1.913e-03, eta: 4:25:16, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0892, loss: 0.0892 +2024-07-17 13:25:34,564 - pyskl - INFO - Epoch [124][700/2506] lr: 1.907e-03, eta: 4:24:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0900, loss: 0.0900 +2024-07-17 13:25:57,700 - pyskl - INFO - Epoch [124][800/2506] lr: 1.901e-03, eta: 4:24:28, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.1009, loss: 0.1009 +2024-07-17 13:26:20,806 - pyskl - INFO - Epoch [124][900/2506] lr: 1.896e-03, eta: 4:24:04, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.1015, loss: 0.1015 +2024-07-17 13:26:43,929 - pyskl - INFO - Epoch [124][1000/2506] lr: 1.890e-03, eta: 4:23:40, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0822, loss: 0.0822 +2024-07-17 13:27:07,030 - pyskl - INFO - Epoch [124][1100/2506] lr: 1.885e-03, eta: 4:23:17, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1007, loss: 0.1007 +2024-07-17 13:27:30,131 - pyskl - INFO - Epoch [124][1200/2506] lr: 1.879e-03, eta: 4:22:53, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1093, loss: 0.1093 +2024-07-17 13:27:53,235 - pyskl - INFO - Epoch [124][1300/2506] lr: 1.874e-03, eta: 4:22:29, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0963, loss: 0.0963 +2024-07-17 13:28:16,345 - pyskl - INFO - Epoch [124][1400/2506] lr: 1.868e-03, eta: 4:22:05, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1097, loss: 0.1097 +2024-07-17 13:28:39,440 - pyskl - INFO - Epoch [124][1500/2506] lr: 1.863e-03, eta: 4:21:41, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0936, loss: 0.0936 +2024-07-17 13:29:02,548 - pyskl - INFO - Epoch [124][1600/2506] lr: 1.857e-03, eta: 4:21:17, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0990, loss: 0.0990 +2024-07-17 13:29:25,633 - pyskl - INFO - Epoch [124][1700/2506] lr: 1.852e-03, eta: 4:20:53, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0986, loss: 0.0986 +2024-07-17 13:29:48,727 - pyskl - INFO - Epoch [124][1800/2506] lr: 1.846e-03, eta: 4:20:29, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1005, loss: 0.1005 +2024-07-17 13:30:11,811 - pyskl - INFO - Epoch [124][1900/2506] lr: 1.841e-03, eta: 4:20:06, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.1012, loss: 0.1012 +2024-07-17 13:30:34,891 - pyskl - INFO - Epoch [124][2000/2506] lr: 1.835e-03, eta: 4:19:42, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1206, loss: 0.1206 +2024-07-17 13:30:57,986 - pyskl - INFO - Epoch [124][2100/2506] lr: 1.830e-03, eta: 4:19:18, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.1140, loss: 0.1140 +2024-07-17 13:31:21,209 - pyskl - INFO - Epoch [124][2200/2506] lr: 1.825e-03, eta: 4:18:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1133, loss: 0.1133 +2024-07-17 13:31:44,553 - pyskl - INFO - Epoch [124][2300/2506] lr: 1.819e-03, eta: 4:18:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 0.1218, loss: 0.1218 +2024-07-17 13:32:07,737 - pyskl - INFO - Epoch [124][2400/2506] lr: 1.814e-03, eta: 4:18:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1293, loss: 0.1293 +2024-07-17 13:32:31,000 - pyskl - INFO - Epoch [124][2500/2506] lr: 1.808e-03, eta: 4:17:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1210, loss: 0.1210 +2024-07-17 13:32:32,930 - pyskl - INFO - Saving checkpoint at 124 epochs +2024-07-17 13:33:49,761 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 13:33:49,829 - pyskl - INFO - +top1_acc 0.8692 +top5_acc 0.9768 +2024-07-17 13:33:49,831 - pyskl - INFO - Epoch(val) [124][1031] top1_acc: 0.8692, top5_acc: 0.9768 +2024-07-17 13:34:31,935 - pyskl - INFO - Epoch [125][100/2506] lr: 1.803e-03, eta: 4:17:21, time: 0.421, data_time: 0.185, memory: 6430, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.1116, loss: 0.1116 +2024-07-17 13:34:54,980 - pyskl - INFO - Epoch [125][200/2506] lr: 1.797e-03, eta: 4:16:57, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0882, loss: 0.0882 +2024-07-17 13:35:18,035 - pyskl - INFO - Epoch [125][300/2506] lr: 1.792e-03, eta: 4:16:33, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0824, loss: 0.0824 +2024-07-17 13:35:41,214 - pyskl - INFO - Epoch [125][400/2506] lr: 1.786e-03, eta: 4:16:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0905, loss: 0.0905 +2024-07-17 13:36:04,341 - pyskl - INFO - Epoch [125][500/2506] lr: 1.781e-03, eta: 4:15:45, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0903, loss: 0.0903 +2024-07-17 13:36:27,459 - pyskl - INFO - Epoch [125][600/2506] lr: 1.776e-03, eta: 4:15:22, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0778, loss: 0.0778 +2024-07-17 13:36:50,521 - pyskl - INFO - Epoch [125][700/2506] lr: 1.770e-03, eta: 4:14:58, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0991, loss: 0.0991 +2024-07-17 13:37:13,709 - pyskl - INFO - Epoch [125][800/2506] lr: 1.765e-03, eta: 4:14:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.1109, loss: 0.1109 +2024-07-17 13:37:36,898 - pyskl - INFO - Epoch [125][900/2506] lr: 1.760e-03, eta: 4:14:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1248, loss: 0.1248 +2024-07-17 13:38:00,078 - pyskl - INFO - Epoch [125][1000/2506] lr: 1.754e-03, eta: 4:13:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0937, loss: 0.0937 +2024-07-17 13:38:23,269 - pyskl - INFO - Epoch [125][1100/2506] lr: 1.749e-03, eta: 4:13:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1054, loss: 0.1054 +2024-07-17 13:38:46,471 - pyskl - INFO - Epoch [125][1200/2506] lr: 1.744e-03, eta: 4:12:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1123, loss: 0.1123 +2024-07-17 13:39:09,695 - pyskl - INFO - Epoch [125][1300/2506] lr: 1.738e-03, eta: 4:12:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.0997, loss: 0.0997 +2024-07-17 13:39:32,889 - pyskl - INFO - Epoch [125][1400/2506] lr: 1.733e-03, eta: 4:12:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1331, loss: 0.1331 +2024-07-17 13:39:56,082 - pyskl - INFO - Epoch [125][1500/2506] lr: 1.728e-03, eta: 4:11:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1181, loss: 0.1181 +2024-07-17 13:40:19,251 - pyskl - INFO - Epoch [125][1600/2506] lr: 1.722e-03, eta: 4:11:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1050, loss: 0.1050 +2024-07-17 13:40:42,432 - pyskl - INFO - Epoch [125][1700/2506] lr: 1.717e-03, eta: 4:10:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1308, loss: 0.1308 +2024-07-17 13:41:05,610 - pyskl - INFO - Epoch [125][1800/2506] lr: 1.712e-03, eta: 4:10:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.1368, loss: 0.1368 +2024-07-17 13:41:28,803 - pyskl - INFO - Epoch [125][1900/2506] lr: 1.707e-03, eta: 4:10:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1076, loss: 0.1076 +2024-07-17 13:41:51,995 - pyskl - INFO - Epoch [125][2000/2506] lr: 1.701e-03, eta: 4:09:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0902, loss: 0.0902 +2024-07-17 13:42:15,204 - pyskl - INFO - Epoch [125][2100/2506] lr: 1.696e-03, eta: 4:09:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1213, loss: 0.1213 +2024-07-17 13:42:38,378 - pyskl - INFO - Epoch [125][2200/2506] lr: 1.691e-03, eta: 4:09:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1032, loss: 0.1032 +2024-07-17 13:43:01,666 - pyskl - INFO - Epoch [125][2300/2506] lr: 1.686e-03, eta: 4:08:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.1038, loss: 0.1038 +2024-07-17 13:43:24,835 - pyskl - INFO - Epoch [125][2400/2506] lr: 1.680e-03, eta: 4:08:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1091, loss: 0.1091 +2024-07-17 13:43:48,006 - pyskl - INFO - Epoch [125][2500/2506] lr: 1.675e-03, eta: 4:07:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1214, loss: 0.1214 +2024-07-17 13:43:49,833 - pyskl - INFO - Saving checkpoint at 125 epochs +2024-07-17 13:45:06,568 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 13:45:06,636 - pyskl - INFO - +top1_acc 0.8712 +top5_acc 0.9762 +2024-07-17 13:45:06,640 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_123.pth was removed +2024-07-17 13:45:06,770 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. +2024-07-17 13:45:06,770 - pyskl - INFO - Best top1_acc is 0.8712 at 125 epoch. +2024-07-17 13:45:06,773 - pyskl - INFO - Epoch(val) [125][1031] top1_acc: 0.8712, top5_acc: 0.9762 +2024-07-17 13:45:48,456 - pyskl - INFO - Epoch [126][100/2506] lr: 1.670e-03, eta: 4:07:27, time: 0.417, data_time: 0.181, memory: 6430, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0819, loss: 0.0819 +2024-07-17 13:46:11,604 - pyskl - INFO - Epoch [126][200/2506] lr: 1.664e-03, eta: 4:07:03, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.1074, loss: 0.1074 +2024-07-17 13:46:34,718 - pyskl - INFO - Epoch [126][300/2506] lr: 1.659e-03, eta: 4:06:39, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0782, loss: 0.0782 +2024-07-17 13:46:57,878 - pyskl - INFO - Epoch [126][400/2506] lr: 1.654e-03, eta: 4:06:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0794, loss: 0.0794 +2024-07-17 13:47:21,055 - pyskl - INFO - Epoch [126][500/2506] lr: 1.649e-03, eta: 4:05:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0813, loss: 0.0813 +2024-07-17 13:47:44,180 - pyskl - INFO - Epoch [126][600/2506] lr: 1.644e-03, eta: 4:05:27, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0966, loss: 0.0966 +2024-07-17 13:48:07,344 - pyskl - INFO - Epoch [126][700/2506] lr: 1.638e-03, eta: 4:05:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0909, loss: 0.0909 +2024-07-17 13:48:30,516 - pyskl - INFO - Epoch [126][800/2506] lr: 1.633e-03, eta: 4:04:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1128, loss: 0.1128 +2024-07-17 13:48:53,712 - pyskl - INFO - Epoch [126][900/2506] lr: 1.628e-03, eta: 4:04:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0665, loss: 0.0665 +2024-07-17 13:49:16,865 - pyskl - INFO - Epoch [126][1000/2506] lr: 1.623e-03, eta: 4:03:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0783, loss: 0.0783 +2024-07-17 13:49:39,937 - pyskl - INFO - Epoch [126][1100/2506] lr: 1.618e-03, eta: 4:03:28, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0825, loss: 0.0825 +2024-07-17 13:50:03,066 - pyskl - INFO - Epoch [126][1200/2506] lr: 1.613e-03, eta: 4:03:04, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0759, loss: 0.0759 +2024-07-17 13:50:26,199 - pyskl - INFO - Epoch [126][1300/2506] lr: 1.607e-03, eta: 4:02:40, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 0.1004, loss: 0.1004 +2024-07-17 13:50:49,319 - pyskl - INFO - Epoch [126][1400/2506] lr: 1.602e-03, eta: 4:02:17, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1149, loss: 0.1149 +2024-07-17 13:51:12,420 - pyskl - INFO - Epoch [126][1500/2506] lr: 1.597e-03, eta: 4:01:53, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0763, loss: 0.0763 +2024-07-17 13:51:35,480 - pyskl - INFO - Epoch [126][1600/2506] lr: 1.592e-03, eta: 4:01:29, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0789, loss: 0.0789 +2024-07-17 13:51:58,620 - pyskl - INFO - Epoch [126][1700/2506] lr: 1.587e-03, eta: 4:01:05, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.1048, loss: 0.1048 +2024-07-17 13:52:21,740 - pyskl - INFO - Epoch [126][1800/2506] lr: 1.582e-03, eta: 4:00:41, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0978, loss: 0.0978 +2024-07-17 13:52:44,870 - pyskl - INFO - Epoch [126][1900/2506] lr: 1.577e-03, eta: 4:00:17, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0922, loss: 0.0922 +2024-07-17 13:53:08,104 - pyskl - INFO - Epoch [126][2000/2506] lr: 1.572e-03, eta: 3:59:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0862, loss: 0.0862 +2024-07-17 13:53:31,241 - pyskl - INFO - Epoch [126][2100/2506] lr: 1.567e-03, eta: 3:59:30, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0967, loss: 0.0967 +2024-07-17 13:53:54,339 - pyskl - INFO - Epoch [126][2200/2506] lr: 1.562e-03, eta: 3:59:06, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0932, loss: 0.0932 +2024-07-17 13:54:17,551 - pyskl - INFO - Epoch [126][2300/2506] lr: 1.557e-03, eta: 3:58:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0972, loss: 0.0972 +2024-07-17 13:54:40,753 - pyskl - INFO - Epoch [126][2400/2506] lr: 1.552e-03, eta: 3:58:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0742, loss: 0.0742 +2024-07-17 13:55:03,840 - pyskl - INFO - Epoch [126][2500/2506] lr: 1.547e-03, eta: 3:57:54, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0913, loss: 0.0913 +2024-07-17 13:55:05,628 - pyskl - INFO - Saving checkpoint at 126 epochs +2024-07-17 13:56:22,671 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 13:56:22,738 - pyskl - INFO - +top1_acc 0.8601 +top5_acc 0.9753 +2024-07-17 13:56:22,740 - pyskl - INFO - Epoch(val) [126][1031] top1_acc: 0.8601, top5_acc: 0.9753 +2024-07-17 13:57:04,730 - pyskl - INFO - Epoch [127][100/2506] lr: 1.541e-03, eta: 3:57:32, time: 0.420, data_time: 0.184, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0879, loss: 0.0879 +2024-07-17 13:57:27,874 - pyskl - INFO - Epoch [127][200/2506] lr: 1.536e-03, eta: 3:57:09, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0799, loss: 0.0799 +2024-07-17 13:57:51,121 - pyskl - INFO - Epoch [127][300/2506] lr: 1.531e-03, eta: 3:56:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0788, loss: 0.0788 +2024-07-17 13:58:14,293 - pyskl - INFO - Epoch [127][400/2506] lr: 1.526e-03, eta: 3:56:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0749, loss: 0.0749 +2024-07-17 13:58:37,487 - pyskl - INFO - Epoch [127][500/2506] lr: 1.521e-03, eta: 3:55:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0744, loss: 0.0744 +2024-07-17 13:59:00,719 - pyskl - INFO - Epoch [127][600/2506] lr: 1.516e-03, eta: 3:55:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.0942, loss: 0.0942 +2024-07-17 13:59:23,946 - pyskl - INFO - Epoch [127][700/2506] lr: 1.511e-03, eta: 3:55:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0877, loss: 0.0877 +2024-07-17 13:59:47,136 - pyskl - INFO - Epoch [127][800/2506] lr: 1.506e-03, eta: 3:54:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0859, loss: 0.0859 +2024-07-17 14:00:10,348 - pyskl - INFO - Epoch [127][900/2506] lr: 1.501e-03, eta: 3:54:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0817, loss: 0.0817 +2024-07-17 14:00:33,513 - pyskl - INFO - Epoch [127][1000/2506] lr: 1.496e-03, eta: 3:53:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0950, loss: 0.0950 +2024-07-17 14:00:56,678 - pyskl - INFO - Epoch [127][1100/2506] lr: 1.491e-03, eta: 3:53:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0893, loss: 0.0893 +2024-07-17 14:01:19,847 - pyskl - INFO - Epoch [127][1200/2506] lr: 1.486e-03, eta: 3:53:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0711, loss: 0.0711 +2024-07-17 14:01:43,045 - pyskl - INFO - Epoch [127][1300/2506] lr: 1.481e-03, eta: 3:52:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0847, loss: 0.0847 +2024-07-17 14:02:06,237 - pyskl - INFO - Epoch [127][1400/2506] lr: 1.477e-03, eta: 3:52:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0813, loss: 0.0813 +2024-07-17 14:02:29,433 - pyskl - INFO - Epoch [127][1500/2506] lr: 1.472e-03, eta: 3:51:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0829, loss: 0.0829 +2024-07-17 14:02:52,675 - pyskl - INFO - Epoch [127][1600/2506] lr: 1.467e-03, eta: 3:51:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0753, loss: 0.0753 +2024-07-17 14:03:15,884 - pyskl - INFO - Epoch [127][1700/2506] lr: 1.462e-03, eta: 3:51:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1105, loss: 0.1105 +2024-07-17 14:03:39,073 - pyskl - INFO - Epoch [127][1800/2506] lr: 1.457e-03, eta: 3:50:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0782, loss: 0.0782 +2024-07-17 14:04:02,272 - pyskl - INFO - Epoch [127][1900/2506] lr: 1.452e-03, eta: 3:50:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0707, loss: 0.0707 +2024-07-17 14:04:25,452 - pyskl - INFO - Epoch [127][2000/2506] lr: 1.447e-03, eta: 3:49:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0789, loss: 0.0789 +2024-07-17 14:04:48,644 - pyskl - INFO - Epoch [127][2100/2506] lr: 1.442e-03, eta: 3:49:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0881, loss: 0.0881 +2024-07-17 14:05:11,820 - pyskl - INFO - Epoch [127][2200/2506] lr: 1.437e-03, eta: 3:49:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0916, loss: 0.0916 +2024-07-17 14:05:35,034 - pyskl - INFO - Epoch [127][2300/2506] lr: 1.432e-03, eta: 3:48:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0761, loss: 0.0761 +2024-07-17 14:05:58,530 - pyskl - INFO - Epoch [127][2400/2506] lr: 1.428e-03, eta: 3:48:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0819, loss: 0.0819 +2024-07-17 14:06:21,741 - pyskl - INFO - Epoch [127][2500/2506] lr: 1.423e-03, eta: 3:48:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0814, loss: 0.0814 +2024-07-17 14:06:23,554 - pyskl - INFO - Saving checkpoint at 127 epochs +2024-07-17 14:07:40,735 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 14:07:40,802 - pyskl - INFO - +top1_acc 0.8721 +top5_acc 0.9776 +2024-07-17 14:07:40,807 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_125.pth was removed +2024-07-17 14:07:40,944 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2024-07-17 14:07:40,945 - pyskl - INFO - Best top1_acc is 0.8721 at 127 epoch. +2024-07-17 14:07:40,947 - pyskl - INFO - Epoch(val) [127][1031] top1_acc: 0.8721, top5_acc: 0.9776 +2024-07-17 14:08:22,449 - pyskl - INFO - Epoch [128][100/2506] lr: 1.418e-03, eta: 3:47:38, time: 0.415, data_time: 0.179, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0758, loss: 0.0758 +2024-07-17 14:08:45,600 - pyskl - INFO - Epoch [128][200/2506] lr: 1.413e-03, eta: 3:47:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0743, loss: 0.0743 +2024-07-17 14:09:08,795 - pyskl - INFO - Epoch [128][300/2506] lr: 1.408e-03, eta: 3:46:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0673, loss: 0.0673 +2024-07-17 14:09:31,948 - pyskl - INFO - Epoch [128][400/2506] lr: 1.403e-03, eta: 3:46:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0648, loss: 0.0648 +2024-07-17 14:09:55,098 - pyskl - INFO - Epoch [128][500/2506] lr: 1.398e-03, eta: 3:46:03, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0678, loss: 0.0678 +2024-07-17 14:10:18,239 - pyskl - INFO - Epoch [128][600/2506] lr: 1.394e-03, eta: 3:45:39, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0558, loss: 0.0558 +2024-07-17 14:10:41,378 - pyskl - INFO - Epoch [128][700/2506] lr: 1.389e-03, eta: 3:45:15, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0720, loss: 0.0720 +2024-07-17 14:11:04,508 - pyskl - INFO - Epoch [128][800/2506] lr: 1.384e-03, eta: 3:44:51, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0743, loss: 0.0743 +2024-07-17 14:11:27,630 - pyskl - INFO - Epoch [128][900/2506] lr: 1.379e-03, eta: 3:44:27, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0599, loss: 0.0599 +2024-07-17 14:11:50,738 - pyskl - INFO - Epoch [128][1000/2506] lr: 1.374e-03, eta: 3:44:04, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0550, loss: 0.0550 +2024-07-17 14:12:13,889 - pyskl - INFO - Epoch [128][1100/2506] lr: 1.370e-03, eta: 3:43:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0635, loss: 0.0635 +2024-07-17 14:12:37,024 - pyskl - INFO - Epoch [128][1200/2506] lr: 1.365e-03, eta: 3:43:16, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0756, loss: 0.0756 +2024-07-17 14:13:00,301 - pyskl - INFO - Epoch [128][1300/2506] lr: 1.360e-03, eta: 3:42:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0709, loss: 0.0709 +2024-07-17 14:13:23,411 - pyskl - INFO - Epoch [128][1400/2506] lr: 1.356e-03, eta: 3:42:28, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0706, loss: 0.0706 +2024-07-17 14:13:46,524 - pyskl - INFO - Epoch [128][1500/2506] lr: 1.351e-03, eta: 3:42:04, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0613, loss: 0.0613 +2024-07-17 14:14:09,635 - pyskl - INFO - Epoch [128][1600/2506] lr: 1.346e-03, eta: 3:41:41, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0668, loss: 0.0668 +2024-07-17 14:14:32,776 - pyskl - INFO - Epoch [128][1700/2506] lr: 1.341e-03, eta: 3:41:17, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0598, loss: 0.0598 +2024-07-17 14:14:55,975 - pyskl - INFO - Epoch [128][1800/2506] lr: 1.337e-03, eta: 3:40:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0672, loss: 0.0672 +2024-07-17 14:15:19,080 - pyskl - INFO - Epoch [128][1900/2506] lr: 1.332e-03, eta: 3:40:29, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0622, loss: 0.0622 +2024-07-17 14:15:42,228 - pyskl - INFO - Epoch [128][2000/2506] lr: 1.327e-03, eta: 3:40:05, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0730, loss: 0.0730 +2024-07-17 14:16:05,421 - pyskl - INFO - Epoch [128][2100/2506] lr: 1.323e-03, eta: 3:39:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0680, loss: 0.0680 +2024-07-17 14:16:28,954 - pyskl - INFO - Epoch [128][2200/2506] lr: 1.318e-03, eta: 3:39:18, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0774, loss: 0.0774 +2024-07-17 14:16:52,278 - pyskl - INFO - Epoch [128][2300/2506] lr: 1.313e-03, eta: 3:38:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0619, loss: 0.0619 +2024-07-17 14:17:15,385 - pyskl - INFO - Epoch [128][2400/2506] lr: 1.309e-03, eta: 3:38:30, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0779, loss: 0.0779 +2024-07-17 14:17:38,555 - pyskl - INFO - Epoch [128][2500/2506] lr: 1.304e-03, eta: 3:38:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0936, loss: 0.0936 +2024-07-17 14:17:40,398 - pyskl - INFO - Saving checkpoint at 128 epochs +2024-07-17 14:18:57,753 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 14:18:57,822 - pyskl - INFO - +top1_acc 0.8655 +top5_acc 0.9765 +2024-07-17 14:18:57,825 - pyskl - INFO - Epoch(val) [128][1031] top1_acc: 0.8655, top5_acc: 0.9765 +2024-07-17 14:19:39,692 - pyskl - INFO - Epoch [129][100/2506] lr: 1.299e-03, eta: 3:37:44, time: 0.419, data_time: 0.184, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0566, loss: 0.0566 +2024-07-17 14:20:02,914 - pyskl - INFO - Epoch [129][200/2506] lr: 1.294e-03, eta: 3:37:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0519, loss: 0.0519 +2024-07-17 14:20:26,133 - pyskl - INFO - Epoch [129][300/2506] lr: 1.290e-03, eta: 3:36:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0602, loss: 0.0602 +2024-07-17 14:20:49,327 - pyskl - INFO - Epoch [129][400/2506] lr: 1.285e-03, eta: 3:36:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0602, loss: 0.0602 +2024-07-17 14:21:12,522 - pyskl - INFO - Epoch [129][500/2506] lr: 1.281e-03, eta: 3:36:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0525, loss: 0.0525 +2024-07-17 14:21:35,633 - pyskl - INFO - Epoch [129][600/2506] lr: 1.276e-03, eta: 3:35:45, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0570, loss: 0.0570 +2024-07-17 14:21:58,746 - pyskl - INFO - Epoch [129][700/2506] lr: 1.271e-03, eta: 3:35:21, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0696, loss: 0.0696 +2024-07-17 14:22:21,913 - pyskl - INFO - Epoch [129][800/2506] lr: 1.267e-03, eta: 3:34:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0693, loss: 0.0693 +2024-07-17 14:22:45,077 - pyskl - INFO - Epoch [129][900/2506] lr: 1.262e-03, eta: 3:34:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0654, loss: 0.0654 +2024-07-17 14:23:08,240 - pyskl - INFO - Epoch [129][1000/2506] lr: 1.258e-03, eta: 3:34:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0733, loss: 0.0733 +2024-07-17 14:23:31,353 - pyskl - INFO - Epoch [129][1100/2506] lr: 1.253e-03, eta: 3:33:45, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0582, loss: 0.0582 +2024-07-17 14:23:54,476 - pyskl - INFO - Epoch [129][1200/2506] lr: 1.248e-03, eta: 3:33:22, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0711, loss: 0.0711 +2024-07-17 14:24:17,624 - pyskl - INFO - Epoch [129][1300/2506] lr: 1.244e-03, eta: 3:32:58, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0601, loss: 0.0601 +2024-07-17 14:24:40,746 - pyskl - INFO - Epoch [129][1400/2506] lr: 1.239e-03, eta: 3:32:34, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0640, loss: 0.0640 +2024-07-17 14:25:03,907 - pyskl - INFO - Epoch [129][1500/2506] lr: 1.235e-03, eta: 3:32:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0584, loss: 0.0584 +2024-07-17 14:25:27,070 - pyskl - INFO - Epoch [129][1600/2506] lr: 1.230e-03, eta: 3:31:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0530, loss: 0.0530 +2024-07-17 14:25:50,213 - pyskl - INFO - Epoch [129][1700/2506] lr: 1.226e-03, eta: 3:31:22, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0530, loss: 0.0530 +2024-07-17 14:26:13,358 - pyskl - INFO - Epoch [129][1800/2506] lr: 1.221e-03, eta: 3:30:59, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0634, loss: 0.0634 +2024-07-17 14:26:36,531 - pyskl - INFO - Epoch [129][1900/2506] lr: 1.217e-03, eta: 3:30:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0604, loss: 0.0604 +2024-07-17 14:26:59,698 - pyskl - INFO - Epoch [129][2000/2506] lr: 1.212e-03, eta: 3:30:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0650, loss: 0.0650 +2024-07-17 14:27:22,858 - pyskl - INFO - Epoch [129][2100/2506] lr: 1.208e-03, eta: 3:29:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0512, loss: 0.0512 +2024-07-17 14:27:46,037 - pyskl - INFO - Epoch [129][2200/2506] lr: 1.203e-03, eta: 3:29:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0636, loss: 0.0636 +2024-07-17 14:28:09,212 - pyskl - INFO - Epoch [129][2300/2506] lr: 1.199e-03, eta: 3:28:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0629, loss: 0.0629 +2024-07-17 14:28:32,404 - pyskl - INFO - Epoch [129][2400/2506] lr: 1.194e-03, eta: 3:28:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0492, loss: 0.0492 +2024-07-17 14:28:55,629 - pyskl - INFO - Epoch [129][2500/2506] lr: 1.190e-03, eta: 3:28:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0617, loss: 0.0617 +2024-07-17 14:28:57,482 - pyskl - INFO - Saving checkpoint at 129 epochs +2024-07-17 14:30:14,571 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 14:30:14,639 - pyskl - INFO - +top1_acc 0.8820 +top5_acc 0.9790 +2024-07-17 14:30:14,643 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_127.pth was removed +2024-07-17 14:30:14,777 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2024-07-17 14:30:14,777 - pyskl - INFO - Best top1_acc is 0.8820 at 129 epoch. +2024-07-17 14:30:14,779 - pyskl - INFO - Epoch(val) [129][1031] top1_acc: 0.8820, top5_acc: 0.9790 +2024-07-17 14:30:56,868 - pyskl - INFO - Epoch [130][100/2506] lr: 1.185e-03, eta: 3:27:49, time: 0.421, data_time: 0.184, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0491, loss: 0.0491 +2024-07-17 14:31:20,129 - pyskl - INFO - Epoch [130][200/2506] lr: 1.181e-03, eta: 3:27:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0430, loss: 0.0430 +2024-07-17 14:31:43,476 - pyskl - INFO - Epoch [130][300/2506] lr: 1.176e-03, eta: 3:27:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0440, loss: 0.0440 +2024-07-17 14:32:06,729 - pyskl - INFO - Epoch [130][400/2506] lr: 1.172e-03, eta: 3:26:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0580, loss: 0.0580 +2024-07-17 14:32:29,961 - pyskl - INFO - Epoch [130][500/2506] lr: 1.168e-03, eta: 3:26:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0470, loss: 0.0470 +2024-07-17 14:32:53,165 - pyskl - INFO - Epoch [130][600/2506] lr: 1.163e-03, eta: 3:25:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0385, loss: 0.0385 +2024-07-17 14:33:16,395 - pyskl - INFO - Epoch [130][700/2506] lr: 1.159e-03, eta: 3:25:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0555, loss: 0.0555 +2024-07-17 14:33:39,613 - pyskl - INFO - Epoch [130][800/2506] lr: 1.154e-03, eta: 3:25:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0647, loss: 0.0647 +2024-07-17 14:34:02,924 - pyskl - INFO - Epoch [130][900/2506] lr: 1.150e-03, eta: 3:24:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0520, loss: 0.0520 +2024-07-17 14:34:26,293 - pyskl - INFO - Epoch [130][1000/2506] lr: 1.146e-03, eta: 3:24:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0423, loss: 0.0423 +2024-07-17 14:34:49,548 - pyskl - INFO - Epoch [130][1100/2506] lr: 1.141e-03, eta: 3:23:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0383, loss: 0.0383 +2024-07-17 14:35:12,798 - pyskl - INFO - Epoch [130][1200/2506] lr: 1.137e-03, eta: 3:23:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0526, loss: 0.0526 +2024-07-17 14:35:36,060 - pyskl - INFO - Epoch [130][1300/2506] lr: 1.133e-03, eta: 3:23:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0495, loss: 0.0495 +2024-07-17 14:35:59,281 - pyskl - INFO - Epoch [130][1400/2506] lr: 1.128e-03, eta: 3:22:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0565, loss: 0.0565 +2024-07-17 14:36:22,536 - pyskl - INFO - Epoch [130][1500/2506] lr: 1.124e-03, eta: 3:22:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0618, loss: 0.0618 +2024-07-17 14:36:45,852 - pyskl - INFO - Epoch [130][1600/2506] lr: 1.120e-03, eta: 3:21:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0664, loss: 0.0664 +2024-07-17 14:37:09,143 - pyskl - INFO - Epoch [130][1700/2506] lr: 1.115e-03, eta: 3:21:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0704, loss: 0.0704 +2024-07-17 14:37:32,455 - pyskl - INFO - Epoch [130][1800/2506] lr: 1.111e-03, eta: 3:21:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0773, loss: 0.0773 +2024-07-17 14:37:55,733 - pyskl - INFO - Epoch [130][1900/2506] lr: 1.107e-03, eta: 3:20:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0560, loss: 0.0560 +2024-07-17 14:38:18,993 - pyskl - INFO - Epoch [130][2000/2506] lr: 1.102e-03, eta: 3:20:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0590, loss: 0.0590 +2024-07-17 14:38:42,258 - pyskl - INFO - Epoch [130][2100/2506] lr: 1.098e-03, eta: 3:19:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0731, loss: 0.0731 +2024-07-17 14:39:05,512 - pyskl - INFO - Epoch [130][2200/2506] lr: 1.094e-03, eta: 3:19:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0570, loss: 0.0570 +2024-07-17 14:39:28,775 - pyskl - INFO - Epoch [130][2300/2506] lr: 1.089e-03, eta: 3:19:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0603, loss: 0.0603 +2024-07-17 14:39:51,918 - pyskl - INFO - Epoch [130][2400/2506] lr: 1.085e-03, eta: 3:18:42, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0616, loss: 0.0616 +2024-07-17 14:40:15,044 - pyskl - INFO - Epoch [130][2500/2506] lr: 1.081e-03, eta: 3:18:18, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0663, loss: 0.0663 +2024-07-17 14:40:16,884 - pyskl - INFO - Saving checkpoint at 130 epochs +2024-07-17 14:41:34,279 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 14:41:34,347 - pyskl - INFO - +top1_acc 0.8737 +top5_acc 0.9768 +2024-07-17 14:41:34,350 - pyskl - INFO - Epoch(val) [130][1031] top1_acc: 0.8737, top5_acc: 0.9768 +2024-07-17 14:42:16,744 - pyskl - INFO - Epoch [131][100/2506] lr: 1.076e-03, eta: 3:17:55, time: 0.424, data_time: 0.186, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0543, loss: 0.0543 +2024-07-17 14:42:40,127 - pyskl - INFO - Epoch [131][200/2506] lr: 1.072e-03, eta: 3:17:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0513, loss: 0.0513 +2024-07-17 14:43:03,513 - pyskl - INFO - Epoch [131][300/2506] lr: 1.068e-03, eta: 3:17:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0525, loss: 0.0525 +2024-07-17 14:43:26,727 - pyskl - INFO - Epoch [131][400/2506] lr: 1.064e-03, eta: 3:16:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0433, loss: 0.0433 +2024-07-17 14:43:49,890 - pyskl - INFO - Epoch [131][500/2506] lr: 1.060e-03, eta: 3:16:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0405, loss: 0.0405 +2024-07-17 14:44:12,997 - pyskl - INFO - Epoch [131][600/2506] lr: 1.055e-03, eta: 3:15:56, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0564, loss: 0.0564 +2024-07-17 14:44:36,061 - pyskl - INFO - Epoch [131][700/2506] lr: 1.051e-03, eta: 3:15:32, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0557, loss: 0.0557 +2024-07-17 14:44:59,138 - pyskl - INFO - Epoch [131][800/2506] lr: 1.047e-03, eta: 3:15:09, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 0.0540, loss: 0.0540 +2024-07-17 14:45:22,294 - pyskl - INFO - Epoch [131][900/2506] lr: 1.043e-03, eta: 3:14:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0429, loss: 0.0429 +2024-07-17 14:45:45,446 - pyskl - INFO - Epoch [131][1000/2506] lr: 1.039e-03, eta: 3:14:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0662, loss: 0.0662 +2024-07-17 14:46:08,548 - pyskl - INFO - Epoch [131][1100/2506] lr: 1.034e-03, eta: 3:13:57, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0698, loss: 0.0698 +2024-07-17 14:46:31,692 - pyskl - INFO - Epoch [131][1200/2506] lr: 1.030e-03, eta: 3:13:33, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0762, loss: 0.0762 +2024-07-17 14:46:54,968 - pyskl - INFO - Epoch [131][1300/2506] lr: 1.026e-03, eta: 3:13:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0502, loss: 0.0502 +2024-07-17 14:47:18,116 - pyskl - INFO - Epoch [131][1400/2506] lr: 1.022e-03, eta: 3:12:46, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0438, loss: 0.0438 +2024-07-17 14:47:41,222 - pyskl - INFO - Epoch [131][1500/2506] lr: 1.018e-03, eta: 3:12:22, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0476, loss: 0.0476 +2024-07-17 14:48:04,339 - pyskl - INFO - Epoch [131][1600/2506] lr: 1.014e-03, eta: 3:11:58, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0412, loss: 0.0412 +2024-07-17 14:48:27,472 - pyskl - INFO - Epoch [131][1700/2506] lr: 1.010e-03, eta: 3:11:34, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0422, loss: 0.0422 +2024-07-17 14:48:50,620 - pyskl - INFO - Epoch [131][1800/2506] lr: 1.006e-03, eta: 3:11:10, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 0.0437, loss: 0.0437 +2024-07-17 14:49:13,794 - pyskl - INFO - Epoch [131][1900/2506] lr: 1.001e-03, eta: 3:10:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0428, loss: 0.0428 +2024-07-17 14:49:36,919 - pyskl - INFO - Epoch [131][2000/2506] lr: 9.973e-04, eta: 3:10:23, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0517, loss: 0.0517 +2024-07-17 14:50:00,109 - pyskl - INFO - Epoch [131][2100/2506] lr: 9.933e-04, eta: 3:09:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0449, loss: 0.0449 +2024-07-17 14:50:23,253 - pyskl - INFO - Epoch [131][2200/2506] lr: 9.892e-04, eta: 3:09:35, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0392, loss: 0.0392 +2024-07-17 14:50:46,453 - pyskl - INFO - Epoch [131][2300/2506] lr: 9.851e-04, eta: 3:09:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0470, loss: 0.0470 +2024-07-17 14:51:09,611 - pyskl - INFO - Epoch [131][2400/2506] lr: 9.810e-04, eta: 3:08:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0439, loss: 0.0439 +2024-07-17 14:51:32,809 - pyskl - INFO - Epoch [131][2500/2506] lr: 9.770e-04, eta: 3:08:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0451, loss: 0.0451 +2024-07-17 14:51:34,563 - pyskl - INFO - Saving checkpoint at 131 epochs +2024-07-17 14:52:51,880 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 14:52:51,948 - pyskl - INFO - +top1_acc 0.8812 +top5_acc 0.9802 +2024-07-17 14:52:51,950 - pyskl - INFO - Epoch(val) [131][1031] top1_acc: 0.8812, top5_acc: 0.9802 +2024-07-17 14:53:33,863 - pyskl - INFO - Epoch [132][100/2506] lr: 9.727e-04, eta: 3:08:01, time: 0.419, data_time: 0.182, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0292, loss: 0.0292 +2024-07-17 14:53:56,977 - pyskl - INFO - Epoch [132][200/2506] lr: 9.687e-04, eta: 3:07:37, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0419, loss: 0.0419 +2024-07-17 14:54:20,135 - pyskl - INFO - Epoch [132][300/2506] lr: 9.646e-04, eta: 3:07:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0337, loss: 0.0337 +2024-07-17 14:54:43,348 - pyskl - INFO - Epoch [132][400/2506] lr: 9.606e-04, eta: 3:06:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0321, loss: 0.0321 +2024-07-17 14:55:06,542 - pyskl - INFO - Epoch [132][500/2506] lr: 9.566e-04, eta: 3:06:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0430, loss: 0.0430 +2024-07-17 14:55:29,745 - pyskl - INFO - Epoch [132][600/2506] lr: 9.526e-04, eta: 3:06:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0427, loss: 0.0427 +2024-07-17 14:55:52,994 - pyskl - INFO - Epoch [132][700/2506] lr: 9.486e-04, eta: 3:05:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0400, loss: 0.0400 +2024-07-17 14:56:16,423 - pyskl - INFO - Epoch [132][800/2506] lr: 9.446e-04, eta: 3:05:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0511, loss: 0.0511 +2024-07-17 14:56:39,768 - pyskl - INFO - Epoch [132][900/2506] lr: 9.406e-04, eta: 3:04:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0470, loss: 0.0470 +2024-07-17 14:57:03,039 - pyskl - INFO - Epoch [132][1000/2506] lr: 9.367e-04, eta: 3:04:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0423, loss: 0.0423 +2024-07-17 14:57:26,469 - pyskl - INFO - Epoch [132][1100/2506] lr: 9.327e-04, eta: 3:04:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0430, loss: 0.0430 +2024-07-17 14:57:49,886 - pyskl - INFO - Epoch [132][1200/2506] lr: 9.288e-04, eta: 3:03:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0428, loss: 0.0428 +2024-07-17 14:58:13,263 - pyskl - INFO - Epoch [132][1300/2506] lr: 9.248e-04, eta: 3:03:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0446, loss: 0.0446 +2024-07-17 14:58:36,590 - pyskl - INFO - Epoch [132][1400/2506] lr: 9.209e-04, eta: 3:02:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0442, loss: 0.0442 +2024-07-17 14:58:59,884 - pyskl - INFO - Epoch [132][1500/2506] lr: 9.169e-04, eta: 3:02:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0458, loss: 0.0458 +2024-07-17 14:59:23,164 - pyskl - INFO - Epoch [132][1600/2506] lr: 9.130e-04, eta: 3:02:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0424, loss: 0.0424 +2024-07-17 14:59:46,493 - pyskl - INFO - Epoch [132][1700/2506] lr: 9.091e-04, eta: 3:01:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0364, loss: 0.0364 +2024-07-17 15:00:09,750 - pyskl - INFO - Epoch [132][1800/2506] lr: 9.052e-04, eta: 3:01:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0390, loss: 0.0390 +2024-07-17 15:00:32,953 - pyskl - INFO - Epoch [132][1900/2506] lr: 9.013e-04, eta: 3:00:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0407, loss: 0.0407 +2024-07-17 15:00:56,177 - pyskl - INFO - Epoch [132][2000/2506] lr: 8.974e-04, eta: 3:00:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0424, loss: 0.0424 +2024-07-17 15:01:19,437 - pyskl - INFO - Epoch [132][2100/2506] lr: 8.935e-04, eta: 3:00:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0486, loss: 0.0486 +2024-07-17 15:01:42,691 - pyskl - INFO - Epoch [132][2200/2506] lr: 8.896e-04, eta: 2:59:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0430, loss: 0.0430 +2024-07-17 15:02:05,955 - pyskl - INFO - Epoch [132][2300/2506] lr: 8.858e-04, eta: 2:59:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0344, loss: 0.0344 +2024-07-17 15:02:29,199 - pyskl - INFO - Epoch [132][2400/2506] lr: 8.819e-04, eta: 2:58:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0341, loss: 0.0341 +2024-07-17 15:02:52,442 - pyskl - INFO - Epoch [132][2500/2506] lr: 8.781e-04, eta: 2:58:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0457, loss: 0.0457 +2024-07-17 15:02:54,312 - pyskl - INFO - Saving checkpoint at 132 epochs +2024-07-17 15:04:11,695 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 15:04:11,762 - pyskl - INFO - +top1_acc 0.8709 +top5_acc 0.9771 +2024-07-17 15:04:11,764 - pyskl - INFO - Epoch(val) [132][1031] top1_acc: 0.8709, top5_acc: 0.9771 +2024-07-17 15:04:53,850 - pyskl - INFO - Epoch [133][100/2506] lr: 8.740e-04, eta: 2:58:07, time: 0.421, data_time: 0.185, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0383, loss: 0.0383 +2024-07-17 15:05:16,993 - pyskl - INFO - Epoch [133][200/2506] lr: 8.702e-04, eta: 2:57:43, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0425, loss: 0.0425 +2024-07-17 15:05:40,154 - pyskl - INFO - Epoch [133][300/2506] lr: 8.663e-04, eta: 2:57:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0338, loss: 0.0338 +2024-07-17 15:06:03,342 - pyskl - INFO - Epoch [133][400/2506] lr: 8.625e-04, eta: 2:56:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0314, loss: 0.0314 +2024-07-17 15:06:26,581 - pyskl - INFO - Epoch [133][500/2506] lr: 8.587e-04, eta: 2:56:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0270, loss: 0.0270 +2024-07-17 15:06:49,905 - pyskl - INFO - Epoch [133][600/2506] lr: 8.549e-04, eta: 2:56:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0348, loss: 0.0348 +2024-07-17 15:07:13,130 - pyskl - INFO - Epoch [133][700/2506] lr: 8.511e-04, eta: 2:55:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0449, loss: 0.0449 +2024-07-17 15:07:36,303 - pyskl - INFO - Epoch [133][800/2506] lr: 8.473e-04, eta: 2:55:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0413, loss: 0.0413 +2024-07-17 15:07:59,459 - pyskl - INFO - Epoch [133][900/2506] lr: 8.435e-04, eta: 2:54:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0326, loss: 0.0326 +2024-07-17 15:08:22,664 - pyskl - INFO - Epoch [133][1000/2506] lr: 8.398e-04, eta: 2:54:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0297, loss: 0.0297 +2024-07-17 15:08:45,839 - pyskl - INFO - Epoch [133][1100/2506] lr: 8.360e-04, eta: 2:54:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0314, loss: 0.0314 +2024-07-17 15:09:09,043 - pyskl - INFO - Epoch [133][1200/2506] lr: 8.323e-04, eta: 2:53:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0376, loss: 0.0376 +2024-07-17 15:09:32,252 - pyskl - INFO - Epoch [133][1300/2506] lr: 8.285e-04, eta: 2:53:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0296, loss: 0.0296 +2024-07-17 15:09:55,474 - pyskl - INFO - Epoch [133][1400/2506] lr: 8.248e-04, eta: 2:52:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0295, loss: 0.0295 +2024-07-17 15:10:18,787 - pyskl - INFO - Epoch [133][1500/2506] lr: 8.211e-04, eta: 2:52:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0358, loss: 0.0358 +2024-07-17 15:10:42,165 - pyskl - INFO - Epoch [133][1600/2506] lr: 8.173e-04, eta: 2:52:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0410, loss: 0.0410 +2024-07-17 15:11:05,361 - pyskl - INFO - Epoch [133][1700/2506] lr: 8.136e-04, eta: 2:51:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0346, loss: 0.0346 +2024-07-17 15:11:28,536 - pyskl - INFO - Epoch [133][1800/2506] lr: 8.099e-04, eta: 2:51:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0361, loss: 0.0361 +2024-07-17 15:11:51,734 - pyskl - INFO - Epoch [133][1900/2506] lr: 8.062e-04, eta: 2:50:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0294, loss: 0.0294 +2024-07-17 15:12:15,003 - pyskl - INFO - Epoch [133][2000/2506] lr: 8.025e-04, eta: 2:50:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0357, loss: 0.0357 +2024-07-17 15:12:38,298 - pyskl - INFO - Epoch [133][2100/2506] lr: 7.989e-04, eta: 2:50:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0305, loss: 0.0305 +2024-07-17 15:13:01,565 - pyskl - INFO - Epoch [133][2200/2506] lr: 7.952e-04, eta: 2:49:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0435, loss: 0.0435 +2024-07-17 15:13:24,823 - pyskl - INFO - Epoch [133][2300/2506] lr: 7.915e-04, eta: 2:49:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250 +2024-07-17 15:13:48,091 - pyskl - INFO - Epoch [133][2400/2506] lr: 7.879e-04, eta: 2:48:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0329, loss: 0.0329 +2024-07-17 15:14:11,331 - pyskl - INFO - Epoch [133][2500/2506] lr: 7.842e-04, eta: 2:48:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0334, loss: 0.0334 +2024-07-17 15:14:13,168 - pyskl - INFO - Saving checkpoint at 133 epochs +2024-07-17 15:15:30,465 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 15:15:30,533 - pyskl - INFO - +top1_acc 0.8833 +top5_acc 0.9788 +2024-07-17 15:15:30,537 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_129.pth was removed +2024-07-17 15:15:30,667 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. +2024-07-17 15:15:30,668 - pyskl - INFO - Best top1_acc is 0.8833 at 133 epoch. +2024-07-17 15:15:30,670 - pyskl - INFO - Epoch(val) [133][1031] top1_acc: 0.8833, top5_acc: 0.9788 +2024-07-17 15:16:12,562 - pyskl - INFO - Epoch [134][100/2506] lr: 7.804e-04, eta: 2:48:12, time: 0.419, data_time: 0.182, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0347, loss: 0.0347 +2024-07-17 15:16:35,782 - pyskl - INFO - Epoch [134][200/2506] lr: 7.767e-04, eta: 2:47:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0262, loss: 0.0262 +2024-07-17 15:16:59,010 - pyskl - INFO - Epoch [134][300/2506] lr: 7.731e-04, eta: 2:47:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257 +2024-07-17 15:17:22,156 - pyskl - INFO - Epoch [134][400/2506] lr: 7.695e-04, eta: 2:47:01, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0303, loss: 0.0303 +2024-07-17 15:17:45,413 - pyskl - INFO - Epoch [134][500/2506] lr: 7.659e-04, eta: 2:46:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0300, loss: 0.0300 +2024-07-17 15:18:08,709 - pyskl - INFO - Epoch [134][600/2506] lr: 7.623e-04, eta: 2:46:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0266, loss: 0.0266 +2024-07-17 15:18:31,901 - pyskl - INFO - Epoch [134][700/2506] lr: 7.587e-04, eta: 2:45:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0424, loss: 0.0424 +2024-07-17 15:18:55,192 - pyskl - INFO - Epoch [134][800/2506] lr: 7.551e-04, eta: 2:45:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0347, loss: 0.0347 +2024-07-17 15:19:18,386 - pyskl - INFO - Epoch [134][900/2506] lr: 7.516e-04, eta: 2:45:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0339, loss: 0.0339 +2024-07-17 15:19:41,623 - pyskl - INFO - Epoch [134][1000/2506] lr: 7.480e-04, eta: 2:44:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0309, loss: 0.0309 +2024-07-17 15:20:04,883 - pyskl - INFO - Epoch [134][1100/2506] lr: 7.444e-04, eta: 2:44:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0322, loss: 0.0322 +2024-07-17 15:20:28,089 - pyskl - INFO - Epoch [134][1200/2506] lr: 7.409e-04, eta: 2:43:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0400, loss: 0.0400 +2024-07-17 15:20:51,363 - pyskl - INFO - Epoch [134][1300/2506] lr: 7.374e-04, eta: 2:43:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0291, loss: 0.0291 +2024-07-17 15:21:14,597 - pyskl - INFO - Epoch [134][1400/2506] lr: 7.338e-04, eta: 2:43:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0310, loss: 0.0310 +2024-07-17 15:21:37,826 - pyskl - INFO - Epoch [134][1500/2506] lr: 7.303e-04, eta: 2:42:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0341, loss: 0.0341 +2024-07-17 15:22:01,083 - pyskl - INFO - Epoch [134][1600/2506] lr: 7.268e-04, eta: 2:42:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0319, loss: 0.0319 +2024-07-17 15:22:24,292 - pyskl - INFO - Epoch [134][1700/2506] lr: 7.233e-04, eta: 2:41:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0388, loss: 0.0388 +2024-07-17 15:22:47,444 - pyskl - INFO - Epoch [134][1800/2506] lr: 7.198e-04, eta: 2:41:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0272, loss: 0.0272 +2024-07-17 15:23:10,541 - pyskl - INFO - Epoch [134][1900/2506] lr: 7.163e-04, eta: 2:41:03, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0301, loss: 0.0301 +2024-07-17 15:23:33,675 - pyskl - INFO - Epoch [134][2000/2506] lr: 7.128e-04, eta: 2:40:40, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0300, loss: 0.0300 +2024-07-17 15:23:56,816 - pyskl - INFO - Epoch [134][2100/2506] lr: 7.093e-04, eta: 2:40:16, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0368, loss: 0.0368 +2024-07-17 15:24:19,974 - pyskl - INFO - Epoch [134][2200/2506] lr: 7.059e-04, eta: 2:39:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0331, loss: 0.0331 +2024-07-17 15:24:43,082 - pyskl - INFO - Epoch [134][2300/2506] lr: 7.024e-04, eta: 2:39:28, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0420, loss: 0.0420 +2024-07-17 15:25:06,171 - pyskl - INFO - Epoch [134][2400/2506] lr: 6.990e-04, eta: 2:39:04, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0298, loss: 0.0298 +2024-07-17 15:25:29,313 - pyskl - INFO - Epoch [134][2500/2506] lr: 6.955e-04, eta: 2:38:41, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0320, loss: 0.0320 +2024-07-17 15:25:31,129 - pyskl - INFO - Saving checkpoint at 134 epochs +2024-07-17 15:26:48,292 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 15:26:48,363 - pyskl - INFO - +top1_acc 0.8810 +top5_acc 0.9794 +2024-07-17 15:26:48,365 - pyskl - INFO - Epoch(val) [134][1031] top1_acc: 0.8810, top5_acc: 0.9794 +2024-07-17 15:27:30,537 - pyskl - INFO - Epoch [135][100/2506] lr: 6.919e-04, eta: 2:38:17, time: 0.422, data_time: 0.186, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0276, loss: 0.0276 +2024-07-17 15:27:53,835 - pyskl - INFO - Epoch [135][200/2506] lr: 6.885e-04, eta: 2:37:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0274, loss: 0.0274 +2024-07-17 15:28:17,178 - pyskl - INFO - Epoch [135][300/2506] lr: 6.851e-04, eta: 2:37:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 +2024-07-17 15:28:40,434 - pyskl - INFO - Epoch [135][400/2506] lr: 6.817e-04, eta: 2:37:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0320, loss: 0.0320 +2024-07-17 15:29:03,724 - pyskl - INFO - Epoch [135][500/2506] lr: 6.783e-04, eta: 2:36:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 +2024-07-17 15:29:26,928 - pyskl - INFO - Epoch [135][600/2506] lr: 6.749e-04, eta: 2:36:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0265, loss: 0.0265 +2024-07-17 15:29:50,114 - pyskl - INFO - Epoch [135][700/2506] lr: 6.715e-04, eta: 2:35:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0343, loss: 0.0343 +2024-07-17 15:30:13,298 - pyskl - INFO - Epoch [135][800/2506] lr: 6.681e-04, eta: 2:35:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0320, loss: 0.0320 +2024-07-17 15:30:36,581 - pyskl - INFO - Epoch [135][900/2506] lr: 6.647e-04, eta: 2:35:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0272, loss: 0.0272 +2024-07-17 15:30:59,867 - pyskl - INFO - Epoch [135][1000/2506] lr: 6.614e-04, eta: 2:34:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0395, loss: 0.0395 +2024-07-17 15:31:23,138 - pyskl - INFO - Epoch [135][1100/2506] lr: 6.580e-04, eta: 2:34:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 +2024-07-17 15:31:46,416 - pyskl - INFO - Epoch [135][1200/2506] lr: 6.547e-04, eta: 2:33:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0337, loss: 0.0337 +2024-07-17 15:32:09,656 - pyskl - INFO - Epoch [135][1300/2506] lr: 6.514e-04, eta: 2:33:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0336, loss: 0.0336 +2024-07-17 15:32:32,919 - pyskl - INFO - Epoch [135][1400/2506] lr: 6.480e-04, eta: 2:33:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0282, loss: 0.0282 +2024-07-17 15:32:56,273 - pyskl - INFO - Epoch [135][1500/2506] lr: 6.447e-04, eta: 2:32:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0279, loss: 0.0279 +2024-07-17 15:33:19,539 - pyskl - INFO - Epoch [135][1600/2506] lr: 6.414e-04, eta: 2:32:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 +2024-07-17 15:33:42,794 - pyskl - INFO - Epoch [135][1700/2506] lr: 6.381e-04, eta: 2:31:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0285, loss: 0.0285 +2024-07-17 15:34:06,023 - pyskl - INFO - Epoch [135][1800/2506] lr: 6.348e-04, eta: 2:31:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 +2024-07-17 15:34:29,254 - pyskl - INFO - Epoch [135][1900/2506] lr: 6.315e-04, eta: 2:31:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0296, loss: 0.0296 +2024-07-17 15:34:52,488 - pyskl - INFO - Epoch [135][2000/2506] lr: 6.283e-04, eta: 2:30:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0280, loss: 0.0280 +2024-07-17 15:35:15,734 - pyskl - INFO - Epoch [135][2100/2506] lr: 6.250e-04, eta: 2:30:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 +2024-07-17 15:35:38,949 - pyskl - INFO - Epoch [135][2200/2506] lr: 6.217e-04, eta: 2:29:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0260, loss: 0.0260 +2024-07-17 15:36:02,165 - pyskl - INFO - Epoch [135][2300/2506] lr: 6.185e-04, eta: 2:29:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0249, loss: 0.0249 +2024-07-17 15:36:25,407 - pyskl - INFO - Epoch [135][2400/2506] lr: 6.153e-04, eta: 2:29:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 +2024-07-17 15:36:48,639 - pyskl - INFO - Epoch [135][2500/2506] lr: 6.120e-04, eta: 2:28:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0264, loss: 0.0264 +2024-07-17 15:36:50,629 - pyskl - INFO - Saving checkpoint at 135 epochs +2024-07-17 15:38:08,021 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 15:38:08,090 - pyskl - INFO - +top1_acc 0.8828 +top5_acc 0.9802 +2024-07-17 15:38:08,093 - pyskl - INFO - Epoch(val) [135][1031] top1_acc: 0.8828, top5_acc: 0.9802 +2024-07-17 15:38:49,885 - pyskl - INFO - Epoch [136][100/2506] lr: 6.086e-04, eta: 2:28:23, time: 0.418, data_time: 0.182, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0255, loss: 0.0255 +2024-07-17 15:39:13,063 - pyskl - INFO - Epoch [136][200/2506] lr: 6.054e-04, eta: 2:27:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 +2024-07-17 15:39:36,258 - pyskl - INFO - Epoch [136][300/2506] lr: 6.022e-04, eta: 2:27:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0249, loss: 0.0249 +2024-07-17 15:39:59,463 - pyskl - INFO - Epoch [136][400/2506] lr: 5.990e-04, eta: 2:27:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 +2024-07-17 15:40:22,765 - pyskl - INFO - Epoch [136][500/2506] lr: 5.958e-04, eta: 2:26:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0262, loss: 0.0262 +2024-07-17 15:40:45,966 - pyskl - INFO - Epoch [136][600/2506] lr: 5.926e-04, eta: 2:26:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0214, loss: 0.0214 +2024-07-17 15:41:09,188 - pyskl - INFO - Epoch [136][700/2506] lr: 5.894e-04, eta: 2:26:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0320, loss: 0.0320 +2024-07-17 15:41:32,331 - pyskl - INFO - Epoch [136][800/2506] lr: 5.863e-04, eta: 2:25:36, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0266, loss: 0.0266 +2024-07-17 15:41:55,509 - pyskl - INFO - Epoch [136][900/2506] lr: 5.831e-04, eta: 2:25:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0211, loss: 0.0211 +2024-07-17 15:42:18,811 - pyskl - INFO - Epoch [136][1000/2506] lr: 5.800e-04, eta: 2:24:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 +2024-07-17 15:42:42,031 - pyskl - INFO - Epoch [136][1100/2506] lr: 5.768e-04, eta: 2:24:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0262, loss: 0.0262 +2024-07-17 15:43:05,214 - pyskl - INFO - Epoch [136][1200/2506] lr: 5.737e-04, eta: 2:24:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0274, loss: 0.0274 +2024-07-17 15:43:28,504 - pyskl - INFO - Epoch [136][1300/2506] lr: 5.706e-04, eta: 2:23:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0294, loss: 0.0294 +2024-07-17 15:43:51,886 - pyskl - INFO - Epoch [136][1400/2506] lr: 5.674e-04, eta: 2:23:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0316, loss: 0.0316 +2024-07-17 15:44:15,190 - pyskl - INFO - Epoch [136][1500/2506] lr: 5.643e-04, eta: 2:22:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0202, loss: 0.0202 +2024-07-17 15:44:38,488 - pyskl - INFO - Epoch [136][1600/2506] lr: 5.612e-04, eta: 2:22:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0285, loss: 0.0285 +2024-07-17 15:45:01,896 - pyskl - INFO - Epoch [136][1700/2506] lr: 5.581e-04, eta: 2:22:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 +2024-07-17 15:45:25,209 - pyskl - INFO - Epoch [136][1800/2506] lr: 5.551e-04, eta: 2:21:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 +2024-07-17 15:45:48,582 - pyskl - INFO - Epoch [136][1900/2506] lr: 5.520e-04, eta: 2:21:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0317, loss: 0.0317 +2024-07-17 15:46:12,010 - pyskl - INFO - Epoch [136][2000/2506] lr: 5.489e-04, eta: 2:20:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0342, loss: 0.0342 +2024-07-17 15:46:35,378 - pyskl - INFO - Epoch [136][2100/2506] lr: 5.459e-04, eta: 2:20:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0207, loss: 0.0207 +2024-07-17 15:46:58,706 - pyskl - INFO - Epoch [136][2200/2506] lr: 5.428e-04, eta: 2:20:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0203, loss: 0.0203 +2024-07-17 15:47:22,009 - pyskl - INFO - Epoch [136][2300/2506] lr: 5.398e-04, eta: 2:19:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0300, loss: 0.0300 +2024-07-17 15:47:45,292 - pyskl - INFO - Epoch [136][2400/2506] lr: 5.367e-04, eta: 2:19:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0268, loss: 0.0268 +2024-07-17 15:48:08,597 - pyskl - INFO - Epoch [136][2500/2506] lr: 5.337e-04, eta: 2:18:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 +2024-07-17 15:48:10,457 - pyskl - INFO - Saving checkpoint at 136 epochs +2024-07-17 15:49:27,662 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 15:49:27,729 - pyskl - INFO - +top1_acc 0.8846 +top5_acc 0.9800 +2024-07-17 15:49:27,734 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_133.pth was removed +2024-07-17 15:49:27,868 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2024-07-17 15:49:27,869 - pyskl - INFO - Best top1_acc is 0.8846 at 136 epoch. +2024-07-17 15:49:27,871 - pyskl - INFO - Epoch(val) [136][1031] top1_acc: 0.8846, top5_acc: 0.9800 +2024-07-17 15:50:10,037 - pyskl - INFO - Epoch [137][100/2506] lr: 5.305e-04, eta: 2:18:28, time: 0.422, data_time: 0.186, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0207, loss: 0.0207 +2024-07-17 15:50:33,327 - pyskl - INFO - Epoch [137][200/2506] lr: 5.275e-04, eta: 2:18:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0194, loss: 0.0194 +2024-07-17 15:50:56,657 - pyskl - INFO - Epoch [137][300/2506] lr: 5.245e-04, eta: 2:17:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218 +2024-07-17 15:51:19,855 - pyskl - INFO - Epoch [137][400/2506] lr: 5.215e-04, eta: 2:17:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0293, loss: 0.0293 +2024-07-17 15:51:43,147 - pyskl - INFO - Epoch [137][500/2506] lr: 5.185e-04, eta: 2:16:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0204, loss: 0.0204 +2024-07-17 15:52:06,442 - pyskl - INFO - Epoch [137][600/2506] lr: 5.156e-04, eta: 2:16:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0217, loss: 0.0217 +2024-07-17 15:52:29,558 - pyskl - INFO - Epoch [137][700/2506] lr: 5.126e-04, eta: 2:16:05, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0177, loss: 0.0177 +2024-07-17 15:52:52,793 - pyskl - INFO - Epoch [137][800/2506] lr: 5.096e-04, eta: 2:15:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 +2024-07-17 15:53:15,961 - pyskl - INFO - Epoch [137][900/2506] lr: 5.067e-04, eta: 2:15:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0270, loss: 0.0270 +2024-07-17 15:53:39,154 - pyskl - INFO - Epoch [137][1000/2506] lr: 5.038e-04, eta: 2:14:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0188, loss: 0.0188 +2024-07-17 15:54:02,307 - pyskl - INFO - Epoch [137][1100/2506] lr: 5.008e-04, eta: 2:14:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 +2024-07-17 15:54:25,487 - pyskl - INFO - Epoch [137][1200/2506] lr: 4.979e-04, eta: 2:14:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0317, loss: 0.0317 +2024-07-17 15:54:48,675 - pyskl - INFO - Epoch [137][1300/2506] lr: 4.950e-04, eta: 2:13:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0315, loss: 0.0315 +2024-07-17 15:55:11,993 - pyskl - INFO - Epoch [137][1400/2506] lr: 4.921e-04, eta: 2:13:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0296, loss: 0.0296 +2024-07-17 15:55:35,187 - pyskl - INFO - Epoch [137][1500/2506] lr: 4.892e-04, eta: 2:12:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 +2024-07-17 15:55:58,379 - pyskl - INFO - Epoch [137][1600/2506] lr: 4.863e-04, eta: 2:12:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0260, loss: 0.0260 +2024-07-17 15:56:21,633 - pyskl - INFO - Epoch [137][1700/2506] lr: 4.834e-04, eta: 2:12:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250 +2024-07-17 15:56:44,800 - pyskl - INFO - Epoch [137][1800/2506] lr: 4.805e-04, eta: 2:11:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 +2024-07-17 15:57:08,185 - pyskl - INFO - Epoch [137][1900/2506] lr: 4.777e-04, eta: 2:11:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0211, loss: 0.0211 +2024-07-17 15:57:31,558 - pyskl - INFO - Epoch [137][2000/2506] lr: 4.748e-04, eta: 2:10:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0193, loss: 0.0193 +2024-07-17 15:57:54,869 - pyskl - INFO - Epoch [137][2100/2506] lr: 4.720e-04, eta: 2:10:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0308, loss: 0.0308 +2024-07-17 15:58:18,186 - pyskl - INFO - Epoch [137][2200/2506] lr: 4.691e-04, eta: 2:10:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0207, loss: 0.0207 +2024-07-17 15:58:41,453 - pyskl - INFO - Epoch [137][2300/2506] lr: 4.663e-04, eta: 2:09:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0293, loss: 0.0293 +2024-07-17 15:59:04,683 - pyskl - INFO - Epoch [137][2400/2506] lr: 4.635e-04, eta: 2:09:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0289, loss: 0.0289 +2024-07-17 15:59:27,874 - pyskl - INFO - Epoch [137][2500/2506] lr: 4.607e-04, eta: 2:08:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216 +2024-07-17 15:59:29,729 - pyskl - INFO - Saving checkpoint at 137 epochs +2024-07-17 16:00:46,836 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 16:00:46,903 - pyskl - INFO - +top1_acc 0.8855 +top5_acc 0.9799 +2024-07-17 16:00:46,908 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_136.pth was removed +2024-07-17 16:00:47,039 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2024-07-17 16:00:47,040 - pyskl - INFO - Best top1_acc is 0.8855 at 137 epoch. +2024-07-17 16:00:47,042 - pyskl - INFO - Epoch(val) [137][1031] top1_acc: 0.8855, top5_acc: 0.9799 +2024-07-17 16:01:28,603 - pyskl - INFO - Epoch [138][100/2506] lr: 4.577e-04, eta: 2:08:34, time: 0.416, data_time: 0.180, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0207, loss: 0.0207 +2024-07-17 16:01:51,940 - pyskl - INFO - Epoch [138][200/2506] lr: 4.549e-04, eta: 2:08:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 +2024-07-17 16:02:15,391 - pyskl - INFO - Epoch [138][300/2506] lr: 4.521e-04, eta: 2:07:46, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0206, loss: 0.0206 +2024-07-17 16:02:38,812 - pyskl - INFO - Epoch [138][400/2506] lr: 4.493e-04, eta: 2:07:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 +2024-07-17 16:03:02,018 - pyskl - INFO - Epoch [138][500/2506] lr: 4.466e-04, eta: 2:06:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 +2024-07-17 16:03:25,553 - pyskl - INFO - Epoch [138][600/2506] lr: 4.438e-04, eta: 2:06:35, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 +2024-07-17 16:03:49,018 - pyskl - INFO - Epoch [138][700/2506] lr: 4.410e-04, eta: 2:06:11, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0208, loss: 0.0208 +2024-07-17 16:04:12,284 - pyskl - INFO - Epoch [138][800/2506] lr: 4.383e-04, eta: 2:05:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0249, loss: 0.0249 +2024-07-17 16:04:35,529 - pyskl - INFO - Epoch [138][900/2506] lr: 4.356e-04, eta: 2:05:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 +2024-07-17 16:04:58,886 - pyskl - INFO - Epoch [138][1000/2506] lr: 4.328e-04, eta: 2:04:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 +2024-07-17 16:05:22,220 - pyskl - INFO - Epoch [138][1100/2506] lr: 4.301e-04, eta: 2:04:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0206, loss: 0.0206 +2024-07-17 16:05:45,452 - pyskl - INFO - Epoch [138][1200/2506] lr: 4.274e-04, eta: 2:04:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0254, loss: 0.0254 +2024-07-17 16:06:08,668 - pyskl - INFO - Epoch [138][1300/2506] lr: 4.247e-04, eta: 2:03:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 +2024-07-17 16:06:31,914 - pyskl - INFO - Epoch [138][1400/2506] lr: 4.220e-04, eta: 2:03:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0212, loss: 0.0212 +2024-07-17 16:06:55,105 - pyskl - INFO - Epoch [138][1500/2506] lr: 4.193e-04, eta: 2:03:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0194, loss: 0.0194 +2024-07-17 16:07:18,347 - pyskl - INFO - Epoch [138][1600/2506] lr: 4.166e-04, eta: 2:02:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246 +2024-07-17 16:07:41,528 - pyskl - INFO - Epoch [138][1700/2506] lr: 4.140e-04, eta: 2:02:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0211, loss: 0.0211 +2024-07-17 16:08:04,745 - pyskl - INFO - Epoch [138][1800/2506] lr: 4.113e-04, eta: 2:01:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0207, loss: 0.0207 +2024-07-17 16:08:28,012 - pyskl - INFO - Epoch [138][1900/2506] lr: 4.086e-04, eta: 2:01:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0255, loss: 0.0255 +2024-07-17 16:08:51,262 - pyskl - INFO - Epoch [138][2000/2506] lr: 4.060e-04, eta: 2:01:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0181, loss: 0.0181 +2024-07-17 16:09:14,482 - pyskl - INFO - Epoch [138][2100/2506] lr: 4.034e-04, eta: 2:00:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0191, loss: 0.0191 +2024-07-17 16:09:37,725 - pyskl - INFO - Epoch [138][2200/2506] lr: 4.007e-04, eta: 2:00:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0197, loss: 0.0197 +2024-07-17 16:10:00,953 - pyskl - INFO - Epoch [138][2300/2506] lr: 3.981e-04, eta: 1:59:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0206, loss: 0.0206 +2024-07-17 16:10:24,173 - pyskl - INFO - Epoch [138][2400/2506] lr: 3.955e-04, eta: 1:59:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0258, loss: 0.0258 +2024-07-17 16:10:47,374 - pyskl - INFO - Epoch [138][2500/2506] lr: 3.929e-04, eta: 1:59:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257 +2024-07-17 16:10:49,235 - pyskl - INFO - Saving checkpoint at 138 epochs +2024-07-17 16:12:06,555 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 16:12:06,623 - pyskl - INFO - +top1_acc 0.8757 +top5_acc 0.9791 +2024-07-17 16:12:06,626 - pyskl - INFO - Epoch(val) [138][1031] top1_acc: 0.8757, top5_acc: 0.9791 +2024-07-17 16:12:48,477 - pyskl - INFO - Epoch [139][100/2506] lr: 3.901e-04, eta: 1:58:39, time: 0.418, data_time: 0.182, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0183, loss: 0.0183 +2024-07-17 16:13:11,611 - pyskl - INFO - Epoch [139][200/2506] lr: 3.876e-04, eta: 1:58:15, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0195, loss: 0.0195 +2024-07-17 16:13:34,859 - pyskl - INFO - Epoch [139][300/2506] lr: 3.850e-04, eta: 1:57:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0185, loss: 0.0185 +2024-07-17 16:13:58,137 - pyskl - INFO - Epoch [139][400/2506] lr: 3.824e-04, eta: 1:57:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0196, loss: 0.0196 +2024-07-17 16:14:21,285 - pyskl - INFO - Epoch [139][500/2506] lr: 3.799e-04, eta: 1:57:04, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0217, loss: 0.0217 +2024-07-17 16:14:44,506 - pyskl - INFO - Epoch [139][600/2506] lr: 3.773e-04, eta: 1:56:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0251, loss: 0.0251 +2024-07-17 16:15:07,729 - pyskl - INFO - Epoch [139][700/2506] lr: 3.748e-04, eta: 1:56:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 +2024-07-17 16:15:30,999 - pyskl - INFO - Epoch [139][800/2506] lr: 3.722e-04, eta: 1:55:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0206, loss: 0.0206 +2024-07-17 16:15:54,229 - pyskl - INFO - Epoch [139][900/2506] lr: 3.697e-04, eta: 1:55:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0266, loss: 0.0266 +2024-07-17 16:16:17,472 - pyskl - INFO - Epoch [139][1000/2506] lr: 3.672e-04, eta: 1:55:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 +2024-07-17 16:16:40,669 - pyskl - INFO - Epoch [139][1100/2506] lr: 3.647e-04, eta: 1:54:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218 +2024-07-17 16:17:03,837 - pyskl - INFO - Epoch [139][1200/2506] lr: 3.622e-04, eta: 1:54:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 +2024-07-17 16:17:26,991 - pyskl - INFO - Epoch [139][1300/2506] lr: 3.597e-04, eta: 1:53:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0215, loss: 0.0215 +2024-07-17 16:17:50,158 - pyskl - INFO - Epoch [139][1400/2506] lr: 3.572e-04, eta: 1:53:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0198, loss: 0.0198 +2024-07-17 16:18:13,278 - pyskl - INFO - Epoch [139][1500/2506] lr: 3.547e-04, eta: 1:53:06, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0193, loss: 0.0193 +2024-07-17 16:18:36,440 - pyskl - INFO - Epoch [139][1600/2506] lr: 3.523e-04, eta: 1:52:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 0.0214, loss: 0.0214 +2024-07-17 16:18:59,592 - pyskl - INFO - Epoch [139][1700/2506] lr: 3.498e-04, eta: 1:52:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216 +2024-07-17 16:19:22,751 - pyskl - INFO - Epoch [139][1800/2506] lr: 3.473e-04, eta: 1:51:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0174, loss: 0.0174 +2024-07-17 16:19:45,934 - pyskl - INFO - Epoch [139][1900/2506] lr: 3.449e-04, eta: 1:51:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0178, loss: 0.0178 +2024-07-17 16:20:09,104 - pyskl - INFO - Epoch [139][2000/2506] lr: 3.425e-04, eta: 1:51:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0206, loss: 0.0206 +2024-07-17 16:20:32,345 - pyskl - INFO - Epoch [139][2100/2506] lr: 3.400e-04, eta: 1:50:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0194, loss: 0.0194 +2024-07-17 16:20:55,583 - pyskl - INFO - Epoch [139][2200/2506] lr: 3.376e-04, eta: 1:50:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0190, loss: 0.0190 +2024-07-17 16:21:18,865 - pyskl - INFO - Epoch [139][2300/2506] lr: 3.352e-04, eta: 1:49:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0201, loss: 0.0201 +2024-07-17 16:21:42,133 - pyskl - INFO - Epoch [139][2400/2506] lr: 3.328e-04, eta: 1:49:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0181, loss: 0.0181 +2024-07-17 16:22:05,325 - pyskl - INFO - Epoch [139][2500/2506] lr: 3.304e-04, eta: 1:49:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0198, loss: 0.0198 +2024-07-17 16:22:07,215 - pyskl - INFO - Saving checkpoint at 139 epochs +2024-07-17 16:23:24,373 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 16:23:24,442 - pyskl - INFO - +top1_acc 0.8801 +top5_acc 0.9785 +2024-07-17 16:23:24,444 - pyskl - INFO - Epoch(val) [139][1031] top1_acc: 0.8801, top5_acc: 0.9785 +2024-07-17 16:24:06,101 - pyskl - INFO - Epoch [140][100/2506] lr: 3.279e-04, eta: 1:48:44, time: 0.417, data_time: 0.181, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0164, loss: 0.0164 +2024-07-17 16:24:29,239 - pyskl - INFO - Epoch [140][200/2506] lr: 3.255e-04, eta: 1:48:20, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0171, loss: 0.0171 +2024-07-17 16:24:52,577 - pyskl - INFO - Epoch [140][300/2506] lr: 3.232e-04, eta: 1:47:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0182, loss: 0.0182 +2024-07-17 16:25:15,817 - pyskl - INFO - Epoch [140][400/2506] lr: 3.208e-04, eta: 1:47:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0189, loss: 0.0189 +2024-07-17 16:25:39,108 - pyskl - INFO - Epoch [140][500/2506] lr: 3.185e-04, eta: 1:47:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0153, loss: 0.0153 +2024-07-17 16:26:02,552 - pyskl - INFO - Epoch [140][600/2506] lr: 3.161e-04, eta: 1:46:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0153, loss: 0.0153 +2024-07-17 16:26:25,931 - pyskl - INFO - Epoch [140][700/2506] lr: 3.138e-04, eta: 1:46:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0161, loss: 0.0161 +2024-07-17 16:26:49,166 - pyskl - INFO - Epoch [140][800/2506] lr: 3.115e-04, eta: 1:45:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0176, loss: 0.0176 +2024-07-17 16:27:12,253 - pyskl - INFO - Epoch [140][900/2506] lr: 3.092e-04, eta: 1:45:33, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0171, loss: 0.0171 +2024-07-17 16:27:35,346 - pyskl - INFO - Epoch [140][1000/2506] lr: 3.069e-04, eta: 1:45:10, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0169, loss: 0.0169 +2024-07-17 16:27:58,454 - pyskl - INFO - Epoch [140][1100/2506] lr: 3.046e-04, eta: 1:44:46, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0192, loss: 0.0192 +2024-07-17 16:28:21,560 - pyskl - INFO - Epoch [140][1200/2506] lr: 3.023e-04, eta: 1:44:22, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0186, loss: 0.0186 +2024-07-17 16:28:44,673 - pyskl - INFO - Epoch [140][1300/2506] lr: 3.000e-04, eta: 1:43:58, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0190, loss: 0.0190 +2024-07-17 16:29:07,845 - pyskl - INFO - Epoch [140][1400/2506] lr: 2.977e-04, eta: 1:43:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0189, loss: 0.0189 +2024-07-17 16:29:30,961 - pyskl - INFO - Epoch [140][1500/2506] lr: 2.955e-04, eta: 1:43:11, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216 +2024-07-17 16:29:54,129 - pyskl - INFO - Epoch [140][1600/2506] lr: 2.932e-04, eta: 1:42:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0186, loss: 0.0186 +2024-07-17 16:30:17,228 - pyskl - INFO - Epoch [140][1700/2506] lr: 2.910e-04, eta: 1:42:23, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 +2024-07-17 16:30:40,342 - pyskl - INFO - Epoch [140][1800/2506] lr: 2.887e-04, eta: 1:41:59, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0191, loss: 0.0191 +2024-07-17 16:31:03,442 - pyskl - INFO - Epoch [140][1900/2506] lr: 2.865e-04, eta: 1:41:35, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0189, loss: 0.0189 +2024-07-17 16:31:26,587 - pyskl - INFO - Epoch [140][2000/2506] lr: 2.843e-04, eta: 1:41:12, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0172, loss: 0.0172 +2024-07-17 16:31:49,696 - pyskl - INFO - Epoch [140][2100/2506] lr: 2.821e-04, eta: 1:40:48, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0185, loss: 0.0185 +2024-07-17 16:32:12,831 - pyskl - INFO - Epoch [140][2200/2506] lr: 2.799e-04, eta: 1:40:24, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0171, loss: 0.0171 +2024-07-17 16:32:36,000 - pyskl - INFO - Epoch [140][2300/2506] lr: 2.777e-04, eta: 1:40:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0179, loss: 0.0179 +2024-07-17 16:32:59,152 - pyskl - INFO - Epoch [140][2400/2506] lr: 2.755e-04, eta: 1:39:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0204, loss: 0.0204 +2024-07-17 16:33:22,340 - pyskl - INFO - Epoch [140][2500/2506] lr: 2.733e-04, eta: 1:39:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0165, loss: 0.0165 +2024-07-17 16:33:24,207 - pyskl - INFO - Saving checkpoint at 140 epochs +2024-07-17 16:34:41,530 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 16:34:41,598 - pyskl - INFO - +top1_acc 0.8859 +top5_acc 0.9797 +2024-07-17 16:34:41,603 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_137.pth was removed +2024-07-17 16:34:41,737 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2024-07-17 16:34:41,738 - pyskl - INFO - Best top1_acc is 0.8859 at 140 epoch. +2024-07-17 16:34:41,741 - pyskl - INFO - Epoch(val) [140][1031] top1_acc: 0.8859, top5_acc: 0.9797 +2024-07-17 16:35:24,047 - pyskl - INFO - Epoch [141][100/2506] lr: 2.710e-04, eta: 1:38:49, time: 0.423, data_time: 0.185, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0158, loss: 0.0158 +2024-07-17 16:35:47,645 - pyskl - INFO - Epoch [141][200/2506] lr: 2.688e-04, eta: 1:38:25, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0193, loss: 0.0193 +2024-07-17 16:36:11,107 - pyskl - INFO - Epoch [141][300/2506] lr: 2.667e-04, eta: 1:38:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0172, loss: 0.0172 +2024-07-17 16:36:34,327 - pyskl - INFO - Epoch [141][400/2506] lr: 2.646e-04, eta: 1:37:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0182, loss: 0.0182 +2024-07-17 16:36:57,716 - pyskl - INFO - Epoch [141][500/2506] lr: 2.624e-04, eta: 1:37:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0203, loss: 0.0203 +2024-07-17 16:37:20,978 - pyskl - INFO - Epoch [141][600/2506] lr: 2.603e-04, eta: 1:36:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0157, loss: 0.0157 +2024-07-17 16:37:44,186 - pyskl - INFO - Epoch [141][700/2506] lr: 2.582e-04, eta: 1:36:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0144, loss: 0.0144 +2024-07-17 16:38:07,398 - pyskl - INFO - Epoch [141][800/2506] lr: 2.561e-04, eta: 1:36:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0149, loss: 0.0149 +2024-07-17 16:38:30,616 - pyskl - INFO - Epoch [141][900/2506] lr: 2.540e-04, eta: 1:35:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0178, loss: 0.0178 +2024-07-17 16:38:53,922 - pyskl - INFO - Epoch [141][1000/2506] lr: 2.519e-04, eta: 1:35:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0192, loss: 0.0192 +2024-07-17 16:39:17,259 - pyskl - INFO - Epoch [141][1100/2506] lr: 2.498e-04, eta: 1:34:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0171, loss: 0.0171 +2024-07-17 16:39:40,494 - pyskl - INFO - Epoch [141][1200/2506] lr: 2.477e-04, eta: 1:34:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0173, loss: 0.0173 +2024-07-17 16:40:03,729 - pyskl - INFO - Epoch [141][1300/2506] lr: 2.457e-04, eta: 1:34:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218 +2024-07-17 16:40:26,952 - pyskl - INFO - Epoch [141][1400/2506] lr: 2.436e-04, eta: 1:33:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0144, loss: 0.0144 +2024-07-17 16:40:50,188 - pyskl - INFO - Epoch [141][1500/2506] lr: 2.416e-04, eta: 1:33:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0171, loss: 0.0171 +2024-07-17 16:41:13,399 - pyskl - INFO - Epoch [141][1600/2506] lr: 2.395e-04, eta: 1:32:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0153, loss: 0.0153 +2024-07-17 16:41:36,634 - pyskl - INFO - Epoch [141][1700/2506] lr: 2.375e-04, eta: 1:32:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0157, loss: 0.0157 +2024-07-17 16:41:59,870 - pyskl - INFO - Epoch [141][1800/2506] lr: 2.355e-04, eta: 1:32:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0137, loss: 0.0137 +2024-07-17 16:42:23,122 - pyskl - INFO - Epoch [141][1900/2506] lr: 2.334e-04, eta: 1:31:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0199, loss: 0.0199 +2024-07-17 16:42:46,363 - pyskl - INFO - Epoch [141][2000/2506] lr: 2.314e-04, eta: 1:31:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0144, loss: 0.0144 +2024-07-17 16:43:09,539 - pyskl - INFO - Epoch [141][2100/2506] lr: 2.294e-04, eta: 1:30:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0158, loss: 0.0158 +2024-07-17 16:43:32,762 - pyskl - INFO - Epoch [141][2200/2506] lr: 2.275e-04, eta: 1:30:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0190, loss: 0.0190 +2024-07-17 16:43:55,986 - pyskl - INFO - Epoch [141][2300/2506] lr: 2.255e-04, eta: 1:30:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0166, loss: 0.0166 +2024-07-17 16:44:19,193 - pyskl - INFO - Epoch [141][2400/2506] lr: 2.235e-04, eta: 1:29:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0143, loss: 0.0143 +2024-07-17 16:44:42,393 - pyskl - INFO - Epoch [141][2500/2506] lr: 2.215e-04, eta: 1:29:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0180, loss: 0.0180 +2024-07-17 16:44:44,322 - pyskl - INFO - Saving checkpoint at 141 epochs +2024-07-17 16:46:01,547 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 16:46:01,614 - pyskl - INFO - +top1_acc 0.8895 +top5_acc 0.9810 +2024-07-17 16:46:01,618 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_140.pth was removed +2024-07-17 16:46:01,745 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. +2024-07-17 16:46:01,745 - pyskl - INFO - Best top1_acc is 0.8895 at 141 epoch. +2024-07-17 16:46:01,748 - pyskl - INFO - Epoch(val) [141][1031] top1_acc: 0.8895, top5_acc: 0.9810 +2024-07-17 16:46:44,172 - pyskl - INFO - Epoch [142][100/2506] lr: 2.195e-04, eta: 1:28:54, time: 0.424, data_time: 0.185, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0157, loss: 0.0157 +2024-07-17 16:47:07,779 - pyskl - INFO - Epoch [142][200/2506] lr: 2.175e-04, eta: 1:28:30, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0160, loss: 0.0160 +2024-07-17 16:47:30,988 - pyskl - INFO - Epoch [142][300/2506] lr: 2.156e-04, eta: 1:28:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0140, loss: 0.0140 +2024-07-17 16:47:54,309 - pyskl - INFO - Epoch [142][400/2506] lr: 2.137e-04, eta: 1:27:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0184, loss: 0.0184 +2024-07-17 16:48:17,741 - pyskl - INFO - Epoch [142][500/2506] lr: 2.117e-04, eta: 1:27:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0157, loss: 0.0157 +2024-07-17 16:48:40,997 - pyskl - INFO - Epoch [142][600/2506] lr: 2.098e-04, eta: 1:26:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0179, loss: 0.0179 +2024-07-17 16:49:04,295 - pyskl - INFO - Epoch [142][700/2506] lr: 2.079e-04, eta: 1:26:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0213, loss: 0.0213 +2024-07-17 16:49:27,528 - pyskl - INFO - Epoch [142][800/2506] lr: 2.060e-04, eta: 1:26:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0158, loss: 0.0158 +2024-07-17 16:49:50,736 - pyskl - INFO - Epoch [142][900/2506] lr: 2.042e-04, eta: 1:25:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0164, loss: 0.0164 +2024-07-17 16:50:13,949 - pyskl - INFO - Epoch [142][1000/2506] lr: 2.023e-04, eta: 1:25:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0141, loss: 0.0141 +2024-07-17 16:50:37,175 - pyskl - INFO - Epoch [142][1100/2506] lr: 2.004e-04, eta: 1:24:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 +2024-07-17 16:51:00,418 - pyskl - INFO - Epoch [142][1200/2506] lr: 1.986e-04, eta: 1:24:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0157, loss: 0.0157 +2024-07-17 16:51:23,613 - pyskl - INFO - Epoch [142][1300/2506] lr: 1.967e-04, eta: 1:24:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0145, loss: 0.0145 +2024-07-17 16:51:46,855 - pyskl - INFO - Epoch [142][1400/2506] lr: 1.949e-04, eta: 1:23:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0169, loss: 0.0169 +2024-07-17 16:52:10,105 - pyskl - INFO - Epoch [142][1500/2506] lr: 1.930e-04, eta: 1:23:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0167, loss: 0.0167 +2024-07-17 16:52:33,301 - pyskl - INFO - Epoch [142][1600/2506] lr: 1.912e-04, eta: 1:22:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0135, loss: 0.0135 +2024-07-17 16:52:56,535 - pyskl - INFO - Epoch [142][1700/2506] lr: 1.894e-04, eta: 1:22:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0126, loss: 0.0126 +2024-07-17 16:53:19,787 - pyskl - INFO - Epoch [142][1800/2506] lr: 1.876e-04, eta: 1:22:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0158, loss: 0.0158 +2024-07-17 16:53:43,178 - pyskl - INFO - Epoch [142][1900/2506] lr: 1.858e-04, eta: 1:21:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0181, loss: 0.0181 +2024-07-17 16:54:06,637 - pyskl - INFO - Epoch [142][2000/2506] lr: 1.840e-04, eta: 1:21:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0186, loss: 0.0186 +2024-07-17 16:54:29,981 - pyskl - INFO - Epoch [142][2100/2506] lr: 1.822e-04, eta: 1:20:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0144, loss: 0.0144 +2024-07-17 16:54:53,212 - pyskl - INFO - Epoch [142][2200/2506] lr: 1.804e-04, eta: 1:20:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0158, loss: 0.0158 +2024-07-17 16:55:16,345 - pyskl - INFO - Epoch [142][2300/2506] lr: 1.787e-04, eta: 1:20:11, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0133, loss: 0.0133 +2024-07-17 16:55:39,548 - pyskl - INFO - Epoch [142][2400/2506] lr: 1.769e-04, eta: 1:19:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0154, loss: 0.0154 +2024-07-17 16:56:02,800 - pyskl - INFO - Epoch [142][2500/2506] lr: 1.752e-04, eta: 1:19:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0155, loss: 0.0155 +2024-07-17 16:56:04,619 - pyskl - INFO - Saving checkpoint at 142 epochs +2024-07-17 16:57:22,143 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 16:57:22,210 - pyskl - INFO - +top1_acc 0.8837 +top5_acc 0.9798 +2024-07-17 16:57:22,213 - pyskl - INFO - Epoch(val) [142][1031] top1_acc: 0.8837, top5_acc: 0.9798 +2024-07-17 16:58:04,439 - pyskl - INFO - Epoch [143][100/2506] lr: 1.733e-04, eta: 1:18:59, time: 0.422, data_time: 0.185, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0151, loss: 0.0151 +2024-07-17 16:58:27,605 - pyskl - INFO - Epoch [143][200/2506] lr: 1.716e-04, eta: 1:18:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0144, loss: 0.0144 +2024-07-17 16:58:50,788 - pyskl - INFO - Epoch [143][300/2506] lr: 1.699e-04, eta: 1:18:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0154, loss: 0.0154 +2024-07-17 16:59:14,077 - pyskl - INFO - Epoch [143][400/2506] lr: 1.682e-04, eta: 1:17:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0130, loss: 0.0130 +2024-07-17 16:59:37,297 - pyskl - INFO - Epoch [143][500/2506] lr: 1.665e-04, eta: 1:17:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0171, loss: 0.0171 +2024-07-17 17:00:00,502 - pyskl - INFO - Epoch [143][600/2506] lr: 1.648e-04, eta: 1:17:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0163, loss: 0.0163 +2024-07-17 17:00:23,802 - pyskl - INFO - Epoch [143][700/2506] lr: 1.631e-04, eta: 1:16:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0173, loss: 0.0173 +2024-07-17 17:00:47,030 - pyskl - INFO - Epoch [143][800/2506] lr: 1.614e-04, eta: 1:16:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0207, loss: 0.0207 +2024-07-17 17:01:10,253 - pyskl - INFO - Epoch [143][900/2506] lr: 1.597e-04, eta: 1:15:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0147, loss: 0.0147 +2024-07-17 17:01:33,503 - pyskl - INFO - Epoch [143][1000/2506] lr: 1.581e-04, eta: 1:15:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0134, loss: 0.0134 +2024-07-17 17:01:56,717 - pyskl - INFO - Epoch [143][1100/2506] lr: 1.564e-04, eta: 1:15:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0150, loss: 0.0150 +2024-07-17 17:02:19,984 - pyskl - INFO - Epoch [143][1200/2506] lr: 1.548e-04, eta: 1:14:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0139, loss: 0.0139 +2024-07-17 17:02:43,355 - pyskl - INFO - Epoch [143][1300/2506] lr: 1.531e-04, eta: 1:14:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0151, loss: 0.0151 +2024-07-17 17:03:06,577 - pyskl - INFO - Epoch [143][1400/2506] lr: 1.515e-04, eta: 1:13:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0209, loss: 0.0209 +2024-07-17 17:03:29,811 - pyskl - INFO - Epoch [143][1500/2506] lr: 1.499e-04, eta: 1:13:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0213, loss: 0.0213 +2024-07-17 17:03:53,028 - pyskl - INFO - Epoch [143][1600/2506] lr: 1.483e-04, eta: 1:13:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0180, loss: 0.0180 +2024-07-17 17:04:16,244 - pyskl - INFO - Epoch [143][1700/2506] lr: 1.467e-04, eta: 1:12:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0151, loss: 0.0151 +2024-07-17 17:04:39,477 - pyskl - INFO - Epoch [143][1800/2506] lr: 1.451e-04, eta: 1:12:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0194, loss: 0.0194 +2024-07-17 17:05:02,717 - pyskl - INFO - Epoch [143][1900/2506] lr: 1.435e-04, eta: 1:11:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0136, loss: 0.0136 +2024-07-17 17:05:25,962 - pyskl - INFO - Epoch [143][2000/2506] lr: 1.419e-04, eta: 1:11:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0159, loss: 0.0159 +2024-07-17 17:05:49,186 - pyskl - INFO - Epoch [143][2100/2506] lr: 1.404e-04, eta: 1:11:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0159, loss: 0.0159 +2024-07-17 17:06:12,403 - pyskl - INFO - Epoch [143][2200/2506] lr: 1.388e-04, eta: 1:10:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0152, loss: 0.0152 +2024-07-17 17:06:35,655 - pyskl - INFO - Epoch [143][2300/2506] lr: 1.373e-04, eta: 1:10:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0151, loss: 0.0151 +2024-07-17 17:06:58,902 - pyskl - INFO - Epoch [143][2400/2506] lr: 1.357e-04, eta: 1:09:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0158, loss: 0.0158 +2024-07-17 17:07:22,175 - pyskl - INFO - Epoch [143][2500/2506] lr: 1.342e-04, eta: 1:09:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0153, loss: 0.0153 +2024-07-17 17:07:23,991 - pyskl - INFO - Saving checkpoint at 143 epochs +2024-07-17 17:08:41,753 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 17:08:41,822 - pyskl - INFO - +top1_acc 0.8848 +top5_acc 0.9797 +2024-07-17 17:08:41,825 - pyskl - INFO - Epoch(val) [143][1031] top1_acc: 0.8848, top5_acc: 0.9797 +2024-07-17 17:09:24,122 - pyskl - INFO - Epoch [144][100/2506] lr: 1.326e-04, eta: 1:09:04, time: 0.423, data_time: 0.187, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0162, loss: 0.0162 +2024-07-17 17:09:47,277 - pyskl - INFO - Epoch [144][200/2506] lr: 1.311e-04, eta: 1:08:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0169, loss: 0.0169 +2024-07-17 17:10:10,425 - pyskl - INFO - Epoch [144][300/2506] lr: 1.296e-04, eta: 1:08:16, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0144, loss: 0.0144 +2024-07-17 17:10:33,779 - pyskl - INFO - Epoch [144][400/2506] lr: 1.281e-04, eta: 1:07:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0144, loss: 0.0144 +2024-07-17 17:10:57,079 - pyskl - INFO - Epoch [144][500/2506] lr: 1.266e-04, eta: 1:07:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0150, loss: 0.0150 +2024-07-17 17:11:20,219 - pyskl - INFO - Epoch [144][600/2506] lr: 1.251e-04, eta: 1:07:05, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0150, loss: 0.0150 +2024-07-17 17:11:43,402 - pyskl - INFO - Epoch [144][700/2506] lr: 1.236e-04, eta: 1:06:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0148, loss: 0.0148 +2024-07-17 17:12:06,577 - pyskl - INFO - Epoch [144][800/2506] lr: 1.222e-04, eta: 1:06:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0153, loss: 0.0153 +2024-07-17 17:12:29,747 - pyskl - INFO - Epoch [144][900/2506] lr: 1.207e-04, eta: 1:05:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0157, loss: 0.0157 +2024-07-17 17:12:52,966 - pyskl - INFO - Epoch [144][1000/2506] lr: 1.193e-04, eta: 1:05:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0164, loss: 0.0164 +2024-07-17 17:13:16,158 - pyskl - INFO - Epoch [144][1100/2506] lr: 1.178e-04, eta: 1:05:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0147, loss: 0.0147 +2024-07-17 17:13:39,355 - pyskl - INFO - Epoch [144][1200/2506] lr: 1.164e-04, eta: 1:04:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0151, loss: 0.0151 +2024-07-17 17:14:02,552 - pyskl - INFO - Epoch [144][1300/2506] lr: 1.150e-04, eta: 1:04:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0156, loss: 0.0156 +2024-07-17 17:14:25,743 - pyskl - INFO - Epoch [144][1400/2506] lr: 1.136e-04, eta: 1:03:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0121, loss: 0.0121 +2024-07-17 17:14:48,919 - pyskl - INFO - Epoch [144][1500/2506] lr: 1.122e-04, eta: 1:03:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0145, loss: 0.0145 +2024-07-17 17:15:12,144 - pyskl - INFO - Epoch [144][1600/2506] lr: 1.108e-04, eta: 1:03:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0156, loss: 0.0156 +2024-07-17 17:15:35,288 - pyskl - INFO - Epoch [144][1700/2506] lr: 1.094e-04, eta: 1:02:43, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0129, loss: 0.0129 +2024-07-17 17:15:58,480 - pyskl - INFO - Epoch [144][1800/2506] lr: 1.080e-04, eta: 1:02:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0195, loss: 0.0195 +2024-07-17 17:16:21,667 - pyskl - INFO - Epoch [144][1900/2506] lr: 1.067e-04, eta: 1:01:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0144, loss: 0.0144 +2024-07-17 17:16:44,834 - pyskl - INFO - Epoch [144][2000/2506] lr: 1.053e-04, eta: 1:01:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0148, loss: 0.0148 +2024-07-17 17:17:08,018 - pyskl - INFO - Epoch [144][2100/2506] lr: 1.040e-04, eta: 1:01:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0174, loss: 0.0174 +2024-07-17 17:17:31,248 - pyskl - INFO - Epoch [144][2200/2506] lr: 1.026e-04, eta: 1:00:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0162, loss: 0.0162 +2024-07-17 17:17:54,481 - pyskl - INFO - Epoch [144][2300/2506] lr: 1.013e-04, eta: 1:00:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0160, loss: 0.0160 +2024-07-17 17:18:17,766 - pyskl - INFO - Epoch [144][2400/2506] lr: 9.997e-05, eta: 0:59:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0158, loss: 0.0158 +2024-07-17 17:18:40,965 - pyskl - INFO - Epoch [144][2500/2506] lr: 9.866e-05, eta: 0:59:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0142, loss: 0.0142 +2024-07-17 17:18:42,802 - pyskl - INFO - Saving checkpoint at 144 epochs +2024-07-17 17:19:59,983 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 17:20:00,051 - pyskl - INFO - +top1_acc 0.8840 +top5_acc 0.9796 +2024-07-17 17:20:00,053 - pyskl - INFO - Epoch(val) [144][1031] top1_acc: 0.8840, top5_acc: 0.9796 +2024-07-17 17:20:42,262 - pyskl - INFO - Epoch [145][100/2506] lr: 9.727e-05, eta: 0:59:08, time: 0.422, data_time: 0.187, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0133, loss: 0.0133 +2024-07-17 17:21:05,511 - pyskl - INFO - Epoch [145][200/2506] lr: 9.598e-05, eta: 0:58:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0169, loss: 0.0169 +2024-07-17 17:21:28,791 - pyskl - INFO - Epoch [145][300/2506] lr: 9.469e-05, eta: 0:58:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0127, loss: 0.0127 +2024-07-17 17:21:52,055 - pyskl - INFO - Epoch [145][400/2506] lr: 9.341e-05, eta: 0:57:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0140, loss: 0.0140 +2024-07-17 17:22:15,329 - pyskl - INFO - Epoch [145][500/2506] lr: 9.214e-05, eta: 0:57:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0122, loss: 0.0122 +2024-07-17 17:22:38,539 - pyskl - INFO - Epoch [145][600/2506] lr: 9.088e-05, eta: 0:57:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0116, loss: 0.0116 +2024-07-17 17:23:01,773 - pyskl - INFO - Epoch [145][700/2506] lr: 8.963e-05, eta: 0:56:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0171, loss: 0.0171 +2024-07-17 17:23:24,989 - pyskl - INFO - Epoch [145][800/2506] lr: 8.838e-05, eta: 0:56:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0182, loss: 0.0182 +2024-07-17 17:23:48,223 - pyskl - INFO - Epoch [145][900/2506] lr: 8.715e-05, eta: 0:55:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0131, loss: 0.0131 +2024-07-17 17:24:11,430 - pyskl - INFO - Epoch [145][1000/2506] lr: 8.592e-05, eta: 0:55:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0144, loss: 0.0144 +2024-07-17 17:24:34,636 - pyskl - INFO - Epoch [145][1100/2506] lr: 8.470e-05, eta: 0:55:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0160, loss: 0.0160 +2024-07-17 17:24:57,831 - pyskl - INFO - Epoch [145][1200/2506] lr: 8.349e-05, eta: 0:54:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0160, loss: 0.0160 +2024-07-17 17:25:21,025 - pyskl - INFO - Epoch [145][1300/2506] lr: 8.229e-05, eta: 0:54:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0169, loss: 0.0169 +2024-07-17 17:25:44,224 - pyskl - INFO - Epoch [145][1400/2506] lr: 8.110e-05, eta: 0:53:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0165, loss: 0.0165 +2024-07-17 17:26:07,435 - pyskl - INFO - Epoch [145][1500/2506] lr: 7.991e-05, eta: 0:53:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0114, loss: 0.0114 +2024-07-17 17:26:30,625 - pyskl - INFO - Epoch [145][1600/2506] lr: 7.874e-05, eta: 0:53:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0166, loss: 0.0166 +2024-07-17 17:26:53,821 - pyskl - INFO - Epoch [145][1700/2506] lr: 7.757e-05, eta: 0:52:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0172, loss: 0.0172 +2024-07-17 17:27:17,058 - pyskl - INFO - Epoch [145][1800/2506] lr: 7.641e-05, eta: 0:52:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0154, loss: 0.0154 +2024-07-17 17:27:40,242 - pyskl - INFO - Epoch [145][1900/2506] lr: 7.526e-05, eta: 0:52:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0170, loss: 0.0170 +2024-07-17 17:28:03,479 - pyskl - INFO - Epoch [145][2000/2506] lr: 7.412e-05, eta: 0:51:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0162, loss: 0.0162 +2024-07-17 17:28:26,839 - pyskl - INFO - Epoch [145][2100/2506] lr: 7.299e-05, eta: 0:51:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0170, loss: 0.0170 +2024-07-17 17:28:50,172 - pyskl - INFO - Epoch [145][2200/2506] lr: 7.187e-05, eta: 0:50:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0189, loss: 0.0189 +2024-07-17 17:29:13,381 - pyskl - INFO - Epoch [145][2300/2506] lr: 7.076e-05, eta: 0:50:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0151, loss: 0.0151 +2024-07-17 17:29:36,622 - pyskl - INFO - Epoch [145][2400/2506] lr: 6.965e-05, eta: 0:50:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0143, loss: 0.0143 +2024-07-17 17:29:59,903 - pyskl - INFO - Epoch [145][2500/2506] lr: 6.855e-05, eta: 0:49:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0159, loss: 0.0159 +2024-07-17 17:30:01,701 - pyskl - INFO - Saving checkpoint at 145 epochs +2024-07-17 17:31:19,357 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 17:31:19,425 - pyskl - INFO - +top1_acc 0.8864 +top5_acc 0.9801 +2024-07-17 17:31:19,427 - pyskl - INFO - Epoch(val) [145][1031] top1_acc: 0.8864, top5_acc: 0.9801 +2024-07-17 17:32:01,869 - pyskl - INFO - Epoch [146][100/2506] lr: 6.740e-05, eta: 0:49:13, time: 0.424, data_time: 0.188, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0142, loss: 0.0142 +2024-07-17 17:32:25,167 - pyskl - INFO - Epoch [146][200/2506] lr: 6.632e-05, eta: 0:48:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0159, loss: 0.0159 +2024-07-17 17:32:48,430 - pyskl - INFO - Epoch [146][300/2506] lr: 6.525e-05, eta: 0:48:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0150, loss: 0.0150 +2024-07-17 17:33:11,745 - pyskl - INFO - Epoch [146][400/2506] lr: 6.419e-05, eta: 0:48:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0162, loss: 0.0162 +2024-07-17 17:33:35,014 - pyskl - INFO - Epoch [146][500/2506] lr: 6.314e-05, eta: 0:47:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0142, loss: 0.0142 +2024-07-17 17:33:58,312 - pyskl - INFO - Epoch [146][600/2506] lr: 6.209e-05, eta: 0:47:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0174, loss: 0.0174 +2024-07-17 17:34:21,483 - pyskl - INFO - Epoch [146][700/2506] lr: 6.106e-05, eta: 0:46:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0162, loss: 0.0162 +2024-07-17 17:34:44,680 - pyskl - INFO - Epoch [146][800/2506] lr: 6.003e-05, eta: 0:46:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0163, loss: 0.0163 +2024-07-17 17:35:07,893 - pyskl - INFO - Epoch [146][900/2506] lr: 5.901e-05, eta: 0:46:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0159, loss: 0.0159 +2024-07-17 17:35:31,142 - pyskl - INFO - Epoch [146][1000/2506] lr: 5.800e-05, eta: 0:45:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0145, loss: 0.0145 +2024-07-17 17:35:54,382 - pyskl - INFO - Epoch [146][1100/2506] lr: 5.700e-05, eta: 0:45:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0124, loss: 0.0124 +2024-07-17 17:36:17,616 - pyskl - INFO - Epoch [146][1200/2506] lr: 5.601e-05, eta: 0:44:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0137, loss: 0.0137 +2024-07-17 17:36:40,790 - pyskl - INFO - Epoch [146][1300/2506] lr: 5.502e-05, eta: 0:44:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0165, loss: 0.0165 +2024-07-17 17:37:04,021 - pyskl - INFO - Epoch [146][1400/2506] lr: 5.405e-05, eta: 0:44:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0135, loss: 0.0135 +2024-07-17 17:37:27,268 - pyskl - INFO - Epoch [146][1500/2506] lr: 5.308e-05, eta: 0:43:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0143, loss: 0.0143 +2024-07-17 17:37:50,517 - pyskl - INFO - Epoch [146][1600/2506] lr: 5.213e-05, eta: 0:43:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0137, loss: 0.0137 +2024-07-17 17:38:13,771 - pyskl - INFO - Epoch [146][1700/2506] lr: 5.118e-05, eta: 0:42:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0160, loss: 0.0160 +2024-07-17 17:38:37,012 - pyskl - INFO - Epoch [146][1800/2506] lr: 5.024e-05, eta: 0:42:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0144, loss: 0.0144 +2024-07-17 17:39:00,265 - pyskl - INFO - Epoch [146][1900/2506] lr: 4.931e-05, eta: 0:42:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0155, loss: 0.0155 +2024-07-17 17:39:23,505 - pyskl - INFO - Epoch [146][2000/2506] lr: 4.838e-05, eta: 0:41:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0116, loss: 0.0116 +2024-07-17 17:39:46,726 - pyskl - INFO - Epoch [146][2100/2506] lr: 4.747e-05, eta: 0:41:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0138, loss: 0.0138 +2024-07-17 17:40:09,956 - pyskl - INFO - Epoch [146][2200/2506] lr: 4.656e-05, eta: 0:40:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0128, loss: 0.0128 +2024-07-17 17:40:33,189 - pyskl - INFO - Epoch [146][2300/2506] lr: 4.567e-05, eta: 0:40:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0135, loss: 0.0135 +2024-07-17 17:40:56,432 - pyskl - INFO - Epoch [146][2400/2506] lr: 4.478e-05, eta: 0:40:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0125, loss: 0.0125 +2024-07-17 17:41:19,730 - pyskl - INFO - Epoch [146][2500/2506] lr: 4.390e-05, eta: 0:39:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0124, loss: 0.0124 +2024-07-17 17:41:21,567 - pyskl - INFO - Saving checkpoint at 146 epochs +2024-07-17 17:42:39,048 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 17:42:39,116 - pyskl - INFO - +top1_acc 0.8837 +top5_acc 0.9799 +2024-07-17 17:42:39,118 - pyskl - INFO - Epoch(val) [146][1031] top1_acc: 0.8837, top5_acc: 0.9799 +2024-07-17 17:43:21,489 - pyskl - INFO - Epoch [147][100/2506] lr: 4.298e-05, eta: 0:39:18, time: 0.424, data_time: 0.186, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0166, loss: 0.0166 +2024-07-17 17:43:44,902 - pyskl - INFO - Epoch [147][200/2506] lr: 4.212e-05, eta: 0:38:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0175, loss: 0.0175 +2024-07-17 17:44:08,281 - pyskl - INFO - Epoch [147][300/2506] lr: 4.126e-05, eta: 0:38:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0132, loss: 0.0132 +2024-07-17 17:44:31,594 - pyskl - INFO - Epoch [147][400/2506] lr: 4.042e-05, eta: 0:38:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0143, loss: 0.0143 +2024-07-17 17:44:54,915 - pyskl - INFO - Epoch [147][500/2506] lr: 3.959e-05, eta: 0:37:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0137, loss: 0.0137 +2024-07-17 17:45:18,213 - pyskl - INFO - Epoch [147][600/2506] lr: 3.876e-05, eta: 0:37:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0136, loss: 0.0136 +2024-07-17 17:45:41,495 - pyskl - INFO - Epoch [147][700/2506] lr: 3.794e-05, eta: 0:36:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0147, loss: 0.0147 +2024-07-17 17:46:04,755 - pyskl - INFO - Epoch [147][800/2506] lr: 3.713e-05, eta: 0:36:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0190, loss: 0.0190 +2024-07-17 17:46:27,979 - pyskl - INFO - Epoch [147][900/2506] lr: 3.633e-05, eta: 0:36:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0156, loss: 0.0156 +2024-07-17 17:46:51,199 - pyskl - INFO - Epoch [147][1000/2506] lr: 3.554e-05, eta: 0:35:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0171, loss: 0.0171 +2024-07-17 17:47:14,432 - pyskl - INFO - Epoch [147][1100/2506] lr: 3.476e-05, eta: 0:35:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0147, loss: 0.0147 +2024-07-17 17:47:37,695 - pyskl - INFO - Epoch [147][1200/2506] lr: 3.398e-05, eta: 0:34:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0143, loss: 0.0143 +2024-07-17 17:48:01,034 - pyskl - INFO - Epoch [147][1300/2506] lr: 3.322e-05, eta: 0:34:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0143, loss: 0.0143 +2024-07-17 17:48:24,369 - pyskl - INFO - Epoch [147][1400/2506] lr: 3.246e-05, eta: 0:34:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0169, loss: 0.0169 +2024-07-17 17:48:47,647 - pyskl - INFO - Epoch [147][1500/2506] lr: 3.171e-05, eta: 0:33:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0195, loss: 0.0195 +2024-07-17 17:49:10,958 - pyskl - INFO - Epoch [147][1600/2506] lr: 3.097e-05, eta: 0:33:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0149, loss: 0.0149 +2024-07-17 17:49:34,179 - pyskl - INFO - Epoch [147][1700/2506] lr: 3.024e-05, eta: 0:32:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0156, loss: 0.0156 +2024-07-17 17:49:57,409 - pyskl - INFO - Epoch [147][1800/2506] lr: 2.952e-05, eta: 0:32:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0202, loss: 0.0202 +2024-07-17 17:50:20,618 - pyskl - INFO - Epoch [147][1900/2506] lr: 2.881e-05, eta: 0:32:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0167, loss: 0.0167 +2024-07-17 17:50:43,846 - pyskl - INFO - Epoch [147][2000/2506] lr: 2.810e-05, eta: 0:31:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0154, loss: 0.0154 +2024-07-17 17:51:07,100 - pyskl - INFO - Epoch [147][2100/2506] lr: 2.741e-05, eta: 0:31:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0154, loss: 0.0154 +2024-07-17 17:51:30,350 - pyskl - INFO - Epoch [147][2200/2506] lr: 2.672e-05, eta: 0:30:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0123, loss: 0.0123 +2024-07-17 17:51:53,496 - pyskl - INFO - Epoch [147][2300/2506] lr: 2.604e-05, eta: 0:30:35, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0121, loss: 0.0121 +2024-07-17 17:52:16,612 - pyskl - INFO - Epoch [147][2400/2506] lr: 2.537e-05, eta: 0:30:11, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0152, loss: 0.0152 +2024-07-17 17:52:39,764 - pyskl - INFO - Epoch [147][2500/2506] lr: 2.471e-05, eta: 0:29:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0171, loss: 0.0171 +2024-07-17 17:52:41,569 - pyskl - INFO - Saving checkpoint at 147 epochs +2024-07-17 17:53:59,195 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 17:53:59,262 - pyskl - INFO - +top1_acc 0.8820 +top5_acc 0.9796 +2024-07-17 17:53:59,265 - pyskl - INFO - Epoch(val) [147][1031] top1_acc: 0.8820, top5_acc: 0.9796 +2024-07-17 17:54:41,552 - pyskl - INFO - Epoch [148][100/2506] lr: 2.402e-05, eta: 0:29:22, time: 0.423, data_time: 0.187, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0136, loss: 0.0136 +2024-07-17 17:55:04,753 - pyskl - INFO - Epoch [148][200/2506] lr: 2.338e-05, eta: 0:28:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0145, loss: 0.0145 +2024-07-17 17:55:27,915 - pyskl - INFO - Epoch [148][300/2506] lr: 2.274e-05, eta: 0:28:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0150, loss: 0.0150 +2024-07-17 17:55:51,107 - pyskl - INFO - Epoch [148][400/2506] lr: 2.212e-05, eta: 0:28:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0139, loss: 0.0139 +2024-07-17 17:56:14,346 - pyskl - INFO - Epoch [148][500/2506] lr: 2.150e-05, eta: 0:27:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0124, loss: 0.0124 +2024-07-17 17:56:37,604 - pyskl - INFO - Epoch [148][600/2506] lr: 2.089e-05, eta: 0:27:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0124, loss: 0.0124 +2024-07-17 17:57:00,909 - pyskl - INFO - Epoch [148][700/2506] lr: 2.029e-05, eta: 0:27:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0156, loss: 0.0156 +2024-07-17 17:57:24,203 - pyskl - INFO - Epoch [148][800/2506] lr: 1.970e-05, eta: 0:26:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0137, loss: 0.0137 +2024-07-17 17:57:47,461 - pyskl - INFO - Epoch [148][900/2506] lr: 1.912e-05, eta: 0:26:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0136, loss: 0.0136 +2024-07-17 17:58:10,707 - pyskl - INFO - Epoch [148][1000/2506] lr: 1.855e-05, eta: 0:25:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0149, loss: 0.0149 +2024-07-17 17:58:33,968 - pyskl - INFO - Epoch [148][1100/2506] lr: 1.798e-05, eta: 0:25:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0140, loss: 0.0140 +2024-07-17 17:58:57,163 - pyskl - INFO - Epoch [148][1200/2506] lr: 1.743e-05, eta: 0:25:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0162, loss: 0.0162 +2024-07-17 17:59:20,369 - pyskl - INFO - Epoch [148][1300/2506] lr: 1.688e-05, eta: 0:24:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0217, loss: 0.0217 +2024-07-17 17:59:43,601 - pyskl - INFO - Epoch [148][1400/2506] lr: 1.634e-05, eta: 0:24:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 +2024-07-17 18:00:06,833 - pyskl - INFO - Epoch [148][1500/2506] lr: 1.581e-05, eta: 0:23:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0158, loss: 0.0158 +2024-07-17 18:00:30,143 - pyskl - INFO - Epoch [148][1600/2506] lr: 1.529e-05, eta: 0:23:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0155, loss: 0.0155 +2024-07-17 18:00:53,410 - pyskl - INFO - Epoch [148][1700/2506] lr: 1.478e-05, eta: 0:23:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0141, loss: 0.0141 +2024-07-17 18:01:16,698 - pyskl - INFO - Epoch [148][1800/2506] lr: 1.428e-05, eta: 0:22:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0122, loss: 0.0122 +2024-07-17 18:01:39,982 - pyskl - INFO - Epoch [148][1900/2506] lr: 1.378e-05, eta: 0:22:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0151, loss: 0.0151 +2024-07-17 18:02:03,275 - pyskl - INFO - Epoch [148][2000/2506] lr: 1.329e-05, eta: 0:21:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0136, loss: 0.0136 +2024-07-17 18:02:26,568 - pyskl - INFO - Epoch [148][2100/2506] lr: 1.282e-05, eta: 0:21:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0148, loss: 0.0148 +2024-07-17 18:02:49,765 - pyskl - INFO - Epoch [148][2200/2506] lr: 1.235e-05, eta: 0:21:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0146, loss: 0.0146 +2024-07-17 18:03:12,993 - pyskl - INFO - Epoch [148][2300/2506] lr: 1.189e-05, eta: 0:20:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0160, loss: 0.0160 +2024-07-17 18:03:36,194 - pyskl - INFO - Epoch [148][2400/2506] lr: 1.144e-05, eta: 0:20:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0142, loss: 0.0142 +2024-07-17 18:03:59,427 - pyskl - INFO - Epoch [148][2500/2506] lr: 1.100e-05, eta: 0:19:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0142, loss: 0.0142 +2024-07-17 18:04:01,285 - pyskl - INFO - Saving checkpoint at 148 epochs +2024-07-17 18:05:18,648 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 18:05:18,720 - pyskl - INFO - +top1_acc 0.8783 +top5_acc 0.9792 +2024-07-17 18:05:18,723 - pyskl - INFO - Epoch(val) [148][1031] top1_acc: 0.8783, top5_acc: 0.9792 +2024-07-17 18:06:00,536 - pyskl - INFO - Epoch [149][100/2506] lr: 1.054e-05, eta: 0:19:27, time: 0.418, data_time: 0.183, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0138, loss: 0.0138 +2024-07-17 18:06:23,742 - pyskl - INFO - Epoch [149][200/2506] lr: 1.011e-05, eta: 0:19:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0141, loss: 0.0141 +2024-07-17 18:06:46,922 - pyskl - INFO - Epoch [149][300/2506] lr: 9.696e-06, eta: 0:18:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0134, loss: 0.0134 +2024-07-17 18:07:10,133 - pyskl - INFO - Epoch [149][400/2506] lr: 9.289e-06, eta: 0:18:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0141, loss: 0.0141 +2024-07-17 18:07:33,425 - pyskl - INFO - Epoch [149][500/2506] lr: 8.890e-06, eta: 0:17:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0155, loss: 0.0155 +2024-07-17 18:07:56,790 - pyskl - INFO - Epoch [149][600/2506] lr: 8.501e-06, eta: 0:17:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0129, loss: 0.0129 +2024-07-17 18:08:20,062 - pyskl - INFO - Epoch [149][700/2506] lr: 8.120e-06, eta: 0:17:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0177, loss: 0.0177 +2024-07-17 18:08:43,351 - pyskl - INFO - Epoch [149][800/2506] lr: 7.748e-06, eta: 0:16:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0121, loss: 0.0121 +2024-07-17 18:09:06,576 - pyskl - INFO - Epoch [149][900/2506] lr: 7.384e-06, eta: 0:16:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0154, loss: 0.0154 +2024-07-17 18:09:29,794 - pyskl - INFO - Epoch [149][1000/2506] lr: 7.030e-06, eta: 0:15:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0141, loss: 0.0141 +2024-07-17 18:09:52,985 - pyskl - INFO - Epoch [149][1100/2506] lr: 6.684e-06, eta: 0:15:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0142, loss: 0.0142 +2024-07-17 18:10:16,171 - pyskl - INFO - Epoch [149][1200/2506] lr: 6.346e-06, eta: 0:15:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0171, loss: 0.0171 +2024-07-17 18:10:39,342 - pyskl - INFO - Epoch [149][1300/2506] lr: 6.018e-06, eta: 0:14:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0147, loss: 0.0147 +2024-07-17 18:11:02,535 - pyskl - INFO - Epoch [149][1400/2506] lr: 5.698e-06, eta: 0:14:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0132, loss: 0.0132 +2024-07-17 18:11:25,714 - pyskl - INFO - Epoch [149][1500/2506] lr: 5.387e-06, eta: 0:13:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0136, loss: 0.0136 +2024-07-17 18:11:48,922 - pyskl - INFO - Epoch [149][1600/2506] lr: 5.085e-06, eta: 0:13:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0130, loss: 0.0130 +2024-07-17 18:12:12,112 - pyskl - INFO - Epoch [149][1700/2506] lr: 4.791e-06, eta: 0:13:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0136, loss: 0.0136 +2024-07-17 18:12:35,276 - pyskl - INFO - Epoch [149][1800/2506] lr: 4.506e-06, eta: 0:12:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0129, loss: 0.0129 +2024-07-17 18:12:58,446 - pyskl - INFO - Epoch [149][1900/2506] lr: 4.230e-06, eta: 0:12:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0127, loss: 0.0127 +2024-07-17 18:13:21,610 - pyskl - INFO - Epoch [149][2000/2506] lr: 3.963e-06, eta: 0:11:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0165, loss: 0.0165 +2024-07-17 18:13:44,840 - pyskl - INFO - Epoch [149][2100/2506] lr: 3.704e-06, eta: 0:11:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0125, loss: 0.0125 +2024-07-17 18:14:08,054 - pyskl - INFO - Epoch [149][2200/2506] lr: 3.454e-06, eta: 0:11:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0128, loss: 0.0128 +2024-07-17 18:14:31,232 - pyskl - INFO - Epoch [149][2300/2506] lr: 3.213e-06, eta: 0:10:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0156, loss: 0.0156 +2024-07-17 18:14:54,492 - pyskl - INFO - Epoch [149][2400/2506] lr: 2.981e-06, eta: 0:10:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0162, loss: 0.0162 +2024-07-17 18:15:17,766 - pyskl - INFO - Epoch [149][2500/2506] lr: 2.757e-06, eta: 0:09:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0132, loss: 0.0132 +2024-07-17 18:15:19,639 - pyskl - INFO - Saving checkpoint at 149 epochs +2024-07-17 18:16:36,918 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 18:16:36,985 - pyskl - INFO - +top1_acc 0.8884 +top5_acc 0.9802 +2024-07-17 18:16:36,988 - pyskl - INFO - Epoch(val) [149][1031] top1_acc: 0.8884, top5_acc: 0.9802 +2024-07-17 18:17:19,483 - pyskl - INFO - Epoch [150][100/2506] lr: 2.529e-06, eta: 0:09:31, time: 0.425, data_time: 0.189, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0175, loss: 0.0175 +2024-07-17 18:17:42,654 - pyskl - INFO - Epoch [150][200/2506] lr: 2.323e-06, eta: 0:09:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0123, loss: 0.0123 +2024-07-17 18:18:05,907 - pyskl - INFO - Epoch [150][300/2506] lr: 2.126e-06, eta: 0:08:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0151, loss: 0.0151 +2024-07-17 18:18:29,156 - pyskl - INFO - Epoch [150][400/2506] lr: 1.938e-06, eta: 0:08:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0177, loss: 0.0177 +2024-07-17 18:18:52,390 - pyskl - INFO - Epoch [150][500/2506] lr: 1.758e-06, eta: 0:07:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0145, loss: 0.0145 +2024-07-17 18:19:15,595 - pyskl - INFO - Epoch [150][600/2506] lr: 1.588e-06, eta: 0:07:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0129, loss: 0.0129 +2024-07-17 18:19:38,999 - pyskl - INFO - Epoch [150][700/2506] lr: 1.425e-06, eta: 0:07:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0136, loss: 0.0136 +2024-07-17 18:20:02,439 - pyskl - INFO - Epoch [150][800/2506] lr: 1.272e-06, eta: 0:06:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0143, loss: 0.0143 +2024-07-17 18:20:25,816 - pyskl - INFO - Epoch [150][900/2506] lr: 1.127e-06, eta: 0:06:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0139, loss: 0.0139 +2024-07-17 18:20:49,253 - pyskl - INFO - Epoch [150][1000/2506] lr: 9.914e-07, eta: 0:05:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0127, loss: 0.0127 +2024-07-17 18:21:12,586 - pyskl - INFO - Epoch [150][1100/2506] lr: 8.642e-07, eta: 0:05:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0166, loss: 0.0166 +2024-07-17 18:21:35,787 - pyskl - INFO - Epoch [150][1200/2506] lr: 7.457e-07, eta: 0:05:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0129, loss: 0.0129 +2024-07-17 18:21:58,963 - pyskl - INFO - Epoch [150][1300/2506] lr: 6.360e-07, eta: 0:04:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0152, loss: 0.0152 +2024-07-17 18:22:22,319 - pyskl - INFO - Epoch [150][1400/2506] lr: 5.350e-07, eta: 0:04:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0152, loss: 0.0152 +2024-07-17 18:22:45,570 - pyskl - INFO - Epoch [150][1500/2506] lr: 4.427e-07, eta: 0:03:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0148, loss: 0.0148 +2024-07-17 18:23:08,986 - pyskl - INFO - Epoch [150][1600/2506] lr: 3.591e-07, eta: 0:03:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0152, loss: 0.0152 +2024-07-17 18:23:32,422 - pyskl - INFO - Epoch [150][1700/2506] lr: 2.843e-07, eta: 0:03:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0134, loss: 0.0134 +2024-07-17 18:23:55,800 - pyskl - INFO - Epoch [150][1800/2506] lr: 2.182e-07, eta: 0:02:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0132, loss: 0.0132 +2024-07-17 18:24:19,057 - pyskl - INFO - Epoch [150][1900/2506] lr: 1.608e-07, eta: 0:02:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0177, loss: 0.0177 +2024-07-17 18:24:42,292 - pyskl - INFO - Epoch [150][2000/2506] lr: 1.122e-07, eta: 0:02:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0134, loss: 0.0134 +2024-07-17 18:25:05,506 - pyskl - INFO - Epoch [150][2100/2506] lr: 7.231e-08, eta: 0:01:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0145, loss: 0.0145 +2024-07-17 18:25:28,723 - pyskl - INFO - Epoch [150][2200/2506] lr: 4.114e-08, eta: 0:01:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0127, loss: 0.0127 +2024-07-17 18:25:52,075 - pyskl - INFO - Epoch [150][2300/2506] lr: 1.871e-08, eta: 0:00:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0152, loss: 0.0152 +2024-07-17 18:26:15,278 - pyskl - INFO - Epoch [150][2400/2506] lr: 4.998e-09, eta: 0:00:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0141, loss: 0.0141 +2024-07-17 18:26:38,471 - pyskl - INFO - Epoch [150][2500/2506] lr: 2.139e-11, eta: 0:00:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0162, loss: 0.0162 +2024-07-17 18:26:40,327 - pyskl - INFO - Saving checkpoint at 150 epochs +2024-07-17 18:27:57,589 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 18:27:57,656 - pyskl - INFO - +top1_acc 0.8890 +top5_acc 0.9808 +2024-07-17 18:27:57,658 - pyskl - INFO - Epoch(val) [150][1031] top1_acc: 0.8890, top5_acc: 0.9808 +2024-07-17 18:28:05,761 - pyskl - INFO - 16487 videos remain after valid thresholding +2024-07-17 18:38:09,238 - pyskl - INFO - Testing results of the last checkpoint +2024-07-17 18:38:09,238 - pyskl - INFO - top1_acc: 0.8947 +2024-07-17 18:38:09,238 - pyskl - INFO - top5_acc: 0.9827 +2024-07-17 18:38:09,239 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_aclnet/ntu60_xsub/jm/best_top1_acc_epoch_141.pth +2024-07-17 18:48:15,324 - pyskl - INFO - Testing results of the best checkpoint +2024-07-17 18:48:15,325 - pyskl - INFO - top1_acc: 0.8953 +2024-07-17 18:48:15,325 - pyskl - INFO - top5_acc: 0.9824