diff --git "a/ntu60_xsub/k_1/20240717_212513.log" "b/ntu60_xsub/k_1/20240717_212513.log" new file mode 100644--- /dev/null +++ "b/ntu60_xsub/k_1/20240717_212513.log" @@ -0,0 +1,4983 @@ +2024-07-17 21:25:13,293 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2024-07-17 21:25:13,565 - pyskl - INFO - Config: modality = 'k' +graph = 'nturgb+d' +work_dir = './work_dirs/test_aclnet/ntu60_xsub/k_1' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module', + gcn_ratio=0.125, + gcn_ctr='T', + gcn_ada='T', + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict(type='SimpleHead', data_cfg='ntu60', num_classes=60, in_channels=384)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2024-07-17 21:25:13,565 - pyskl - INFO - Set random seed to 100649265, deterministic: False +2024-07-17 21:25:18,407 - pyskl - INFO - 40091 videos remain after valid thresholding +2024-07-17 21:25:25,913 - pyskl - INFO - 16487 videos remain after valid thresholding +2024-07-17 21:25:25,925 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1 +2024-07-17 21:25:25,925 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2024-07-17 21:25:25,925 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2024-07-17 21:25:25,925 - pyskl - INFO - Checkpoints will be saved to /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1 by HardDiskBackend. +2024-07-17 21:26:07,429 - pyskl - INFO - Epoch [1][100/2506] lr: 2.500e-02, eta: 1 day, 19:19:17, time: 0.415, data_time: 0.181, memory: 6429, top1_acc: 0.0413, top5_acc: 0.1650, loss_cls: 4.4685, loss: 4.4685 +2024-07-17 21:26:30,082 - pyskl - INFO - Epoch [1][200/2506] lr: 2.500e-02, eta: 1 day, 9:28:31, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.0650, top5_acc: 0.2850, loss_cls: 4.2138, loss: 4.2138 +2024-07-17 21:26:52,786 - pyskl - INFO - Epoch [1][300/2506] lr: 2.500e-02, eta: 1 day, 6:12:23, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.0813, top5_acc: 0.3231, loss_cls: 4.0161, loss: 4.0161 +2024-07-17 21:27:15,469 - pyskl - INFO - Epoch [1][400/2506] lr: 2.500e-02, eta: 1 day, 4:33:49, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.1056, top5_acc: 0.4012, loss_cls: 3.7843, loss: 3.7843 +2024-07-17 21:27:38,240 - pyskl - INFO - Epoch [1][500/2506] lr: 2.500e-02, eta: 1 day, 3:35:37, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.1175, top5_acc: 0.4356, loss_cls: 3.7034, loss: 3.7034 +2024-07-17 21:28:01,002 - pyskl - INFO - Epoch [1][600/2506] lr: 2.500e-02, eta: 1 day, 2:56:37, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.1500, top5_acc: 0.5050, loss_cls: 3.5146, loss: 3.5146 +2024-07-17 21:28:23,767 - pyskl - INFO - Epoch [1][700/2506] lr: 2.500e-02, eta: 1 day, 2:28:39, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.1625, top5_acc: 0.5225, loss_cls: 3.4430, loss: 3.4430 +2024-07-17 21:28:46,571 - pyskl - INFO - Epoch [1][800/2506] lr: 2.500e-02, eta: 1 day, 2:07:54, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.1819, top5_acc: 0.5456, loss_cls: 3.4027, loss: 3.4027 +2024-07-17 21:29:09,393 - pyskl - INFO - Epoch [1][900/2506] lr: 2.500e-02, eta: 1 day, 1:51:48, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.1888, top5_acc: 0.5687, loss_cls: 3.3133, loss: 3.3133 +2024-07-17 21:29:32,321 - pyskl - INFO - Epoch [1][1000/2506] lr: 2.500e-02, eta: 1 day, 1:39:30, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.2006, top5_acc: 0.5900, loss_cls: 3.2580, loss: 3.2580 +2024-07-17 21:29:55,195 - pyskl - INFO - Epoch [1][1100/2506] lr: 2.500e-02, eta: 1 day, 1:29:04, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.2112, top5_acc: 0.6394, loss_cls: 3.1649, loss: 3.1649 +2024-07-17 21:30:18,087 - pyskl - INFO - Epoch [1][1200/2506] lr: 2.500e-02, eta: 1 day, 1:20:24, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.2281, top5_acc: 0.6319, loss_cls: 3.1449, loss: 3.1449 +2024-07-17 21:30:40,974 - pyskl - INFO - Epoch [1][1300/2506] lr: 2.500e-02, eta: 1 day, 1:12:59, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.2369, top5_acc: 0.6644, loss_cls: 3.0879, loss: 3.0879 +2024-07-17 21:31:03,893 - pyskl - INFO - Epoch [1][1400/2506] lr: 2.500e-02, eta: 1 day, 1:06:44, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.2744, top5_acc: 0.6869, loss_cls: 2.9457, loss: 2.9457 +2024-07-17 21:31:26,826 - pyskl - INFO - Epoch [1][1500/2506] lr: 2.500e-02, eta: 1 day, 1:01:18, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.2712, top5_acc: 0.7156, loss_cls: 2.8927, loss: 2.8927 +2024-07-17 21:31:49,737 - pyskl - INFO - Epoch [1][1600/2506] lr: 2.500e-02, eta: 1 day, 0:56:25, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.2850, top5_acc: 0.7225, loss_cls: 2.8927, loss: 2.8927 +2024-07-17 21:32:12,660 - pyskl - INFO - Epoch [1][1700/2506] lr: 2.500e-02, eta: 1 day, 0:52:07, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.3262, top5_acc: 0.7594, loss_cls: 2.7365, loss: 2.7365 +2024-07-17 21:32:35,566 - pyskl - INFO - Epoch [1][1800/2506] lr: 2.500e-02, eta: 1 day, 0:48:11, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.3125, top5_acc: 0.7412, loss_cls: 2.7450, loss: 2.7450 +2024-07-17 21:32:58,516 - pyskl - INFO - Epoch [1][1900/2506] lr: 2.500e-02, eta: 1 day, 0:44:46, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.3194, top5_acc: 0.7619, loss_cls: 2.7047, loss: 2.7047 +2024-07-17 21:33:21,514 - pyskl - INFO - Epoch [1][2000/2506] lr: 2.500e-02, eta: 1 day, 0:41:49, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.3675, top5_acc: 0.7781, loss_cls: 2.5957, loss: 2.5957 +2024-07-17 21:33:44,487 - pyskl - INFO - Epoch [1][2100/2506] lr: 2.500e-02, eta: 1 day, 0:39:01, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.3881, top5_acc: 0.8019, loss_cls: 2.5269, loss: 2.5269 +2024-07-17 21:34:07,501 - pyskl - INFO - Epoch [1][2200/2506] lr: 2.500e-02, eta: 1 day, 0:36:34, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.3819, top5_acc: 0.7919, loss_cls: 2.5555, loss: 2.5555 +2024-07-17 21:34:30,487 - pyskl - INFO - Epoch [1][2300/2506] lr: 2.500e-02, eta: 1 day, 0:34:13, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.4088, top5_acc: 0.8063, loss_cls: 2.5134, loss: 2.5134 +2024-07-17 21:34:53,421 - pyskl - INFO - Epoch [1][2400/2506] lr: 2.500e-02, eta: 1 day, 0:31:54, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.4019, top5_acc: 0.8431, loss_cls: 2.3874, loss: 2.3874 +2024-07-17 21:35:16,368 - pyskl - INFO - Epoch [1][2500/2506] lr: 2.500e-02, eta: 1 day, 0:29:46, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.4256, top5_acc: 0.8156, loss_cls: 2.4070, loss: 2.4070 +2024-07-17 21:35:18,185 - pyskl - INFO - Saving checkpoint at 1 epochs +2024-07-17 21:36:35,141 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 21:36:35,212 - pyskl - INFO - +top1_acc 0.4208 +top5_acc 0.8073 +2024-07-17 21:36:35,347 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2024-07-17 21:36:35,348 - pyskl - INFO - Best top1_acc is 0.4208 at 1 epoch. +2024-07-17 21:36:35,350 - pyskl - INFO - Epoch(val) [1][1031] top1_acc: 0.4208, top5_acc: 0.8073 +2024-07-17 21:37:16,023 - pyskl - INFO - Epoch [2][100/2506] lr: 2.500e-02, eta: 1 day, 1:06:40, time: 0.407, data_time: 0.178, memory: 6429, top1_acc: 0.4344, top5_acc: 0.8200, loss_cls: 2.3862, loss: 2.3862 +2024-07-17 21:37:38,938 - pyskl - INFO - Epoch [2][200/2506] lr: 2.500e-02, eta: 1 day, 1:03:16, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.4506, top5_acc: 0.8462, loss_cls: 2.2635, loss: 2.2635 +2024-07-17 21:38:01,789 - pyskl - INFO - Epoch [2][300/2506] lr: 2.500e-02, eta: 1 day, 0:59:57, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.4606, top5_acc: 0.8375, loss_cls: 2.2966, loss: 2.2966 +2024-07-17 21:38:24,652 - pyskl - INFO - Epoch [2][400/2506] lr: 2.500e-02, eta: 1 day, 0:56:51, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.4656, top5_acc: 0.8544, loss_cls: 2.2159, loss: 2.2159 +2024-07-17 21:38:47,636 - pyskl - INFO - Epoch [2][500/2506] lr: 2.500e-02, eta: 1 day, 0:54:11, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.4825, top5_acc: 0.8625, loss_cls: 2.1932, loss: 2.1932 +2024-07-17 21:39:10,594 - pyskl - INFO - Epoch [2][600/2506] lr: 2.500e-02, eta: 1 day, 0:51:37, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.4925, top5_acc: 0.8588, loss_cls: 2.1661, loss: 2.1661 +2024-07-17 21:39:33,482 - pyskl - INFO - Epoch [2][700/2506] lr: 2.500e-02, eta: 1 day, 0:49:03, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5106, top5_acc: 0.8644, loss_cls: 2.1230, loss: 2.1230 +2024-07-17 21:39:56,438 - pyskl - INFO - Epoch [2][800/2506] lr: 2.500e-02, eta: 1 day, 0:46:44, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.4738, top5_acc: 0.8656, loss_cls: 2.1581, loss: 2.1581 +2024-07-17 21:40:19,365 - pyskl - INFO - Epoch [2][900/2506] lr: 2.499e-02, eta: 1 day, 0:44:29, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5000, top5_acc: 0.8750, loss_cls: 2.1355, loss: 2.1355 +2024-07-17 21:40:42,281 - pyskl - INFO - Epoch [2][1000/2506] lr: 2.499e-02, eta: 1 day, 0:42:20, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.4669, top5_acc: 0.8475, loss_cls: 2.2240, loss: 2.2240 +2024-07-17 21:41:05,192 - pyskl - INFO - Epoch [2][1100/2506] lr: 2.499e-02, eta: 1 day, 0:40:15, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.4863, top5_acc: 0.8669, loss_cls: 2.1203, loss: 2.1203 +2024-07-17 21:41:28,091 - pyskl - INFO - Epoch [2][1200/2506] lr: 2.499e-02, eta: 1 day, 0:38:15, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5125, top5_acc: 0.8788, loss_cls: 2.0370, loss: 2.0370 +2024-07-17 21:41:50,980 - pyskl - INFO - Epoch [2][1300/2506] lr: 2.499e-02, eta: 1 day, 0:36:19, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5194, top5_acc: 0.8819, loss_cls: 2.0163, loss: 2.0163 +2024-07-17 21:42:13,902 - pyskl - INFO - Epoch [2][1400/2506] lr: 2.499e-02, eta: 1 day, 0:34:31, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5494, top5_acc: 0.8850, loss_cls: 1.9663, loss: 1.9663 +2024-07-17 21:42:36,784 - pyskl - INFO - Epoch [2][1500/2506] lr: 2.499e-02, eta: 1 day, 0:32:44, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5637, top5_acc: 0.8900, loss_cls: 1.9554, loss: 1.9554 +2024-07-17 21:42:59,693 - pyskl - INFO - Epoch [2][1600/2506] lr: 2.499e-02, eta: 1 day, 0:31:03, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5475, top5_acc: 0.8956, loss_cls: 1.9308, loss: 1.9308 +2024-07-17 21:43:22,778 - pyskl - INFO - Epoch [2][1700/2506] lr: 2.499e-02, eta: 1 day, 0:29:41, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.5581, top5_acc: 0.8850, loss_cls: 1.9004, loss: 1.9004 +2024-07-17 21:43:45,713 - pyskl - INFO - Epoch [2][1800/2506] lr: 2.499e-02, eta: 1 day, 0:28:09, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5481, top5_acc: 0.9006, loss_cls: 1.9000, loss: 1.9000 +2024-07-17 21:44:08,606 - pyskl - INFO - Epoch [2][1900/2506] lr: 2.499e-02, eta: 1 day, 0:26:37, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5194, top5_acc: 0.8894, loss_cls: 1.9455, loss: 1.9455 +2024-07-17 21:44:31,493 - pyskl - INFO - Epoch [2][2000/2506] lr: 2.499e-02, eta: 1 day, 0:25:07, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5563, top5_acc: 0.8981, loss_cls: 1.8810, loss: 1.8810 +2024-07-17 21:44:54,389 - pyskl - INFO - Epoch [2][2100/2506] lr: 2.499e-02, eta: 1 day, 0:23:41, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5650, top5_acc: 0.8969, loss_cls: 1.8986, loss: 1.8986 +2024-07-17 21:45:17,318 - pyskl - INFO - Epoch [2][2200/2506] lr: 2.499e-02, eta: 1 day, 0:22:21, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5844, top5_acc: 0.9131, loss_cls: 1.7962, loss: 1.7962 +2024-07-17 21:45:40,280 - pyskl - INFO - Epoch [2][2300/2506] lr: 2.499e-02, eta: 1 day, 0:21:05, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.5825, top5_acc: 0.9119, loss_cls: 1.8059, loss: 1.8059 +2024-07-17 21:46:03,203 - pyskl - INFO - Epoch [2][2400/2506] lr: 2.499e-02, eta: 1 day, 0:19:48, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5806, top5_acc: 0.9187, loss_cls: 1.7624, loss: 1.7624 +2024-07-17 21:46:26,232 - pyskl - INFO - Epoch [2][2500/2506] lr: 2.499e-02, eta: 1 day, 0:18:42, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6062, top5_acc: 0.9131, loss_cls: 1.7471, loss: 1.7471 +2024-07-17 21:46:28,028 - pyskl - INFO - Saving checkpoint at 2 epochs +2024-07-17 21:47:45,091 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 21:47:45,161 - pyskl - INFO - +top1_acc 0.5501 +top5_acc 0.8934 +2024-07-17 21:47:45,165 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_1.pth was removed +2024-07-17 21:47:45,292 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2024-07-17 21:47:45,292 - pyskl - INFO - Best top1_acc is 0.5501 at 2 epoch. +2024-07-17 21:47:45,294 - pyskl - INFO - Epoch(val) [2][1031] top1_acc: 0.5501, top5_acc: 0.8934 +2024-07-17 21:48:25,778 - pyskl - INFO - Epoch [3][100/2506] lr: 2.499e-02, eta: 1 day, 0:36:58, time: 0.405, data_time: 0.176, memory: 6429, top1_acc: 0.6162, top5_acc: 0.9275, loss_cls: 1.7065, loss: 1.7065 +2024-07-17 21:48:48,749 - pyskl - INFO - Epoch [3][200/2506] lr: 2.499e-02, eta: 1 day, 0:35:28, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.5656, top5_acc: 0.9031, loss_cls: 1.8406, loss: 1.8406 +2024-07-17 21:49:11,806 - pyskl - INFO - Epoch [3][300/2506] lr: 2.499e-02, eta: 1 day, 0:34:07, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.5962, top5_acc: 0.9144, loss_cls: 1.7619, loss: 1.7619 +2024-07-17 21:49:34,754 - pyskl - INFO - Epoch [3][400/2506] lr: 2.499e-02, eta: 1 day, 0:32:40, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5887, top5_acc: 0.9213, loss_cls: 1.7690, loss: 1.7690 +2024-07-17 21:49:57,621 - pyskl - INFO - Epoch [3][500/2506] lr: 2.499e-02, eta: 1 day, 0:31:10, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6144, top5_acc: 0.9269, loss_cls: 1.6841, loss: 1.6841 +2024-07-17 21:50:20,513 - pyskl - INFO - Epoch [3][600/2506] lr: 2.499e-02, eta: 1 day, 0:29:44, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6025, top5_acc: 0.9231, loss_cls: 1.6842, loss: 1.6842 +2024-07-17 21:50:43,547 - pyskl - INFO - Epoch [3][700/2506] lr: 2.499e-02, eta: 1 day, 0:28:30, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6275, top5_acc: 0.9244, loss_cls: 1.6525, loss: 1.6525 +2024-07-17 21:51:06,518 - pyskl - INFO - Epoch [3][800/2506] lr: 2.499e-02, eta: 1 day, 0:27:13, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6131, top5_acc: 0.9144, loss_cls: 1.7051, loss: 1.7051 +2024-07-17 21:51:29,469 - pyskl - INFO - Epoch [3][900/2506] lr: 2.498e-02, eta: 1 day, 0:25:57, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6181, top5_acc: 0.9325, loss_cls: 1.6521, loss: 1.6521 +2024-07-17 21:51:52,412 - pyskl - INFO - Epoch [3][1000/2506] lr: 2.498e-02, eta: 1 day, 0:24:42, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6250, top5_acc: 0.9156, loss_cls: 1.6553, loss: 1.6553 +2024-07-17 21:52:15,347 - pyskl - INFO - Epoch [3][1100/2506] lr: 2.498e-02, eta: 1 day, 0:23:28, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6325, top5_acc: 0.9187, loss_cls: 1.6604, loss: 1.6604 +2024-07-17 21:52:38,495 - pyskl - INFO - Epoch [3][1200/2506] lr: 2.498e-02, eta: 1 day, 0:22:29, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6262, top5_acc: 0.9275, loss_cls: 1.6012, loss: 1.6012 +2024-07-17 21:53:01,876 - pyskl - INFO - Epoch [3][1300/2506] lr: 2.498e-02, eta: 1 day, 0:21:45, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.6350, top5_acc: 0.9294, loss_cls: 1.5880, loss: 1.5880 +2024-07-17 21:53:24,897 - pyskl - INFO - Epoch [3][1400/2506] lr: 2.498e-02, eta: 1 day, 0:20:40, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6081, top5_acc: 0.9187, loss_cls: 1.6937, loss: 1.6937 +2024-07-17 21:53:47,840 - pyskl - INFO - Epoch [3][1500/2506] lr: 2.498e-02, eta: 1 day, 0:19:32, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5887, top5_acc: 0.9213, loss_cls: 1.7186, loss: 1.7186 +2024-07-17 21:54:10,785 - pyskl - INFO - Epoch [3][1600/2506] lr: 2.498e-02, eta: 1 day, 0:18:26, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6362, top5_acc: 0.9344, loss_cls: 1.6067, loss: 1.6067 +2024-07-17 21:54:33,814 - pyskl - INFO - Epoch [3][1700/2506] lr: 2.498e-02, eta: 1 day, 0:17:25, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6550, top5_acc: 0.9269, loss_cls: 1.6023, loss: 1.6023 +2024-07-17 21:54:56,907 - pyskl - INFO - Epoch [3][1800/2506] lr: 2.498e-02, eta: 1 day, 0:16:30, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6225, top5_acc: 0.9287, loss_cls: 1.6082, loss: 1.6082 +2024-07-17 21:55:19,891 - pyskl - INFO - Epoch [3][1900/2506] lr: 2.498e-02, eta: 1 day, 0:15:29, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6400, top5_acc: 0.9287, loss_cls: 1.5952, loss: 1.5952 +2024-07-17 21:55:42,934 - pyskl - INFO - Epoch [3][2000/2506] lr: 2.498e-02, eta: 1 day, 0:14:32, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6488, top5_acc: 0.9250, loss_cls: 1.5703, loss: 1.5703 +2024-07-17 21:56:05,913 - pyskl - INFO - Epoch [3][2100/2506] lr: 2.498e-02, eta: 1 day, 0:13:33, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6431, top5_acc: 0.9375, loss_cls: 1.5387, loss: 1.5387 +2024-07-17 21:56:29,072 - pyskl - INFO - Epoch [3][2200/2506] lr: 2.498e-02, eta: 1 day, 0:12:45, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.6394, top5_acc: 0.9350, loss_cls: 1.5695, loss: 1.5695 +2024-07-17 21:56:52,182 - pyskl - INFO - Epoch [3][2300/2506] lr: 2.498e-02, eta: 1 day, 0:11:54, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6644, top5_acc: 0.9400, loss_cls: 1.4863, loss: 1.4863 +2024-07-17 21:57:15,153 - pyskl - INFO - Epoch [3][2400/2506] lr: 2.498e-02, eta: 1 day, 0:10:57, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6494, top5_acc: 0.9400, loss_cls: 1.5647, loss: 1.5647 +2024-07-17 21:57:38,381 - pyskl - INFO - Epoch [3][2500/2506] lr: 2.498e-02, eta: 1 day, 0:10:14, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.6763, top5_acc: 0.9331, loss_cls: 1.5090, loss: 1.5090 +2024-07-17 21:57:40,266 - pyskl - INFO - Saving checkpoint at 3 epochs +2024-07-17 21:58:57,603 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 21:58:57,673 - pyskl - INFO - +top1_acc 0.6656 +top5_acc 0.9305 +2024-07-17 21:58:57,677 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_2.pth was removed +2024-07-17 21:58:57,804 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2024-07-17 21:58:57,805 - pyskl - INFO - Best top1_acc is 0.6656 at 3 epoch. +2024-07-17 21:58:57,807 - pyskl - INFO - Epoch(val) [3][1031] top1_acc: 0.6656, top5_acc: 0.9305 +2024-07-17 21:59:39,229 - pyskl - INFO - Epoch [4][100/2506] lr: 2.497e-02, eta: 1 day, 0:23:01, time: 0.414, data_time: 0.182, memory: 6429, top1_acc: 0.6587, top5_acc: 0.9350, loss_cls: 1.5153, loss: 1.5153 +2024-07-17 22:00:02,302 - pyskl - INFO - Epoch [4][200/2506] lr: 2.497e-02, eta: 1 day, 0:22:01, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6675, top5_acc: 0.9387, loss_cls: 1.5199, loss: 1.5199 +2024-07-17 22:00:25,378 - pyskl - INFO - Epoch [4][300/2506] lr: 2.497e-02, eta: 1 day, 0:21:02, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6750, top5_acc: 0.9406, loss_cls: 1.4442, loss: 1.4442 +2024-07-17 22:00:48,352 - pyskl - INFO - Epoch [4][400/2506] lr: 2.497e-02, eta: 1 day, 0:19:59, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6825, top5_acc: 0.9531, loss_cls: 1.4156, loss: 1.4156 +2024-07-17 22:01:11,341 - pyskl - INFO - Epoch [4][500/2506] lr: 2.497e-02, eta: 1 day, 0:18:58, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6706, top5_acc: 0.9381, loss_cls: 1.4638, loss: 1.4638 +2024-07-17 22:01:34,381 - pyskl - INFO - Epoch [4][600/2506] lr: 2.497e-02, eta: 1 day, 0:18:00, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6756, top5_acc: 0.9294, loss_cls: 1.4872, loss: 1.4872 +2024-07-17 22:01:57,422 - pyskl - INFO - Epoch [4][700/2506] lr: 2.497e-02, eta: 1 day, 0:17:02, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6869, top5_acc: 0.9369, loss_cls: 1.4438, loss: 1.4438 +2024-07-17 22:02:20,428 - pyskl - INFO - Epoch [4][800/2506] lr: 2.497e-02, eta: 1 day, 0:16:05, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6875, top5_acc: 0.9400, loss_cls: 1.4326, loss: 1.4326 +2024-07-17 22:02:43,288 - pyskl - INFO - Epoch [4][900/2506] lr: 2.497e-02, eta: 1 day, 0:15:01, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6706, top5_acc: 0.9475, loss_cls: 1.4368, loss: 1.4368 +2024-07-17 22:03:06,301 - pyskl - INFO - Epoch [4][1000/2506] lr: 2.497e-02, eta: 1 day, 0:14:05, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6687, top5_acc: 0.9369, loss_cls: 1.4488, loss: 1.4488 +2024-07-17 22:03:29,227 - pyskl - INFO - Epoch [4][1100/2506] lr: 2.497e-02, eta: 1 day, 0:13:06, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6663, top5_acc: 0.9337, loss_cls: 1.4617, loss: 1.4617 +2024-07-17 22:03:52,215 - pyskl - INFO - Epoch [4][1200/2506] lr: 2.497e-02, eta: 1 day, 0:12:11, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6650, top5_acc: 0.9313, loss_cls: 1.5081, loss: 1.5081 +2024-07-17 22:04:15,197 - pyskl - INFO - Epoch [4][1300/2506] lr: 2.497e-02, eta: 1 day, 0:11:16, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6631, top5_acc: 0.9431, loss_cls: 1.4639, loss: 1.4639 +2024-07-17 22:04:38,121 - pyskl - INFO - Epoch [4][1400/2506] lr: 2.497e-02, eta: 1 day, 0:10:20, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6706, top5_acc: 0.9369, loss_cls: 1.4718, loss: 1.4718 +2024-07-17 22:05:01,048 - pyskl - INFO - Epoch [4][1500/2506] lr: 2.496e-02, eta: 1 day, 0:09:24, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6856, top5_acc: 0.9400, loss_cls: 1.3924, loss: 1.3924 +2024-07-17 22:05:23,942 - pyskl - INFO - Epoch [4][1600/2506] lr: 2.496e-02, eta: 1 day, 0:08:28, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6831, top5_acc: 0.9381, loss_cls: 1.4276, loss: 1.4276 +2024-07-17 22:05:46,903 - pyskl - INFO - Epoch [4][1700/2506] lr: 2.496e-02, eta: 1 day, 0:07:35, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6750, top5_acc: 0.9331, loss_cls: 1.4947, loss: 1.4947 +2024-07-17 22:06:09,914 - pyskl - INFO - Epoch [4][1800/2506] lr: 2.496e-02, eta: 1 day, 0:06:45, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6963, top5_acc: 0.9425, loss_cls: 1.4108, loss: 1.4108 +2024-07-17 22:06:32,942 - pyskl - INFO - Epoch [4][1900/2506] lr: 2.496e-02, eta: 1 day, 0:05:55, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6906, top5_acc: 0.9375, loss_cls: 1.4315, loss: 1.4315 +2024-07-17 22:06:55,924 - pyskl - INFO - Epoch [4][2000/2506] lr: 2.496e-02, eta: 1 day, 0:05:05, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6713, top5_acc: 0.9525, loss_cls: 1.3943, loss: 1.3943 +2024-07-17 22:07:18,944 - pyskl - INFO - Epoch [4][2100/2506] lr: 2.496e-02, eta: 1 day, 0:04:17, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6737, top5_acc: 0.9356, loss_cls: 1.4641, loss: 1.4641 +2024-07-17 22:07:41,846 - pyskl - INFO - Epoch [4][2200/2506] lr: 2.496e-02, eta: 1 day, 0:03:25, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7013, top5_acc: 0.9425, loss_cls: 1.4024, loss: 1.4024 +2024-07-17 22:08:04,817 - pyskl - INFO - Epoch [4][2300/2506] lr: 2.496e-02, eta: 1 day, 0:02:36, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6794, top5_acc: 0.9450, loss_cls: 1.4344, loss: 1.4344 +2024-07-17 22:08:27,765 - pyskl - INFO - Epoch [4][2400/2506] lr: 2.496e-02, eta: 1 day, 0:01:46, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6881, top5_acc: 0.9381, loss_cls: 1.4427, loss: 1.4427 +2024-07-17 22:08:50,967 - pyskl - INFO - Epoch [4][2500/2506] lr: 2.496e-02, eta: 1 day, 0:01:07, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.6981, top5_acc: 0.9487, loss_cls: 1.3952, loss: 1.3952 +2024-07-17 22:08:52,782 - pyskl - INFO - Saving checkpoint at 4 epochs +2024-07-17 22:10:09,728 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 22:10:09,796 - pyskl - INFO - +top1_acc 0.7176 +top5_acc 0.9435 +2024-07-17 22:10:09,800 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_3.pth was removed +2024-07-17 22:10:09,924 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2024-07-17 22:10:09,925 - pyskl - INFO - Best top1_acc is 0.7176 at 4 epoch. +2024-07-17 22:10:09,926 - pyskl - INFO - Epoch(val) [4][1031] top1_acc: 0.7176, top5_acc: 0.9435 +2024-07-17 22:10:51,226 - pyskl - INFO - Epoch [5][100/2506] lr: 2.496e-02, eta: 1 day, 0:10:29, time: 0.413, data_time: 0.182, memory: 6429, top1_acc: 0.7075, top5_acc: 0.9550, loss_cls: 1.3486, loss: 1.3486 +2024-07-17 22:11:14,077 - pyskl - INFO - Epoch [5][200/2506] lr: 2.495e-02, eta: 1 day, 0:09:31, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7163, top5_acc: 0.9375, loss_cls: 1.3524, loss: 1.3524 +2024-07-17 22:11:36,944 - pyskl - INFO - Epoch [5][300/2506] lr: 2.495e-02, eta: 1 day, 0:08:35, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6981, top5_acc: 0.9400, loss_cls: 1.3973, loss: 1.3973 +2024-07-17 22:11:59,917 - pyskl - INFO - Epoch [5][400/2506] lr: 2.495e-02, eta: 1 day, 0:07:43, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7106, top5_acc: 0.9456, loss_cls: 1.3487, loss: 1.3487 +2024-07-17 22:12:22,919 - pyskl - INFO - Epoch [5][500/2506] lr: 2.495e-02, eta: 1 day, 0:06:53, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7050, top5_acc: 0.9481, loss_cls: 1.3210, loss: 1.3210 +2024-07-17 22:12:45,914 - pyskl - INFO - Epoch [5][600/2506] lr: 2.495e-02, eta: 1 day, 0:06:03, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7056, top5_acc: 0.9463, loss_cls: 1.3294, loss: 1.3294 +2024-07-17 22:13:08,953 - pyskl - INFO - Epoch [5][700/2506] lr: 2.495e-02, eta: 1 day, 0:05:15, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7188, top5_acc: 0.9500, loss_cls: 1.3063, loss: 1.3063 +2024-07-17 22:13:31,821 - pyskl - INFO - Epoch [5][800/2506] lr: 2.495e-02, eta: 1 day, 0:04:21, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6987, top5_acc: 0.9450, loss_cls: 1.3517, loss: 1.3517 +2024-07-17 22:13:54,664 - pyskl - INFO - Epoch [5][900/2506] lr: 2.495e-02, eta: 1 day, 0:03:27, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7238, top5_acc: 0.9513, loss_cls: 1.2856, loss: 1.2856 +2024-07-17 22:14:17,493 - pyskl - INFO - Epoch [5][1000/2506] lr: 2.495e-02, eta: 1 day, 0:02:34, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6787, top5_acc: 0.9513, loss_cls: 1.4006, loss: 1.4006 +2024-07-17 22:14:40,375 - pyskl - INFO - Epoch [5][1100/2506] lr: 2.495e-02, eta: 1 day, 0:01:43, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7013, top5_acc: 0.9544, loss_cls: 1.3182, loss: 1.3182 +2024-07-17 22:15:03,306 - pyskl - INFO - Epoch [5][1200/2506] lr: 2.495e-02, eta: 1 day, 0:00:53, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7019, top5_acc: 0.9487, loss_cls: 1.3390, loss: 1.3390 +2024-07-17 22:15:26,223 - pyskl - INFO - Epoch [5][1300/2506] lr: 2.494e-02, eta: 1 day, 0:00:04, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7244, top5_acc: 0.9525, loss_cls: 1.2928, loss: 1.2928 +2024-07-17 22:15:49,049 - pyskl - INFO - Epoch [5][1400/2506] lr: 2.494e-02, eta: 23:59:13, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7150, top5_acc: 0.9506, loss_cls: 1.2932, loss: 1.2932 +2024-07-17 22:16:11,892 - pyskl - INFO - Epoch [5][1500/2506] lr: 2.494e-02, eta: 23:58:22, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7087, top5_acc: 0.9519, loss_cls: 1.3489, loss: 1.3489 +2024-07-17 22:16:34,779 - pyskl - INFO - Epoch [5][1600/2506] lr: 2.494e-02, eta: 23:57:33, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7137, top5_acc: 0.9469, loss_cls: 1.3201, loss: 1.3201 +2024-07-17 22:16:57,730 - pyskl - INFO - Epoch [5][1700/2506] lr: 2.494e-02, eta: 23:56:47, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7194, top5_acc: 0.9550, loss_cls: 1.3204, loss: 1.3204 +2024-07-17 22:17:20,729 - pyskl - INFO - Epoch [5][1800/2506] lr: 2.494e-02, eta: 23:56:03, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7188, top5_acc: 0.9487, loss_cls: 1.3171, loss: 1.3171 +2024-07-17 22:17:43,705 - pyskl - INFO - Epoch [5][1900/2506] lr: 2.494e-02, eta: 23:55:18, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7144, top5_acc: 0.9469, loss_cls: 1.3278, loss: 1.3278 +2024-07-17 22:18:06,630 - pyskl - INFO - Epoch [5][2000/2506] lr: 2.494e-02, eta: 23:54:32, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7100, top5_acc: 0.9469, loss_cls: 1.3352, loss: 1.3352 +2024-07-17 22:18:29,550 - pyskl - INFO - Epoch [5][2100/2506] lr: 2.494e-02, eta: 23:53:46, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6944, top5_acc: 0.9400, loss_cls: 1.3948, loss: 1.3948 +2024-07-17 22:18:52,486 - pyskl - INFO - Epoch [5][2200/2506] lr: 2.493e-02, eta: 23:53:02, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7369, top5_acc: 0.9506, loss_cls: 1.2481, loss: 1.2481 +2024-07-17 22:19:15,472 - pyskl - INFO - Epoch [5][2300/2506] lr: 2.493e-02, eta: 23:52:19, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7369, top5_acc: 0.9569, loss_cls: 1.2448, loss: 1.2448 +2024-07-17 22:19:38,393 - pyskl - INFO - Epoch [5][2400/2506] lr: 2.493e-02, eta: 23:51:34, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7356, top5_acc: 0.9463, loss_cls: 1.2805, loss: 1.2805 +2024-07-17 22:20:01,517 - pyskl - INFO - Epoch [5][2500/2506] lr: 2.493e-02, eta: 23:50:56, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7225, top5_acc: 0.9563, loss_cls: 1.2797, loss: 1.2797 +2024-07-17 22:20:03,356 - pyskl - INFO - Saving checkpoint at 5 epochs +2024-07-17 22:21:20,343 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 22:21:20,410 - pyskl - INFO - +top1_acc 0.7072 +top5_acc 0.9410 +2024-07-17 22:21:20,412 - pyskl - INFO - Epoch(val) [5][1031] top1_acc: 0.7072, top5_acc: 0.9410 +2024-07-17 22:22:01,363 - pyskl - INFO - Epoch [6][100/2506] lr: 2.493e-02, eta: 23:58:08, time: 0.409, data_time: 0.178, memory: 6429, top1_acc: 0.7362, top5_acc: 0.9544, loss_cls: 1.2789, loss: 1.2789 +2024-07-17 22:22:24,460 - pyskl - INFO - Epoch [6][200/2506] lr: 2.493e-02, eta: 23:57:25, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7488, top5_acc: 0.9531, loss_cls: 1.1908, loss: 1.1908 +2024-07-17 22:22:47,370 - pyskl - INFO - Epoch [6][300/2506] lr: 2.493e-02, eta: 23:56:38, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7362, top5_acc: 0.9619, loss_cls: 1.2194, loss: 1.2194 +2024-07-17 22:23:10,222 - pyskl - INFO - Epoch [6][400/2506] lr: 2.493e-02, eta: 23:55:49, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7188, top5_acc: 0.9581, loss_cls: 1.2837, loss: 1.2837 +2024-07-17 22:23:33,264 - pyskl - INFO - Epoch [6][500/2506] lr: 2.493e-02, eta: 23:55:06, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7262, top5_acc: 0.9537, loss_cls: 1.2791, loss: 1.2791 +2024-07-17 22:23:56,238 - pyskl - INFO - Epoch [6][600/2506] lr: 2.492e-02, eta: 23:54:22, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7394, top5_acc: 0.9494, loss_cls: 1.2647, loss: 1.2647 +2024-07-17 22:24:19,193 - pyskl - INFO - Epoch [6][700/2506] lr: 2.492e-02, eta: 23:53:37, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7381, top5_acc: 0.9531, loss_cls: 1.2301, loss: 1.2301 +2024-07-17 22:24:42,137 - pyskl - INFO - Epoch [6][800/2506] lr: 2.492e-02, eta: 23:52:52, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6925, top5_acc: 0.9513, loss_cls: 1.3120, loss: 1.3120 +2024-07-17 22:25:05,193 - pyskl - INFO - Epoch [6][900/2506] lr: 2.492e-02, eta: 23:52:11, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7250, top5_acc: 0.9550, loss_cls: 1.2461, loss: 1.2461 +2024-07-17 22:25:28,159 - pyskl - INFO - Epoch [6][1000/2506] lr: 2.492e-02, eta: 23:51:27, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7250, top5_acc: 0.9500, loss_cls: 1.2711, loss: 1.2711 +2024-07-17 22:25:51,084 - pyskl - INFO - Epoch [6][1100/2506] lr: 2.492e-02, eta: 23:50:43, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7319, top5_acc: 0.9487, loss_cls: 1.2545, loss: 1.2545 +2024-07-17 22:26:13,965 - pyskl - INFO - Epoch [6][1200/2506] lr: 2.492e-02, eta: 23:49:57, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7356, top5_acc: 0.9575, loss_cls: 1.2213, loss: 1.2213 +2024-07-17 22:26:36,854 - pyskl - INFO - Epoch [6][1300/2506] lr: 2.492e-02, eta: 23:49:13, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7319, top5_acc: 0.9531, loss_cls: 1.2516, loss: 1.2516 +2024-07-17 22:26:59,757 - pyskl - INFO - Epoch [6][1400/2506] lr: 2.492e-02, eta: 23:48:29, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7319, top5_acc: 0.9581, loss_cls: 1.2365, loss: 1.2365 +2024-07-17 22:27:22,745 - pyskl - INFO - Epoch [6][1500/2506] lr: 2.491e-02, eta: 23:47:47, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7444, top5_acc: 0.9637, loss_cls: 1.1999, loss: 1.1999 +2024-07-17 22:27:45,666 - pyskl - INFO - Epoch [6][1600/2506] lr: 2.491e-02, eta: 23:47:04, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7225, top5_acc: 0.9487, loss_cls: 1.2519, loss: 1.2519 +2024-07-17 22:28:08,577 - pyskl - INFO - Epoch [6][1700/2506] lr: 2.491e-02, eta: 23:46:21, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7169, top5_acc: 0.9475, loss_cls: 1.2640, loss: 1.2640 +2024-07-17 22:28:31,455 - pyskl - INFO - Epoch [6][1800/2506] lr: 2.491e-02, eta: 23:45:38, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7262, top5_acc: 0.9613, loss_cls: 1.1941, loss: 1.1941 +2024-07-17 22:28:54,347 - pyskl - INFO - Epoch [6][1900/2506] lr: 2.491e-02, eta: 23:44:55, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7300, top5_acc: 0.9556, loss_cls: 1.2320, loss: 1.2320 +2024-07-17 22:29:17,196 - pyskl - INFO - Epoch [6][2000/2506] lr: 2.491e-02, eta: 23:44:11, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7662, top5_acc: 0.9594, loss_cls: 1.1743, loss: 1.1743 +2024-07-17 22:29:40,000 - pyskl - INFO - Epoch [6][2100/2506] lr: 2.491e-02, eta: 23:43:27, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7438, top5_acc: 0.9519, loss_cls: 1.1903, loss: 1.1903 +2024-07-17 22:30:02,845 - pyskl - INFO - Epoch [6][2200/2506] lr: 2.491e-02, eta: 23:42:44, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7481, top5_acc: 0.9600, loss_cls: 1.1816, loss: 1.1816 +2024-07-17 22:30:25,680 - pyskl - INFO - Epoch [6][2300/2506] lr: 2.490e-02, eta: 23:42:01, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7388, top5_acc: 0.9544, loss_cls: 1.2191, loss: 1.2191 +2024-07-17 22:30:48,532 - pyskl - INFO - Epoch [6][2400/2506] lr: 2.490e-02, eta: 23:41:18, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7188, top5_acc: 0.9425, loss_cls: 1.3005, loss: 1.3005 +2024-07-17 22:31:11,517 - pyskl - INFO - Epoch [6][2500/2506] lr: 2.490e-02, eta: 23:40:39, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7375, top5_acc: 0.9650, loss_cls: 1.2174, loss: 1.2174 +2024-07-17 22:31:13,337 - pyskl - INFO - Saving checkpoint at 6 epochs +2024-07-17 22:32:30,330 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 22:32:30,399 - pyskl - INFO - +top1_acc 0.7039 +top5_acc 0.9490 +2024-07-17 22:32:30,401 - pyskl - INFO - Epoch(val) [6][1031] top1_acc: 0.7039, top5_acc: 0.9490 +2024-07-17 22:33:11,564 - pyskl - INFO - Epoch [7][100/2506] lr: 2.490e-02, eta: 23:46:38, time: 0.412, data_time: 0.182, memory: 6429, top1_acc: 0.7431, top5_acc: 0.9537, loss_cls: 1.2430, loss: 1.2430 +2024-07-17 22:33:34,703 - pyskl - INFO - Epoch [7][200/2506] lr: 2.490e-02, eta: 23:46:01, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7425, top5_acc: 0.9513, loss_cls: 1.2073, loss: 1.2073 +2024-07-17 22:33:57,741 - pyskl - INFO - Epoch [7][300/2506] lr: 2.490e-02, eta: 23:45:21, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7269, top5_acc: 0.9575, loss_cls: 1.2623, loss: 1.2623 +2024-07-17 22:34:20,704 - pyskl - INFO - Epoch [7][400/2506] lr: 2.490e-02, eta: 23:44:39, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7238, top5_acc: 0.9525, loss_cls: 1.2686, loss: 1.2686 +2024-07-17 22:34:43,725 - pyskl - INFO - Epoch [7][500/2506] lr: 2.489e-02, eta: 23:44:00, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7512, top5_acc: 0.9613, loss_cls: 1.1206, loss: 1.1206 +2024-07-17 22:35:06,778 - pyskl - INFO - Epoch [7][600/2506] lr: 2.489e-02, eta: 23:43:21, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7369, top5_acc: 0.9563, loss_cls: 1.1889, loss: 1.1889 +2024-07-17 22:35:29,799 - pyskl - INFO - Epoch [7][700/2506] lr: 2.489e-02, eta: 23:42:41, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7469, top5_acc: 0.9619, loss_cls: 1.1504, loss: 1.1504 +2024-07-17 22:35:52,708 - pyskl - INFO - Epoch [7][800/2506] lr: 2.489e-02, eta: 23:42:00, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7269, top5_acc: 0.9644, loss_cls: 1.2156, loss: 1.2156 +2024-07-17 22:36:15,677 - pyskl - INFO - Epoch [7][900/2506] lr: 2.489e-02, eta: 23:41:20, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7394, top5_acc: 0.9606, loss_cls: 1.1589, loss: 1.1589 +2024-07-17 22:36:38,638 - pyskl - INFO - Epoch [7][1000/2506] lr: 2.489e-02, eta: 23:40:40, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7481, top5_acc: 0.9606, loss_cls: 1.1705, loss: 1.1705 +2024-07-17 22:37:01,619 - pyskl - INFO - Epoch [7][1100/2506] lr: 2.489e-02, eta: 23:40:00, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7344, top5_acc: 0.9587, loss_cls: 1.1920, loss: 1.1920 +2024-07-17 22:37:24,824 - pyskl - INFO - Epoch [7][1200/2506] lr: 2.489e-02, eta: 23:39:26, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7475, top5_acc: 0.9650, loss_cls: 1.1657, loss: 1.1657 +2024-07-17 22:37:47,772 - pyskl - INFO - Epoch [7][1300/2506] lr: 2.488e-02, eta: 23:38:46, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7356, top5_acc: 0.9481, loss_cls: 1.2290, loss: 1.2290 +2024-07-17 22:38:10,724 - pyskl - INFO - Epoch [7][1400/2506] lr: 2.488e-02, eta: 23:38:07, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7594, top5_acc: 0.9644, loss_cls: 1.1567, loss: 1.1567 +2024-07-17 22:38:33,653 - pyskl - INFO - Epoch [7][1500/2506] lr: 2.488e-02, eta: 23:37:27, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7312, top5_acc: 0.9494, loss_cls: 1.2627, loss: 1.2627 +2024-07-17 22:38:56,602 - pyskl - INFO - Epoch [7][1600/2506] lr: 2.488e-02, eta: 23:36:48, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7612, top5_acc: 0.9613, loss_cls: 1.1481, loss: 1.1481 +2024-07-17 22:39:19,571 - pyskl - INFO - Epoch [7][1700/2506] lr: 2.488e-02, eta: 23:36:09, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7331, top5_acc: 0.9563, loss_cls: 1.1943, loss: 1.1943 +2024-07-17 22:39:42,504 - pyskl - INFO - Epoch [7][1800/2506] lr: 2.488e-02, eta: 23:35:30, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7494, top5_acc: 0.9644, loss_cls: 1.1443, loss: 1.1443 +2024-07-17 22:40:05,459 - pyskl - INFO - Epoch [7][1900/2506] lr: 2.488e-02, eta: 23:34:51, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7788, top5_acc: 0.9569, loss_cls: 1.1004, loss: 1.1004 +2024-07-17 22:40:28,372 - pyskl - INFO - Epoch [7][2000/2506] lr: 2.487e-02, eta: 23:34:12, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7450, top5_acc: 0.9487, loss_cls: 1.1987, loss: 1.1987 +2024-07-17 22:40:51,336 - pyskl - INFO - Epoch [7][2100/2506] lr: 2.487e-02, eta: 23:33:34, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7550, top5_acc: 0.9494, loss_cls: 1.1711, loss: 1.1711 +2024-07-17 22:41:14,214 - pyskl - INFO - Epoch [7][2200/2506] lr: 2.487e-02, eta: 23:32:55, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7388, top5_acc: 0.9613, loss_cls: 1.2051, loss: 1.2051 +2024-07-17 22:41:37,199 - pyskl - INFO - Epoch [7][2300/2506] lr: 2.487e-02, eta: 23:32:18, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7369, top5_acc: 0.9575, loss_cls: 1.1917, loss: 1.1917 +2024-07-17 22:42:00,225 - pyskl - INFO - Epoch [7][2400/2506] lr: 2.487e-02, eta: 23:31:42, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7288, top5_acc: 0.9481, loss_cls: 1.2498, loss: 1.2498 +2024-07-17 22:42:23,399 - pyskl - INFO - Epoch [7][2500/2506] lr: 2.487e-02, eta: 23:31:09, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7269, top5_acc: 0.9525, loss_cls: 1.1956, loss: 1.1956 +2024-07-17 22:42:25,233 - pyskl - INFO - Saving checkpoint at 7 epochs +2024-07-17 22:43:42,205 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 22:43:42,275 - pyskl - INFO - +top1_acc 0.7518 +top5_acc 0.9583 +2024-07-17 22:43:42,279 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_4.pth was removed +2024-07-17 22:43:42,402 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2024-07-17 22:43:42,402 - pyskl - INFO - Best top1_acc is 0.7518 at 7 epoch. +2024-07-17 22:43:42,404 - pyskl - INFO - Epoch(val) [7][1031] top1_acc: 0.7518, top5_acc: 0.9583 +2024-07-17 22:44:23,713 - pyskl - INFO - Epoch [8][100/2506] lr: 2.486e-02, eta: 23:36:14, time: 0.413, data_time: 0.183, memory: 6429, top1_acc: 0.7612, top5_acc: 0.9556, loss_cls: 1.1009, loss: 1.1009 +2024-07-17 22:44:46,707 - pyskl - INFO - Epoch [8][200/2506] lr: 2.486e-02, eta: 23:35:35, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7756, top5_acc: 0.9644, loss_cls: 1.1075, loss: 1.1075 +2024-07-17 22:45:09,550 - pyskl - INFO - Epoch [8][300/2506] lr: 2.486e-02, eta: 23:34:54, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7444, top5_acc: 0.9575, loss_cls: 1.1494, loss: 1.1494 +2024-07-17 22:45:32,420 - pyskl - INFO - Epoch [8][400/2506] lr: 2.486e-02, eta: 23:34:14, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7406, top5_acc: 0.9644, loss_cls: 1.1666, loss: 1.1666 +2024-07-17 22:45:55,188 - pyskl - INFO - Epoch [8][500/2506] lr: 2.486e-02, eta: 23:33:31, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7312, top5_acc: 0.9594, loss_cls: 1.2096, loss: 1.2096 +2024-07-17 22:46:18,037 - pyskl - INFO - Epoch [8][600/2506] lr: 2.486e-02, eta: 23:32:51, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7688, top5_acc: 0.9613, loss_cls: 1.0880, loss: 1.0880 +2024-07-17 22:46:40,914 - pyskl - INFO - Epoch [8][700/2506] lr: 2.486e-02, eta: 23:32:11, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7512, top5_acc: 0.9556, loss_cls: 1.1470, loss: 1.1470 +2024-07-17 22:47:03,758 - pyskl - INFO - Epoch [8][800/2506] lr: 2.485e-02, eta: 23:31:31, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7562, top5_acc: 0.9556, loss_cls: 1.1709, loss: 1.1709 +2024-07-17 22:47:26,675 - pyskl - INFO - Epoch [8][900/2506] lr: 2.485e-02, eta: 23:30:52, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7388, top5_acc: 0.9631, loss_cls: 1.1738, loss: 1.1738 +2024-07-17 22:47:49,543 - pyskl - INFO - Epoch [8][1000/2506] lr: 2.485e-02, eta: 23:30:13, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7575, top5_acc: 0.9587, loss_cls: 1.1390, loss: 1.1390 +2024-07-17 22:48:12,325 - pyskl - INFO - Epoch [8][1100/2506] lr: 2.485e-02, eta: 23:29:32, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7406, top5_acc: 0.9594, loss_cls: 1.1786, loss: 1.1786 +2024-07-17 22:48:35,180 - pyskl - INFO - Epoch [8][1200/2506] lr: 2.485e-02, eta: 23:28:53, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7519, top5_acc: 0.9587, loss_cls: 1.1772, loss: 1.1772 +2024-07-17 22:48:58,131 - pyskl - INFO - Epoch [8][1300/2506] lr: 2.485e-02, eta: 23:28:16, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9637, loss_cls: 1.1023, loss: 1.1023 +2024-07-17 22:49:21,060 - pyskl - INFO - Epoch [8][1400/2506] lr: 2.484e-02, eta: 23:27:38, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7619, top5_acc: 0.9644, loss_cls: 1.1032, loss: 1.1032 +2024-07-17 22:49:43,926 - pyskl - INFO - Epoch [8][1500/2506] lr: 2.484e-02, eta: 23:27:00, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7512, top5_acc: 0.9569, loss_cls: 1.1468, loss: 1.1468 +2024-07-17 22:50:06,892 - pyskl - INFO - Epoch [8][1600/2506] lr: 2.484e-02, eta: 23:26:23, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7512, top5_acc: 0.9587, loss_cls: 1.1439, loss: 1.1439 +2024-07-17 22:50:29,866 - pyskl - INFO - Epoch [8][1700/2506] lr: 2.484e-02, eta: 23:25:47, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7519, top5_acc: 0.9631, loss_cls: 1.1389, loss: 1.1389 +2024-07-17 22:50:52,779 - pyskl - INFO - Epoch [8][1800/2506] lr: 2.484e-02, eta: 23:25:10, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7738, top5_acc: 0.9525, loss_cls: 1.1173, loss: 1.1173 +2024-07-17 22:51:15,726 - pyskl - INFO - Epoch [8][1900/2506] lr: 2.484e-02, eta: 23:24:33, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7569, top5_acc: 0.9563, loss_cls: 1.1450, loss: 1.1450 +2024-07-17 22:51:38,690 - pyskl - INFO - Epoch [8][2000/2506] lr: 2.483e-02, eta: 23:23:57, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7569, top5_acc: 0.9587, loss_cls: 1.1455, loss: 1.1455 +2024-07-17 22:52:01,602 - pyskl - INFO - Epoch [8][2100/2506] lr: 2.483e-02, eta: 23:23:20, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7512, top5_acc: 0.9563, loss_cls: 1.1565, loss: 1.1565 +2024-07-17 22:52:24,537 - pyskl - INFO - Epoch [8][2200/2506] lr: 2.483e-02, eta: 23:22:44, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9600, loss_cls: 1.0915, loss: 1.0915 +2024-07-17 22:52:47,534 - pyskl - INFO - Epoch [8][2300/2506] lr: 2.483e-02, eta: 23:22:09, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7588, top5_acc: 0.9619, loss_cls: 1.1419, loss: 1.1419 +2024-07-17 22:53:10,515 - pyskl - INFO - Epoch [8][2400/2506] lr: 2.483e-02, eta: 23:21:34, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7475, top5_acc: 0.9656, loss_cls: 1.1440, loss: 1.1440 +2024-07-17 22:53:33,527 - pyskl - INFO - Epoch [8][2500/2506] lr: 2.483e-02, eta: 23:20:59, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7338, top5_acc: 0.9600, loss_cls: 1.1631, loss: 1.1631 +2024-07-17 22:53:35,334 - pyskl - INFO - Saving checkpoint at 8 epochs +2024-07-17 22:54:52,432 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 22:54:52,499 - pyskl - INFO - +top1_acc 0.7508 +top5_acc 0.9580 +2024-07-17 22:54:52,501 - pyskl - INFO - Epoch(val) [8][1031] top1_acc: 0.7508, top5_acc: 0.9580 +2024-07-17 22:55:33,253 - pyskl - INFO - Epoch [9][100/2506] lr: 2.482e-02, eta: 23:25:12, time: 0.407, data_time: 0.177, memory: 6429, top1_acc: 0.7600, top5_acc: 0.9563, loss_cls: 1.1271, loss: 1.1271 +2024-07-17 22:55:56,371 - pyskl - INFO - Epoch [9][200/2506] lr: 2.482e-02, eta: 23:24:38, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7581, top5_acc: 0.9637, loss_cls: 1.0950, loss: 1.0950 +2024-07-17 22:56:19,331 - pyskl - INFO - Epoch [9][300/2506] lr: 2.482e-02, eta: 23:24:01, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7681, top5_acc: 0.9719, loss_cls: 1.0683, loss: 1.0683 +2024-07-17 22:56:42,366 - pyskl - INFO - Epoch [9][400/2506] lr: 2.482e-02, eta: 23:23:26, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7506, top5_acc: 0.9494, loss_cls: 1.1779, loss: 1.1779 +2024-07-17 22:57:05,343 - pyskl - INFO - Epoch [9][500/2506] lr: 2.482e-02, eta: 23:22:50, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7631, top5_acc: 0.9650, loss_cls: 1.0972, loss: 1.0972 +2024-07-17 22:57:28,304 - pyskl - INFO - Epoch [9][600/2506] lr: 2.481e-02, eta: 23:22:14, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7625, top5_acc: 0.9625, loss_cls: 1.1079, loss: 1.1079 +2024-07-17 22:57:51,329 - pyskl - INFO - Epoch [9][700/2506] lr: 2.481e-02, eta: 23:21:39, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7588, top5_acc: 0.9669, loss_cls: 1.0819, loss: 1.0819 +2024-07-17 22:58:14,349 - pyskl - INFO - Epoch [9][800/2506] lr: 2.481e-02, eta: 23:21:04, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7381, top5_acc: 0.9569, loss_cls: 1.1680, loss: 1.1680 +2024-07-17 22:58:37,409 - pyskl - INFO - Epoch [9][900/2506] lr: 2.481e-02, eta: 23:20:30, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7531, top5_acc: 0.9594, loss_cls: 1.1337, loss: 1.1337 +2024-07-17 22:59:00,393 - pyskl - INFO - Epoch [9][1000/2506] lr: 2.481e-02, eta: 23:19:54, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7606, top5_acc: 0.9587, loss_cls: 1.1056, loss: 1.1056 +2024-07-17 22:59:23,362 - pyskl - INFO - Epoch [9][1100/2506] lr: 2.481e-02, eta: 23:19:19, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7731, top5_acc: 0.9625, loss_cls: 1.0998, loss: 1.0998 +2024-07-17 22:59:46,394 - pyskl - INFO - Epoch [9][1200/2506] lr: 2.480e-02, eta: 23:18:45, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7569, top5_acc: 0.9606, loss_cls: 1.1105, loss: 1.1105 +2024-07-17 23:00:09,372 - pyskl - INFO - Epoch [9][1300/2506] lr: 2.480e-02, eta: 23:18:10, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7600, top5_acc: 0.9600, loss_cls: 1.1243, loss: 1.1243 +2024-07-17 23:00:32,409 - pyskl - INFO - Epoch [9][1400/2506] lr: 2.480e-02, eta: 23:17:36, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7612, top5_acc: 0.9644, loss_cls: 1.0890, loss: 1.0890 +2024-07-17 23:00:55,287 - pyskl - INFO - Epoch [9][1500/2506] lr: 2.480e-02, eta: 23:16:59, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7706, top5_acc: 0.9694, loss_cls: 1.0457, loss: 1.0457 +2024-07-17 23:01:18,098 - pyskl - INFO - Epoch [9][1600/2506] lr: 2.480e-02, eta: 23:16:22, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9631, loss_cls: 1.0476, loss: 1.0476 +2024-07-17 23:01:40,906 - pyskl - INFO - Epoch [9][1700/2506] lr: 2.479e-02, eta: 23:15:44, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7700, top5_acc: 0.9613, loss_cls: 1.0761, loss: 1.0761 +2024-07-17 23:02:03,688 - pyskl - INFO - Epoch [9][1800/2506] lr: 2.479e-02, eta: 23:15:07, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7556, top5_acc: 0.9600, loss_cls: 1.0996, loss: 1.0996 +2024-07-17 23:02:26,451 - pyskl - INFO - Epoch [9][1900/2506] lr: 2.479e-02, eta: 23:14:29, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7688, top5_acc: 0.9694, loss_cls: 1.0317, loss: 1.0317 +2024-07-17 23:02:49,230 - pyskl - INFO - Epoch [9][2000/2506] lr: 2.479e-02, eta: 23:13:51, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7656, top5_acc: 0.9631, loss_cls: 1.0387, loss: 1.0387 +2024-07-17 23:03:12,065 - pyskl - INFO - Epoch [9][2100/2506] lr: 2.479e-02, eta: 23:13:15, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7756, top5_acc: 0.9663, loss_cls: 1.0397, loss: 1.0397 +2024-07-17 23:03:34,885 - pyskl - INFO - Epoch [9][2200/2506] lr: 2.478e-02, eta: 23:12:38, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7406, top5_acc: 0.9619, loss_cls: 1.1616, loss: 1.1616 +2024-07-17 23:03:57,749 - pyskl - INFO - Epoch [9][2300/2506] lr: 2.478e-02, eta: 23:12:03, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7806, top5_acc: 0.9644, loss_cls: 1.0564, loss: 1.0564 +2024-07-17 23:04:20,595 - pyskl - INFO - Epoch [9][2400/2506] lr: 2.478e-02, eta: 23:11:27, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7519, top5_acc: 0.9650, loss_cls: 1.1224, loss: 1.1224 +2024-07-17 23:04:43,461 - pyskl - INFO - Epoch [9][2500/2506] lr: 2.478e-02, eta: 23:10:51, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7700, top5_acc: 0.9669, loss_cls: 1.0976, loss: 1.0976 +2024-07-17 23:04:45,254 - pyskl - INFO - Saving checkpoint at 9 epochs +2024-07-17 23:06:02,283 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 23:06:02,351 - pyskl - INFO - +top1_acc 0.7361 +top5_acc 0.9545 +2024-07-17 23:06:02,354 - pyskl - INFO - Epoch(val) [9][1031] top1_acc: 0.7361, top5_acc: 0.9545 +2024-07-17 23:06:43,200 - pyskl - INFO - Epoch [10][100/2506] lr: 2.478e-02, eta: 23:14:33, time: 0.408, data_time: 0.180, memory: 6429, top1_acc: 0.7769, top5_acc: 0.9675, loss_cls: 1.0550, loss: 1.0550 +2024-07-17 23:07:06,162 - pyskl - INFO - Epoch [10][200/2506] lr: 2.477e-02, eta: 23:13:58, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7688, top5_acc: 0.9656, loss_cls: 1.0434, loss: 1.0434 +2024-07-17 23:07:29,162 - pyskl - INFO - Epoch [10][300/2506] lr: 2.477e-02, eta: 23:13:24, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7662, top5_acc: 0.9644, loss_cls: 1.1069, loss: 1.1069 +2024-07-17 23:07:52,074 - pyskl - INFO - Epoch [10][400/2506] lr: 2.477e-02, eta: 23:12:48, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7600, top5_acc: 0.9688, loss_cls: 1.0993, loss: 1.0993 +2024-07-17 23:08:15,029 - pyskl - INFO - Epoch [10][500/2506] lr: 2.477e-02, eta: 23:12:13, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7756, top5_acc: 0.9606, loss_cls: 1.0697, loss: 1.0697 +2024-07-17 23:08:37,946 - pyskl - INFO - Epoch [10][600/2506] lr: 2.477e-02, eta: 23:11:38, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7644, top5_acc: 0.9656, loss_cls: 1.0699, loss: 1.0699 +2024-07-17 23:09:00,860 - pyskl - INFO - Epoch [10][700/2506] lr: 2.476e-02, eta: 23:11:03, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7688, top5_acc: 0.9681, loss_cls: 1.0293, loss: 1.0293 +2024-07-17 23:09:23,745 - pyskl - INFO - Epoch [10][800/2506] lr: 2.476e-02, eta: 23:10:27, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7712, top5_acc: 0.9613, loss_cls: 1.0912, loss: 1.0912 +2024-07-17 23:09:46,657 - pyskl - INFO - Epoch [10][900/2506] lr: 2.476e-02, eta: 23:09:53, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7631, top5_acc: 0.9681, loss_cls: 1.0935, loss: 1.0935 +2024-07-17 23:10:09,552 - pyskl - INFO - Epoch [10][1000/2506] lr: 2.476e-02, eta: 23:09:17, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7650, top5_acc: 0.9650, loss_cls: 1.0856, loss: 1.0856 +2024-07-17 23:10:32,450 - pyskl - INFO - Epoch [10][1100/2506] lr: 2.476e-02, eta: 23:08:42, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7612, top5_acc: 0.9637, loss_cls: 1.0684, loss: 1.0684 +2024-07-17 23:10:55,374 - pyskl - INFO - Epoch [10][1200/2506] lr: 2.475e-02, eta: 23:08:08, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7638, top5_acc: 0.9656, loss_cls: 1.0908, loss: 1.0908 +2024-07-17 23:11:18,290 - pyskl - INFO - Epoch [10][1300/2506] lr: 2.475e-02, eta: 23:07:33, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9738, loss_cls: 0.9763, loss: 0.9763 +2024-07-17 23:11:41,204 - pyskl - INFO - Epoch [10][1400/2506] lr: 2.475e-02, eta: 23:06:59, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7494, top5_acc: 0.9619, loss_cls: 1.1461, loss: 1.1461 +2024-07-17 23:12:04,093 - pyskl - INFO - Epoch [10][1500/2506] lr: 2.475e-02, eta: 23:06:24, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7600, top5_acc: 0.9581, loss_cls: 1.0859, loss: 1.0859 +2024-07-17 23:12:27,002 - pyskl - INFO - Epoch [10][1600/2506] lr: 2.475e-02, eta: 23:05:50, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9594, loss_cls: 1.0578, loss: 1.0578 +2024-07-17 23:12:49,920 - pyskl - INFO - Epoch [10][1700/2506] lr: 2.474e-02, eta: 23:05:16, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7644, top5_acc: 0.9587, loss_cls: 1.0834, loss: 1.0834 +2024-07-17 23:13:12,826 - pyskl - INFO - Epoch [10][1800/2506] lr: 2.474e-02, eta: 23:04:42, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7731, top5_acc: 0.9694, loss_cls: 1.0059, loss: 1.0059 +2024-07-17 23:13:35,735 - pyskl - INFO - Epoch [10][1900/2506] lr: 2.474e-02, eta: 23:04:08, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9650, loss_cls: 1.0290, loss: 1.0290 +2024-07-17 23:13:58,659 - pyskl - INFO - Epoch [10][2000/2506] lr: 2.474e-02, eta: 23:03:34, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7556, top5_acc: 0.9575, loss_cls: 1.1044, loss: 1.1044 +2024-07-17 23:14:21,586 - pyskl - INFO - Epoch [10][2100/2506] lr: 2.474e-02, eta: 23:03:00, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7800, top5_acc: 0.9706, loss_cls: 1.0091, loss: 1.0091 +2024-07-17 23:14:44,506 - pyskl - INFO - Epoch [10][2200/2506] lr: 2.473e-02, eta: 23:02:27, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7619, top5_acc: 0.9581, loss_cls: 1.0951, loss: 1.0951 +2024-07-17 23:15:07,467 - pyskl - INFO - Epoch [10][2300/2506] lr: 2.473e-02, eta: 23:01:54, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7631, top5_acc: 0.9575, loss_cls: 1.0657, loss: 1.0657 +2024-07-17 23:15:30,502 - pyskl - INFO - Epoch [10][2400/2506] lr: 2.473e-02, eta: 23:01:22, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7900, top5_acc: 0.9650, loss_cls: 1.0085, loss: 1.0085 +2024-07-17 23:15:53,637 - pyskl - INFO - Epoch [10][2500/2506] lr: 2.473e-02, eta: 23:00:51, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7738, top5_acc: 0.9637, loss_cls: 1.0631, loss: 1.0631 +2024-07-17 23:15:55,465 - pyskl - INFO - Saving checkpoint at 10 epochs +2024-07-17 23:17:12,516 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 23:17:12,587 - pyskl - INFO - +top1_acc 0.7209 +top5_acc 0.9473 +2024-07-17 23:17:12,589 - pyskl - INFO - Epoch(val) [10][1031] top1_acc: 0.7209, top5_acc: 0.9473 +2024-07-17 23:17:53,526 - pyskl - INFO - Epoch [11][100/2506] lr: 2.472e-02, eta: 23:04:08, time: 0.409, data_time: 0.180, memory: 6429, top1_acc: 0.7638, top5_acc: 0.9631, loss_cls: 1.0603, loss: 1.0603 +2024-07-17 23:18:16,536 - pyskl - INFO - Epoch [11][200/2506] lr: 2.472e-02, eta: 23:03:35, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7919, top5_acc: 0.9706, loss_cls: 0.9773, loss: 0.9773 +2024-07-17 23:18:39,410 - pyskl - INFO - Epoch [11][300/2506] lr: 2.472e-02, eta: 23:03:00, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7913, top5_acc: 0.9688, loss_cls: 0.9953, loss: 0.9953 +2024-07-17 23:19:02,323 - pyskl - INFO - Epoch [11][400/2506] lr: 2.472e-02, eta: 23:02:26, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7931, top5_acc: 0.9712, loss_cls: 0.9910, loss: 0.9910 +2024-07-17 23:19:25,314 - pyskl - INFO - Epoch [11][500/2506] lr: 2.472e-02, eta: 23:01:53, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 0.9954, loss: 0.9954 +2024-07-17 23:19:48,298 - pyskl - INFO - Epoch [11][600/2506] lr: 2.471e-02, eta: 23:01:20, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9606, loss_cls: 1.0925, loss: 1.0925 +2024-07-17 23:20:11,326 - pyskl - INFO - Epoch [11][700/2506] lr: 2.471e-02, eta: 23:00:48, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7775, top5_acc: 0.9613, loss_cls: 1.0951, loss: 1.0951 +2024-07-17 23:20:34,239 - pyskl - INFO - Epoch [11][800/2506] lr: 2.471e-02, eta: 23:00:14, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7756, top5_acc: 0.9619, loss_cls: 1.0606, loss: 1.0606 +2024-07-17 23:20:57,057 - pyskl - INFO - Epoch [11][900/2506] lr: 2.471e-02, eta: 22:59:39, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7781, top5_acc: 0.9731, loss_cls: 1.0309, loss: 1.0309 +2024-07-17 23:21:19,990 - pyskl - INFO - Epoch [11][1000/2506] lr: 2.470e-02, eta: 22:59:06, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7700, top5_acc: 0.9587, loss_cls: 1.0928, loss: 1.0928 +2024-07-17 23:21:43,055 - pyskl - INFO - Epoch [11][1100/2506] lr: 2.470e-02, eta: 22:58:34, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7550, top5_acc: 0.9581, loss_cls: 1.0939, loss: 1.0939 +2024-07-17 23:22:06,104 - pyskl - INFO - Epoch [11][1200/2506] lr: 2.470e-02, eta: 22:58:03, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 1.0439, loss: 1.0439 +2024-07-17 23:22:29,013 - pyskl - INFO - Epoch [11][1300/2506] lr: 2.470e-02, eta: 22:57:29, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7775, top5_acc: 0.9669, loss_cls: 1.0413, loss: 1.0413 +2024-07-17 23:22:52,066 - pyskl - INFO - Epoch [11][1400/2506] lr: 2.470e-02, eta: 22:56:58, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7694, top5_acc: 0.9613, loss_cls: 1.0457, loss: 1.0457 +2024-07-17 23:23:15,043 - pyskl - INFO - Epoch [11][1500/2506] lr: 2.469e-02, eta: 22:56:25, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7944, top5_acc: 0.9681, loss_cls: 0.9846, loss: 0.9846 +2024-07-17 23:23:37,998 - pyskl - INFO - Epoch [11][1600/2506] lr: 2.469e-02, eta: 22:55:53, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7762, top5_acc: 0.9637, loss_cls: 1.0410, loss: 1.0410 +2024-07-17 23:24:00,967 - pyskl - INFO - Epoch [11][1700/2506] lr: 2.469e-02, eta: 22:55:20, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7675, top5_acc: 0.9594, loss_cls: 1.0814, loss: 1.0814 +2024-07-17 23:24:23,876 - pyskl - INFO - Epoch [11][1800/2506] lr: 2.469e-02, eta: 22:54:47, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7656, top5_acc: 0.9631, loss_cls: 1.0391, loss: 1.0391 +2024-07-17 23:24:46,874 - pyskl - INFO - Epoch [11][1900/2506] lr: 2.468e-02, eta: 22:54:15, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7788, top5_acc: 0.9700, loss_cls: 1.0089, loss: 1.0089 +2024-07-17 23:25:09,838 - pyskl - INFO - Epoch [11][2000/2506] lr: 2.468e-02, eta: 22:53:43, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7788, top5_acc: 0.9575, loss_cls: 1.0533, loss: 1.0533 +2024-07-17 23:25:32,859 - pyskl - INFO - Epoch [11][2100/2506] lr: 2.468e-02, eta: 22:53:12, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7550, top5_acc: 0.9675, loss_cls: 1.1087, loss: 1.1087 +2024-07-17 23:25:55,799 - pyskl - INFO - Epoch [11][2200/2506] lr: 2.468e-02, eta: 22:52:39, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7512, top5_acc: 0.9637, loss_cls: 1.1059, loss: 1.1059 +2024-07-17 23:26:18,779 - pyskl - INFO - Epoch [11][2300/2506] lr: 2.467e-02, eta: 22:52:07, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7725, top5_acc: 0.9619, loss_cls: 1.0323, loss: 1.0323 +2024-07-17 23:26:41,753 - pyskl - INFO - Epoch [11][2400/2506] lr: 2.467e-02, eta: 22:51:36, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7494, top5_acc: 0.9625, loss_cls: 1.1123, loss: 1.1123 +2024-07-17 23:27:04,795 - pyskl - INFO - Epoch [11][2500/2506] lr: 2.467e-02, eta: 22:51:05, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7894, top5_acc: 0.9650, loss_cls: 1.0104, loss: 1.0104 +2024-07-17 23:27:06,625 - pyskl - INFO - Saving checkpoint at 11 epochs +2024-07-17 23:28:23,305 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 23:28:23,372 - pyskl - INFO - +top1_acc 0.7487 +top5_acc 0.9581 +2024-07-17 23:28:23,374 - pyskl - INFO - Epoch(val) [11][1031] top1_acc: 0.7487, top5_acc: 0.9581 +2024-07-17 23:29:03,902 - pyskl - INFO - Epoch [12][100/2506] lr: 2.467e-02, eta: 22:53:55, time: 0.405, data_time: 0.175, memory: 6429, top1_acc: 0.7900, top5_acc: 0.9731, loss_cls: 1.0055, loss: 1.0055 +2024-07-17 23:29:26,863 - pyskl - INFO - Epoch [12][200/2506] lr: 2.466e-02, eta: 22:53:22, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7775, top5_acc: 0.9694, loss_cls: 1.0236, loss: 1.0236 +2024-07-17 23:29:49,794 - pyskl - INFO - Epoch [12][300/2506] lr: 2.466e-02, eta: 22:52:49, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9663, loss_cls: 1.0130, loss: 1.0130 +2024-07-17 23:30:12,776 - pyskl - INFO - Epoch [12][400/2506] lr: 2.466e-02, eta: 22:52:17, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9650, loss_cls: 1.0232, loss: 1.0232 +2024-07-17 23:30:35,747 - pyskl - INFO - Epoch [12][500/2506] lr: 2.466e-02, eta: 22:51:45, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 1.0159, loss: 1.0159 +2024-07-17 23:30:58,741 - pyskl - INFO - Epoch [12][600/2506] lr: 2.466e-02, eta: 22:51:13, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7669, top5_acc: 0.9650, loss_cls: 1.0523, loss: 1.0523 +2024-07-17 23:31:21,704 - pyskl - INFO - Epoch [12][700/2506] lr: 2.465e-02, eta: 22:50:40, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7500, top5_acc: 0.9688, loss_cls: 1.1083, loss: 1.1083 +2024-07-17 23:31:44,538 - pyskl - INFO - Epoch [12][800/2506] lr: 2.465e-02, eta: 22:50:07, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 0.9349, loss: 0.9349 +2024-07-17 23:32:07,390 - pyskl - INFO - Epoch [12][900/2506] lr: 2.465e-02, eta: 22:49:33, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9725, loss_cls: 1.0456, loss: 1.0456 +2024-07-17 23:32:30,263 - pyskl - INFO - Epoch [12][1000/2506] lr: 2.465e-02, eta: 22:49:00, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7644, top5_acc: 0.9606, loss_cls: 1.1253, loss: 1.1253 +2024-07-17 23:32:53,156 - pyskl - INFO - Epoch [12][1100/2506] lr: 2.464e-02, eta: 22:48:27, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7744, top5_acc: 0.9675, loss_cls: 1.0714, loss: 1.0714 +2024-07-17 23:33:16,075 - pyskl - INFO - Epoch [12][1200/2506] lr: 2.464e-02, eta: 22:47:55, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7788, top5_acc: 0.9694, loss_cls: 1.0439, loss: 1.0439 +2024-07-17 23:33:39,043 - pyskl - INFO - Epoch [12][1300/2506] lr: 2.464e-02, eta: 22:47:23, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9681, loss_cls: 1.0140, loss: 1.0140 +2024-07-17 23:34:02,016 - pyskl - INFO - Epoch [12][1400/2506] lr: 2.464e-02, eta: 22:46:52, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7756, top5_acc: 0.9563, loss_cls: 1.0803, loss: 1.0803 +2024-07-17 23:34:24,969 - pyskl - INFO - Epoch [12][1500/2506] lr: 2.463e-02, eta: 22:46:20, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7719, top5_acc: 0.9681, loss_cls: 1.0412, loss: 1.0412 +2024-07-17 23:34:47,966 - pyskl - INFO - Epoch [12][1600/2506] lr: 2.463e-02, eta: 22:45:48, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9731, loss_cls: 0.9963, loss: 0.9963 +2024-07-17 23:35:10,921 - pyskl - INFO - Epoch [12][1700/2506] lr: 2.463e-02, eta: 22:45:17, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7844, top5_acc: 0.9600, loss_cls: 1.0498, loss: 1.0498 +2024-07-17 23:35:33,993 - pyskl - INFO - Epoch [12][1800/2506] lr: 2.463e-02, eta: 22:44:46, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7731, top5_acc: 0.9631, loss_cls: 1.0481, loss: 1.0481 +2024-07-17 23:35:57,030 - pyskl - INFO - Epoch [12][1900/2506] lr: 2.462e-02, eta: 22:44:16, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9663, loss_cls: 0.9969, loss: 0.9969 +2024-07-17 23:36:20,033 - pyskl - INFO - Epoch [12][2000/2506] lr: 2.462e-02, eta: 22:43:45, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7706, top5_acc: 0.9544, loss_cls: 1.0964, loss: 1.0964 +2024-07-17 23:36:42,998 - pyskl - INFO - Epoch [12][2100/2506] lr: 2.462e-02, eta: 22:43:14, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7769, top5_acc: 0.9637, loss_cls: 1.0282, loss: 1.0282 +2024-07-17 23:37:05,979 - pyskl - INFO - Epoch [12][2200/2506] lr: 2.462e-02, eta: 22:42:42, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7900, top5_acc: 0.9631, loss_cls: 1.0096, loss: 1.0096 +2024-07-17 23:37:29,030 - pyskl - INFO - Epoch [12][2300/2506] lr: 2.461e-02, eta: 22:42:12, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9650, loss_cls: 1.0387, loss: 1.0387 +2024-07-17 23:37:52,026 - pyskl - INFO - Epoch [12][2400/2506] lr: 2.461e-02, eta: 22:41:41, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9712, loss_cls: 0.9762, loss: 0.9762 +2024-07-17 23:38:15,219 - pyskl - INFO - Epoch [12][2500/2506] lr: 2.461e-02, eta: 22:41:13, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7963, top5_acc: 0.9688, loss_cls: 1.0055, loss: 1.0055 +2024-07-17 23:38:17,030 - pyskl - INFO - Saving checkpoint at 12 epochs +2024-07-17 23:39:33,911 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 23:39:33,977 - pyskl - INFO - +top1_acc 0.7530 +top5_acc 0.9606 +2024-07-17 23:39:33,981 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_7.pth was removed +2024-07-17 23:39:34,105 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2024-07-17 23:39:34,106 - pyskl - INFO - Best top1_acc is 0.7530 at 12 epoch. +2024-07-17 23:39:34,107 - pyskl - INFO - Epoch(val) [12][1031] top1_acc: 0.7530, top5_acc: 0.9606 +2024-07-17 23:40:14,975 - pyskl - INFO - Epoch [13][100/2506] lr: 2.460e-02, eta: 22:43:49, time: 0.409, data_time: 0.178, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9719, loss_cls: 0.9440, loss: 0.9440 +2024-07-17 23:40:37,906 - pyskl - INFO - Epoch [13][200/2506] lr: 2.460e-02, eta: 22:43:17, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7812, top5_acc: 0.9675, loss_cls: 0.9916, loss: 0.9916 +2024-07-17 23:41:01,034 - pyskl - INFO - Epoch [13][300/2506] lr: 2.460e-02, eta: 22:42:47, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 1.0555, loss: 1.0555 +2024-07-17 23:41:23,997 - pyskl - INFO - Epoch [13][400/2506] lr: 2.460e-02, eta: 22:42:16, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7937, top5_acc: 0.9688, loss_cls: 0.9955, loss: 0.9955 +2024-07-17 23:41:46,944 - pyskl - INFO - Epoch [13][500/2506] lr: 2.459e-02, eta: 22:41:44, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9681, loss_cls: 0.9882, loss: 0.9882 +2024-07-17 23:42:09,835 - pyskl - INFO - Epoch [13][600/2506] lr: 2.459e-02, eta: 22:41:12, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9681, loss_cls: 1.0087, loss: 1.0087 +2024-07-17 23:42:32,731 - pyskl - INFO - Epoch [13][700/2506] lr: 2.459e-02, eta: 22:40:39, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9650, loss_cls: 1.0014, loss: 1.0014 +2024-07-17 23:42:55,731 - pyskl - INFO - Epoch [13][800/2506] lr: 2.459e-02, eta: 22:40:08, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7837, top5_acc: 0.9631, loss_cls: 1.0177, loss: 1.0177 +2024-07-17 23:43:18,693 - pyskl - INFO - Epoch [13][900/2506] lr: 2.458e-02, eta: 22:39:37, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9644, loss_cls: 1.0120, loss: 1.0120 +2024-07-17 23:43:41,614 - pyskl - INFO - Epoch [13][1000/2506] lr: 2.458e-02, eta: 22:39:05, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9544, loss_cls: 1.0242, loss: 1.0242 +2024-07-17 23:44:04,486 - pyskl - INFO - Epoch [13][1100/2506] lr: 2.458e-02, eta: 22:38:33, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7694, top5_acc: 0.9594, loss_cls: 1.0622, loss: 1.0622 +2024-07-17 23:44:27,340 - pyskl - INFO - Epoch [13][1200/2506] lr: 2.458e-02, eta: 22:38:01, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7744, top5_acc: 0.9694, loss_cls: 1.0174, loss: 1.0174 +2024-07-17 23:44:50,133 - pyskl - INFO - Epoch [13][1300/2506] lr: 2.457e-02, eta: 22:37:28, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9725, loss_cls: 0.9980, loss: 0.9980 +2024-07-17 23:45:12,969 - pyskl - INFO - Epoch [13][1400/2506] lr: 2.457e-02, eta: 22:36:55, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7788, top5_acc: 0.9700, loss_cls: 1.0021, loss: 1.0021 +2024-07-17 23:45:35,889 - pyskl - INFO - Epoch [13][1500/2506] lr: 2.457e-02, eta: 22:36:24, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9712, loss_cls: 0.9827, loss: 0.9827 +2024-07-17 23:45:58,853 - pyskl - INFO - Epoch [13][1600/2506] lr: 2.456e-02, eta: 22:35:53, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9738, loss_cls: 0.9347, loss: 0.9347 +2024-07-17 23:46:21,778 - pyskl - INFO - Epoch [13][1700/2506] lr: 2.456e-02, eta: 22:35:22, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7688, top5_acc: 0.9631, loss_cls: 1.0499, loss: 1.0499 +2024-07-17 23:46:44,735 - pyskl - INFO - Epoch [13][1800/2506] lr: 2.456e-02, eta: 22:34:51, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7875, top5_acc: 0.9688, loss_cls: 0.9651, loss: 0.9651 +2024-07-17 23:47:07,629 - pyskl - INFO - Epoch [13][1900/2506] lr: 2.456e-02, eta: 22:34:19, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 0.9062, loss: 0.9062 +2024-07-17 23:47:30,514 - pyskl - INFO - Epoch [13][2000/2506] lr: 2.455e-02, eta: 22:33:48, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9606, loss_cls: 1.0571, loss: 1.0571 +2024-07-17 23:47:53,342 - pyskl - INFO - Epoch [13][2100/2506] lr: 2.455e-02, eta: 22:33:15, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7788, top5_acc: 0.9600, loss_cls: 1.0651, loss: 1.0651 +2024-07-17 23:48:16,182 - pyskl - INFO - Epoch [13][2200/2506] lr: 2.455e-02, eta: 22:32:43, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 0.9529, loss: 0.9529 +2024-07-17 23:48:39,034 - pyskl - INFO - Epoch [13][2300/2506] lr: 2.455e-02, eta: 22:32:12, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7794, top5_acc: 0.9644, loss_cls: 1.0279, loss: 1.0279 +2024-07-17 23:49:01,888 - pyskl - INFO - Epoch [13][2400/2506] lr: 2.454e-02, eta: 22:31:40, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7669, top5_acc: 0.9637, loss_cls: 1.0491, loss: 1.0491 +2024-07-17 23:49:24,762 - pyskl - INFO - Epoch [13][2500/2506] lr: 2.454e-02, eta: 22:31:09, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7850, top5_acc: 0.9688, loss_cls: 0.9759, loss: 0.9759 +2024-07-17 23:49:26,555 - pyskl - INFO - Saving checkpoint at 13 epochs +2024-07-17 23:50:43,368 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 23:50:43,434 - pyskl - INFO - +top1_acc 0.7557 +top5_acc 0.9537 +2024-07-17 23:50:43,438 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_12.pth was removed +2024-07-17 23:50:43,564 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. +2024-07-17 23:50:43,565 - pyskl - INFO - Best top1_acc is 0.7557 at 13 epoch. +2024-07-17 23:50:43,567 - pyskl - INFO - Epoch(val) [13][1031] top1_acc: 0.7557, top5_acc: 0.9537 +2024-07-17 23:51:24,425 - pyskl - INFO - Epoch [14][100/2506] lr: 2.454e-02, eta: 22:33:30, time: 0.409, data_time: 0.181, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 0.9808, loss: 0.9808 +2024-07-17 23:51:47,338 - pyskl - INFO - Epoch [14][200/2506] lr: 2.453e-02, eta: 22:32:58, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7875, top5_acc: 0.9688, loss_cls: 0.9758, loss: 0.9758 +2024-07-17 23:52:10,374 - pyskl - INFO - Epoch [14][300/2506] lr: 2.453e-02, eta: 22:32:28, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9681, loss_cls: 0.9559, loss: 0.9559 +2024-07-17 23:52:33,455 - pyskl - INFO - Epoch [14][400/2506] lr: 2.453e-02, eta: 22:31:58, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7731, top5_acc: 0.9700, loss_cls: 0.9938, loss: 0.9938 +2024-07-17 23:52:56,545 - pyskl - INFO - Epoch [14][500/2506] lr: 2.453e-02, eta: 22:31:29, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7875, top5_acc: 0.9669, loss_cls: 1.0039, loss: 1.0039 +2024-07-17 23:53:19,567 - pyskl - INFO - Epoch [14][600/2506] lr: 2.452e-02, eta: 22:30:59, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9706, loss_cls: 0.9781, loss: 0.9781 +2024-07-17 23:53:42,492 - pyskl - INFO - Epoch [14][700/2506] lr: 2.452e-02, eta: 22:30:28, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7875, top5_acc: 0.9669, loss_cls: 0.9770, loss: 0.9770 +2024-07-17 23:54:05,379 - pyskl - INFO - Epoch [14][800/2506] lr: 2.452e-02, eta: 22:29:56, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7656, top5_acc: 0.9606, loss_cls: 1.0575, loss: 1.0575 +2024-07-17 23:54:28,281 - pyskl - INFO - Epoch [14][900/2506] lr: 2.451e-02, eta: 22:29:25, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9575, loss_cls: 1.0636, loss: 1.0636 +2024-07-17 23:54:51,230 - pyskl - INFO - Epoch [14][1000/2506] lr: 2.451e-02, eta: 22:28:54, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7850, top5_acc: 0.9688, loss_cls: 1.0332, loss: 1.0332 +2024-07-17 23:55:14,172 - pyskl - INFO - Epoch [14][1100/2506] lr: 2.451e-02, eta: 22:28:23, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7963, top5_acc: 0.9675, loss_cls: 0.9920, loss: 0.9920 +2024-07-17 23:55:37,119 - pyskl - INFO - Epoch [14][1200/2506] lr: 2.451e-02, eta: 22:27:53, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9681, loss_cls: 0.9854, loss: 0.9854 +2024-07-17 23:56:00,053 - pyskl - INFO - Epoch [14][1300/2506] lr: 2.450e-02, eta: 22:27:22, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7631, top5_acc: 0.9762, loss_cls: 1.0365, loss: 1.0365 +2024-07-17 23:56:22,990 - pyskl - INFO - Epoch [14][1400/2506] lr: 2.450e-02, eta: 22:26:51, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7775, top5_acc: 0.9756, loss_cls: 1.0073, loss: 1.0073 +2024-07-17 23:56:45,901 - pyskl - INFO - Epoch [14][1500/2506] lr: 2.450e-02, eta: 22:26:20, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9681, loss_cls: 1.0386, loss: 1.0386 +2024-07-17 23:57:08,818 - pyskl - INFO - Epoch [14][1600/2506] lr: 2.449e-02, eta: 22:25:50, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7894, top5_acc: 0.9669, loss_cls: 1.0045, loss: 1.0045 +2024-07-17 23:57:31,766 - pyskl - INFO - Epoch [14][1700/2506] lr: 2.449e-02, eta: 22:25:19, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9675, loss_cls: 0.9593, loss: 0.9593 +2024-07-17 23:57:54,743 - pyskl - INFO - Epoch [14][1800/2506] lr: 2.449e-02, eta: 22:24:49, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7806, top5_acc: 0.9644, loss_cls: 1.0220, loss: 1.0220 +2024-07-17 23:58:17,740 - pyskl - INFO - Epoch [14][1900/2506] lr: 2.448e-02, eta: 22:24:19, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7937, top5_acc: 0.9700, loss_cls: 0.9859, loss: 0.9859 +2024-07-17 23:58:40,737 - pyskl - INFO - Epoch [14][2000/2506] lr: 2.448e-02, eta: 22:23:49, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7856, top5_acc: 0.9681, loss_cls: 0.9755, loss: 0.9755 +2024-07-17 23:59:03,682 - pyskl - INFO - Epoch [14][2100/2506] lr: 2.448e-02, eta: 22:23:19, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7856, top5_acc: 0.9669, loss_cls: 0.9885, loss: 0.9885 +2024-07-17 23:59:26,606 - pyskl - INFO - Epoch [14][2200/2506] lr: 2.448e-02, eta: 22:22:49, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 1.0096, loss: 1.0096 +2024-07-17 23:59:49,596 - pyskl - INFO - Epoch [14][2300/2506] lr: 2.447e-02, eta: 22:22:19, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7769, top5_acc: 0.9700, loss_cls: 1.0166, loss: 1.0166 +2024-07-18 00:00:12,618 - pyskl - INFO - Epoch [14][2400/2506] lr: 2.447e-02, eta: 22:21:49, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 0.9821, loss: 0.9821 +2024-07-18 00:00:35,517 - pyskl - INFO - Epoch [14][2500/2506] lr: 2.447e-02, eta: 22:21:19, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7738, top5_acc: 0.9637, loss_cls: 1.0198, loss: 1.0198 +2024-07-18 00:00:37,354 - pyskl - INFO - Saving checkpoint at 14 epochs +2024-07-18 00:01:54,129 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 00:01:54,196 - pyskl - INFO - +top1_acc 0.7847 +top5_acc 0.9609 +2024-07-18 00:01:54,199 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_13.pth was removed +2024-07-18 00:01:54,325 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. +2024-07-18 00:01:54,325 - pyskl - INFO - Best top1_acc is 0.7847 at 14 epoch. +2024-07-18 00:01:54,327 - pyskl - INFO - Epoch(val) [14][1031] top1_acc: 0.7847, top5_acc: 0.9609 +2024-07-18 00:02:35,159 - pyskl - INFO - Epoch [15][100/2506] lr: 2.446e-02, eta: 22:23:27, time: 0.408, data_time: 0.180, memory: 6429, top1_acc: 0.7644, top5_acc: 0.9719, loss_cls: 1.0196, loss: 1.0196 +2024-07-18 00:02:58,002 - pyskl - INFO - Epoch [15][200/2506] lr: 2.446e-02, eta: 22:22:55, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7762, top5_acc: 0.9625, loss_cls: 1.0492, loss: 1.0492 +2024-07-18 00:03:21,044 - pyskl - INFO - Epoch [15][300/2506] lr: 2.446e-02, eta: 22:22:26, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7812, top5_acc: 0.9669, loss_cls: 0.9905, loss: 0.9905 +2024-07-18 00:03:44,059 - pyskl - INFO - Epoch [15][400/2506] lr: 2.445e-02, eta: 22:21:56, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7900, top5_acc: 0.9675, loss_cls: 1.0009, loss: 1.0009 +2024-07-18 00:04:07,048 - pyskl - INFO - Epoch [15][500/2506] lr: 2.445e-02, eta: 22:21:26, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9644, loss_cls: 0.9864, loss: 0.9864 +2024-07-18 00:04:29,968 - pyskl - INFO - Epoch [15][600/2506] lr: 2.445e-02, eta: 22:20:55, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 0.9882, loss: 0.9882 +2024-07-18 00:04:52,876 - pyskl - INFO - Epoch [15][700/2506] lr: 2.445e-02, eta: 22:20:25, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9619, loss_cls: 0.9857, loss: 0.9857 +2024-07-18 00:05:15,796 - pyskl - INFO - Epoch [15][800/2506] lr: 2.444e-02, eta: 22:19:54, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 0.9445, loss: 0.9445 +2024-07-18 00:05:38,785 - pyskl - INFO - Epoch [15][900/2506] lr: 2.444e-02, eta: 22:19:24, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9769, loss_cls: 0.8942, loss: 0.8942 +2024-07-18 00:06:01,777 - pyskl - INFO - Epoch [15][1000/2506] lr: 2.444e-02, eta: 22:18:54, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9719, loss_cls: 0.9727, loss: 0.9727 +2024-07-18 00:06:24,626 - pyskl - INFO - Epoch [15][1100/2506] lr: 2.443e-02, eta: 22:18:23, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8025, top5_acc: 0.9700, loss_cls: 0.9373, loss: 0.9373 +2024-07-18 00:06:47,487 - pyskl - INFO - Epoch [15][1200/2506] lr: 2.443e-02, eta: 22:17:52, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9819, loss_cls: 0.8307, loss: 0.8307 +2024-07-18 00:07:10,339 - pyskl - INFO - Epoch [15][1300/2506] lr: 2.443e-02, eta: 22:17:21, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7900, top5_acc: 0.9675, loss_cls: 0.9489, loss: 0.9489 +2024-07-18 00:07:33,204 - pyskl - INFO - Epoch [15][1400/2506] lr: 2.442e-02, eta: 22:16:51, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9731, loss_cls: 0.9535, loss: 0.9535 +2024-07-18 00:07:56,031 - pyskl - INFO - Epoch [15][1500/2506] lr: 2.442e-02, eta: 22:16:20, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 1.0352, loss: 1.0352 +2024-07-18 00:08:18,863 - pyskl - INFO - Epoch [15][1600/2506] lr: 2.442e-02, eta: 22:15:48, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9762, loss_cls: 0.9488, loss: 0.9488 +2024-07-18 00:08:41,735 - pyskl - INFO - Epoch [15][1700/2506] lr: 2.441e-02, eta: 22:15:18, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7919, top5_acc: 0.9694, loss_cls: 0.9956, loss: 0.9956 +2024-07-18 00:09:04,549 - pyskl - INFO - Epoch [15][1800/2506] lr: 2.441e-02, eta: 22:14:47, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7844, top5_acc: 0.9688, loss_cls: 0.9983, loss: 0.9983 +2024-07-18 00:09:27,328 - pyskl - INFO - Epoch [15][1900/2506] lr: 2.441e-02, eta: 22:14:15, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9681, loss_cls: 0.9685, loss: 0.9685 +2024-07-18 00:09:50,250 - pyskl - INFO - Epoch [15][2000/2506] lr: 2.440e-02, eta: 22:13:45, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7800, top5_acc: 0.9644, loss_cls: 1.0072, loss: 1.0072 +2024-07-18 00:10:13,187 - pyskl - INFO - Epoch [15][2100/2506] lr: 2.440e-02, eta: 22:13:16, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9750, loss_cls: 0.8994, loss: 0.8994 +2024-07-18 00:10:36,055 - pyskl - INFO - Epoch [15][2200/2506] lr: 2.440e-02, eta: 22:12:45, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9738, loss_cls: 0.9249, loss: 0.9249 +2024-07-18 00:10:58,978 - pyskl - INFO - Epoch [15][2300/2506] lr: 2.439e-02, eta: 22:12:15, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9631, loss_cls: 0.9529, loss: 0.9529 +2024-07-18 00:11:21,961 - pyskl - INFO - Epoch [15][2400/2506] lr: 2.439e-02, eta: 22:11:46, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7700, top5_acc: 0.9669, loss_cls: 1.0418, loss: 1.0418 +2024-07-18 00:11:44,983 - pyskl - INFO - Epoch [15][2500/2506] lr: 2.439e-02, eta: 22:11:17, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9669, loss_cls: 1.0006, loss: 1.0006 +2024-07-18 00:11:46,855 - pyskl - INFO - Saving checkpoint at 15 epochs +2024-07-18 00:13:03,582 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 00:13:03,650 - pyskl - INFO - +top1_acc 0.7027 +top5_acc 0.9405 +2024-07-18 00:13:03,652 - pyskl - INFO - Epoch(val) [15][1031] top1_acc: 0.7027, top5_acc: 0.9405 +2024-07-18 00:13:44,562 - pyskl - INFO - Epoch [16][100/2506] lr: 2.439e-02, eta: 22:13:14, time: 0.409, data_time: 0.180, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 0.8905, loss: 0.8905 +2024-07-18 00:14:07,455 - pyskl - INFO - Epoch [16][200/2506] lr: 2.438e-02, eta: 22:12:44, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7919, top5_acc: 0.9706, loss_cls: 0.9839, loss: 0.9839 +2024-07-18 00:14:30,485 - pyskl - INFO - Epoch [16][300/2506] lr: 2.438e-02, eta: 22:12:15, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7963, top5_acc: 0.9694, loss_cls: 0.9633, loss: 0.9633 +2024-07-18 00:14:53,481 - pyskl - INFO - Epoch [16][400/2506] lr: 2.438e-02, eta: 22:11:45, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9681, loss_cls: 0.9828, loss: 0.9828 +2024-07-18 00:15:16,471 - pyskl - INFO - Epoch [16][500/2506] lr: 2.437e-02, eta: 22:11:16, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7825, top5_acc: 0.9694, loss_cls: 0.9770, loss: 0.9770 +2024-07-18 00:15:39,380 - pyskl - INFO - Epoch [16][600/2506] lr: 2.437e-02, eta: 22:10:46, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9694, loss_cls: 0.9462, loss: 0.9462 +2024-07-18 00:16:02,315 - pyskl - INFO - Epoch [16][700/2506] lr: 2.437e-02, eta: 22:10:16, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 0.9140, loss: 0.9140 +2024-07-18 00:16:25,271 - pyskl - INFO - Epoch [16][800/2506] lr: 2.436e-02, eta: 22:09:46, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9750, loss_cls: 0.9388, loss: 0.9388 +2024-07-18 00:16:48,208 - pyskl - INFO - Epoch [16][900/2506] lr: 2.436e-02, eta: 22:09:16, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9669, loss_cls: 0.9788, loss: 0.9788 +2024-07-18 00:17:11,109 - pyskl - INFO - Epoch [16][1000/2506] lr: 2.436e-02, eta: 22:08:46, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7794, top5_acc: 0.9663, loss_cls: 1.0216, loss: 1.0216 +2024-07-18 00:17:34,102 - pyskl - INFO - Epoch [16][1100/2506] lr: 2.435e-02, eta: 22:08:17, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 0.9516, loss: 0.9516 +2024-07-18 00:17:57,039 - pyskl - INFO - Epoch [16][1200/2506] lr: 2.435e-02, eta: 22:07:47, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7762, top5_acc: 0.9663, loss_cls: 1.0231, loss: 1.0231 +2024-07-18 00:18:20,016 - pyskl - INFO - Epoch [16][1300/2506] lr: 2.435e-02, eta: 22:07:18, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9656, loss_cls: 1.0034, loss: 1.0034 +2024-07-18 00:18:43,047 - pyskl - INFO - Epoch [16][1400/2506] lr: 2.434e-02, eta: 22:06:49, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9706, loss_cls: 0.9210, loss: 0.9210 +2024-07-18 00:19:05,917 - pyskl - INFO - Epoch [16][1500/2506] lr: 2.434e-02, eta: 22:06:19, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 0.9687, loss: 0.9687 +2024-07-18 00:19:28,765 - pyskl - INFO - Epoch [16][1600/2506] lr: 2.434e-02, eta: 22:05:49, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7875, top5_acc: 0.9712, loss_cls: 0.9925, loss: 0.9925 +2024-07-18 00:19:51,536 - pyskl - INFO - Epoch [16][1700/2506] lr: 2.433e-02, eta: 22:05:18, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 0.9694, loss: 0.9694 +2024-07-18 00:20:14,661 - pyskl - INFO - Epoch [16][1800/2506] lr: 2.433e-02, eta: 22:04:50, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9594, loss_cls: 0.9813, loss: 0.9813 +2024-07-18 00:20:37,563 - pyskl - INFO - Epoch [16][1900/2506] lr: 2.433e-02, eta: 22:04:20, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7825, top5_acc: 0.9675, loss_cls: 0.9970, loss: 0.9970 +2024-07-18 00:21:00,364 - pyskl - INFO - Epoch [16][2000/2506] lr: 2.432e-02, eta: 22:03:50, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9650, loss_cls: 1.0252, loss: 1.0252 +2024-07-18 00:21:23,223 - pyskl - INFO - Epoch [16][2100/2506] lr: 2.432e-02, eta: 22:03:19, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9656, loss_cls: 0.9678, loss: 0.9678 +2024-07-18 00:21:46,007 - pyskl - INFO - Epoch [16][2200/2506] lr: 2.432e-02, eta: 22:02:49, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7919, top5_acc: 0.9775, loss_cls: 0.9894, loss: 0.9894 +2024-07-18 00:22:08,908 - pyskl - INFO - Epoch [16][2300/2506] lr: 2.431e-02, eta: 22:02:19, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9719, loss_cls: 0.9601, loss: 0.9601 +2024-07-18 00:22:31,780 - pyskl - INFO - Epoch [16][2400/2506] lr: 2.431e-02, eta: 22:01:49, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 0.9773, loss: 0.9773 +2024-07-18 00:22:54,864 - pyskl - INFO - Epoch [16][2500/2506] lr: 2.430e-02, eta: 22:01:21, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 0.9305, loss: 0.9305 +2024-07-18 00:22:56,663 - pyskl - INFO - Saving checkpoint at 16 epochs +2024-07-18 00:24:13,685 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 00:24:13,752 - pyskl - INFO - +top1_acc 0.7392 +top5_acc 0.9576 +2024-07-18 00:24:13,754 - pyskl - INFO - Epoch(val) [16][1031] top1_acc: 0.7392, top5_acc: 0.9576 +2024-07-18 00:24:54,858 - pyskl - INFO - Epoch [17][100/2506] lr: 2.430e-02, eta: 22:03:11, time: 0.411, data_time: 0.179, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9712, loss_cls: 0.9072, loss: 0.9072 +2024-07-18 00:25:18,127 - pyskl - INFO - Epoch [17][200/2506] lr: 2.430e-02, eta: 22:02:44, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9750, loss_cls: 0.8960, loss: 0.8960 +2024-07-18 00:25:41,407 - pyskl - INFO - Epoch [17][300/2506] lr: 2.429e-02, eta: 22:02:17, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 0.8662, loss: 0.8662 +2024-07-18 00:26:04,691 - pyskl - INFO - Epoch [17][400/2506] lr: 2.429e-02, eta: 22:01:50, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9781, loss_cls: 0.8927, loss: 0.8927 +2024-07-18 00:26:27,688 - pyskl - INFO - Epoch [17][500/2506] lr: 2.429e-02, eta: 22:01:21, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 0.9212, loss: 0.9212 +2024-07-18 00:26:50,735 - pyskl - INFO - Epoch [17][600/2506] lr: 2.428e-02, eta: 22:00:53, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9725, loss_cls: 0.9028, loss: 0.9028 +2024-07-18 00:27:13,794 - pyskl - INFO - Epoch [17][700/2506] lr: 2.428e-02, eta: 22:00:24, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7894, top5_acc: 0.9681, loss_cls: 0.9713, loss: 0.9713 +2024-07-18 00:27:36,790 - pyskl - INFO - Epoch [17][800/2506] lr: 2.428e-02, eta: 21:59:55, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7837, top5_acc: 0.9644, loss_cls: 0.9997, loss: 0.9997 +2024-07-18 00:27:59,929 - pyskl - INFO - Epoch [17][900/2506] lr: 2.427e-02, eta: 21:59:28, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7731, top5_acc: 0.9656, loss_cls: 1.0125, loss: 1.0125 +2024-07-18 00:28:22,896 - pyskl - INFO - Epoch [17][1000/2506] lr: 2.427e-02, eta: 21:58:59, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7781, top5_acc: 0.9631, loss_cls: 1.0101, loss: 1.0101 +2024-07-18 00:28:45,803 - pyskl - INFO - Epoch [17][1100/2506] lr: 2.427e-02, eta: 21:58:29, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9769, loss_cls: 0.9101, loss: 0.9101 +2024-07-18 00:29:08,691 - pyskl - INFO - Epoch [17][1200/2506] lr: 2.426e-02, eta: 21:57:59, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9694, loss_cls: 0.8933, loss: 0.8933 +2024-07-18 00:29:31,586 - pyskl - INFO - Epoch [17][1300/2506] lr: 2.426e-02, eta: 21:57:30, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7856, top5_acc: 0.9700, loss_cls: 0.9893, loss: 0.9893 +2024-07-18 00:29:54,444 - pyskl - INFO - Epoch [17][1400/2506] lr: 2.426e-02, eta: 21:57:00, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9750, loss_cls: 0.9172, loss: 0.9172 +2024-07-18 00:30:17,411 - pyskl - INFO - Epoch [17][1500/2506] lr: 2.425e-02, eta: 21:56:31, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9712, loss_cls: 0.9509, loss: 0.9509 +2024-07-18 00:30:40,494 - pyskl - INFO - Epoch [17][1600/2506] lr: 2.425e-02, eta: 21:56:03, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9556, loss_cls: 0.9724, loss: 0.9724 +2024-07-18 00:31:03,376 - pyskl - INFO - Epoch [17][1700/2506] lr: 2.425e-02, eta: 21:55:33, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 0.9435, loss: 0.9435 +2024-07-18 00:31:26,340 - pyskl - INFO - Epoch [17][1800/2506] lr: 2.424e-02, eta: 21:55:04, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7806, top5_acc: 0.9712, loss_cls: 0.9843, loss: 0.9843 +2024-07-18 00:31:49,185 - pyskl - INFO - Epoch [17][1900/2506] lr: 2.424e-02, eta: 21:54:34, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9769, loss_cls: 0.8622, loss: 0.8622 +2024-07-18 00:32:12,080 - pyskl - INFO - Epoch [17][2000/2506] lr: 2.423e-02, eta: 21:54:05, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8375, top5_acc: 0.9800, loss_cls: 0.7971, loss: 0.7971 +2024-07-18 00:32:35,048 - pyskl - INFO - Epoch [17][2100/2506] lr: 2.423e-02, eta: 21:53:36, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 0.9796, loss: 0.9796 +2024-07-18 00:32:57,985 - pyskl - INFO - Epoch [17][2200/2506] lr: 2.423e-02, eta: 21:53:07, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7906, top5_acc: 0.9675, loss_cls: 0.9354, loss: 0.9354 +2024-07-18 00:33:20,828 - pyskl - INFO - Epoch [17][2300/2506] lr: 2.422e-02, eta: 21:52:38, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9706, loss_cls: 0.9717, loss: 0.9717 +2024-07-18 00:33:43,670 - pyskl - INFO - Epoch [17][2400/2506] lr: 2.422e-02, eta: 21:52:08, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7881, top5_acc: 0.9719, loss_cls: 0.9854, loss: 0.9854 +2024-07-18 00:34:06,554 - pyskl - INFO - Epoch [17][2500/2506] lr: 2.422e-02, eta: 21:51:39, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7856, top5_acc: 0.9644, loss_cls: 0.9922, loss: 0.9922 +2024-07-18 00:34:08,393 - pyskl - INFO - Saving checkpoint at 17 epochs +2024-07-18 00:35:25,162 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 00:35:25,229 - pyskl - INFO - +top1_acc 0.7404 +top5_acc 0.9585 +2024-07-18 00:35:25,231 - pyskl - INFO - Epoch(val) [17][1031] top1_acc: 0.7404, top5_acc: 0.9585 +2024-07-18 00:36:06,147 - pyskl - INFO - Epoch [18][100/2506] lr: 2.421e-02, eta: 21:53:17, time: 0.409, data_time: 0.180, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9781, loss_cls: 0.8514, loss: 0.8514 +2024-07-18 00:36:29,056 - pyskl - INFO - Epoch [18][200/2506] lr: 2.421e-02, eta: 21:52:48, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 0.9189, loss: 0.9189 +2024-07-18 00:36:52,042 - pyskl - INFO - Epoch [18][300/2506] lr: 2.421e-02, eta: 21:52:19, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 0.8984, loss: 0.8984 +2024-07-18 00:37:15,084 - pyskl - INFO - Epoch [18][400/2506] lr: 2.420e-02, eta: 21:51:51, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9769, loss_cls: 0.8782, loss: 0.8782 +2024-07-18 00:37:37,959 - pyskl - INFO - Epoch [18][500/2506] lr: 2.420e-02, eta: 21:51:21, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8331, top5_acc: 0.9669, loss_cls: 0.8677, loss: 0.8677 +2024-07-18 00:38:00,902 - pyskl - INFO - Epoch [18][600/2506] lr: 2.419e-02, eta: 21:50:52, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9725, loss_cls: 0.9027, loss: 0.9027 +2024-07-18 00:38:23,816 - pyskl - INFO - Epoch [18][700/2506] lr: 2.419e-02, eta: 21:50:23, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 0.9229, loss: 0.9229 +2024-07-18 00:38:46,766 - pyskl - INFO - Epoch [18][800/2506] lr: 2.419e-02, eta: 21:49:54, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 0.9797, loss: 0.9797 +2024-07-18 00:39:09,862 - pyskl - INFO - Epoch [18][900/2506] lr: 2.418e-02, eta: 21:49:26, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9631, loss_cls: 0.9222, loss: 0.9222 +2024-07-18 00:39:33,171 - pyskl - INFO - Epoch [18][1000/2506] lr: 2.418e-02, eta: 21:49:00, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9794, loss_cls: 0.8602, loss: 0.8602 +2024-07-18 00:39:56,209 - pyskl - INFO - Epoch [18][1100/2506] lr: 2.418e-02, eta: 21:48:32, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7937, top5_acc: 0.9669, loss_cls: 0.9792, loss: 0.9792 +2024-07-18 00:40:19,199 - pyskl - INFO - Epoch [18][1200/2506] lr: 2.417e-02, eta: 21:48:04, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9644, loss_cls: 0.9379, loss: 0.9379 +2024-07-18 00:40:42,190 - pyskl - INFO - Epoch [18][1300/2506] lr: 2.417e-02, eta: 21:47:35, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9675, loss_cls: 0.9799, loss: 0.9799 +2024-07-18 00:41:05,150 - pyskl - INFO - Epoch [18][1400/2506] lr: 2.416e-02, eta: 21:47:06, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9644, loss_cls: 0.9300, loss: 0.9300 +2024-07-18 00:41:28,188 - pyskl - INFO - Epoch [18][1500/2506] lr: 2.416e-02, eta: 21:46:38, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 0.8936, loss: 0.8936 +2024-07-18 00:41:51,198 - pyskl - INFO - Epoch [18][1600/2506] lr: 2.416e-02, eta: 21:46:10, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9775, loss_cls: 0.8683, loss: 0.8683 +2024-07-18 00:42:14,206 - pyskl - INFO - Epoch [18][1700/2506] lr: 2.415e-02, eta: 21:45:42, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 0.9139, loss: 0.9139 +2024-07-18 00:42:37,167 - pyskl - INFO - Epoch [18][1800/2506] lr: 2.415e-02, eta: 21:45:13, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8213, top5_acc: 0.9769, loss_cls: 0.8501, loss: 0.8501 +2024-07-18 00:43:00,063 - pyskl - INFO - Epoch [18][1900/2506] lr: 2.415e-02, eta: 21:44:44, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 0.9347, loss: 0.9347 +2024-07-18 00:43:23,023 - pyskl - INFO - Epoch [18][2000/2506] lr: 2.414e-02, eta: 21:44:16, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 0.8908, loss: 0.8908 +2024-07-18 00:43:45,981 - pyskl - INFO - Epoch [18][2100/2506] lr: 2.414e-02, eta: 21:43:47, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9750, loss_cls: 0.9206, loss: 0.9206 +2024-07-18 00:44:08,951 - pyskl - INFO - Epoch [18][2200/2506] lr: 2.413e-02, eta: 21:43:19, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9706, loss_cls: 0.9258, loss: 0.9258 +2024-07-18 00:44:31,870 - pyskl - INFO - Epoch [18][2300/2506] lr: 2.413e-02, eta: 21:42:50, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7788, top5_acc: 0.9619, loss_cls: 1.0242, loss: 1.0242 +2024-07-18 00:44:54,732 - pyskl - INFO - Epoch [18][2400/2506] lr: 2.413e-02, eta: 21:42:21, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9712, loss_cls: 0.9339, loss: 0.9339 +2024-07-18 00:45:17,623 - pyskl - INFO - Epoch [18][2500/2506] lr: 2.412e-02, eta: 21:41:52, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 0.9489, loss: 0.9489 +2024-07-18 00:45:19,421 - pyskl - INFO - Saving checkpoint at 18 epochs +2024-07-18 00:46:36,603 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 00:46:36,671 - pyskl - INFO - +top1_acc 0.7533 +top5_acc 0.9619 +2024-07-18 00:46:36,673 - pyskl - INFO - Epoch(val) [18][1031] top1_acc: 0.7533, top5_acc: 0.9619 +2024-07-18 00:47:17,818 - pyskl - INFO - Epoch [19][100/2506] lr: 2.412e-02, eta: 21:43:25, time: 0.411, data_time: 0.181, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 0.8516, loss: 0.8516 +2024-07-18 00:47:40,797 - pyskl - INFO - Epoch [19][200/2506] lr: 2.411e-02, eta: 21:42:56, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 0.9001, loss: 0.9001 +2024-07-18 00:48:03,703 - pyskl - INFO - Epoch [19][300/2506] lr: 2.411e-02, eta: 21:42:27, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7850, top5_acc: 0.9756, loss_cls: 0.9704, loss: 0.9704 +2024-07-18 00:48:26,703 - pyskl - INFO - Epoch [19][400/2506] lr: 2.411e-02, eta: 21:41:59, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9663, loss_cls: 0.9518, loss: 0.9518 +2024-07-18 00:48:49,599 - pyskl - INFO - Epoch [19][500/2506] lr: 2.410e-02, eta: 21:41:30, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9769, loss_cls: 0.8854, loss: 0.8854 +2024-07-18 00:49:12,524 - pyskl - INFO - Epoch [19][600/2506] lr: 2.410e-02, eta: 21:41:01, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 0.9138, loss: 0.9138 +2024-07-18 00:49:35,435 - pyskl - INFO - Epoch [19][700/2506] lr: 2.410e-02, eta: 21:40:32, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7950, top5_acc: 0.9769, loss_cls: 0.9166, loss: 0.9166 +2024-07-18 00:49:58,416 - pyskl - INFO - Epoch [19][800/2506] lr: 2.409e-02, eta: 21:40:03, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9756, loss_cls: 0.8284, loss: 0.8284 +2024-07-18 00:50:21,384 - pyskl - INFO - Epoch [19][900/2506] lr: 2.409e-02, eta: 21:39:35, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 0.8787, loss: 0.8787 +2024-07-18 00:50:44,394 - pyskl - INFO - Epoch [19][1000/2506] lr: 2.408e-02, eta: 21:39:07, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7850, top5_acc: 0.9644, loss_cls: 0.9743, loss: 0.9743 +2024-07-18 00:51:07,324 - pyskl - INFO - Epoch [19][1100/2506] lr: 2.408e-02, eta: 21:38:38, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 0.9377, loss: 0.9377 +2024-07-18 00:51:30,275 - pyskl - INFO - Epoch [19][1200/2506] lr: 2.408e-02, eta: 21:38:10, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7844, top5_acc: 0.9556, loss_cls: 1.0276, loss: 1.0276 +2024-07-18 00:51:53,232 - pyskl - INFO - Epoch [19][1300/2506] lr: 2.407e-02, eta: 21:37:41, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 0.8638, loss: 0.8638 +2024-07-18 00:52:16,142 - pyskl - INFO - Epoch [19][1400/2506] lr: 2.407e-02, eta: 21:37:13, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9700, loss_cls: 0.9296, loss: 0.9296 +2024-07-18 00:52:39,119 - pyskl - INFO - Epoch [19][1500/2506] lr: 2.406e-02, eta: 21:36:44, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7944, top5_acc: 0.9769, loss_cls: 0.9259, loss: 0.9259 +2024-07-18 00:53:02,070 - pyskl - INFO - Epoch [19][1600/2506] lr: 2.406e-02, eta: 21:36:16, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9788, loss_cls: 0.9154, loss: 0.9154 +2024-07-18 00:53:24,980 - pyskl - INFO - Epoch [19][1700/2506] lr: 2.406e-02, eta: 21:35:47, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9731, loss_cls: 0.9023, loss: 0.9023 +2024-07-18 00:53:47,860 - pyskl - INFO - Epoch [19][1800/2506] lr: 2.405e-02, eta: 21:35:18, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 0.9598, loss: 0.9598 +2024-07-18 00:54:10,826 - pyskl - INFO - Epoch [19][1900/2506] lr: 2.405e-02, eta: 21:34:50, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9756, loss_cls: 0.9510, loss: 0.9510 +2024-07-18 00:54:33,776 - pyskl - INFO - Epoch [19][2000/2506] lr: 2.404e-02, eta: 21:34:22, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9725, loss_cls: 0.8851, loss: 0.8851 +2024-07-18 00:54:56,775 - pyskl - INFO - Epoch [19][2100/2506] lr: 2.404e-02, eta: 21:33:54, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 0.9042, loss: 0.9042 +2024-07-18 00:55:19,779 - pyskl - INFO - Epoch [19][2200/2506] lr: 2.404e-02, eta: 21:33:26, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7944, top5_acc: 0.9613, loss_cls: 0.9725, loss: 0.9725 +2024-07-18 00:55:42,811 - pyskl - INFO - Epoch [19][2300/2506] lr: 2.403e-02, eta: 21:32:58, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7806, top5_acc: 0.9669, loss_cls: 0.9853, loss: 0.9853 +2024-07-18 00:56:05,764 - pyskl - INFO - Epoch [19][2400/2506] lr: 2.403e-02, eta: 21:32:30, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9656, loss_cls: 0.9548, loss: 0.9548 +2024-07-18 00:56:28,783 - pyskl - INFO - Epoch [19][2500/2506] lr: 2.402e-02, eta: 21:32:02, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9700, loss_cls: 0.8648, loss: 0.8648 +2024-07-18 00:56:30,634 - pyskl - INFO - Saving checkpoint at 19 epochs +2024-07-18 00:57:47,669 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 00:57:47,736 - pyskl - INFO - +top1_acc 0.7736 +top5_acc 0.9654 +2024-07-18 00:57:47,739 - pyskl - INFO - Epoch(val) [19][1031] top1_acc: 0.7736, top5_acc: 0.9654 +2024-07-18 00:58:28,962 - pyskl - INFO - Epoch [20][100/2506] lr: 2.402e-02, eta: 21:33:29, time: 0.412, data_time: 0.183, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9756, loss_cls: 0.9136, loss: 0.9136 +2024-07-18 00:58:51,991 - pyskl - INFO - Epoch [20][200/2506] lr: 2.402e-02, eta: 21:33:01, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 0.9238, loss: 0.9238 +2024-07-18 00:59:15,108 - pyskl - INFO - Epoch [20][300/2506] lr: 2.401e-02, eta: 21:32:34, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 0.8825, loss: 0.8825 +2024-07-18 00:59:38,206 - pyskl - INFO - Epoch [20][400/2506] lr: 2.401e-02, eta: 21:32:06, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9756, loss_cls: 0.8473, loss: 0.8473 +2024-07-18 01:00:01,245 - pyskl - INFO - Epoch [20][500/2506] lr: 2.400e-02, eta: 21:31:38, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9738, loss_cls: 0.8846, loss: 0.8846 +2024-07-18 01:00:24,202 - pyskl - INFO - Epoch [20][600/2506] lr: 2.400e-02, eta: 21:31:10, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9587, loss_cls: 0.9049, loss: 0.9049 +2024-07-18 01:00:47,189 - pyskl - INFO - Epoch [20][700/2506] lr: 2.399e-02, eta: 21:30:42, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9806, loss_cls: 0.8489, loss: 0.8489 +2024-07-18 01:01:10,146 - pyskl - INFO - Epoch [20][800/2506] lr: 2.399e-02, eta: 21:30:14, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 0.8732, loss: 0.8732 +2024-07-18 01:01:33,095 - pyskl - INFO - Epoch [20][900/2506] lr: 2.399e-02, eta: 21:29:45, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9838, loss_cls: 0.8373, loss: 0.8373 +2024-07-18 01:01:55,986 - pyskl - INFO - Epoch [20][1000/2506] lr: 2.398e-02, eta: 21:29:17, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 0.9062, loss: 0.9062 +2024-07-18 01:02:18,875 - pyskl - INFO - Epoch [20][1100/2506] lr: 2.398e-02, eta: 21:28:48, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 0.9233, loss: 0.9233 +2024-07-18 01:02:41,711 - pyskl - INFO - Epoch [20][1200/2506] lr: 2.397e-02, eta: 21:28:19, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 0.8757, loss: 0.8757 +2024-07-18 01:03:04,623 - pyskl - INFO - Epoch [20][1300/2506] lr: 2.397e-02, eta: 21:27:51, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9681, loss_cls: 0.9117, loss: 0.9117 +2024-07-18 01:03:27,495 - pyskl - INFO - Epoch [20][1400/2506] lr: 2.397e-02, eta: 21:27:22, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 0.8532, loss: 0.8532 +2024-07-18 01:03:50,467 - pyskl - INFO - Epoch [20][1500/2506] lr: 2.396e-02, eta: 21:26:54, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7856, top5_acc: 0.9675, loss_cls: 0.9693, loss: 0.9693 +2024-07-18 01:04:13,383 - pyskl - INFO - Epoch [20][1600/2506] lr: 2.396e-02, eta: 21:26:26, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9675, loss_cls: 0.9219, loss: 0.9219 +2024-07-18 01:04:36,257 - pyskl - INFO - Epoch [20][1700/2506] lr: 2.395e-02, eta: 21:25:57, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 0.8844, loss: 0.8844 +2024-07-18 01:04:59,169 - pyskl - INFO - Epoch [20][1800/2506] lr: 2.395e-02, eta: 21:25:29, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9775, loss_cls: 0.8927, loss: 0.8927 +2024-07-18 01:05:22,028 - pyskl - INFO - Epoch [20][1900/2506] lr: 2.394e-02, eta: 21:25:00, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9769, loss_cls: 0.8444, loss: 0.8444 +2024-07-18 01:05:44,901 - pyskl - INFO - Epoch [20][2000/2506] lr: 2.394e-02, eta: 21:24:31, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9681, loss_cls: 0.8978, loss: 0.8978 +2024-07-18 01:06:07,798 - pyskl - INFO - Epoch [20][2100/2506] lr: 2.394e-02, eta: 21:24:03, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 0.9049, loss: 0.9049 +2024-07-18 01:06:30,761 - pyskl - INFO - Epoch [20][2200/2506] lr: 2.393e-02, eta: 21:23:35, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9775, loss_cls: 0.9071, loss: 0.9071 +2024-07-18 01:06:53,728 - pyskl - INFO - Epoch [20][2300/2506] lr: 2.393e-02, eta: 21:23:07, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9738, loss_cls: 0.9101, loss: 0.9101 +2024-07-18 01:07:16,561 - pyskl - INFO - Epoch [20][2400/2506] lr: 2.392e-02, eta: 21:22:38, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9738, loss_cls: 0.9330, loss: 0.9330 +2024-07-18 01:07:39,415 - pyskl - INFO - Epoch [20][2500/2506] lr: 2.392e-02, eta: 21:22:10, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9706, loss_cls: 0.8984, loss: 0.8984 +2024-07-18 01:07:41,212 - pyskl - INFO - Saving checkpoint at 20 epochs +2024-07-18 01:08:57,902 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 01:08:57,973 - pyskl - INFO - +top1_acc 0.7894 +top5_acc 0.9669 +2024-07-18 01:08:57,977 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_14.pth was removed +2024-07-18 01:08:58,100 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. +2024-07-18 01:08:58,101 - pyskl - INFO - Best top1_acc is 0.7894 at 20 epoch. +2024-07-18 01:08:58,103 - pyskl - INFO - Epoch(val) [20][1031] top1_acc: 0.7894, top5_acc: 0.9669 +2024-07-18 01:09:38,755 - pyskl - INFO - Epoch [21][100/2506] lr: 2.392e-02, eta: 21:23:26, time: 0.406, data_time: 0.177, memory: 6429, top1_acc: 0.8263, top5_acc: 0.9800, loss_cls: 0.8347, loss: 0.8347 +2024-07-18 01:10:01,598 - pyskl - INFO - Epoch [21][200/2506] lr: 2.391e-02, eta: 21:22:57, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 0.8579, loss: 0.8579 +2024-07-18 01:10:24,503 - pyskl - INFO - Epoch [21][300/2506] lr: 2.391e-02, eta: 21:22:29, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 0.9645, loss: 0.9645 +2024-07-18 01:10:47,406 - pyskl - INFO - Epoch [21][400/2506] lr: 2.390e-02, eta: 21:22:01, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9719, loss_cls: 0.8887, loss: 0.8887 +2024-07-18 01:11:10,286 - pyskl - INFO - Epoch [21][500/2506] lr: 2.390e-02, eta: 21:21:32, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9631, loss_cls: 0.9130, loss: 0.9130 +2024-07-18 01:11:33,161 - pyskl - INFO - Epoch [21][600/2506] lr: 2.389e-02, eta: 21:21:03, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7981, top5_acc: 0.9719, loss_cls: 0.9319, loss: 0.9319 +2024-07-18 01:11:56,093 - pyskl - INFO - Epoch [21][700/2506] lr: 2.389e-02, eta: 21:20:35, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9712, loss_cls: 0.8857, loss: 0.8857 +2024-07-18 01:12:18,923 - pyskl - INFO - Epoch [21][800/2506] lr: 2.389e-02, eta: 21:20:07, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 0.9110, loss: 0.9110 +2024-07-18 01:12:41,866 - pyskl - INFO - Epoch [21][900/2506] lr: 2.388e-02, eta: 21:19:38, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8025, top5_acc: 0.9719, loss_cls: 0.8924, loss: 0.8924 +2024-07-18 01:13:04,748 - pyskl - INFO - Epoch [21][1000/2506] lr: 2.388e-02, eta: 21:19:10, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 0.8426, loss: 0.8426 +2024-07-18 01:13:27,625 - pyskl - INFO - Epoch [21][1100/2506] lr: 2.387e-02, eta: 21:18:42, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9681, loss_cls: 0.9652, loss: 0.9652 +2024-07-18 01:13:50,538 - pyskl - INFO - Epoch [21][1200/2506] lr: 2.387e-02, eta: 21:18:13, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 0.8781, loss: 0.8781 +2024-07-18 01:14:13,487 - pyskl - INFO - Epoch [21][1300/2506] lr: 2.386e-02, eta: 21:17:46, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 0.8799, loss: 0.8799 +2024-07-18 01:14:36,493 - pyskl - INFO - Epoch [21][1400/2506] lr: 2.386e-02, eta: 21:17:18, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9762, loss_cls: 0.8682, loss: 0.8682 +2024-07-18 01:14:59,638 - pyskl - INFO - Epoch [21][1500/2506] lr: 2.385e-02, eta: 21:16:51, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9756, loss_cls: 0.8849, loss: 0.8849 +2024-07-18 01:15:22,763 - pyskl - INFO - Epoch [21][1600/2506] lr: 2.385e-02, eta: 21:16:25, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9750, loss_cls: 0.9028, loss: 0.9028 +2024-07-18 01:15:45,647 - pyskl - INFO - Epoch [21][1700/2506] lr: 2.385e-02, eta: 21:15:56, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7981, top5_acc: 0.9719, loss_cls: 0.9306, loss: 0.9306 +2024-07-18 01:16:08,624 - pyskl - INFO - Epoch [21][1800/2506] lr: 2.384e-02, eta: 21:15:29, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 0.8207, loss: 0.8207 +2024-07-18 01:16:31,630 - pyskl - INFO - Epoch [21][1900/2506] lr: 2.384e-02, eta: 21:15:01, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9725, loss_cls: 0.8942, loss: 0.8942 +2024-07-18 01:16:54,625 - pyskl - INFO - Epoch [21][2000/2506] lr: 2.383e-02, eta: 21:14:34, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9762, loss_cls: 0.8763, loss: 0.8763 +2024-07-18 01:17:17,644 - pyskl - INFO - Epoch [21][2100/2506] lr: 2.383e-02, eta: 21:14:06, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 0.8413, loss: 0.8413 +2024-07-18 01:17:40,610 - pyskl - INFO - Epoch [21][2200/2506] lr: 2.382e-02, eta: 21:13:39, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9738, loss_cls: 0.9178, loss: 0.9178 +2024-07-18 01:18:03,560 - pyskl - INFO - Epoch [21][2300/2506] lr: 2.382e-02, eta: 21:13:11, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9706, loss_cls: 0.9261, loss: 0.9261 +2024-07-18 01:18:26,555 - pyskl - INFO - Epoch [21][2400/2506] lr: 2.382e-02, eta: 21:12:44, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 0.8450, loss: 0.8450 +2024-07-18 01:18:49,455 - pyskl - INFO - Epoch [21][2500/2506] lr: 2.381e-02, eta: 21:12:16, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7762, top5_acc: 0.9613, loss_cls: 0.9754, loss: 0.9754 +2024-07-18 01:18:51,239 - pyskl - INFO - Saving checkpoint at 21 epochs +2024-07-18 01:20:08,118 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 01:20:08,185 - pyskl - INFO - +top1_acc 0.7363 +top5_acc 0.9471 +2024-07-18 01:20:08,187 - pyskl - INFO - Epoch(val) [21][1031] top1_acc: 0.7363, top5_acc: 0.9471 +2024-07-18 01:20:48,902 - pyskl - INFO - Epoch [22][100/2506] lr: 2.381e-02, eta: 21:13:27, time: 0.407, data_time: 0.176, memory: 6429, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 0.8096, loss: 0.8096 +2024-07-18 01:21:11,828 - pyskl - INFO - Epoch [22][200/2506] lr: 2.380e-02, eta: 21:12:59, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9681, loss_cls: 0.8570, loss: 0.8570 +2024-07-18 01:21:34,807 - pyskl - INFO - Epoch [22][300/2506] lr: 2.380e-02, eta: 21:12:31, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 0.8181, loss: 0.8181 +2024-07-18 01:21:57,818 - pyskl - INFO - Epoch [22][400/2506] lr: 2.379e-02, eta: 21:12:03, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7913, top5_acc: 0.9725, loss_cls: 0.9260, loss: 0.9260 +2024-07-18 01:22:20,958 - pyskl - INFO - Epoch [22][500/2506] lr: 2.379e-02, eta: 21:11:37, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9738, loss_cls: 0.8960, loss: 0.8960 +2024-07-18 01:22:44,058 - pyskl - INFO - Epoch [22][600/2506] lr: 2.378e-02, eta: 21:11:10, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 0.8545, loss: 0.8545 +2024-07-18 01:23:07,091 - pyskl - INFO - Epoch [22][700/2506] lr: 2.378e-02, eta: 21:10:43, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8187, top5_acc: 0.9631, loss_cls: 0.8910, loss: 0.8910 +2024-07-18 01:23:30,104 - pyskl - INFO - Epoch [22][800/2506] lr: 2.377e-02, eta: 21:10:15, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9694, loss_cls: 0.9346, loss: 0.9346 +2024-07-18 01:23:53,087 - pyskl - INFO - Epoch [22][900/2506] lr: 2.377e-02, eta: 21:09:48, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 0.8365, loss: 0.8365 +2024-07-18 01:24:16,044 - pyskl - INFO - Epoch [22][1000/2506] lr: 2.377e-02, eta: 21:09:20, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 0.8832, loss: 0.8832 +2024-07-18 01:24:39,002 - pyskl - INFO - Epoch [22][1100/2506] lr: 2.376e-02, eta: 21:08:52, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8237, top5_acc: 0.9769, loss_cls: 0.8471, loss: 0.8471 +2024-07-18 01:25:01,954 - pyskl - INFO - Epoch [22][1200/2506] lr: 2.376e-02, eta: 21:08:25, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7881, top5_acc: 0.9619, loss_cls: 0.9738, loss: 0.9738 +2024-07-18 01:25:24,847 - pyskl - INFO - Epoch [22][1300/2506] lr: 2.375e-02, eta: 21:07:57, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9775, loss_cls: 0.8830, loss: 0.8830 +2024-07-18 01:25:47,745 - pyskl - INFO - Epoch [22][1400/2506] lr: 2.375e-02, eta: 21:07:29, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9719, loss_cls: 0.9375, loss: 0.9375 +2024-07-18 01:26:10,669 - pyskl - INFO - Epoch [22][1500/2506] lr: 2.374e-02, eta: 21:07:01, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9706, loss_cls: 0.9250, loss: 0.9250 +2024-07-18 01:26:33,710 - pyskl - INFO - Epoch [22][1600/2506] lr: 2.374e-02, eta: 21:06:34, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 0.8612, loss: 0.8612 +2024-07-18 01:26:56,742 - pyskl - INFO - Epoch [22][1700/2506] lr: 2.373e-02, eta: 21:06:06, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 0.8985, loss: 0.8985 +2024-07-18 01:27:19,717 - pyskl - INFO - Epoch [22][1800/2506] lr: 2.373e-02, eta: 21:05:39, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 0.8209, loss: 0.8209 +2024-07-18 01:27:42,693 - pyskl - INFO - Epoch [22][1900/2506] lr: 2.372e-02, eta: 21:05:12, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8287, top5_acc: 0.9656, loss_cls: 0.8702, loss: 0.8702 +2024-07-18 01:28:05,637 - pyskl - INFO - Epoch [22][2000/2506] lr: 2.372e-02, eta: 21:04:44, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9750, loss_cls: 0.8636, loss: 0.8636 +2024-07-18 01:28:28,543 - pyskl - INFO - Epoch [22][2100/2506] lr: 2.372e-02, eta: 21:04:16, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 0.8399, loss: 0.8399 +2024-07-18 01:28:51,442 - pyskl - INFO - Epoch [22][2200/2506] lr: 2.371e-02, eta: 21:03:48, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9731, loss_cls: 0.9142, loss: 0.9142 +2024-07-18 01:29:14,349 - pyskl - INFO - Epoch [22][2300/2506] lr: 2.371e-02, eta: 21:03:21, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7950, top5_acc: 0.9681, loss_cls: 0.9426, loss: 0.9426 +2024-07-18 01:29:37,341 - pyskl - INFO - Epoch [22][2400/2506] lr: 2.370e-02, eta: 21:02:53, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9694, loss_cls: 0.8731, loss: 0.8731 +2024-07-18 01:30:00,207 - pyskl - INFO - Epoch [22][2500/2506] lr: 2.370e-02, eta: 21:02:25, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9738, loss_cls: 0.9270, loss: 0.9270 +2024-07-18 01:30:02,034 - pyskl - INFO - Saving checkpoint at 22 epochs +2024-07-18 01:31:18,748 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 01:31:18,814 - pyskl - INFO - +top1_acc 0.7890 +top5_acc 0.9702 +2024-07-18 01:31:18,816 - pyskl - INFO - Epoch(val) [22][1031] top1_acc: 0.7890, top5_acc: 0.9702 +2024-07-18 01:31:59,771 - pyskl - INFO - Epoch [23][100/2506] lr: 2.369e-02, eta: 21:03:33, time: 0.410, data_time: 0.179, memory: 6429, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 0.8481, loss: 0.8481 +2024-07-18 01:32:22,548 - pyskl - INFO - Epoch [23][200/2506] lr: 2.369e-02, eta: 21:03:04, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8294, top5_acc: 0.9719, loss_cls: 0.8472, loss: 0.8472 +2024-07-18 01:32:45,525 - pyskl - INFO - Epoch [23][300/2506] lr: 2.368e-02, eta: 21:02:37, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 0.8663, loss: 0.8663 +2024-07-18 01:33:08,583 - pyskl - INFO - Epoch [23][400/2506] lr: 2.368e-02, eta: 21:02:10, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 0.7723, loss: 0.7723 +2024-07-18 01:33:31,688 - pyskl - INFO - Epoch [23][500/2506] lr: 2.367e-02, eta: 21:01:43, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 0.9165, loss: 0.9165 +2024-07-18 01:33:54,622 - pyskl - INFO - Epoch [23][600/2506] lr: 2.367e-02, eta: 21:01:15, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 0.8786, loss: 0.8786 +2024-07-18 01:34:17,552 - pyskl - INFO - Epoch [23][700/2506] lr: 2.366e-02, eta: 21:00:48, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7744, top5_acc: 0.9738, loss_cls: 0.9956, loss: 0.9956 +2024-07-18 01:34:40,585 - pyskl - INFO - Epoch [23][800/2506] lr: 2.366e-02, eta: 21:00:20, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9756, loss_cls: 0.8732, loss: 0.8732 +2024-07-18 01:35:03,592 - pyskl - INFO - Epoch [23][900/2506] lr: 2.365e-02, eta: 20:59:53, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9731, loss_cls: 0.8825, loss: 0.8825 +2024-07-18 01:35:26,525 - pyskl - INFO - Epoch [23][1000/2506] lr: 2.365e-02, eta: 20:59:26, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8256, top5_acc: 0.9694, loss_cls: 0.8611, loss: 0.8611 +2024-07-18 01:35:49,506 - pyskl - INFO - Epoch [23][1100/2506] lr: 2.364e-02, eta: 20:58:58, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 0.9537, loss: 0.9537 +2024-07-18 01:36:12,574 - pyskl - INFO - Epoch [23][1200/2506] lr: 2.364e-02, eta: 20:58:31, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9681, loss_cls: 0.8778, loss: 0.8778 +2024-07-18 01:36:35,442 - pyskl - INFO - Epoch [23][1300/2506] lr: 2.364e-02, eta: 20:58:04, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9800, loss_cls: 0.8537, loss: 0.8537 +2024-07-18 01:36:58,401 - pyskl - INFO - Epoch [23][1400/2506] lr: 2.363e-02, eta: 20:57:36, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9681, loss_cls: 0.8982, loss: 0.8982 +2024-07-18 01:37:21,247 - pyskl - INFO - Epoch [23][1500/2506] lr: 2.363e-02, eta: 20:57:08, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9712, loss_cls: 0.9004, loss: 0.9004 +2024-07-18 01:37:44,081 - pyskl - INFO - Epoch [23][1600/2506] lr: 2.362e-02, eta: 20:56:40, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 0.9214, loss: 0.9214 +2024-07-18 01:38:06,897 - pyskl - INFO - Epoch [23][1700/2506] lr: 2.362e-02, eta: 20:56:12, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 0.8676, loss: 0.8676 +2024-07-18 01:38:29,743 - pyskl - INFO - Epoch [23][1800/2506] lr: 2.361e-02, eta: 20:55:44, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 0.8679, loss: 0.8679 +2024-07-18 01:38:52,574 - pyskl - INFO - Epoch [23][1900/2506] lr: 2.361e-02, eta: 20:55:16, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9762, loss_cls: 0.8491, loss: 0.8491 +2024-07-18 01:39:15,418 - pyskl - INFO - Epoch [23][2000/2506] lr: 2.360e-02, eta: 20:54:48, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8187, top5_acc: 0.9656, loss_cls: 0.9068, loss: 0.9068 +2024-07-18 01:39:38,358 - pyskl - INFO - Epoch [23][2100/2506] lr: 2.360e-02, eta: 20:54:20, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 0.8620, loss: 0.8620 +2024-07-18 01:40:01,352 - pyskl - INFO - Epoch [23][2200/2506] lr: 2.359e-02, eta: 20:53:53, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 0.8220, loss: 0.8220 +2024-07-18 01:40:24,346 - pyskl - INFO - Epoch [23][2300/2506] lr: 2.359e-02, eta: 20:53:26, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9844, loss_cls: 0.8620, loss: 0.8620 +2024-07-18 01:40:47,314 - pyskl - INFO - Epoch [23][2400/2506] lr: 2.358e-02, eta: 20:52:59, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 0.9004, loss: 0.9004 +2024-07-18 01:41:10,297 - pyskl - INFO - Epoch [23][2500/2506] lr: 2.358e-02, eta: 20:52:32, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 0.8457, loss: 0.8457 +2024-07-18 01:41:12,090 - pyskl - INFO - Saving checkpoint at 23 epochs +2024-07-18 01:42:29,095 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 01:42:29,162 - pyskl - INFO - +top1_acc 0.7692 +top5_acc 0.9584 +2024-07-18 01:42:29,164 - pyskl - INFO - Epoch(val) [23][1031] top1_acc: 0.7692, top5_acc: 0.9584 +2024-07-18 01:43:10,411 - pyskl - INFO - Epoch [24][100/2506] lr: 2.357e-02, eta: 20:53:36, time: 0.412, data_time: 0.180, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 0.8859, loss: 0.8859 +2024-07-18 01:43:33,617 - pyskl - INFO - Epoch [24][200/2506] lr: 2.357e-02, eta: 20:53:10, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 0.8464, loss: 0.8464 +2024-07-18 01:43:56,661 - pyskl - INFO - Epoch [24][300/2506] lr: 2.356e-02, eta: 20:52:43, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 0.7961, loss: 0.7961 +2024-07-18 01:44:19,706 - pyskl - INFO - Epoch [24][400/2506] lr: 2.356e-02, eta: 20:52:16, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9800, loss_cls: 0.8613, loss: 0.8613 +2024-07-18 01:44:42,456 - pyskl - INFO - Epoch [24][500/2506] lr: 2.355e-02, eta: 20:51:48, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9750, loss_cls: 0.8537, loss: 0.8537 +2024-07-18 01:45:05,214 - pyskl - INFO - Epoch [24][600/2506] lr: 2.355e-02, eta: 20:51:20, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9788, loss_cls: 0.8371, loss: 0.8371 +2024-07-18 01:45:28,061 - pyskl - INFO - Epoch [24][700/2506] lr: 2.354e-02, eta: 20:50:52, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 0.8236, loss: 0.8236 +2024-07-18 01:45:50,993 - pyskl - INFO - Epoch [24][800/2506] lr: 2.354e-02, eta: 20:50:24, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 0.8731, loss: 0.8731 +2024-07-18 01:46:13,983 - pyskl - INFO - Epoch [24][900/2506] lr: 2.353e-02, eta: 20:49:57, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9725, loss_cls: 0.8890, loss: 0.8890 +2024-07-18 01:46:36,926 - pyskl - INFO - Epoch [24][1000/2506] lr: 2.353e-02, eta: 20:49:30, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9788, loss_cls: 0.8437, loss: 0.8437 +2024-07-18 01:46:59,946 - pyskl - INFO - Epoch [24][1100/2506] lr: 2.352e-02, eta: 20:49:03, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 0.8842, loss: 0.8842 +2024-07-18 01:47:22,951 - pyskl - INFO - Epoch [24][1200/2506] lr: 2.352e-02, eta: 20:48:36, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 0.8547, loss: 0.8547 +2024-07-18 01:47:45,910 - pyskl - INFO - Epoch [24][1300/2506] lr: 2.351e-02, eta: 20:48:09, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8213, top5_acc: 0.9663, loss_cls: 0.8617, loss: 0.8617 +2024-07-18 01:48:08,804 - pyskl - INFO - Epoch [24][1400/2506] lr: 2.351e-02, eta: 20:47:41, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 0.9345, loss: 0.9345 +2024-07-18 01:48:31,831 - pyskl - INFO - Epoch [24][1500/2506] lr: 2.350e-02, eta: 20:47:14, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 0.8352, loss: 0.8352 +2024-07-18 01:48:54,733 - pyskl - INFO - Epoch [24][1600/2506] lr: 2.350e-02, eta: 20:46:47, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9738, loss_cls: 0.9120, loss: 0.9120 +2024-07-18 01:49:17,651 - pyskl - INFO - Epoch [24][1700/2506] lr: 2.349e-02, eta: 20:46:19, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9756, loss_cls: 0.8423, loss: 0.8423 +2024-07-18 01:49:40,545 - pyskl - INFO - Epoch [24][1800/2506] lr: 2.349e-02, eta: 20:45:52, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 0.8478, loss: 0.8478 +2024-07-18 01:50:03,349 - pyskl - INFO - Epoch [24][1900/2506] lr: 2.348e-02, eta: 20:45:24, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9688, loss_cls: 0.9027, loss: 0.9027 +2024-07-18 01:50:26,038 - pyskl - INFO - Epoch [24][2000/2506] lr: 2.348e-02, eta: 20:44:55, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9688, loss_cls: 0.9107, loss: 0.9107 +2024-07-18 01:50:48,960 - pyskl - INFO - Epoch [24][2100/2506] lr: 2.347e-02, eta: 20:44:28, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 0.8586, loss: 0.8586 +2024-07-18 01:51:11,796 - pyskl - INFO - Epoch [24][2200/2506] lr: 2.347e-02, eta: 20:44:00, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9750, loss_cls: 0.8623, loss: 0.8623 +2024-07-18 01:51:34,644 - pyskl - INFO - Epoch [24][2300/2506] lr: 2.346e-02, eta: 20:43:32, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 0.8090, loss: 0.8090 +2024-07-18 01:51:57,509 - pyskl - INFO - Epoch [24][2400/2506] lr: 2.346e-02, eta: 20:43:05, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9700, loss_cls: 0.9197, loss: 0.9197 +2024-07-18 01:52:20,393 - pyskl - INFO - Epoch [24][2500/2506] lr: 2.345e-02, eta: 20:42:37, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9731, loss_cls: 0.9126, loss: 0.9126 +2024-07-18 01:52:22,229 - pyskl - INFO - Saving checkpoint at 24 epochs +2024-07-18 01:53:39,099 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 01:53:39,168 - pyskl - INFO - +top1_acc 0.7789 +top5_acc 0.9614 +2024-07-18 01:53:39,170 - pyskl - INFO - Epoch(val) [24][1031] top1_acc: 0.7789, top5_acc: 0.9614 +2024-07-18 01:54:19,858 - pyskl - INFO - Epoch [25][100/2506] lr: 2.345e-02, eta: 20:43:34, time: 0.407, data_time: 0.177, memory: 6429, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 0.7835, loss: 0.7835 +2024-07-18 01:54:42,752 - pyskl - INFO - Epoch [25][200/2506] lr: 2.344e-02, eta: 20:43:07, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 0.7966, loss: 0.7966 +2024-07-18 01:55:05,493 - pyskl - INFO - Epoch [25][300/2506] lr: 2.344e-02, eta: 20:42:39, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8350, top5_acc: 0.9744, loss_cls: 0.8326, loss: 0.8326 +2024-07-18 01:55:28,353 - pyskl - INFO - Epoch [25][400/2506] lr: 2.343e-02, eta: 20:42:11, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 0.8873, loss: 0.8873 +2024-07-18 01:55:51,359 - pyskl - INFO - Epoch [25][500/2506] lr: 2.343e-02, eta: 20:41:44, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 0.8218, loss: 0.8218 +2024-07-18 01:56:14,301 - pyskl - INFO - Epoch [25][600/2506] lr: 2.342e-02, eta: 20:41:17, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8419, top5_acc: 0.9738, loss_cls: 0.7825, loss: 0.7825 +2024-07-18 01:56:37,169 - pyskl - INFO - Epoch [25][700/2506] lr: 2.342e-02, eta: 20:40:49, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9775, loss_cls: 0.8647, loss: 0.8647 +2024-07-18 01:57:00,029 - pyskl - INFO - Epoch [25][800/2506] lr: 2.341e-02, eta: 20:40:22, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9738, loss_cls: 0.8916, loss: 0.8916 +2024-07-18 01:57:23,017 - pyskl - INFO - Epoch [25][900/2506] lr: 2.341e-02, eta: 20:39:55, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 0.8051, loss: 0.8051 +2024-07-18 01:57:45,859 - pyskl - INFO - Epoch [25][1000/2506] lr: 2.340e-02, eta: 20:39:27, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 0.8135, loss: 0.8135 +2024-07-18 01:58:08,733 - pyskl - INFO - Epoch [25][1100/2506] lr: 2.340e-02, eta: 20:38:59, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 0.9100, loss: 0.9100 +2024-07-18 01:58:31,668 - pyskl - INFO - Epoch [25][1200/2506] lr: 2.339e-02, eta: 20:38:32, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8263, top5_acc: 0.9706, loss_cls: 0.8274, loss: 0.8274 +2024-07-18 01:58:54,858 - pyskl - INFO - Epoch [25][1300/2506] lr: 2.339e-02, eta: 20:38:06, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8275, top5_acc: 0.9706, loss_cls: 0.8515, loss: 0.8515 +2024-07-18 01:59:17,952 - pyskl - INFO - Epoch [25][1400/2506] lr: 2.338e-02, eta: 20:37:40, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 0.8973, loss: 0.8973 +2024-07-18 01:59:40,801 - pyskl - INFO - Epoch [25][1500/2506] lr: 2.338e-02, eta: 20:37:13, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 0.8816, loss: 0.8816 +2024-07-18 02:00:03,738 - pyskl - INFO - Epoch [25][1600/2506] lr: 2.337e-02, eta: 20:36:45, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9631, loss_cls: 0.9042, loss: 0.9042 +2024-07-18 02:00:26,676 - pyskl - INFO - Epoch [25][1700/2506] lr: 2.337e-02, eta: 20:36:18, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8213, top5_acc: 0.9675, loss_cls: 0.8626, loss: 0.8626 +2024-07-18 02:00:49,632 - pyskl - INFO - Epoch [25][1800/2506] lr: 2.336e-02, eta: 20:35:51, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 0.8521, loss: 0.8521 +2024-07-18 02:01:12,578 - pyskl - INFO - Epoch [25][1900/2506] lr: 2.336e-02, eta: 20:35:24, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9694, loss_cls: 0.8515, loss: 0.8515 +2024-07-18 02:01:35,580 - pyskl - INFO - Epoch [25][2000/2506] lr: 2.335e-02, eta: 20:34:58, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9712, loss_cls: 0.8245, loss: 0.8245 +2024-07-18 02:01:58,671 - pyskl - INFO - Epoch [25][2100/2506] lr: 2.335e-02, eta: 20:34:31, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 0.8510, loss: 0.8510 +2024-07-18 02:02:21,619 - pyskl - INFO - Epoch [25][2200/2506] lr: 2.334e-02, eta: 20:34:04, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8263, top5_acc: 0.9806, loss_cls: 0.8385, loss: 0.8385 +2024-07-18 02:02:44,511 - pyskl - INFO - Epoch [25][2300/2506] lr: 2.334e-02, eta: 20:33:37, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 0.8848, loss: 0.8848 +2024-07-18 02:03:07,445 - pyskl - INFO - Epoch [25][2400/2506] lr: 2.333e-02, eta: 20:33:10, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 0.8878, loss: 0.8878 +2024-07-18 02:03:30,447 - pyskl - INFO - Epoch [25][2500/2506] lr: 2.333e-02, eta: 20:32:43, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9669, loss_cls: 0.9008, loss: 0.9008 +2024-07-18 02:03:32,281 - pyskl - INFO - Saving checkpoint at 25 epochs +2024-07-18 02:04:48,952 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 02:04:49,019 - pyskl - INFO - +top1_acc 0.7963 +top5_acc 0.9686 +2024-07-18 02:04:49,023 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_20.pth was removed +2024-07-18 02:04:49,246 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_25.pth. +2024-07-18 02:04:49,247 - pyskl - INFO - Best top1_acc is 0.7963 at 25 epoch. +2024-07-18 02:04:49,249 - pyskl - INFO - Epoch(val) [25][1031] top1_acc: 0.7963, top5_acc: 0.9686 +2024-07-18 02:05:30,291 - pyskl - INFO - Epoch [26][100/2506] lr: 2.332e-02, eta: 20:33:38, time: 0.410, data_time: 0.180, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9762, loss_cls: 0.8309, loss: 0.8309 +2024-07-18 02:05:53,271 - pyskl - INFO - Epoch [26][200/2506] lr: 2.331e-02, eta: 20:33:11, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 0.8154, loss: 0.8154 +2024-07-18 02:06:16,121 - pyskl - INFO - Epoch [26][300/2506] lr: 2.331e-02, eta: 20:32:44, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 0.7729, loss: 0.7729 +2024-07-18 02:06:38,986 - pyskl - INFO - Epoch [26][400/2506] lr: 2.330e-02, eta: 20:32:16, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 0.7820, loss: 0.7820 +2024-07-18 02:07:01,992 - pyskl - INFO - Epoch [26][500/2506] lr: 2.330e-02, eta: 20:31:50, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 0.8239, loss: 0.8239 +2024-07-18 02:07:25,054 - pyskl - INFO - Epoch [26][600/2506] lr: 2.329e-02, eta: 20:31:23, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 0.8891, loss: 0.8891 +2024-07-18 02:07:48,054 - pyskl - INFO - Epoch [26][700/2506] lr: 2.329e-02, eta: 20:30:56, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 0.7772, loss: 0.7772 +2024-07-18 02:08:10,964 - pyskl - INFO - Epoch [26][800/2506] lr: 2.328e-02, eta: 20:30:29, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 0.8510, loss: 0.8510 +2024-07-18 02:08:33,895 - pyskl - INFO - Epoch [26][900/2506] lr: 2.328e-02, eta: 20:30:02, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9706, loss_cls: 0.8951, loss: 0.8951 +2024-07-18 02:08:56,798 - pyskl - INFO - Epoch [26][1000/2506] lr: 2.327e-02, eta: 20:29:35, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8237, top5_acc: 0.9794, loss_cls: 0.8467, loss: 0.8467 +2024-07-18 02:09:19,728 - pyskl - INFO - Epoch [26][1100/2506] lr: 2.327e-02, eta: 20:29:08, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9781, loss_cls: 0.8868, loss: 0.8868 +2024-07-18 02:09:42,626 - pyskl - INFO - Epoch [26][1200/2506] lr: 2.326e-02, eta: 20:28:41, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 0.8834, loss: 0.8834 +2024-07-18 02:10:05,492 - pyskl - INFO - Epoch [26][1300/2506] lr: 2.326e-02, eta: 20:28:13, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9788, loss_cls: 0.8277, loss: 0.8277 +2024-07-18 02:10:28,418 - pyskl - INFO - Epoch [26][1400/2506] lr: 2.325e-02, eta: 20:27:46, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 0.8714, loss: 0.8714 +2024-07-18 02:10:51,342 - pyskl - INFO - Epoch [26][1500/2506] lr: 2.325e-02, eta: 20:27:19, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8300, top5_acc: 0.9681, loss_cls: 0.8185, loss: 0.8185 +2024-07-18 02:11:14,229 - pyskl - INFO - Epoch [26][1600/2506] lr: 2.324e-02, eta: 20:26:52, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 0.8284, loss: 0.8284 +2024-07-18 02:11:37,037 - pyskl - INFO - Epoch [26][1700/2506] lr: 2.324e-02, eta: 20:26:25, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 0.8854, loss: 0.8854 +2024-07-18 02:11:59,806 - pyskl - INFO - Epoch [26][1800/2506] lr: 2.323e-02, eta: 20:25:57, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 0.8348, loss: 0.8348 +2024-07-18 02:12:22,649 - pyskl - INFO - Epoch [26][1900/2506] lr: 2.322e-02, eta: 20:25:30, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9656, loss_cls: 0.8768, loss: 0.8768 +2024-07-18 02:12:45,448 - pyskl - INFO - Epoch [26][2000/2506] lr: 2.322e-02, eta: 20:25:02, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 0.8661, loss: 0.8661 +2024-07-18 02:13:08,330 - pyskl - INFO - Epoch [26][2100/2506] lr: 2.321e-02, eta: 20:24:35, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 0.8554, loss: 0.8554 +2024-07-18 02:13:31,163 - pyskl - INFO - Epoch [26][2200/2506] lr: 2.321e-02, eta: 20:24:08, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8237, top5_acc: 0.9656, loss_cls: 0.8564, loss: 0.8564 +2024-07-18 02:13:54,005 - pyskl - INFO - Epoch [26][2300/2506] lr: 2.320e-02, eta: 20:23:40, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9806, loss_cls: 0.8786, loss: 0.8786 +2024-07-18 02:14:16,961 - pyskl - INFO - Epoch [26][2400/2506] lr: 2.320e-02, eta: 20:23:13, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8263, top5_acc: 0.9700, loss_cls: 0.8242, loss: 0.8242 +2024-07-18 02:14:39,879 - pyskl - INFO - Epoch [26][2500/2506] lr: 2.319e-02, eta: 20:22:47, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9769, loss_cls: 0.8471, loss: 0.8471 +2024-07-18 02:14:41,729 - pyskl - INFO - Saving checkpoint at 26 epochs +2024-07-18 02:15:58,622 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 02:15:58,689 - pyskl - INFO - +top1_acc 0.7825 +top5_acc 0.9602 +2024-07-18 02:15:58,691 - pyskl - INFO - Epoch(val) [26][1031] top1_acc: 0.7825, top5_acc: 0.9602 +2024-07-18 02:16:39,215 - pyskl - INFO - Epoch [27][100/2506] lr: 2.319e-02, eta: 20:23:35, time: 0.405, data_time: 0.177, memory: 6429, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 0.7514, loss: 0.7514 +2024-07-18 02:17:02,108 - pyskl - INFO - Epoch [27][200/2506] lr: 2.318e-02, eta: 20:23:08, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 0.7819, loss: 0.7819 +2024-07-18 02:17:25,032 - pyskl - INFO - Epoch [27][300/2506] lr: 2.318e-02, eta: 20:22:41, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8213, top5_acc: 0.9762, loss_cls: 0.8168, loss: 0.8168 +2024-07-18 02:17:47,889 - pyskl - INFO - Epoch [27][400/2506] lr: 2.317e-02, eta: 20:22:14, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8169, top5_acc: 0.9812, loss_cls: 0.8258, loss: 0.8258 +2024-07-18 02:18:10,769 - pyskl - INFO - Epoch [27][500/2506] lr: 2.316e-02, eta: 20:21:47, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8313, top5_acc: 0.9812, loss_cls: 0.7938, loss: 0.7938 +2024-07-18 02:18:33,633 - pyskl - INFO - Epoch [27][600/2506] lr: 2.316e-02, eta: 20:21:19, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 0.7830, loss: 0.7830 +2024-07-18 02:18:56,510 - pyskl - INFO - Epoch [27][700/2506] lr: 2.315e-02, eta: 20:20:52, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9750, loss_cls: 0.8646, loss: 0.8646 +2024-07-18 02:19:19,371 - pyskl - INFO - Epoch [27][800/2506] lr: 2.315e-02, eta: 20:20:25, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 0.8579, loss: 0.8579 +2024-07-18 02:19:42,222 - pyskl - INFO - Epoch [27][900/2506] lr: 2.314e-02, eta: 20:19:58, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9769, loss_cls: 0.8421, loss: 0.8421 +2024-07-18 02:20:05,099 - pyskl - INFO - Epoch [27][1000/2506] lr: 2.314e-02, eta: 20:19:31, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 0.7902, loss: 0.7902 +2024-07-18 02:20:27,998 - pyskl - INFO - Epoch [27][1100/2506] lr: 2.313e-02, eta: 20:19:04, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9775, loss_cls: 0.8122, loss: 0.8122 +2024-07-18 02:20:50,914 - pyskl - INFO - Epoch [27][1200/2506] lr: 2.313e-02, eta: 20:18:37, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 0.8425, loss: 0.8425 +2024-07-18 02:21:13,829 - pyskl - INFO - Epoch [27][1300/2506] lr: 2.312e-02, eta: 20:18:10, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9706, loss_cls: 0.9088, loss: 0.9088 +2024-07-18 02:21:36,822 - pyskl - INFO - Epoch [27][1400/2506] lr: 2.312e-02, eta: 20:17:43, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 0.8822, loss: 0.8822 +2024-07-18 02:21:59,794 - pyskl - INFO - Epoch [27][1500/2506] lr: 2.311e-02, eta: 20:17:17, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8488, top5_acc: 0.9862, loss_cls: 0.7387, loss: 0.7387 +2024-07-18 02:22:22,678 - pyskl - INFO - Epoch [27][1600/2506] lr: 2.310e-02, eta: 20:16:50, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9694, loss_cls: 0.8612, loss: 0.8612 +2024-07-18 02:22:45,525 - pyskl - INFO - Epoch [27][1700/2506] lr: 2.310e-02, eta: 20:16:22, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 0.8938, loss: 0.8938 +2024-07-18 02:23:08,379 - pyskl - INFO - Epoch [27][1800/2506] lr: 2.309e-02, eta: 20:15:55, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 0.9133, loss: 0.9133 +2024-07-18 02:23:31,158 - pyskl - INFO - Epoch [27][1900/2506] lr: 2.309e-02, eta: 20:15:28, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9744, loss_cls: 0.8828, loss: 0.8828 +2024-07-18 02:23:54,083 - pyskl - INFO - Epoch [27][2000/2506] lr: 2.308e-02, eta: 20:15:01, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 0.8336, loss: 0.8336 +2024-07-18 02:24:16,927 - pyskl - INFO - Epoch [27][2100/2506] lr: 2.308e-02, eta: 20:14:34, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9725, loss_cls: 0.8913, loss: 0.8913 +2024-07-18 02:24:39,635 - pyskl - INFO - Epoch [27][2200/2506] lr: 2.307e-02, eta: 20:14:06, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9750, loss_cls: 0.8659, loss: 0.8659 +2024-07-18 02:25:02,390 - pyskl - INFO - Epoch [27][2300/2506] lr: 2.307e-02, eta: 20:13:39, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9606, loss_cls: 0.9291, loss: 0.9291 +2024-07-18 02:25:25,152 - pyskl - INFO - Epoch [27][2400/2506] lr: 2.306e-02, eta: 20:13:11, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 0.8913, loss: 0.8913 +2024-07-18 02:25:48,015 - pyskl - INFO - Epoch [27][2500/2506] lr: 2.305e-02, eta: 20:12:44, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9750, loss_cls: 0.8452, loss: 0.8452 +2024-07-18 02:25:49,785 - pyskl - INFO - Saving checkpoint at 27 epochs +2024-07-18 02:27:06,594 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 02:27:06,661 - pyskl - INFO - +top1_acc 0.7668 +top5_acc 0.9623 +2024-07-18 02:27:06,663 - pyskl - INFO - Epoch(val) [27][1031] top1_acc: 0.7668, top5_acc: 0.9623 +2024-07-18 02:27:47,649 - pyskl - INFO - Epoch [28][100/2506] lr: 2.305e-02, eta: 20:13:32, time: 0.410, data_time: 0.181, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 0.8354, loss: 0.8354 +2024-07-18 02:28:10,504 - pyskl - INFO - Epoch [28][200/2506] lr: 2.304e-02, eta: 20:13:05, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8319, top5_acc: 0.9719, loss_cls: 0.8194, loss: 0.8194 +2024-07-18 02:28:33,235 - pyskl - INFO - Epoch [28][300/2506] lr: 2.304e-02, eta: 20:12:37, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8375, top5_acc: 0.9800, loss_cls: 0.8091, loss: 0.8091 +2024-07-18 02:28:55,985 - pyskl - INFO - Epoch [28][400/2506] lr: 2.303e-02, eta: 20:12:09, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 0.8352, loss: 0.8352 +2024-07-18 02:29:18,807 - pyskl - INFO - Epoch [28][500/2506] lr: 2.303e-02, eta: 20:11:42, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 0.8466, loss: 0.8466 +2024-07-18 02:29:41,673 - pyskl - INFO - Epoch [28][600/2506] lr: 2.302e-02, eta: 20:11:15, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9800, loss_cls: 0.8321, loss: 0.8321 +2024-07-18 02:30:04,562 - pyskl - INFO - Epoch [28][700/2506] lr: 2.301e-02, eta: 20:10:48, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 0.8704, loss: 0.8704 +2024-07-18 02:30:27,435 - pyskl - INFO - Epoch [28][800/2506] lr: 2.301e-02, eta: 20:10:21, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 0.8085, loss: 0.8085 +2024-07-18 02:30:50,290 - pyskl - INFO - Epoch [28][900/2506] lr: 2.300e-02, eta: 20:09:54, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 0.8557, loss: 0.8557 +2024-07-18 02:31:13,202 - pyskl - INFO - Epoch [28][1000/2506] lr: 2.300e-02, eta: 20:09:27, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 0.8680, loss: 0.8680 +2024-07-18 02:31:36,123 - pyskl - INFO - Epoch [28][1100/2506] lr: 2.299e-02, eta: 20:09:00, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8306, top5_acc: 0.9725, loss_cls: 0.8033, loss: 0.8033 +2024-07-18 02:31:59,000 - pyskl - INFO - Epoch [28][1200/2506] lr: 2.299e-02, eta: 20:08:34, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9762, loss_cls: 0.8793, loss: 0.8793 +2024-07-18 02:32:21,856 - pyskl - INFO - Epoch [28][1300/2506] lr: 2.298e-02, eta: 20:08:07, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8363, top5_acc: 0.9812, loss_cls: 0.7767, loss: 0.7767 +2024-07-18 02:32:44,798 - pyskl - INFO - Epoch [28][1400/2506] lr: 2.298e-02, eta: 20:07:40, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 0.8705, loss: 0.8705 +2024-07-18 02:33:07,762 - pyskl - INFO - Epoch [28][1500/2506] lr: 2.297e-02, eta: 20:07:13, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 0.8283, loss: 0.8283 +2024-07-18 02:33:30,750 - pyskl - INFO - Epoch [28][1600/2506] lr: 2.296e-02, eta: 20:06:47, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 0.7774, loss: 0.7774 +2024-07-18 02:33:53,844 - pyskl - INFO - Epoch [28][1700/2506] lr: 2.296e-02, eta: 20:06:21, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 0.8091, loss: 0.8091 +2024-07-18 02:34:16,811 - pyskl - INFO - Epoch [28][1800/2506] lr: 2.295e-02, eta: 20:05:55, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9700, loss_cls: 0.9149, loss: 0.9149 +2024-07-18 02:34:39,738 - pyskl - INFO - Epoch [28][1900/2506] lr: 2.295e-02, eta: 20:05:28, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 0.8523, loss: 0.8523 +2024-07-18 02:35:02,742 - pyskl - INFO - Epoch [28][2000/2506] lr: 2.294e-02, eta: 20:05:02, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9675, loss_cls: 0.8689, loss: 0.8689 +2024-07-18 02:35:25,775 - pyskl - INFO - Epoch [28][2100/2506] lr: 2.293e-02, eta: 20:04:36, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8300, top5_acc: 0.9800, loss_cls: 0.8328, loss: 0.8328 +2024-07-18 02:35:48,672 - pyskl - INFO - Epoch [28][2200/2506] lr: 2.293e-02, eta: 20:04:09, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9669, loss_cls: 0.8806, loss: 0.8806 +2024-07-18 02:36:11,688 - pyskl - INFO - Epoch [28][2300/2506] lr: 2.292e-02, eta: 20:03:43, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9788, loss_cls: 0.8263, loss: 0.8263 +2024-07-18 02:36:34,692 - pyskl - INFO - Epoch [28][2400/2506] lr: 2.292e-02, eta: 20:03:16, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 0.8812, loss: 0.8812 +2024-07-18 02:36:57,651 - pyskl - INFO - Epoch [28][2500/2506] lr: 2.291e-02, eta: 20:02:50, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 0.8446, loss: 0.8446 +2024-07-18 02:36:59,440 - pyskl - INFO - Saving checkpoint at 28 epochs +2024-07-18 02:38:16,221 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 02:38:16,288 - pyskl - INFO - +top1_acc 0.7806 +top5_acc 0.9643 +2024-07-18 02:38:16,290 - pyskl - INFO - Epoch(val) [28][1031] top1_acc: 0.7806, top5_acc: 0.9643 +2024-07-18 02:38:57,230 - pyskl - INFO - Epoch [29][100/2506] lr: 2.291e-02, eta: 20:03:34, time: 0.409, data_time: 0.180, memory: 6429, top1_acc: 0.8306, top5_acc: 0.9819, loss_cls: 0.7783, loss: 0.7783 +2024-07-18 02:39:20,190 - pyskl - INFO - Epoch [29][200/2506] lr: 2.290e-02, eta: 20:03:08, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9788, loss_cls: 0.8556, loss: 0.8556 +2024-07-18 02:39:43,076 - pyskl - INFO - Epoch [29][300/2506] lr: 2.289e-02, eta: 20:02:41, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 0.7849, loss: 0.7849 +2024-07-18 02:40:06,048 - pyskl - INFO - Epoch [29][400/2506] lr: 2.289e-02, eta: 20:02:14, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8263, top5_acc: 0.9812, loss_cls: 0.7868, loss: 0.7868 +2024-07-18 02:40:29,071 - pyskl - INFO - Epoch [29][500/2506] lr: 2.288e-02, eta: 20:01:48, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 0.8280, loss: 0.8280 +2024-07-18 02:40:52,021 - pyskl - INFO - Epoch [29][600/2506] lr: 2.288e-02, eta: 20:01:22, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9775, loss_cls: 0.8125, loss: 0.8125 +2024-07-18 02:41:15,029 - pyskl - INFO - Epoch [29][700/2506] lr: 2.287e-02, eta: 20:00:55, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 0.8360, loss: 0.8360 +2024-07-18 02:41:37,945 - pyskl - INFO - Epoch [29][800/2506] lr: 2.287e-02, eta: 20:00:29, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9769, loss_cls: 0.8332, loss: 0.8332 +2024-07-18 02:42:00,926 - pyskl - INFO - Epoch [29][900/2506] lr: 2.286e-02, eta: 20:00:02, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9712, loss_cls: 0.8375, loss: 0.8375 +2024-07-18 02:42:23,893 - pyskl - INFO - Epoch [29][1000/2506] lr: 2.285e-02, eta: 19:59:36, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 0.8081, loss: 0.8081 +2024-07-18 02:42:46,890 - pyskl - INFO - Epoch [29][1100/2506] lr: 2.285e-02, eta: 19:59:10, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 0.8539, loss: 0.8539 +2024-07-18 02:43:09,856 - pyskl - INFO - Epoch [29][1200/2506] lr: 2.284e-02, eta: 19:58:43, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 0.8530, loss: 0.8530 +2024-07-18 02:43:32,773 - pyskl - INFO - Epoch [29][1300/2506] lr: 2.284e-02, eta: 19:58:17, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9688, loss_cls: 0.8336, loss: 0.8336 +2024-07-18 02:43:55,676 - pyskl - INFO - Epoch [29][1400/2506] lr: 2.283e-02, eta: 19:57:50, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8237, top5_acc: 0.9794, loss_cls: 0.8297, loss: 0.8297 +2024-07-18 02:44:18,734 - pyskl - INFO - Epoch [29][1500/2506] lr: 2.282e-02, eta: 19:57:24, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9744, loss_cls: 0.8372, loss: 0.8372 +2024-07-18 02:44:41,539 - pyskl - INFO - Epoch [29][1600/2506] lr: 2.282e-02, eta: 19:56:57, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 0.8175, loss: 0.8175 +2024-07-18 02:45:04,423 - pyskl - INFO - Epoch [29][1700/2506] lr: 2.281e-02, eta: 19:56:30, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8269, top5_acc: 0.9731, loss_cls: 0.8113, loss: 0.8113 +2024-07-18 02:45:27,281 - pyskl - INFO - Epoch [29][1800/2506] lr: 2.281e-02, eta: 19:56:03, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9738, loss_cls: 0.8599, loss: 0.8599 +2024-07-18 02:45:50,070 - pyskl - INFO - Epoch [29][1900/2506] lr: 2.280e-02, eta: 19:55:36, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9769, loss_cls: 0.8627, loss: 0.8627 +2024-07-18 02:46:13,102 - pyskl - INFO - Epoch [29][2000/2506] lr: 2.279e-02, eta: 19:55:10, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 0.8076, loss: 0.8076 +2024-07-18 02:46:36,219 - pyskl - INFO - Epoch [29][2100/2506] lr: 2.279e-02, eta: 19:54:45, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 0.8721, loss: 0.8721 +2024-07-18 02:46:59,229 - pyskl - INFO - Epoch [29][2200/2506] lr: 2.278e-02, eta: 19:54:18, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9781, loss_cls: 0.8569, loss: 0.8569 +2024-07-18 02:47:22,145 - pyskl - INFO - Epoch [29][2300/2506] lr: 2.278e-02, eta: 19:53:52, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 0.8044, loss: 0.8044 +2024-07-18 02:47:45,050 - pyskl - INFO - Epoch [29][2400/2506] lr: 2.277e-02, eta: 19:53:25, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8156, top5_acc: 0.9606, loss_cls: 0.8590, loss: 0.8590 +2024-07-18 02:48:07,961 - pyskl - INFO - Epoch [29][2500/2506] lr: 2.276e-02, eta: 19:52:59, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 0.7998, loss: 0.7998 +2024-07-18 02:48:09,742 - pyskl - INFO - Saving checkpoint at 29 epochs +2024-07-18 02:49:26,464 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 02:49:26,531 - pyskl - INFO - +top1_acc 0.7772 +top5_acc 0.9628 +2024-07-18 02:49:26,533 - pyskl - INFO - Epoch(val) [29][1031] top1_acc: 0.7772, top5_acc: 0.9628 +2024-07-18 02:50:08,030 - pyskl - INFO - Epoch [30][100/2506] lr: 2.276e-02, eta: 19:53:42, time: 0.415, data_time: 0.179, memory: 6429, top1_acc: 0.8337, top5_acc: 0.9844, loss_cls: 0.7921, loss: 0.7921 +2024-07-18 02:50:31,579 - pyskl - INFO - Epoch [30][200/2506] lr: 2.275e-02, eta: 19:53:19, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8350, top5_acc: 0.9706, loss_cls: 0.8130, loss: 0.8130 +2024-07-18 02:50:55,261 - pyskl - INFO - Epoch [30][300/2506] lr: 2.275e-02, eta: 19:52:55, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 0.7726, loss: 0.7726 +2024-07-18 02:51:18,753 - pyskl - INFO - Epoch [30][400/2506] lr: 2.274e-02, eta: 19:52:31, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 0.8122, loss: 0.8122 +2024-07-18 02:51:42,231 - pyskl - INFO - Epoch [30][500/2506] lr: 2.273e-02, eta: 19:52:07, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8419, top5_acc: 0.9831, loss_cls: 0.7526, loss: 0.7526 +2024-07-18 02:52:05,690 - pyskl - INFO - Epoch [30][600/2506] lr: 2.273e-02, eta: 19:51:42, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9738, loss_cls: 0.8713, loss: 0.8713 +2024-07-18 02:52:29,145 - pyskl - INFO - Epoch [30][700/2506] lr: 2.272e-02, eta: 19:51:18, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 0.8638, loss: 0.8638 +2024-07-18 02:52:52,655 - pyskl - INFO - Epoch [30][800/2506] lr: 2.272e-02, eta: 19:50:54, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9775, loss_cls: 0.8094, loss: 0.8094 +2024-07-18 02:53:16,155 - pyskl - INFO - Epoch [30][900/2506] lr: 2.271e-02, eta: 19:50:30, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 0.8163, loss: 0.8163 +2024-07-18 02:53:39,629 - pyskl - INFO - Epoch [30][1000/2506] lr: 2.270e-02, eta: 19:50:05, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8319, top5_acc: 0.9725, loss_cls: 0.8173, loss: 0.8173 +2024-07-18 02:54:03,109 - pyskl - INFO - Epoch [30][1100/2506] lr: 2.270e-02, eta: 19:49:41, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8456, top5_acc: 0.9738, loss_cls: 0.7806, loss: 0.7806 +2024-07-18 02:54:26,552 - pyskl - INFO - Epoch [30][1200/2506] lr: 2.269e-02, eta: 19:49:17, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8413, top5_acc: 0.9731, loss_cls: 0.7722, loss: 0.7722 +2024-07-18 02:54:50,008 - pyskl - INFO - Epoch [30][1300/2506] lr: 2.269e-02, eta: 19:48:53, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 0.8117, loss: 0.8117 +2024-07-18 02:55:13,378 - pyskl - INFO - Epoch [30][1400/2506] lr: 2.268e-02, eta: 19:48:28, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 0.8479, loss: 0.8479 +2024-07-18 02:55:36,831 - pyskl - INFO - Epoch [30][1500/2506] lr: 2.267e-02, eta: 19:48:04, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 0.8351, loss: 0.8351 +2024-07-18 02:56:00,279 - pyskl - INFO - Epoch [30][1600/2506] lr: 2.267e-02, eta: 19:47:39, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 0.8693, loss: 0.8693 +2024-07-18 02:56:23,846 - pyskl - INFO - Epoch [30][1700/2506] lr: 2.266e-02, eta: 19:47:15, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9762, loss_cls: 0.8521, loss: 0.8521 +2024-07-18 02:56:47,424 - pyskl - INFO - Epoch [30][1800/2506] lr: 2.266e-02, eta: 19:46:52, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 0.8821, loss: 0.8821 +2024-07-18 02:57:10,999 - pyskl - INFO - Epoch [30][1900/2506] lr: 2.265e-02, eta: 19:46:28, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 0.8292, loss: 0.8292 +2024-07-18 02:57:34,663 - pyskl - INFO - Epoch [30][2000/2506] lr: 2.264e-02, eta: 19:46:04, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8300, top5_acc: 0.9725, loss_cls: 0.8254, loss: 0.8254 +2024-07-18 02:57:58,416 - pyskl - INFO - Epoch [30][2100/2506] lr: 2.264e-02, eta: 19:45:41, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 0.8264, loss: 0.8264 +2024-07-18 02:58:22,106 - pyskl - INFO - Epoch [30][2200/2506] lr: 2.263e-02, eta: 19:45:18, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8213, top5_acc: 0.9781, loss_cls: 0.8120, loss: 0.8120 +2024-07-18 02:58:45,712 - pyskl - INFO - Epoch [30][2300/2506] lr: 2.263e-02, eta: 19:44:54, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 0.8323, loss: 0.8323 +2024-07-18 02:59:09,302 - pyskl - INFO - Epoch [30][2400/2506] lr: 2.262e-02, eta: 19:44:30, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9731, loss_cls: 0.8645, loss: 0.8645 +2024-07-18 02:59:32,858 - pyskl - INFO - Epoch [30][2500/2506] lr: 2.261e-02, eta: 19:44:06, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9744, loss_cls: 0.8805, loss: 0.8805 +2024-07-18 02:59:34,672 - pyskl - INFO - Saving checkpoint at 30 epochs +2024-07-18 03:00:51,278 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 03:00:51,345 - pyskl - INFO - +top1_acc 0.7981 +top5_acc 0.9676 +2024-07-18 03:00:51,349 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_25.pth was removed +2024-07-18 03:00:51,472 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_30.pth. +2024-07-18 03:00:51,473 - pyskl - INFO - Best top1_acc is 0.7981 at 30 epoch. +2024-07-18 03:00:51,475 - pyskl - INFO - Epoch(val) [30][1031] top1_acc: 0.7981, top5_acc: 0.9676 +2024-07-18 03:01:32,987 - pyskl - INFO - Epoch [31][100/2506] lr: 2.261e-02, eta: 19:44:47, time: 0.415, data_time: 0.177, memory: 6430, top1_acc: 0.8200, top5_acc: 0.9831, loss_cls: 0.8856, loss: 0.8856 +2024-07-18 03:01:56,267 - pyskl - INFO - Epoch [31][200/2506] lr: 2.260e-02, eta: 19:44:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 0.8506, loss: 0.8506 +2024-07-18 03:02:19,643 - pyskl - INFO - Epoch [31][300/2506] lr: 2.259e-02, eta: 19:43:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 0.8824, loss: 0.8824 +2024-07-18 03:02:42,950 - pyskl - INFO - Epoch [31][400/2506] lr: 2.259e-02, eta: 19:43:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 0.9044, loss: 0.9044 +2024-07-18 03:03:06,201 - pyskl - INFO - Epoch [31][500/2506] lr: 2.258e-02, eta: 19:43:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 0.9032, loss: 0.9032 +2024-07-18 03:03:29,525 - pyskl - INFO - Epoch [31][600/2506] lr: 2.258e-02, eta: 19:42:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8087, top5_acc: 0.9756, loss_cls: 0.9458, loss: 0.9458 +2024-07-18 03:03:52,797 - pyskl - INFO - Epoch [31][700/2506] lr: 2.257e-02, eta: 19:42:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 0.8991, loss: 0.8991 +2024-07-18 03:04:16,080 - pyskl - INFO - Epoch [31][800/2506] lr: 2.256e-02, eta: 19:41:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 0.8652, loss: 0.8652 +2024-07-18 03:04:39,354 - pyskl - INFO - Epoch [31][900/2506] lr: 2.256e-02, eta: 19:41:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 0.8939, loss: 0.8939 +2024-07-18 03:05:02,614 - pyskl - INFO - Epoch [31][1000/2506] lr: 2.255e-02, eta: 19:41:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 0.8616, loss: 0.8616 +2024-07-18 03:05:25,883 - pyskl - INFO - Epoch [31][1100/2506] lr: 2.254e-02, eta: 19:40:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 0.8673, loss: 0.8673 +2024-07-18 03:05:49,132 - pyskl - INFO - Epoch [31][1200/2506] lr: 2.254e-02, eta: 19:40:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 0.8905, loss: 0.8905 +2024-07-18 03:06:12,380 - pyskl - INFO - Epoch [31][1300/2506] lr: 2.253e-02, eta: 19:39:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8106, top5_acc: 0.9750, loss_cls: 0.9329, loss: 0.9329 +2024-07-18 03:06:35,640 - pyskl - INFO - Epoch [31][1400/2506] lr: 2.253e-02, eta: 19:39:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 0.8710, loss: 0.8710 +2024-07-18 03:06:58,911 - pyskl - INFO - Epoch [31][1500/2506] lr: 2.252e-02, eta: 19:38:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9663, loss_cls: 0.8795, loss: 0.8795 +2024-07-18 03:07:22,210 - pyskl - INFO - Epoch [31][1600/2506] lr: 2.251e-02, eta: 19:38:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9694, loss_cls: 0.8716, loss: 0.8716 +2024-07-18 03:07:45,624 - pyskl - INFO - Epoch [31][1700/2506] lr: 2.251e-02, eta: 19:38:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 0.9419, loss: 0.9419 +2024-07-18 03:08:09,064 - pyskl - INFO - Epoch [31][1800/2506] lr: 2.250e-02, eta: 19:37:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8100, top5_acc: 0.9762, loss_cls: 0.9488, loss: 0.9488 +2024-07-18 03:08:32,499 - pyskl - INFO - Epoch [31][1900/2506] lr: 2.249e-02, eta: 19:37:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 0.8380, loss: 0.8380 +2024-07-18 03:08:55,919 - pyskl - INFO - Epoch [31][2000/2506] lr: 2.249e-02, eta: 19:36:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 0.8702, loss: 0.8702 +2024-07-18 03:09:19,143 - pyskl - INFO - Epoch [31][2100/2506] lr: 2.248e-02, eta: 19:36:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9738, loss_cls: 0.8833, loss: 0.8833 +2024-07-18 03:09:42,366 - pyskl - INFO - Epoch [31][2200/2506] lr: 2.248e-02, eta: 19:36:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8063, top5_acc: 0.9744, loss_cls: 0.9391, loss: 0.9391 +2024-07-18 03:10:05,643 - pyskl - INFO - Epoch [31][2300/2506] lr: 2.247e-02, eta: 19:35:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 0.8770, loss: 0.8770 +2024-07-18 03:10:28,863 - pyskl - INFO - Epoch [31][2400/2506] lr: 2.246e-02, eta: 19:35:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 0.8805, loss: 0.8805 +2024-07-18 03:10:52,175 - pyskl - INFO - Epoch [31][2500/2506] lr: 2.246e-02, eta: 19:34:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8013, top5_acc: 0.9744, loss_cls: 0.9368, loss: 0.9368 +2024-07-18 03:10:54,005 - pyskl - INFO - Saving checkpoint at 31 epochs +2024-07-18 03:12:10,929 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 03:12:10,997 - pyskl - INFO - +top1_acc 0.8088 +top5_acc 0.9708 +2024-07-18 03:12:11,001 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_30.pth was removed +2024-07-18 03:12:11,127 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_31.pth. +2024-07-18 03:12:11,127 - pyskl - INFO - Best top1_acc is 0.8088 at 31 epoch. +2024-07-18 03:12:11,129 - pyskl - INFO - Epoch(val) [31][1031] top1_acc: 0.8088, top5_acc: 0.9708 +2024-07-18 03:12:52,698 - pyskl - INFO - Epoch [32][100/2506] lr: 2.245e-02, eta: 19:35:26, time: 0.416, data_time: 0.178, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9731, loss_cls: 0.8084, loss: 0.8084 +2024-07-18 03:13:15,954 - pyskl - INFO - Epoch [32][200/2506] lr: 2.244e-02, eta: 19:35:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9725, loss_cls: 0.8683, loss: 0.8683 +2024-07-18 03:13:39,180 - pyskl - INFO - Epoch [32][300/2506] lr: 2.244e-02, eta: 19:34:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 0.8373, loss: 0.8373 +2024-07-18 03:14:02,484 - pyskl - INFO - Epoch [32][400/2506] lr: 2.243e-02, eta: 19:34:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9800, loss_cls: 0.8286, loss: 0.8286 +2024-07-18 03:14:25,796 - pyskl - INFO - Epoch [32][500/2506] lr: 2.243e-02, eta: 19:33:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8144, top5_acc: 0.9631, loss_cls: 0.9243, loss: 0.9243 +2024-07-18 03:14:49,058 - pyskl - INFO - Epoch [32][600/2506] lr: 2.242e-02, eta: 19:33:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 0.8725, loss: 0.8725 +2024-07-18 03:15:12,364 - pyskl - INFO - Epoch [32][700/2506] lr: 2.241e-02, eta: 19:32:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 0.9226, loss: 0.9226 +2024-07-18 03:15:35,580 - pyskl - INFO - Epoch [32][800/2506] lr: 2.241e-02, eta: 19:32:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 0.8831, loss: 0.8831 +2024-07-18 03:15:58,854 - pyskl - INFO - Epoch [32][900/2506] lr: 2.240e-02, eta: 19:32:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 0.8502, loss: 0.8502 +2024-07-18 03:16:22,145 - pyskl - INFO - Epoch [32][1000/2506] lr: 2.239e-02, eta: 19:31:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 0.7940, loss: 0.7940 +2024-07-18 03:16:45,442 - pyskl - INFO - Epoch [32][1100/2506] lr: 2.239e-02, eta: 19:31:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 0.8853, loss: 0.8853 +2024-07-18 03:17:08,712 - pyskl - INFO - Epoch [32][1200/2506] lr: 2.238e-02, eta: 19:30:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 0.8123, loss: 0.8123 +2024-07-18 03:17:32,006 - pyskl - INFO - Epoch [32][1300/2506] lr: 2.237e-02, eta: 19:30:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 0.9403, loss: 0.9403 +2024-07-18 03:17:55,296 - pyskl - INFO - Epoch [32][1400/2506] lr: 2.237e-02, eta: 19:30:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9812, loss_cls: 0.8237, loss: 0.8237 +2024-07-18 03:18:18,583 - pyskl - INFO - Epoch [32][1500/2506] lr: 2.236e-02, eta: 19:29:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 0.8386, loss: 0.8386 +2024-07-18 03:18:41,873 - pyskl - INFO - Epoch [32][1600/2506] lr: 2.235e-02, eta: 19:29:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9700, loss_cls: 0.8879, loss: 0.8879 +2024-07-18 03:19:05,271 - pyskl - INFO - Epoch [32][1700/2506] lr: 2.235e-02, eta: 19:28:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 0.8836, loss: 0.8836 +2024-07-18 03:19:28,820 - pyskl - INFO - Epoch [32][1800/2506] lr: 2.234e-02, eta: 19:28:21, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 0.8602, loss: 0.8602 +2024-07-18 03:19:52,352 - pyskl - INFO - Epoch [32][1900/2506] lr: 2.234e-02, eta: 19:27:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9694, loss_cls: 0.8928, loss: 0.8928 +2024-07-18 03:20:15,862 - pyskl - INFO - Epoch [32][2000/2506] lr: 2.233e-02, eta: 19:27:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 0.8964, loss: 0.8964 +2024-07-18 03:20:39,200 - pyskl - INFO - Epoch [32][2100/2506] lr: 2.232e-02, eta: 19:27:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9794, loss_cls: 0.8411, loss: 0.8411 +2024-07-18 03:21:02,520 - pyskl - INFO - Epoch [32][2200/2506] lr: 2.232e-02, eta: 19:26:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 0.8723, loss: 0.8723 +2024-07-18 03:21:25,865 - pyskl - INFO - Epoch [32][2300/2506] lr: 2.231e-02, eta: 19:26:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 0.8596, loss: 0.8596 +2024-07-18 03:21:49,150 - pyskl - INFO - Epoch [32][2400/2506] lr: 2.230e-02, eta: 19:25:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8219, top5_acc: 0.9700, loss_cls: 0.9205, loss: 0.9205 +2024-07-18 03:22:12,439 - pyskl - INFO - Epoch [32][2500/2506] lr: 2.230e-02, eta: 19:25:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 0.9041, loss: 0.9041 +2024-07-18 03:22:14,219 - pyskl - INFO - Saving checkpoint at 32 epochs +2024-07-18 03:23:30,964 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 03:23:31,031 - pyskl - INFO - +top1_acc 0.7693 +top5_acc 0.9628 +2024-07-18 03:23:31,033 - pyskl - INFO - Epoch(val) [32][1031] top1_acc: 0.7693, top5_acc: 0.9628 +2024-07-18 03:24:12,308 - pyskl - INFO - Epoch [33][100/2506] lr: 2.229e-02, eta: 19:26:03, time: 0.413, data_time: 0.176, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 0.8633, loss: 0.8633 +2024-07-18 03:24:35,537 - pyskl - INFO - Epoch [33][200/2506] lr: 2.228e-02, eta: 19:25:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9738, loss_cls: 0.7839, loss: 0.7839 +2024-07-18 03:24:58,772 - pyskl - INFO - Epoch [33][300/2506] lr: 2.228e-02, eta: 19:25:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9788, loss_cls: 0.8692, loss: 0.8692 +2024-07-18 03:25:22,044 - pyskl - INFO - Epoch [33][400/2506] lr: 2.227e-02, eta: 19:24:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9688, loss_cls: 0.8783, loss: 0.8783 +2024-07-18 03:25:45,344 - pyskl - INFO - Epoch [33][500/2506] lr: 2.226e-02, eta: 19:24:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8156, top5_acc: 0.9644, loss_cls: 0.9722, loss: 0.9722 +2024-07-18 03:26:08,579 - pyskl - INFO - Epoch [33][600/2506] lr: 2.226e-02, eta: 19:23:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 0.8555, loss: 0.8555 +2024-07-18 03:26:31,796 - pyskl - INFO - Epoch [33][700/2506] lr: 2.225e-02, eta: 19:23:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9700, loss_cls: 0.8712, loss: 0.8712 +2024-07-18 03:26:55,019 - pyskl - INFO - Epoch [33][800/2506] lr: 2.224e-02, eta: 19:23:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8137, top5_acc: 0.9775, loss_cls: 0.9158, loss: 0.9158 +2024-07-18 03:27:18,284 - pyskl - INFO - Epoch [33][900/2506] lr: 2.224e-02, eta: 19:22:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 0.9109, loss: 0.9109 +2024-07-18 03:27:41,699 - pyskl - INFO - Epoch [33][1000/2506] lr: 2.223e-02, eta: 19:22:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 0.8524, loss: 0.8524 +2024-07-18 03:28:04,991 - pyskl - INFO - Epoch [33][1100/2506] lr: 2.222e-02, eta: 19:21:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9850, loss_cls: 0.8133, loss: 0.8133 +2024-07-18 03:28:28,259 - pyskl - INFO - Epoch [33][1200/2506] lr: 2.222e-02, eta: 19:21:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 0.8252, loss: 0.8252 +2024-07-18 03:28:51,553 - pyskl - INFO - Epoch [33][1300/2506] lr: 2.221e-02, eta: 19:21:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 0.8824, loss: 0.8824 +2024-07-18 03:29:14,847 - pyskl - INFO - Epoch [33][1400/2506] lr: 2.220e-02, eta: 19:20:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 0.7731, loss: 0.7731 +2024-07-18 03:29:38,087 - pyskl - INFO - Epoch [33][1500/2506] lr: 2.220e-02, eta: 19:20:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9688, loss_cls: 0.8962, loss: 0.8962 +2024-07-18 03:30:01,354 - pyskl - INFO - Epoch [33][1600/2506] lr: 2.219e-02, eta: 19:19:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 0.8481, loss: 0.8481 +2024-07-18 03:30:24,768 - pyskl - INFO - Epoch [33][1700/2506] lr: 2.218e-02, eta: 19:19:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 0.8602, loss: 0.8602 +2024-07-18 03:30:48,295 - pyskl - INFO - Epoch [33][1800/2506] lr: 2.218e-02, eta: 19:18:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 0.8258, loss: 0.8258 +2024-07-18 03:31:11,715 - pyskl - INFO - Epoch [33][1900/2506] lr: 2.217e-02, eta: 19:18:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 0.8046, loss: 0.8046 +2024-07-18 03:31:35,095 - pyskl - INFO - Epoch [33][2000/2506] lr: 2.217e-02, eta: 19:18:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 0.8513, loss: 0.8513 +2024-07-18 03:31:58,543 - pyskl - INFO - Epoch [33][2100/2506] lr: 2.216e-02, eta: 19:17:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 0.8736, loss: 0.8736 +2024-07-18 03:32:21,914 - pyskl - INFO - Epoch [33][2200/2506] lr: 2.215e-02, eta: 19:17:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8137, top5_acc: 0.9769, loss_cls: 0.8951, loss: 0.8951 +2024-07-18 03:32:45,286 - pyskl - INFO - Epoch [33][2300/2506] lr: 2.215e-02, eta: 19:16:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8144, top5_acc: 0.9744, loss_cls: 0.8767, loss: 0.8767 +2024-07-18 03:33:08,582 - pyskl - INFO - Epoch [33][2400/2506] lr: 2.214e-02, eta: 19:16:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8119, top5_acc: 0.9675, loss_cls: 0.9678, loss: 0.9678 +2024-07-18 03:33:31,899 - pyskl - INFO - Epoch [33][2500/2506] lr: 2.213e-02, eta: 19:16:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9706, loss_cls: 0.8628, loss: 0.8628 +2024-07-18 03:33:33,719 - pyskl - INFO - Saving checkpoint at 33 epochs +2024-07-18 03:34:50,470 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 03:34:50,537 - pyskl - INFO - +top1_acc 0.7904 +top5_acc 0.9615 +2024-07-18 03:34:50,539 - pyskl - INFO - Epoch(val) [33][1031] top1_acc: 0.7904, top5_acc: 0.9615 +2024-07-18 03:35:32,016 - pyskl - INFO - Epoch [34][100/2506] lr: 2.212e-02, eta: 19:16:38, time: 0.415, data_time: 0.177, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 0.8171, loss: 0.8171 +2024-07-18 03:35:55,327 - pyskl - INFO - Epoch [34][200/2506] lr: 2.212e-02, eta: 19:16:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 0.8032, loss: 0.8032 +2024-07-18 03:36:18,635 - pyskl - INFO - Epoch [34][300/2506] lr: 2.211e-02, eta: 19:15:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 0.7778, loss: 0.7778 +2024-07-18 03:36:41,923 - pyskl - INFO - Epoch [34][400/2506] lr: 2.210e-02, eta: 19:15:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9731, loss_cls: 0.7892, loss: 0.7892 +2024-07-18 03:37:05,191 - pyskl - INFO - Epoch [34][500/2506] lr: 2.210e-02, eta: 19:14:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 0.7722, loss: 0.7722 +2024-07-18 03:37:28,532 - pyskl - INFO - Epoch [34][600/2506] lr: 2.209e-02, eta: 19:14:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 0.8351, loss: 0.8351 +2024-07-18 03:37:51,811 - pyskl - INFO - Epoch [34][700/2506] lr: 2.208e-02, eta: 19:14:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 0.9130, loss: 0.9130 +2024-07-18 03:38:15,170 - pyskl - INFO - Epoch [34][800/2506] lr: 2.208e-02, eta: 19:13:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 0.8701, loss: 0.8701 +2024-07-18 03:38:38,845 - pyskl - INFO - Epoch [34][900/2506] lr: 2.207e-02, eta: 19:13:19, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 0.8722, loss: 0.8722 +2024-07-18 03:39:02,169 - pyskl - INFO - Epoch [34][1000/2506] lr: 2.206e-02, eta: 19:12:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9812, loss_cls: 0.8570, loss: 0.8570 +2024-07-18 03:39:25,541 - pyskl - INFO - Epoch [34][1100/2506] lr: 2.206e-02, eta: 19:12:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 0.8249, loss: 0.8249 +2024-07-18 03:39:48,853 - pyskl - INFO - Epoch [34][1200/2506] lr: 2.205e-02, eta: 19:12:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 0.8828, loss: 0.8828 +2024-07-18 03:40:12,100 - pyskl - INFO - Epoch [34][1300/2506] lr: 2.204e-02, eta: 19:11:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 0.8652, loss: 0.8652 +2024-07-18 03:40:35,384 - pyskl - INFO - Epoch [34][1400/2506] lr: 2.204e-02, eta: 19:11:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9831, loss_cls: 0.8199, loss: 0.8199 +2024-07-18 03:40:58,706 - pyskl - INFO - Epoch [34][1500/2506] lr: 2.203e-02, eta: 19:10:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 0.8757, loss: 0.8757 +2024-07-18 03:41:22,012 - pyskl - INFO - Epoch [34][1600/2506] lr: 2.202e-02, eta: 19:10:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 0.8591, loss: 0.8591 +2024-07-18 03:41:45,374 - pyskl - INFO - Epoch [34][1700/2506] lr: 2.202e-02, eta: 19:10:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8006, top5_acc: 0.9725, loss_cls: 0.9567, loss: 0.9567 +2024-07-18 03:42:08,719 - pyskl - INFO - Epoch [34][1800/2506] lr: 2.201e-02, eta: 19:09:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 0.8269, loss: 0.8269 +2024-07-18 03:42:32,039 - pyskl - INFO - Epoch [34][1900/2506] lr: 2.200e-02, eta: 19:09:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9794, loss_cls: 0.8507, loss: 0.8507 +2024-07-18 03:42:55,372 - pyskl - INFO - Epoch [34][2000/2506] lr: 2.200e-02, eta: 19:08:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 0.8140, loss: 0.8140 +2024-07-18 03:43:18,680 - pyskl - INFO - Epoch [34][2100/2506] lr: 2.199e-02, eta: 19:08:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 0.9042, loss: 0.9042 +2024-07-18 03:43:41,935 - pyskl - INFO - Epoch [34][2200/2506] lr: 2.198e-02, eta: 19:07:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 0.8831, loss: 0.8831 +2024-07-18 03:44:05,220 - pyskl - INFO - Epoch [34][2300/2506] lr: 2.198e-02, eta: 19:07:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 0.8723, loss: 0.8723 +2024-07-18 03:44:28,550 - pyskl - INFO - Epoch [34][2400/2506] lr: 2.197e-02, eta: 19:07:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9800, loss_cls: 0.8409, loss: 0.8409 +2024-07-18 03:44:51,813 - pyskl - INFO - Epoch [34][2500/2506] lr: 2.196e-02, eta: 19:06:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9669, loss_cls: 0.8904, loss: 0.8904 +2024-07-18 03:44:53,622 - pyskl - INFO - Saving checkpoint at 34 epochs +2024-07-18 03:46:10,172 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 03:46:10,240 - pyskl - INFO - +top1_acc 0.8089 +top5_acc 0.9706 +2024-07-18 03:46:10,246 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_31.pth was removed +2024-07-18 03:46:10,377 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_34.pth. +2024-07-18 03:46:10,377 - pyskl - INFO - Best top1_acc is 0.8089 at 34 epoch. +2024-07-18 03:46:10,380 - pyskl - INFO - Epoch(val) [34][1031] top1_acc: 0.8089, top5_acc: 0.9706 +2024-07-18 03:46:51,636 - pyskl - INFO - Epoch [35][100/2506] lr: 2.196e-02, eta: 19:07:11, time: 0.413, data_time: 0.176, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 0.7375, loss: 0.7375 +2024-07-18 03:47:14,919 - pyskl - INFO - Epoch [35][200/2506] lr: 2.195e-02, eta: 19:06:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 0.7520, loss: 0.7520 +2024-07-18 03:47:38,173 - pyskl - INFO - Epoch [35][300/2506] lr: 2.194e-02, eta: 19:06:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9800, loss_cls: 0.8369, loss: 0.8369 +2024-07-18 03:48:01,442 - pyskl - INFO - Epoch [35][400/2506] lr: 2.194e-02, eta: 19:05:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9819, loss_cls: 0.8290, loss: 0.8290 +2024-07-18 03:48:24,722 - pyskl - INFO - Epoch [35][500/2506] lr: 2.193e-02, eta: 19:05:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9812, loss_cls: 0.8619, loss: 0.8619 +2024-07-18 03:48:48,061 - pyskl - INFO - Epoch [35][600/2506] lr: 2.192e-02, eta: 19:05:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 0.7886, loss: 0.7886 +2024-07-18 03:49:11,385 - pyskl - INFO - Epoch [35][700/2506] lr: 2.191e-02, eta: 19:04:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 0.8098, loss: 0.8098 +2024-07-18 03:49:34,669 - pyskl - INFO - Epoch [35][800/2506] lr: 2.191e-02, eta: 19:04:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 0.9102, loss: 0.9102 +2024-07-18 03:49:58,026 - pyskl - INFO - Epoch [35][900/2506] lr: 2.190e-02, eta: 19:03:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8056, top5_acc: 0.9712, loss_cls: 0.9465, loss: 0.9465 +2024-07-18 03:50:21,306 - pyskl - INFO - Epoch [35][1000/2506] lr: 2.189e-02, eta: 19:03:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 0.8163, loss: 0.8163 +2024-07-18 03:50:44,616 - pyskl - INFO - Epoch [35][1100/2506] lr: 2.189e-02, eta: 19:03:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 0.9101, loss: 0.9101 +2024-07-18 03:51:07,900 - pyskl - INFO - Epoch [35][1200/2506] lr: 2.188e-02, eta: 19:02:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 0.8197, loss: 0.8197 +2024-07-18 03:51:31,201 - pyskl - INFO - Epoch [35][1300/2506] lr: 2.187e-02, eta: 19:02:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9819, loss_cls: 0.8383, loss: 0.8383 +2024-07-18 03:51:54,414 - pyskl - INFO - Epoch [35][1400/2506] lr: 2.187e-02, eta: 19:01:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 0.8593, loss: 0.8593 +2024-07-18 03:52:17,630 - pyskl - INFO - Epoch [35][1500/2506] lr: 2.186e-02, eta: 19:01:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 0.7914, loss: 0.7914 +2024-07-18 03:52:40,883 - pyskl - INFO - Epoch [35][1600/2506] lr: 2.185e-02, eta: 19:00:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 0.8369, loss: 0.8369 +2024-07-18 03:53:04,106 - pyskl - INFO - Epoch [35][1700/2506] lr: 2.185e-02, eta: 19:00:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 0.8934, loss: 0.8934 +2024-07-18 03:53:27,410 - pyskl - INFO - Epoch [35][1800/2506] lr: 2.184e-02, eta: 19:00:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 0.8558, loss: 0.8558 +2024-07-18 03:53:50,697 - pyskl - INFO - Epoch [35][1900/2506] lr: 2.183e-02, eta: 18:59:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 0.8661, loss: 0.8661 +2024-07-18 03:54:13,942 - pyskl - INFO - Epoch [35][2000/2506] lr: 2.182e-02, eta: 18:59:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 0.8468, loss: 0.8468 +2024-07-18 03:54:37,297 - pyskl - INFO - Epoch [35][2100/2506] lr: 2.182e-02, eta: 18:58:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 0.8404, loss: 0.8404 +2024-07-18 03:55:00,558 - pyskl - INFO - Epoch [35][2200/2506] lr: 2.181e-02, eta: 18:58:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 0.8387, loss: 0.8387 +2024-07-18 03:55:23,863 - pyskl - INFO - Epoch [35][2300/2506] lr: 2.180e-02, eta: 18:58:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8150, top5_acc: 0.9650, loss_cls: 0.9176, loss: 0.9176 +2024-07-18 03:55:47,102 - pyskl - INFO - Epoch [35][2400/2506] lr: 2.180e-02, eta: 18:57:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 0.8497, loss: 0.8497 +2024-07-18 03:56:10,376 - pyskl - INFO - Epoch [35][2500/2506] lr: 2.179e-02, eta: 18:57:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 0.8364, loss: 0.8364 +2024-07-18 03:56:12,142 - pyskl - INFO - Saving checkpoint at 35 epochs +2024-07-18 03:57:28,782 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 03:57:28,850 - pyskl - INFO - +top1_acc 0.7923 +top5_acc 0.9708 +2024-07-18 03:57:28,852 - pyskl - INFO - Epoch(val) [35][1031] top1_acc: 0.7923, top5_acc: 0.9708 +2024-07-18 03:58:10,326 - pyskl - INFO - Epoch [36][100/2506] lr: 2.178e-02, eta: 18:57:39, time: 0.415, data_time: 0.178, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9838, loss_cls: 0.8133, loss: 0.8133 +2024-07-18 03:58:33,641 - pyskl - INFO - Epoch [36][200/2506] lr: 2.178e-02, eta: 18:57:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 0.8358, loss: 0.8358 +2024-07-18 03:58:56,920 - pyskl - INFO - Epoch [36][300/2506] lr: 2.177e-02, eta: 18:56:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 0.8171, loss: 0.8171 +2024-07-18 03:59:20,172 - pyskl - INFO - Epoch [36][400/2506] lr: 2.176e-02, eta: 18:56:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9831, loss_cls: 0.8088, loss: 0.8088 +2024-07-18 03:59:43,441 - pyskl - INFO - Epoch [36][500/2506] lr: 2.175e-02, eta: 18:55:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 0.8366, loss: 0.8366 +2024-07-18 04:00:06,712 - pyskl - INFO - Epoch [36][600/2506] lr: 2.175e-02, eta: 18:55:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 0.8810, loss: 0.8810 +2024-07-18 04:00:30,026 - pyskl - INFO - Epoch [36][700/2506] lr: 2.174e-02, eta: 18:55:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 0.8947, loss: 0.8947 +2024-07-18 04:00:53,297 - pyskl - INFO - Epoch [36][800/2506] lr: 2.173e-02, eta: 18:54:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 0.8675, loss: 0.8675 +2024-07-18 04:01:16,566 - pyskl - INFO - Epoch [36][900/2506] lr: 2.173e-02, eta: 18:54:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9856, loss_cls: 0.7912, loss: 0.7912 +2024-07-18 04:01:39,842 - pyskl - INFO - Epoch [36][1000/2506] lr: 2.172e-02, eta: 18:53:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 0.8174, loss: 0.8174 +2024-07-18 04:02:03,136 - pyskl - INFO - Epoch [36][1100/2506] lr: 2.171e-02, eta: 18:53:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 0.9155, loss: 0.9155 +2024-07-18 04:02:26,428 - pyskl - INFO - Epoch [36][1200/2506] lr: 2.171e-02, eta: 18:53:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 0.8154, loss: 0.8154 +2024-07-18 04:02:49,695 - pyskl - INFO - Epoch [36][1300/2506] lr: 2.170e-02, eta: 18:52:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 0.8107, loss: 0.8107 +2024-07-18 04:03:12,977 - pyskl - INFO - Epoch [36][1400/2506] lr: 2.169e-02, eta: 18:52:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 0.8224, loss: 0.8224 +2024-07-18 04:03:36,222 - pyskl - INFO - Epoch [36][1500/2506] lr: 2.168e-02, eta: 18:51:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 0.8853, loss: 0.8853 +2024-07-18 04:03:59,465 - pyskl - INFO - Epoch [36][1600/2506] lr: 2.168e-02, eta: 18:51:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9712, loss_cls: 0.8784, loss: 0.8784 +2024-07-18 04:04:22,739 - pyskl - INFO - Epoch [36][1700/2506] lr: 2.167e-02, eta: 18:50:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 0.7618, loss: 0.7618 +2024-07-18 04:04:46,150 - pyskl - INFO - Epoch [36][1800/2506] lr: 2.166e-02, eta: 18:50:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 0.8582, loss: 0.8582 +2024-07-18 04:05:09,524 - pyskl - INFO - Epoch [36][1900/2506] lr: 2.166e-02, eta: 18:50:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9806, loss_cls: 0.8374, loss: 0.8374 +2024-07-18 04:05:32,889 - pyskl - INFO - Epoch [36][2000/2506] lr: 2.165e-02, eta: 18:49:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 0.8298, loss: 0.8298 +2024-07-18 04:05:56,430 - pyskl - INFO - Epoch [36][2100/2506] lr: 2.164e-02, eta: 18:49:20, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 0.7894, loss: 0.7894 +2024-07-18 04:06:19,767 - pyskl - INFO - Epoch [36][2200/2506] lr: 2.163e-02, eta: 18:48:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 0.8438, loss: 0.8438 +2024-07-18 04:06:42,987 - pyskl - INFO - Epoch [36][2300/2506] lr: 2.163e-02, eta: 18:48:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 0.8798, loss: 0.8798 +2024-07-18 04:07:06,202 - pyskl - INFO - Epoch [36][2400/2506] lr: 2.162e-02, eta: 18:48:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 0.8351, loss: 0.8351 +2024-07-18 04:07:29,397 - pyskl - INFO - Epoch [36][2500/2506] lr: 2.161e-02, eta: 18:47:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 0.9459, loss: 0.9459 +2024-07-18 04:07:31,211 - pyskl - INFO - Saving checkpoint at 36 epochs +2024-07-18 04:08:47,743 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 04:08:47,810 - pyskl - INFO - +top1_acc 0.7938 +top5_acc 0.9693 +2024-07-18 04:08:47,812 - pyskl - INFO - Epoch(val) [36][1031] top1_acc: 0.7938, top5_acc: 0.9693 +2024-07-18 04:09:29,445 - pyskl - INFO - Epoch [37][100/2506] lr: 2.161e-02, eta: 18:48:07, time: 0.416, data_time: 0.178, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 0.8035, loss: 0.8035 +2024-07-18 04:09:52,842 - pyskl - INFO - Epoch [37][200/2506] lr: 2.160e-02, eta: 18:47:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9806, loss_cls: 0.8305, loss: 0.8305 +2024-07-18 04:10:16,242 - pyskl - INFO - Epoch [37][300/2506] lr: 2.159e-02, eta: 18:47:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 0.7027, loss: 0.7027 +2024-07-18 04:10:39,571 - pyskl - INFO - Epoch [37][400/2506] lr: 2.158e-02, eta: 18:46:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9788, loss_cls: 0.8708, loss: 0.8708 +2024-07-18 04:11:02,903 - pyskl - INFO - Epoch [37][500/2506] lr: 2.158e-02, eta: 18:46:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 0.8363, loss: 0.8363 +2024-07-18 04:11:26,249 - pyskl - INFO - Epoch [37][600/2506] lr: 2.157e-02, eta: 18:46:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 0.7726, loss: 0.7726 +2024-07-18 04:11:49,618 - pyskl - INFO - Epoch [37][700/2506] lr: 2.156e-02, eta: 18:45:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8181, top5_acc: 0.9681, loss_cls: 0.9081, loss: 0.9081 +2024-07-18 04:12:12,918 - pyskl - INFO - Epoch [37][800/2506] lr: 2.155e-02, eta: 18:45:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9719, loss_cls: 0.8783, loss: 0.8783 +2024-07-18 04:12:36,223 - pyskl - INFO - Epoch [37][900/2506] lr: 2.155e-02, eta: 18:44:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8194, top5_acc: 0.9806, loss_cls: 0.8775, loss: 0.8775 +2024-07-18 04:12:59,576 - pyskl - INFO - Epoch [37][1000/2506] lr: 2.154e-02, eta: 18:44:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 0.9187, loss: 0.9187 +2024-07-18 04:13:22,889 - pyskl - INFO - Epoch [37][1100/2506] lr: 2.153e-02, eta: 18:43:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9712, loss_cls: 0.8481, loss: 0.8481 +2024-07-18 04:13:46,202 - pyskl - INFO - Epoch [37][1200/2506] lr: 2.153e-02, eta: 18:43:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 0.7847, loss: 0.7847 +2024-07-18 04:14:09,509 - pyskl - INFO - Epoch [37][1300/2506] lr: 2.152e-02, eta: 18:43:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 0.8180, loss: 0.8180 +2024-07-18 04:14:32,846 - pyskl - INFO - Epoch [37][1400/2506] lr: 2.151e-02, eta: 18:42:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 0.7756, loss: 0.7756 +2024-07-18 04:14:56,233 - pyskl - INFO - Epoch [37][1500/2506] lr: 2.150e-02, eta: 18:42:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 0.8522, loss: 0.8522 +2024-07-18 04:15:19,572 - pyskl - INFO - Epoch [37][1600/2506] lr: 2.150e-02, eta: 18:41:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 0.8253, loss: 0.8253 +2024-07-18 04:15:42,953 - pyskl - INFO - Epoch [37][1700/2506] lr: 2.149e-02, eta: 18:41:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 0.7965, loss: 0.7965 +2024-07-18 04:16:06,532 - pyskl - INFO - Epoch [37][1800/2506] lr: 2.148e-02, eta: 18:41:06, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 0.8175, loss: 0.8175 +2024-07-18 04:16:30,005 - pyskl - INFO - Epoch [37][1900/2506] lr: 2.148e-02, eta: 18:40:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 0.8931, loss: 0.8931 +2024-07-18 04:16:53,465 - pyskl - INFO - Epoch [37][2000/2506] lr: 2.147e-02, eta: 18:40:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 0.8404, loss: 0.8404 +2024-07-18 04:17:16,920 - pyskl - INFO - Epoch [37][2100/2506] lr: 2.146e-02, eta: 18:39:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 0.8322, loss: 0.8322 +2024-07-18 04:17:40,321 - pyskl - INFO - Epoch [37][2200/2506] lr: 2.145e-02, eta: 18:39:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 0.9001, loss: 0.9001 +2024-07-18 04:18:03,636 - pyskl - INFO - Epoch [37][2300/2506] lr: 2.145e-02, eta: 18:39:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 0.8495, loss: 0.8495 +2024-07-18 04:18:27,330 - pyskl - INFO - Epoch [37][2400/2506] lr: 2.144e-02, eta: 18:38:40, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 0.8670, loss: 0.8670 +2024-07-18 04:18:50,962 - pyskl - INFO - Epoch [37][2500/2506] lr: 2.143e-02, eta: 18:38:16, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 0.8472, loss: 0.8472 +2024-07-18 04:18:52,819 - pyskl - INFO - Saving checkpoint at 37 epochs +2024-07-18 04:20:09,515 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 04:20:09,581 - pyskl - INFO - +top1_acc 0.7861 +top5_acc 0.9617 +2024-07-18 04:20:09,583 - pyskl - INFO - Epoch(val) [37][1031] top1_acc: 0.7861, top5_acc: 0.9617 +2024-07-18 04:20:50,812 - pyskl - INFO - Epoch [38][100/2506] lr: 2.142e-02, eta: 18:38:40, time: 0.412, data_time: 0.176, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 0.7710, loss: 0.7710 +2024-07-18 04:21:14,021 - pyskl - INFO - Epoch [38][200/2506] lr: 2.142e-02, eta: 18:38:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 0.7861, loss: 0.7861 +2024-07-18 04:21:37,196 - pyskl - INFO - Epoch [38][300/2506] lr: 2.141e-02, eta: 18:37:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9869, loss_cls: 0.7408, loss: 0.7408 +2024-07-18 04:22:00,413 - pyskl - INFO - Epoch [38][400/2506] lr: 2.140e-02, eta: 18:37:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 0.7426, loss: 0.7426 +2024-07-18 04:22:23,606 - pyskl - INFO - Epoch [38][500/2506] lr: 2.139e-02, eta: 18:36:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 0.7972, loss: 0.7972 +2024-07-18 04:22:46,774 - pyskl - INFO - Epoch [38][600/2506] lr: 2.139e-02, eta: 18:36:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 0.8288, loss: 0.8288 +2024-07-18 04:23:09,979 - pyskl - INFO - Epoch [38][700/2506] lr: 2.138e-02, eta: 18:36:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 0.7801, loss: 0.7801 +2024-07-18 04:23:33,250 - pyskl - INFO - Epoch [38][800/2506] lr: 2.137e-02, eta: 18:35:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9706, loss_cls: 0.8847, loss: 0.8847 +2024-07-18 04:23:56,519 - pyskl - INFO - Epoch [38][900/2506] lr: 2.136e-02, eta: 18:35:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 0.8133, loss: 0.8133 +2024-07-18 04:24:19,822 - pyskl - INFO - Epoch [38][1000/2506] lr: 2.136e-02, eta: 18:34:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9700, loss_cls: 0.8408, loss: 0.8408 +2024-07-18 04:24:43,075 - pyskl - INFO - Epoch [38][1100/2506] lr: 2.135e-02, eta: 18:34:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9719, loss_cls: 0.8034, loss: 0.8034 +2024-07-18 04:25:06,309 - pyskl - INFO - Epoch [38][1200/2506] lr: 2.134e-02, eta: 18:34:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9769, loss_cls: 0.7707, loss: 0.7707 +2024-07-18 04:25:29,539 - pyskl - INFO - Epoch [38][1300/2506] lr: 2.134e-02, eta: 18:33:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9706, loss_cls: 0.8828, loss: 0.8828 +2024-07-18 04:25:52,822 - pyskl - INFO - Epoch [38][1400/2506] lr: 2.133e-02, eta: 18:33:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9775, loss_cls: 0.8795, loss: 0.8795 +2024-07-18 04:26:16,054 - pyskl - INFO - Epoch [38][1500/2506] lr: 2.132e-02, eta: 18:32:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 0.8667, loss: 0.8667 +2024-07-18 04:26:39,282 - pyskl - INFO - Epoch [38][1600/2506] lr: 2.131e-02, eta: 18:32:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 0.9207, loss: 0.9207 +2024-07-18 04:27:02,518 - pyskl - INFO - Epoch [38][1700/2506] lr: 2.131e-02, eta: 18:31:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 0.7915, loss: 0.7915 +2024-07-18 04:27:25,882 - pyskl - INFO - Epoch [38][1800/2506] lr: 2.130e-02, eta: 18:31:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 0.8712, loss: 0.8712 +2024-07-18 04:27:49,204 - pyskl - INFO - Epoch [38][1900/2506] lr: 2.129e-02, eta: 18:31:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9788, loss_cls: 0.8186, loss: 0.8186 +2024-07-18 04:28:12,532 - pyskl - INFO - Epoch [38][2000/2506] lr: 2.128e-02, eta: 18:30:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 0.8244, loss: 0.8244 +2024-07-18 04:28:35,938 - pyskl - INFO - Epoch [38][2100/2506] lr: 2.128e-02, eta: 18:30:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 0.9243, loss: 0.9243 +2024-07-18 04:28:59,324 - pyskl - INFO - Epoch [38][2200/2506] lr: 2.127e-02, eta: 18:29:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 0.8478, loss: 0.8478 +2024-07-18 04:29:22,571 - pyskl - INFO - Epoch [38][2300/2506] lr: 2.126e-02, eta: 18:29:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 0.7944, loss: 0.7944 +2024-07-18 04:29:45,833 - pyskl - INFO - Epoch [38][2400/2506] lr: 2.125e-02, eta: 18:29:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9719, loss_cls: 0.8668, loss: 0.8668 +2024-07-18 04:30:09,060 - pyskl - INFO - Epoch [38][2500/2506] lr: 2.125e-02, eta: 18:28:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9838, loss_cls: 0.7867, loss: 0.7867 +2024-07-18 04:30:10,845 - pyskl - INFO - Saving checkpoint at 38 epochs +2024-07-18 04:31:27,493 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 04:31:27,560 - pyskl - INFO - +top1_acc 0.8109 +top5_acc 0.9702 +2024-07-18 04:31:27,564 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_34.pth was removed +2024-07-18 04:31:27,688 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_38.pth. +2024-07-18 04:31:27,689 - pyskl - INFO - Best top1_acc is 0.8109 at 38 epoch. +2024-07-18 04:31:27,691 - pyskl - INFO - Epoch(val) [38][1031] top1_acc: 0.8109, top5_acc: 0.9702 +2024-07-18 04:32:08,952 - pyskl - INFO - Epoch [39][100/2506] lr: 2.124e-02, eta: 18:29:01, time: 0.413, data_time: 0.176, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 0.7999, loss: 0.7999 +2024-07-18 04:32:32,334 - pyskl - INFO - Epoch [39][200/2506] lr: 2.123e-02, eta: 18:28:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 0.8017, loss: 0.8017 +2024-07-18 04:32:55,625 - pyskl - INFO - Epoch [39][300/2506] lr: 2.122e-02, eta: 18:28:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 0.7801, loss: 0.7801 +2024-07-18 04:33:18,860 - pyskl - INFO - Epoch [39][400/2506] lr: 2.122e-02, eta: 18:27:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 0.8427, loss: 0.8427 +2024-07-18 04:33:42,285 - pyskl - INFO - Epoch [39][500/2506] lr: 2.121e-02, eta: 18:27:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9806, loss_cls: 0.8711, loss: 0.8711 +2024-07-18 04:34:05,609 - pyskl - INFO - Epoch [39][600/2506] lr: 2.120e-02, eta: 18:26:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 0.7572, loss: 0.7572 +2024-07-18 04:34:28,972 - pyskl - INFO - Epoch [39][700/2506] lr: 2.119e-02, eta: 18:26:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 0.8392, loss: 0.8392 +2024-07-18 04:34:52,335 - pyskl - INFO - Epoch [39][800/2506] lr: 2.119e-02, eta: 18:26:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 0.8935, loss: 0.8935 +2024-07-18 04:35:15,676 - pyskl - INFO - Epoch [39][900/2506] lr: 2.118e-02, eta: 18:25:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 0.8497, loss: 0.8497 +2024-07-18 04:35:38,976 - pyskl - INFO - Epoch [39][1000/2506] lr: 2.117e-02, eta: 18:25:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9794, loss_cls: 0.8195, loss: 0.8195 +2024-07-18 04:36:02,237 - pyskl - INFO - Epoch [39][1100/2506] lr: 2.116e-02, eta: 18:24:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 0.8005, loss: 0.8005 +2024-07-18 04:36:25,508 - pyskl - INFO - Epoch [39][1200/2506] lr: 2.116e-02, eta: 18:24:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 0.8266, loss: 0.8266 +2024-07-18 04:36:48,833 - pyskl - INFO - Epoch [39][1300/2506] lr: 2.115e-02, eta: 18:24:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9800, loss_cls: 0.8147, loss: 0.8147 +2024-07-18 04:37:12,069 - pyskl - INFO - Epoch [39][1400/2506] lr: 2.114e-02, eta: 18:23:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 0.8066, loss: 0.8066 +2024-07-18 04:37:35,362 - pyskl - INFO - Epoch [39][1500/2506] lr: 2.113e-02, eta: 18:23:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9800, loss_cls: 0.8482, loss: 0.8482 +2024-07-18 04:37:58,737 - pyskl - INFO - Epoch [39][1600/2506] lr: 2.113e-02, eta: 18:22:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 0.8209, loss: 0.8209 +2024-07-18 04:38:22,123 - pyskl - INFO - Epoch [39][1700/2506] lr: 2.112e-02, eta: 18:22:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 0.8154, loss: 0.8154 +2024-07-18 04:38:45,468 - pyskl - INFO - Epoch [39][1800/2506] lr: 2.111e-02, eta: 18:21:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 0.8290, loss: 0.8290 +2024-07-18 04:39:08,696 - pyskl - INFO - Epoch [39][1900/2506] lr: 2.110e-02, eta: 18:21:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9712, loss_cls: 0.8082, loss: 0.8082 +2024-07-18 04:39:31,993 - pyskl - INFO - Epoch [39][2000/2506] lr: 2.110e-02, eta: 18:21:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 0.7477, loss: 0.7477 +2024-07-18 04:39:55,336 - pyskl - INFO - Epoch [39][2100/2506] lr: 2.109e-02, eta: 18:20:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 0.8158, loss: 0.8158 +2024-07-18 04:40:18,934 - pyskl - INFO - Epoch [39][2200/2506] lr: 2.108e-02, eta: 18:20:20, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 0.7099, loss: 0.7099 +2024-07-18 04:40:42,333 - pyskl - INFO - Epoch [39][2300/2506] lr: 2.107e-02, eta: 18:19:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 0.8333, loss: 0.8333 +2024-07-18 04:41:05,757 - pyskl - INFO - Epoch [39][2400/2506] lr: 2.106e-02, eta: 18:19:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 0.8854, loss: 0.8854 +2024-07-18 04:41:29,186 - pyskl - INFO - Epoch [39][2500/2506] lr: 2.106e-02, eta: 18:19:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8156, top5_acc: 0.9744, loss_cls: 0.9107, loss: 0.9107 +2024-07-18 04:41:31,007 - pyskl - INFO - Saving checkpoint at 39 epochs +2024-07-18 04:42:47,793 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 04:42:47,860 - pyskl - INFO - +top1_acc 0.8223 +top5_acc 0.9720 +2024-07-18 04:42:47,863 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_38.pth was removed +2024-07-18 04:42:47,989 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_39.pth. +2024-07-18 04:42:47,990 - pyskl - INFO - Best top1_acc is 0.8223 at 39 epoch. +2024-07-18 04:42:47,992 - pyskl - INFO - Epoch(val) [39][1031] top1_acc: 0.8223, top5_acc: 0.9720 +2024-07-18 04:43:29,416 - pyskl - INFO - Epoch [40][100/2506] lr: 2.105e-02, eta: 18:19:28, time: 0.414, data_time: 0.177, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 0.7322, loss: 0.7322 +2024-07-18 04:43:52,705 - pyskl - INFO - Epoch [40][200/2506] lr: 2.104e-02, eta: 18:19:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9819, loss_cls: 0.7907, loss: 0.7907 +2024-07-18 04:44:15,964 - pyskl - INFO - Epoch [40][300/2506] lr: 2.103e-02, eta: 18:18:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 0.7521, loss: 0.7521 +2024-07-18 04:44:39,278 - pyskl - INFO - Epoch [40][400/2506] lr: 2.103e-02, eta: 18:18:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9812, loss_cls: 0.8086, loss: 0.8086 +2024-07-18 04:45:02,608 - pyskl - INFO - Epoch [40][500/2506] lr: 2.102e-02, eta: 18:17:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 0.8404, loss: 0.8404 +2024-07-18 04:45:25,905 - pyskl - INFO - Epoch [40][600/2506] lr: 2.101e-02, eta: 18:17:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 0.7800, loss: 0.7800 +2024-07-18 04:45:49,249 - pyskl - INFO - Epoch [40][700/2506] lr: 2.100e-02, eta: 18:16:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9812, loss_cls: 0.8013, loss: 0.8013 +2024-07-18 04:46:12,541 - pyskl - INFO - Epoch [40][800/2506] lr: 2.100e-02, eta: 18:16:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 0.8186, loss: 0.8186 +2024-07-18 04:46:35,923 - pyskl - INFO - Epoch [40][900/2506] lr: 2.099e-02, eta: 18:16:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9688, loss_cls: 0.8775, loss: 0.8775 +2024-07-18 04:46:59,240 - pyskl - INFO - Epoch [40][1000/2506] lr: 2.098e-02, eta: 18:15:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9725, loss_cls: 0.8725, loss: 0.8725 +2024-07-18 04:47:22,435 - pyskl - INFO - Epoch [40][1100/2506] lr: 2.097e-02, eta: 18:15:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 0.8777, loss: 0.8777 +2024-07-18 04:47:45,648 - pyskl - INFO - Epoch [40][1200/2506] lr: 2.097e-02, eta: 18:14:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 0.8111, loss: 0.8111 +2024-07-18 04:48:08,884 - pyskl - INFO - Epoch [40][1300/2506] lr: 2.096e-02, eta: 18:14:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9838, loss_cls: 0.7553, loss: 0.7553 +2024-07-18 04:48:32,095 - pyskl - INFO - Epoch [40][1400/2506] lr: 2.095e-02, eta: 18:14:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 0.7927, loss: 0.7927 +2024-07-18 04:48:55,357 - pyskl - INFO - Epoch [40][1500/2506] lr: 2.094e-02, eta: 18:13:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 0.8188, loss: 0.8188 +2024-07-18 04:49:18,610 - pyskl - INFO - Epoch [40][1600/2506] lr: 2.093e-02, eta: 18:13:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9706, loss_cls: 0.8328, loss: 0.8328 +2024-07-18 04:49:41,826 - pyskl - INFO - Epoch [40][1700/2506] lr: 2.093e-02, eta: 18:12:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 0.7936, loss: 0.7936 +2024-07-18 04:50:05,135 - pyskl - INFO - Epoch [40][1800/2506] lr: 2.092e-02, eta: 18:12:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 0.8262, loss: 0.8262 +2024-07-18 04:50:28,457 - pyskl - INFO - Epoch [40][1900/2506] lr: 2.091e-02, eta: 18:11:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 0.8033, loss: 0.8033 +2024-07-18 04:50:51,802 - pyskl - INFO - Epoch [40][2000/2506] lr: 2.090e-02, eta: 18:11:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9731, loss_cls: 0.8445, loss: 0.8445 +2024-07-18 04:51:15,146 - pyskl - INFO - Epoch [40][2100/2506] lr: 2.090e-02, eta: 18:11:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 0.8263, loss: 0.8263 +2024-07-18 04:51:38,552 - pyskl - INFO - Epoch [40][2200/2506] lr: 2.089e-02, eta: 18:10:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 0.8943, loss: 0.8943 +2024-07-18 04:52:01,907 - pyskl - INFO - Epoch [40][2300/2506] lr: 2.088e-02, eta: 18:10:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9731, loss_cls: 0.8121, loss: 0.8121 +2024-07-18 04:52:25,229 - pyskl - INFO - Epoch [40][2400/2506] lr: 2.087e-02, eta: 18:09:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 0.8066, loss: 0.8066 +2024-07-18 04:52:48,538 - pyskl - INFO - Epoch [40][2500/2506] lr: 2.086e-02, eta: 18:09:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 0.8251, loss: 0.8251 +2024-07-18 04:52:50,397 - pyskl - INFO - Saving checkpoint at 40 epochs +2024-07-18 04:54:07,050 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 04:54:07,117 - pyskl - INFO - +top1_acc 0.7775 +top5_acc 0.9602 +2024-07-18 04:54:07,120 - pyskl - INFO - Epoch(val) [40][1031] top1_acc: 0.7775, top5_acc: 0.9602 +2024-07-18 04:54:48,743 - pyskl - INFO - Epoch [41][100/2506] lr: 2.086e-02, eta: 18:09:50, time: 0.416, data_time: 0.180, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 0.7970, loss: 0.7970 +2024-07-18 04:55:11,982 - pyskl - INFO - Epoch [41][200/2506] lr: 2.085e-02, eta: 18:09:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 0.7972, loss: 0.7972 +2024-07-18 04:55:35,161 - pyskl - INFO - Epoch [41][300/2506] lr: 2.084e-02, eta: 18:09:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 0.7620, loss: 0.7620 +2024-07-18 04:55:58,366 - pyskl - INFO - Epoch [41][400/2506] lr: 2.083e-02, eta: 18:08:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 0.8243, loss: 0.8243 +2024-07-18 04:56:21,574 - pyskl - INFO - Epoch [41][500/2506] lr: 2.083e-02, eta: 18:08:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 0.8178, loss: 0.8178 +2024-07-18 04:56:44,787 - pyskl - INFO - Epoch [41][600/2506] lr: 2.082e-02, eta: 18:07:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 0.8102, loss: 0.8102 +2024-07-18 04:57:08,043 - pyskl - INFO - Epoch [41][700/2506] lr: 2.081e-02, eta: 18:07:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 0.8061, loss: 0.8061 +2024-07-18 04:57:31,358 - pyskl - INFO - Epoch [41][800/2506] lr: 2.080e-02, eta: 18:06:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 0.7434, loss: 0.7434 +2024-07-18 04:57:54,733 - pyskl - INFO - Epoch [41][900/2506] lr: 2.079e-02, eta: 18:06:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 0.8098, loss: 0.8098 +2024-07-18 04:58:18,068 - pyskl - INFO - Epoch [41][1000/2506] lr: 2.079e-02, eta: 18:06:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 0.7760, loss: 0.7760 +2024-07-18 04:58:41,386 - pyskl - INFO - Epoch [41][1100/2506] lr: 2.078e-02, eta: 18:05:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9731, loss_cls: 0.8055, loss: 0.8055 +2024-07-18 04:59:04,669 - pyskl - INFO - Epoch [41][1200/2506] lr: 2.077e-02, eta: 18:05:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 0.7861, loss: 0.7861 +2024-07-18 04:59:27,984 - pyskl - INFO - Epoch [41][1300/2506] lr: 2.076e-02, eta: 18:04:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9888, loss_cls: 0.7304, loss: 0.7304 +2024-07-18 04:59:51,308 - pyskl - INFO - Epoch [41][1400/2506] lr: 2.075e-02, eta: 18:04:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 0.8256, loss: 0.8256 +2024-07-18 05:00:14,586 - pyskl - INFO - Epoch [41][1500/2506] lr: 2.075e-02, eta: 18:04:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 0.9090, loss: 0.9090 +2024-07-18 05:00:37,888 - pyskl - INFO - Epoch [41][1600/2506] lr: 2.074e-02, eta: 18:03:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 0.7863, loss: 0.7863 +2024-07-18 05:01:01,211 - pyskl - INFO - Epoch [41][1700/2506] lr: 2.073e-02, eta: 18:03:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 0.7972, loss: 0.7972 +2024-07-18 05:01:24,546 - pyskl - INFO - Epoch [41][1800/2506] lr: 2.072e-02, eta: 18:02:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9719, loss_cls: 0.8496, loss: 0.8496 +2024-07-18 05:01:48,042 - pyskl - INFO - Epoch [41][1900/2506] lr: 2.072e-02, eta: 18:02:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9663, loss_cls: 0.8498, loss: 0.8498 +2024-07-18 05:02:11,474 - pyskl - INFO - Epoch [41][2000/2506] lr: 2.071e-02, eta: 18:01:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 0.8368, loss: 0.8368 +2024-07-18 05:02:34,857 - pyskl - INFO - Epoch [41][2100/2506] lr: 2.070e-02, eta: 18:01:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 0.8800, loss: 0.8800 +2024-07-18 05:02:58,211 - pyskl - INFO - Epoch [41][2200/2506] lr: 2.069e-02, eta: 18:01:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 0.7882, loss: 0.7882 +2024-07-18 05:03:21,505 - pyskl - INFO - Epoch [41][2300/2506] lr: 2.068e-02, eta: 18:00:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 0.7612, loss: 0.7612 +2024-07-18 05:03:44,783 - pyskl - INFO - Epoch [41][2400/2506] lr: 2.068e-02, eta: 18:00:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 0.8213, loss: 0.8213 +2024-07-18 05:04:08,081 - pyskl - INFO - Epoch [41][2500/2506] lr: 2.067e-02, eta: 17:59:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9694, loss_cls: 0.8022, loss: 0.8022 +2024-07-18 05:04:09,893 - pyskl - INFO - Saving checkpoint at 41 epochs +2024-07-18 05:05:26,560 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 05:05:26,626 - pyskl - INFO - +top1_acc 0.7871 +top5_acc 0.9680 +2024-07-18 05:05:26,628 - pyskl - INFO - Epoch(val) [41][1031] top1_acc: 0.7871, top5_acc: 0.9680 +2024-07-18 05:06:08,106 - pyskl - INFO - Epoch [42][100/2506] lr: 2.066e-02, eta: 18:00:12, time: 0.415, data_time: 0.178, memory: 6430, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 0.8752, loss: 0.8752 +2024-07-18 05:06:31,419 - pyskl - INFO - Epoch [42][200/2506] lr: 2.065e-02, eta: 17:59:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 0.7786, loss: 0.7786 +2024-07-18 05:06:54,721 - pyskl - INFO - Epoch [42][300/2506] lr: 2.064e-02, eta: 17:59:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 0.7554, loss: 0.7554 +2024-07-18 05:07:17,995 - pyskl - INFO - Epoch [42][400/2506] lr: 2.064e-02, eta: 17:58:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 0.7580, loss: 0.7580 +2024-07-18 05:07:41,197 - pyskl - INFO - Epoch [42][500/2506] lr: 2.063e-02, eta: 17:58:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 0.8281, loss: 0.8281 +2024-07-18 05:08:04,452 - pyskl - INFO - Epoch [42][600/2506] lr: 2.062e-02, eta: 17:58:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 0.7923, loss: 0.7923 +2024-07-18 05:08:27,778 - pyskl - INFO - Epoch [42][700/2506] lr: 2.061e-02, eta: 17:57:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9806, loss_cls: 0.8801, loss: 0.8801 +2024-07-18 05:08:51,096 - pyskl - INFO - Epoch [42][800/2506] lr: 2.060e-02, eta: 17:57:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9825, loss_cls: 0.7761, loss: 0.7761 +2024-07-18 05:09:14,423 - pyskl - INFO - Epoch [42][900/2506] lr: 2.060e-02, eta: 17:56:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 0.7615, loss: 0.7615 +2024-07-18 05:09:37,759 - pyskl - INFO - Epoch [42][1000/2506] lr: 2.059e-02, eta: 17:56:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 0.7624, loss: 0.7624 +2024-07-18 05:10:01,063 - pyskl - INFO - Epoch [42][1100/2506] lr: 2.058e-02, eta: 17:56:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 0.8070, loss: 0.8070 +2024-07-18 05:10:24,388 - pyskl - INFO - Epoch [42][1200/2506] lr: 2.057e-02, eta: 17:55:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 0.7676, loss: 0.7676 +2024-07-18 05:10:47,571 - pyskl - INFO - Epoch [42][1300/2506] lr: 2.056e-02, eta: 17:55:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 0.7723, loss: 0.7723 +2024-07-18 05:11:10,733 - pyskl - INFO - Epoch [42][1400/2506] lr: 2.056e-02, eta: 17:54:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 0.8473, loss: 0.8473 +2024-07-18 05:11:33,957 - pyskl - INFO - Epoch [42][1500/2506] lr: 2.055e-02, eta: 17:54:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 0.8003, loss: 0.8003 +2024-07-18 05:11:57,255 - pyskl - INFO - Epoch [42][1600/2506] lr: 2.054e-02, eta: 17:53:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 0.7322, loss: 0.7322 +2024-07-18 05:12:20,604 - pyskl - INFO - Epoch [42][1700/2506] lr: 2.053e-02, eta: 17:53:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 0.7741, loss: 0.7741 +2024-07-18 05:12:43,980 - pyskl - INFO - Epoch [42][1800/2506] lr: 2.052e-02, eta: 17:53:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 0.7860, loss: 0.7860 +2024-07-18 05:13:07,352 - pyskl - INFO - Epoch [42][1900/2506] lr: 2.052e-02, eta: 17:52:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 0.7478, loss: 0.7478 +2024-07-18 05:13:30,663 - pyskl - INFO - Epoch [42][2000/2506] lr: 2.051e-02, eta: 17:52:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 0.8170, loss: 0.8170 +2024-07-18 05:13:53,937 - pyskl - INFO - Epoch [42][2100/2506] lr: 2.050e-02, eta: 17:51:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9831, loss_cls: 0.7820, loss: 0.7820 +2024-07-18 05:14:17,309 - pyskl - INFO - Epoch [42][2200/2506] lr: 2.049e-02, eta: 17:51:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 0.8044, loss: 0.8044 +2024-07-18 05:14:40,768 - pyskl - INFO - Epoch [42][2300/2506] lr: 2.048e-02, eta: 17:51:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 0.8126, loss: 0.8126 +2024-07-18 05:15:04,131 - pyskl - INFO - Epoch [42][2400/2506] lr: 2.048e-02, eta: 17:50:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9812, loss_cls: 0.8182, loss: 0.8182 +2024-07-18 05:15:27,491 - pyskl - INFO - Epoch [42][2500/2506] lr: 2.047e-02, eta: 17:50:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8187, top5_acc: 0.9762, loss_cls: 0.8822, loss: 0.8822 +2024-07-18 05:15:29,305 - pyskl - INFO - Saving checkpoint at 42 epochs +2024-07-18 05:16:45,737 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 05:16:45,804 - pyskl - INFO - +top1_acc 0.8162 +top5_acc 0.9706 +2024-07-18 05:16:45,806 - pyskl - INFO - Epoch(val) [42][1031] top1_acc: 0.8162, top5_acc: 0.9706 +2024-07-18 05:17:27,376 - pyskl - INFO - Epoch [43][100/2506] lr: 2.046e-02, eta: 17:50:33, time: 0.416, data_time: 0.179, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9756, loss_cls: 0.7688, loss: 0.7688 +2024-07-18 05:17:50,760 - pyskl - INFO - Epoch [43][200/2506] lr: 2.045e-02, eta: 17:50:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9856, loss_cls: 0.7222, loss: 0.7222 +2024-07-18 05:18:14,015 - pyskl - INFO - Epoch [43][300/2506] lr: 2.044e-02, eta: 17:49:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 0.7382, loss: 0.7382 +2024-07-18 05:18:37,301 - pyskl - INFO - Epoch [43][400/2506] lr: 2.044e-02, eta: 17:49:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9819, loss_cls: 0.7637, loss: 0.7637 +2024-07-18 05:19:00,559 - pyskl - INFO - Epoch [43][500/2506] lr: 2.043e-02, eta: 17:48:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9869, loss_cls: 0.7426, loss: 0.7426 +2024-07-18 05:19:23,830 - pyskl - INFO - Epoch [43][600/2506] lr: 2.042e-02, eta: 17:48:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 0.7407, loss: 0.7407 +2024-07-18 05:19:47,233 - pyskl - INFO - Epoch [43][700/2506] lr: 2.041e-02, eta: 17:48:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 0.8075, loss: 0.8075 +2024-07-18 05:20:10,568 - pyskl - INFO - Epoch [43][800/2506] lr: 2.040e-02, eta: 17:47:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 0.8546, loss: 0.8546 +2024-07-18 05:20:33,840 - pyskl - INFO - Epoch [43][900/2506] lr: 2.040e-02, eta: 17:47:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 0.8017, loss: 0.8017 +2024-07-18 05:20:57,110 - pyskl - INFO - Epoch [43][1000/2506] lr: 2.039e-02, eta: 17:46:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 0.7901, loss: 0.7901 +2024-07-18 05:21:20,398 - pyskl - INFO - Epoch [43][1100/2506] lr: 2.038e-02, eta: 17:46:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 0.8505, loss: 0.8505 +2024-07-18 05:21:43,631 - pyskl - INFO - Epoch [43][1200/2506] lr: 2.037e-02, eta: 17:45:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9731, loss_cls: 0.8070, loss: 0.8070 +2024-07-18 05:22:06,834 - pyskl - INFO - Epoch [43][1300/2506] lr: 2.036e-02, eta: 17:45:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9800, loss_cls: 0.7823, loss: 0.7823 +2024-07-18 05:22:30,056 - pyskl - INFO - Epoch [43][1400/2506] lr: 2.035e-02, eta: 17:45:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8200, top5_acc: 0.9712, loss_cls: 0.8779, loss: 0.8779 +2024-07-18 05:22:53,328 - pyskl - INFO - Epoch [43][1500/2506] lr: 2.035e-02, eta: 17:44:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 0.7602, loss: 0.7602 +2024-07-18 05:23:16,610 - pyskl - INFO - Epoch [43][1600/2506] lr: 2.034e-02, eta: 17:44:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9819, loss_cls: 0.7730, loss: 0.7730 +2024-07-18 05:23:39,920 - pyskl - INFO - Epoch [43][1700/2506] lr: 2.033e-02, eta: 17:43:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 0.8823, loss: 0.8823 +2024-07-18 05:24:03,095 - pyskl - INFO - Epoch [43][1800/2506] lr: 2.032e-02, eta: 17:43:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 0.7891, loss: 0.7891 +2024-07-18 05:24:26,388 - pyskl - INFO - Epoch [43][1900/2506] lr: 2.031e-02, eta: 17:43:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9844, loss_cls: 0.8037, loss: 0.8037 +2024-07-18 05:24:49,714 - pyskl - INFO - Epoch [43][2000/2506] lr: 2.031e-02, eta: 17:42:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 0.7964, loss: 0.7964 +2024-07-18 05:25:12,959 - pyskl - INFO - Epoch [43][2100/2506] lr: 2.030e-02, eta: 17:42:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 0.8312, loss: 0.8312 +2024-07-18 05:25:36,272 - pyskl - INFO - Epoch [43][2200/2506] lr: 2.029e-02, eta: 17:41:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9844, loss_cls: 0.7740, loss: 0.7740 +2024-07-18 05:25:59,738 - pyskl - INFO - Epoch [43][2300/2506] lr: 2.028e-02, eta: 17:41:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 0.7655, loss: 0.7655 +2024-07-18 05:26:23,091 - pyskl - INFO - Epoch [43][2400/2506] lr: 2.027e-02, eta: 17:41:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 0.8003, loss: 0.8003 +2024-07-18 05:26:46,396 - pyskl - INFO - Epoch [43][2500/2506] lr: 2.026e-02, eta: 17:40:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 0.8034, loss: 0.8034 +2024-07-18 05:26:48,209 - pyskl - INFO - Saving checkpoint at 43 epochs +2024-07-18 05:28:04,808 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 05:28:04,875 - pyskl - INFO - +top1_acc 0.8157 +top5_acc 0.9720 +2024-07-18 05:28:04,877 - pyskl - INFO - Epoch(val) [43][1031] top1_acc: 0.8157, top5_acc: 0.9720 +2024-07-18 05:28:46,223 - pyskl - INFO - Epoch [44][100/2506] lr: 2.026e-02, eta: 17:40:51, time: 0.413, data_time: 0.177, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 0.7684, loss: 0.7684 +2024-07-18 05:29:09,524 - pyskl - INFO - Epoch [44][200/2506] lr: 2.025e-02, eta: 17:40:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 0.7693, loss: 0.7693 +2024-07-18 05:29:32,898 - pyskl - INFO - Epoch [44][300/2506] lr: 2.024e-02, eta: 17:40:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 0.7944, loss: 0.7944 +2024-07-18 05:29:56,184 - pyskl - INFO - Epoch [44][400/2506] lr: 2.023e-02, eta: 17:39:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 0.8270, loss: 0.8270 +2024-07-18 05:30:19,479 - pyskl - INFO - Epoch [44][500/2506] lr: 2.022e-02, eta: 17:39:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 0.7298, loss: 0.7298 +2024-07-18 05:30:42,750 - pyskl - INFO - Epoch [44][600/2506] lr: 2.022e-02, eta: 17:38:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 0.7874, loss: 0.7874 +2024-07-18 05:31:06,047 - pyskl - INFO - Epoch [44][700/2506] lr: 2.021e-02, eta: 17:38:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9825, loss_cls: 0.7592, loss: 0.7592 +2024-07-18 05:31:29,388 - pyskl - INFO - Epoch [44][800/2506] lr: 2.020e-02, eta: 17:37:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9750, loss_cls: 0.7711, loss: 0.7711 +2024-07-18 05:31:52,706 - pyskl - INFO - Epoch [44][900/2506] lr: 2.019e-02, eta: 17:37:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 0.7809, loss: 0.7809 +2024-07-18 05:32:16,050 - pyskl - INFO - Epoch [44][1000/2506] lr: 2.018e-02, eta: 17:37:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 0.7768, loss: 0.7768 +2024-07-18 05:32:39,424 - pyskl - INFO - Epoch [44][1100/2506] lr: 2.017e-02, eta: 17:36:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 0.8057, loss: 0.8057 +2024-07-18 05:33:02,744 - pyskl - INFO - Epoch [44][1200/2506] lr: 2.017e-02, eta: 17:36:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 0.7642, loss: 0.7642 +2024-07-18 05:33:26,065 - pyskl - INFO - Epoch [44][1300/2506] lr: 2.016e-02, eta: 17:35:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 0.7716, loss: 0.7716 +2024-07-18 05:33:49,404 - pyskl - INFO - Epoch [44][1400/2506] lr: 2.015e-02, eta: 17:35:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 0.7989, loss: 0.7989 +2024-07-18 05:34:12,683 - pyskl - INFO - Epoch [44][1500/2506] lr: 2.014e-02, eta: 17:35:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 0.8129, loss: 0.8129 +2024-07-18 05:34:36,019 - pyskl - INFO - Epoch [44][1600/2506] lr: 2.013e-02, eta: 17:34:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 0.7609, loss: 0.7609 +2024-07-18 05:34:59,323 - pyskl - INFO - Epoch [44][1700/2506] lr: 2.012e-02, eta: 17:34:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 0.7981, loss: 0.7981 +2024-07-18 05:35:22,606 - pyskl - INFO - Epoch [44][1800/2506] lr: 2.012e-02, eta: 17:33:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 0.7425, loss: 0.7425 +2024-07-18 05:35:45,983 - pyskl - INFO - Epoch [44][1900/2506] lr: 2.011e-02, eta: 17:33:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 0.8118, loss: 0.8118 +2024-07-18 05:36:09,387 - pyskl - INFO - Epoch [44][2000/2506] lr: 2.010e-02, eta: 17:33:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 0.7613, loss: 0.7613 +2024-07-18 05:36:32,731 - pyskl - INFO - Epoch [44][2100/2506] lr: 2.009e-02, eta: 17:32:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 0.7730, loss: 0.7730 +2024-07-18 05:36:56,107 - pyskl - INFO - Epoch [44][2200/2506] lr: 2.008e-02, eta: 17:32:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 0.8128, loss: 0.8128 +2024-07-18 05:37:19,471 - pyskl - INFO - Epoch [44][2300/2506] lr: 2.007e-02, eta: 17:31:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 0.8202, loss: 0.8202 +2024-07-18 05:37:42,800 - pyskl - INFO - Epoch [44][2400/2506] lr: 2.007e-02, eta: 17:31:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 0.8130, loss: 0.8130 +2024-07-18 05:38:06,139 - pyskl - INFO - Epoch [44][2500/2506] lr: 2.006e-02, eta: 17:30:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 0.8104, loss: 0.8104 +2024-07-18 05:38:07,953 - pyskl - INFO - Saving checkpoint at 44 epochs +2024-07-18 05:39:24,561 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 05:39:24,628 - pyskl - INFO - +top1_acc 0.7836 +top5_acc 0.9631 +2024-07-18 05:39:24,630 - pyskl - INFO - Epoch(val) [44][1031] top1_acc: 0.7836, top5_acc: 0.9631 +2024-07-18 05:40:05,705 - pyskl - INFO - Epoch [45][100/2506] lr: 2.005e-02, eta: 17:31:10, time: 0.411, data_time: 0.175, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9750, loss_cls: 0.7544, loss: 0.7544 +2024-07-18 05:40:29,027 - pyskl - INFO - Epoch [45][200/2506] lr: 2.004e-02, eta: 17:30:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 0.8207, loss: 0.8207 +2024-07-18 05:40:52,283 - pyskl - INFO - Epoch [45][300/2506] lr: 2.003e-02, eta: 17:30:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 0.8092, loss: 0.8092 +2024-07-18 05:41:15,520 - pyskl - INFO - Epoch [45][400/2506] lr: 2.002e-02, eta: 17:29:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 0.7136, loss: 0.7136 +2024-07-18 05:41:38,707 - pyskl - INFO - Epoch [45][500/2506] lr: 2.002e-02, eta: 17:29:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 0.7665, loss: 0.7665 +2024-07-18 05:42:01,876 - pyskl - INFO - Epoch [45][600/2506] lr: 2.001e-02, eta: 17:29:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 0.7874, loss: 0.7874 +2024-07-18 05:42:25,125 - pyskl - INFO - Epoch [45][700/2506] lr: 2.000e-02, eta: 17:28:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 0.7698, loss: 0.7698 +2024-07-18 05:42:48,396 - pyskl - INFO - Epoch [45][800/2506] lr: 1.999e-02, eta: 17:28:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 0.7679, loss: 0.7679 +2024-07-18 05:43:11,677 - pyskl - INFO - Epoch [45][900/2506] lr: 1.998e-02, eta: 17:27:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9750, loss_cls: 0.8089, loss: 0.8089 +2024-07-18 05:43:34,946 - pyskl - INFO - Epoch [45][1000/2506] lr: 1.997e-02, eta: 17:27:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 0.7319, loss: 0.7319 +2024-07-18 05:43:58,255 - pyskl - INFO - Epoch [45][1100/2506] lr: 1.997e-02, eta: 17:27:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 0.7838, loss: 0.7838 +2024-07-18 05:44:21,586 - pyskl - INFO - Epoch [45][1200/2506] lr: 1.996e-02, eta: 17:26:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 0.7462, loss: 0.7462 +2024-07-18 05:44:44,829 - pyskl - INFO - Epoch [45][1300/2506] lr: 1.995e-02, eta: 17:26:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 0.8060, loss: 0.8060 +2024-07-18 05:45:08,085 - pyskl - INFO - Epoch [45][1400/2506] lr: 1.994e-02, eta: 17:25:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9688, loss_cls: 0.8801, loss: 0.8801 +2024-07-18 05:45:31,327 - pyskl - INFO - Epoch [45][1500/2506] lr: 1.993e-02, eta: 17:25:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 0.7737, loss: 0.7737 +2024-07-18 05:45:54,547 - pyskl - INFO - Epoch [45][1600/2506] lr: 1.992e-02, eta: 17:24:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 0.7911, loss: 0.7911 +2024-07-18 05:46:17,759 - pyskl - INFO - Epoch [45][1700/2506] lr: 1.992e-02, eta: 17:24:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 0.7918, loss: 0.7918 +2024-07-18 05:46:40,973 - pyskl - INFO - Epoch [45][1800/2506] lr: 1.991e-02, eta: 17:24:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9788, loss_cls: 0.8546, loss: 0.8546 +2024-07-18 05:47:04,290 - pyskl - INFO - Epoch [45][1900/2506] lr: 1.990e-02, eta: 17:23:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 0.7901, loss: 0.7901 +2024-07-18 05:47:27,813 - pyskl - INFO - Epoch [45][2000/2506] lr: 1.989e-02, eta: 17:23:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 0.7367, loss: 0.7367 +2024-07-18 05:47:51,217 - pyskl - INFO - Epoch [45][2100/2506] lr: 1.988e-02, eta: 17:22:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 0.7760, loss: 0.7760 +2024-07-18 05:48:14,570 - pyskl - INFO - Epoch [45][2200/2506] lr: 1.987e-02, eta: 17:22:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9738, loss_cls: 0.8255, loss: 0.8255 +2024-07-18 05:48:37,988 - pyskl - INFO - Epoch [45][2300/2506] lr: 1.986e-02, eta: 17:22:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9838, loss_cls: 0.7870, loss: 0.7870 +2024-07-18 05:49:01,333 - pyskl - INFO - Epoch [45][2400/2506] lr: 1.986e-02, eta: 17:21:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 0.7519, loss: 0.7519 +2024-07-18 05:49:24,617 - pyskl - INFO - Epoch [45][2500/2506] lr: 1.985e-02, eta: 17:21:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 0.8652, loss: 0.8652 +2024-07-18 05:49:26,439 - pyskl - INFO - Saving checkpoint at 45 epochs +2024-07-18 05:50:42,990 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 05:50:43,065 - pyskl - INFO - +top1_acc 0.8249 +top5_acc 0.9706 +2024-07-18 05:50:43,069 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_39.pth was removed +2024-07-18 05:50:43,276 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_45.pth. +2024-07-18 05:50:43,277 - pyskl - INFO - Best top1_acc is 0.8249 at 45 epoch. +2024-07-18 05:50:43,279 - pyskl - INFO - Epoch(val) [45][1031] top1_acc: 0.8249, top5_acc: 0.9706 +2024-07-18 05:51:25,211 - pyskl - INFO - Epoch [46][100/2506] lr: 1.984e-02, eta: 17:21:28, time: 0.419, data_time: 0.183, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 0.7413, loss: 0.7413 +2024-07-18 05:51:48,473 - pyskl - INFO - Epoch [46][200/2506] lr: 1.983e-02, eta: 17:21:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 0.6518, loss: 0.6518 +2024-07-18 05:52:11,687 - pyskl - INFO - Epoch [46][300/2506] lr: 1.982e-02, eta: 17:20:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 0.7160, loss: 0.7160 +2024-07-18 05:52:34,968 - pyskl - INFO - Epoch [46][400/2506] lr: 1.981e-02, eta: 17:20:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 0.7021, loss: 0.7021 +2024-07-18 05:52:58,295 - pyskl - INFO - Epoch [46][500/2506] lr: 1.981e-02, eta: 17:19:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 0.7651, loss: 0.7651 +2024-07-18 05:53:21,627 - pyskl - INFO - Epoch [46][600/2506] lr: 1.980e-02, eta: 17:19:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 0.8053, loss: 0.8053 +2024-07-18 05:53:44,894 - pyskl - INFO - Epoch [46][700/2506] lr: 1.979e-02, eta: 17:18:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 0.6899, loss: 0.6899 +2024-07-18 05:54:08,160 - pyskl - INFO - Epoch [46][800/2506] lr: 1.978e-02, eta: 17:18:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 0.7699, loss: 0.7699 +2024-07-18 05:54:31,437 - pyskl - INFO - Epoch [46][900/2506] lr: 1.977e-02, eta: 17:18:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9719, loss_cls: 0.7728, loss: 0.7728 +2024-07-18 05:54:54,804 - pyskl - INFO - Epoch [46][1000/2506] lr: 1.976e-02, eta: 17:17:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 0.8264, loss: 0.8264 +2024-07-18 05:55:18,104 - pyskl - INFO - Epoch [46][1100/2506] lr: 1.975e-02, eta: 17:17:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 0.7680, loss: 0.7680 +2024-07-18 05:55:41,406 - pyskl - INFO - Epoch [46][1200/2506] lr: 1.975e-02, eta: 17:16:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 0.7582, loss: 0.7582 +2024-07-18 05:56:04,742 - pyskl - INFO - Epoch [46][1300/2506] lr: 1.974e-02, eta: 17:16:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9719, loss_cls: 0.8229, loss: 0.8229 +2024-07-18 05:56:28,069 - pyskl - INFO - Epoch [46][1400/2506] lr: 1.973e-02, eta: 17:16:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9756, loss_cls: 0.7791, loss: 0.7791 +2024-07-18 05:56:51,428 - pyskl - INFO - Epoch [46][1500/2506] lr: 1.972e-02, eta: 17:15:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 0.7857, loss: 0.7857 +2024-07-18 05:57:14,771 - pyskl - INFO - Epoch [46][1600/2506] lr: 1.971e-02, eta: 17:15:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9844, loss_cls: 0.7879, loss: 0.7879 +2024-07-18 05:57:38,116 - pyskl - INFO - Epoch [46][1700/2506] lr: 1.970e-02, eta: 17:14:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 0.7613, loss: 0.7613 +2024-07-18 05:58:01,482 - pyskl - INFO - Epoch [46][1800/2506] lr: 1.969e-02, eta: 17:14:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 0.7106, loss: 0.7106 +2024-07-18 05:58:24,841 - pyskl - INFO - Epoch [46][1900/2506] lr: 1.969e-02, eta: 17:14:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 0.7835, loss: 0.7835 +2024-07-18 05:58:48,295 - pyskl - INFO - Epoch [46][2000/2506] lr: 1.968e-02, eta: 17:13:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9738, loss_cls: 0.8387, loss: 0.8387 +2024-07-18 05:59:11,646 - pyskl - INFO - Epoch [46][2100/2506] lr: 1.967e-02, eta: 17:13:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 0.7651, loss: 0.7651 +2024-07-18 05:59:35,037 - pyskl - INFO - Epoch [46][2200/2506] lr: 1.966e-02, eta: 17:12:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9756, loss_cls: 0.7898, loss: 0.7898 +2024-07-18 05:59:58,507 - pyskl - INFO - Epoch [46][2300/2506] lr: 1.965e-02, eta: 17:12:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 0.7939, loss: 0.7939 +2024-07-18 06:00:21,822 - pyskl - INFO - Epoch [46][2400/2506] lr: 1.964e-02, eta: 17:11:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 0.7992, loss: 0.7992 +2024-07-18 06:00:45,031 - pyskl - INFO - Epoch [46][2500/2506] lr: 1.963e-02, eta: 17:11:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 0.8040, loss: 0.8040 +2024-07-18 06:00:46,876 - pyskl - INFO - Saving checkpoint at 46 epochs +2024-07-18 06:02:03,794 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 06:02:03,865 - pyskl - INFO - +top1_acc 0.8354 +top5_acc 0.9736 +2024-07-18 06:02:03,869 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_45.pth was removed +2024-07-18 06:02:04,001 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. +2024-07-18 06:02:04,002 - pyskl - INFO - Best top1_acc is 0.8354 at 46 epoch. +2024-07-18 06:02:04,004 - pyskl - INFO - Epoch(val) [46][1031] top1_acc: 0.8354, top5_acc: 0.9736 +2024-07-18 06:02:45,324 - pyskl - INFO - Epoch [47][100/2506] lr: 1.963e-02, eta: 17:11:46, time: 0.413, data_time: 0.177, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9756, loss_cls: 0.7301, loss: 0.7301 +2024-07-18 06:03:08,644 - pyskl - INFO - Epoch [47][200/2506] lr: 1.962e-02, eta: 17:11:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 0.7989, loss: 0.7989 +2024-07-18 06:03:31,931 - pyskl - INFO - Epoch [47][300/2506] lr: 1.961e-02, eta: 17:10:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9831, loss_cls: 0.7690, loss: 0.7690 +2024-07-18 06:03:55,212 - pyskl - INFO - Epoch [47][400/2506] lr: 1.960e-02, eta: 17:10:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9775, loss_cls: 0.7214, loss: 0.7214 +2024-07-18 06:04:18,536 - pyskl - INFO - Epoch [47][500/2506] lr: 1.959e-02, eta: 17:10:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 0.7637, loss: 0.7637 +2024-07-18 06:04:41,853 - pyskl - INFO - Epoch [47][600/2506] lr: 1.958e-02, eta: 17:09:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 0.6611, loss: 0.6611 +2024-07-18 06:05:05,129 - pyskl - INFO - Epoch [47][700/2506] lr: 1.957e-02, eta: 17:09:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 0.8020, loss: 0.8020 +2024-07-18 06:05:28,397 - pyskl - INFO - Epoch [47][800/2506] lr: 1.957e-02, eta: 17:08:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 0.7502, loss: 0.7502 +2024-07-18 06:05:51,752 - pyskl - INFO - Epoch [47][900/2506] lr: 1.956e-02, eta: 17:08:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 0.7809, loss: 0.7809 +2024-07-18 06:06:15,066 - pyskl - INFO - Epoch [47][1000/2506] lr: 1.955e-02, eta: 17:08:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9825, loss_cls: 0.7931, loss: 0.7931 +2024-07-18 06:06:38,372 - pyskl - INFO - Epoch [47][1100/2506] lr: 1.954e-02, eta: 17:07:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 0.8207, loss: 0.8207 +2024-07-18 06:07:01,705 - pyskl - INFO - Epoch [47][1200/2506] lr: 1.953e-02, eta: 17:07:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 0.8331, loss: 0.8331 +2024-07-18 06:07:25,029 - pyskl - INFO - Epoch [47][1300/2506] lr: 1.952e-02, eta: 17:06:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 0.8099, loss: 0.8099 +2024-07-18 06:07:48,359 - pyskl - INFO - Epoch [47][1400/2506] lr: 1.951e-02, eta: 17:06:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 0.7810, loss: 0.7810 +2024-07-18 06:08:11,643 - pyskl - INFO - Epoch [47][1500/2506] lr: 1.950e-02, eta: 17:05:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 0.8240, loss: 0.8240 +2024-07-18 06:08:34,939 - pyskl - INFO - Epoch [47][1600/2506] lr: 1.950e-02, eta: 17:05:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 0.7675, loss: 0.7675 +2024-07-18 06:08:58,210 - pyskl - INFO - Epoch [47][1700/2506] lr: 1.949e-02, eta: 17:05:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 0.8281, loss: 0.8281 +2024-07-18 06:09:21,461 - pyskl - INFO - Epoch [47][1800/2506] lr: 1.948e-02, eta: 17:04:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9838, loss_cls: 0.7826, loss: 0.7826 +2024-07-18 06:09:44,802 - pyskl - INFO - Epoch [47][1900/2506] lr: 1.947e-02, eta: 17:04:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 0.7003, loss: 0.7003 +2024-07-18 06:10:08,086 - pyskl - INFO - Epoch [47][2000/2506] lr: 1.946e-02, eta: 17:03:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 0.7686, loss: 0.7686 +2024-07-18 06:10:31,337 - pyskl - INFO - Epoch [47][2100/2506] lr: 1.945e-02, eta: 17:03:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 0.7913, loss: 0.7913 +2024-07-18 06:10:54,651 - pyskl - INFO - Epoch [47][2200/2506] lr: 1.944e-02, eta: 17:03:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 0.7517, loss: 0.7517 +2024-07-18 06:11:17,970 - pyskl - INFO - Epoch [47][2300/2506] lr: 1.944e-02, eta: 17:02:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 0.7732, loss: 0.7732 +2024-07-18 06:11:41,376 - pyskl - INFO - Epoch [47][2400/2506] lr: 1.943e-02, eta: 17:02:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 0.7163, loss: 0.7163 +2024-07-18 06:12:04,791 - pyskl - INFO - Epoch [47][2500/2506] lr: 1.942e-02, eta: 17:01:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9725, loss_cls: 0.8345, loss: 0.8345 +2024-07-18 06:12:06,644 - pyskl - INFO - Saving checkpoint at 47 epochs +2024-07-18 06:13:23,385 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 06:13:23,453 - pyskl - INFO - +top1_acc 0.8188 +top5_acc 0.9742 +2024-07-18 06:13:23,455 - pyskl - INFO - Epoch(val) [47][1031] top1_acc: 0.8188, top5_acc: 0.9742 +2024-07-18 06:14:05,137 - pyskl - INFO - Epoch [48][100/2506] lr: 1.941e-02, eta: 17:02:02, time: 0.417, data_time: 0.180, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 0.7039, loss: 0.7039 +2024-07-18 06:14:28,514 - pyskl - INFO - Epoch [48][200/2506] lr: 1.940e-02, eta: 17:01:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9844, loss_cls: 0.7370, loss: 0.7370 +2024-07-18 06:14:51,918 - pyskl - INFO - Epoch [48][300/2506] lr: 1.939e-02, eta: 17:01:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 0.7342, loss: 0.7342 +2024-07-18 06:15:15,227 - pyskl - INFO - Epoch [48][400/2506] lr: 1.938e-02, eta: 17:00:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 0.7489, loss: 0.7489 +2024-07-18 06:15:38,541 - pyskl - INFO - Epoch [48][500/2506] lr: 1.937e-02, eta: 17:00:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 0.7217, loss: 0.7217 +2024-07-18 06:16:01,924 - pyskl - INFO - Epoch [48][600/2506] lr: 1.937e-02, eta: 16:59:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 0.7100, loss: 0.7100 +2024-07-18 06:16:25,216 - pyskl - INFO - Epoch [48][700/2506] lr: 1.936e-02, eta: 16:59:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 0.7423, loss: 0.7423 +2024-07-18 06:16:48,549 - pyskl - INFO - Epoch [48][800/2506] lr: 1.935e-02, eta: 16:59:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 0.7293, loss: 0.7293 +2024-07-18 06:17:11,873 - pyskl - INFO - Epoch [48][900/2506] lr: 1.934e-02, eta: 16:58:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 0.7163, loss: 0.7163 +2024-07-18 06:17:35,275 - pyskl - INFO - Epoch [48][1000/2506] lr: 1.933e-02, eta: 16:58:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 0.8421, loss: 0.8421 +2024-07-18 06:17:58,580 - pyskl - INFO - Epoch [48][1100/2506] lr: 1.932e-02, eta: 16:57:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 0.7776, loss: 0.7776 +2024-07-18 06:18:21,864 - pyskl - INFO - Epoch [48][1200/2506] lr: 1.931e-02, eta: 16:57:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 0.8172, loss: 0.8172 +2024-07-18 06:18:45,193 - pyskl - INFO - Epoch [48][1300/2506] lr: 1.930e-02, eta: 16:57:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 0.7206, loss: 0.7206 +2024-07-18 06:19:08,515 - pyskl - INFO - Epoch [48][1400/2506] lr: 1.930e-02, eta: 16:56:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 0.6926, loss: 0.6926 +2024-07-18 06:19:31,828 - pyskl - INFO - Epoch [48][1500/2506] lr: 1.929e-02, eta: 16:56:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 0.8126, loss: 0.8126 +2024-07-18 06:19:55,153 - pyskl - INFO - Epoch [48][1600/2506] lr: 1.928e-02, eta: 16:55:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 0.7881, loss: 0.7881 +2024-07-18 06:20:18,674 - pyskl - INFO - Epoch [48][1700/2506] lr: 1.927e-02, eta: 16:55:28, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 0.7112, loss: 0.7112 +2024-07-18 06:20:42,153 - pyskl - INFO - Epoch [48][1800/2506] lr: 1.926e-02, eta: 16:55:03, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 0.7564, loss: 0.7564 +2024-07-18 06:21:05,570 - pyskl - INFO - Epoch [48][1900/2506] lr: 1.925e-02, eta: 16:54:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 0.7845, loss: 0.7845 +2024-07-18 06:21:29,318 - pyskl - INFO - Epoch [48][2000/2506] lr: 1.924e-02, eta: 16:54:15, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 0.7703, loss: 0.7703 +2024-07-18 06:21:52,778 - pyskl - INFO - Epoch [48][2100/2506] lr: 1.923e-02, eta: 16:53:51, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 0.7312, loss: 0.7312 +2024-07-18 06:22:16,098 - pyskl - INFO - Epoch [48][2200/2506] lr: 1.922e-02, eta: 16:53:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 0.8382, loss: 0.8382 +2024-07-18 06:22:39,538 - pyskl - INFO - Epoch [48][2300/2506] lr: 1.922e-02, eta: 16:53:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 0.7781, loss: 0.7781 +2024-07-18 06:23:02,916 - pyskl - INFO - Epoch [48][2400/2506] lr: 1.921e-02, eta: 16:52:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 0.7835, loss: 0.7835 +2024-07-18 06:23:26,208 - pyskl - INFO - Epoch [48][2500/2506] lr: 1.920e-02, eta: 16:52:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 0.8042, loss: 0.8042 +2024-07-18 06:23:28,067 - pyskl - INFO - Saving checkpoint at 48 epochs +2024-07-18 06:24:44,568 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 06:24:44,636 - pyskl - INFO - +top1_acc 0.8118 +top5_acc 0.9717 +2024-07-18 06:24:44,638 - pyskl - INFO - Epoch(val) [48][1031] top1_acc: 0.8118, top5_acc: 0.9717 +2024-07-18 06:25:25,868 - pyskl - INFO - Epoch [49][100/2506] lr: 1.919e-02, eta: 16:52:21, time: 0.412, data_time: 0.176, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 0.7223, loss: 0.7223 +2024-07-18 06:25:49,192 - pyskl - INFO - Epoch [49][200/2506] lr: 1.918e-02, eta: 16:51:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9856, loss_cls: 0.7351, loss: 0.7351 +2024-07-18 06:26:12,512 - pyskl - INFO - Epoch [49][300/2506] lr: 1.917e-02, eta: 16:51:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 0.6943, loss: 0.6943 +2024-07-18 06:26:35,816 - pyskl - INFO - Epoch [49][400/2506] lr: 1.916e-02, eta: 16:51:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 0.7615, loss: 0.7615 +2024-07-18 06:26:59,093 - pyskl - INFO - Epoch [49][500/2506] lr: 1.915e-02, eta: 16:50:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9894, loss_cls: 0.7001, loss: 0.7001 +2024-07-18 06:27:22,354 - pyskl - INFO - Epoch [49][600/2506] lr: 1.914e-02, eta: 16:50:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 0.7572, loss: 0.7572 +2024-07-18 06:27:45,724 - pyskl - INFO - Epoch [49][700/2506] lr: 1.914e-02, eta: 16:49:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 0.7298, loss: 0.7298 +2024-07-18 06:28:09,009 - pyskl - INFO - Epoch [49][800/2506] lr: 1.913e-02, eta: 16:49:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 0.7757, loss: 0.7757 +2024-07-18 06:28:32,230 - pyskl - INFO - Epoch [49][900/2506] lr: 1.912e-02, eta: 16:49:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9731, loss_cls: 0.7679, loss: 0.7679 +2024-07-18 06:28:55,518 - pyskl - INFO - Epoch [49][1000/2506] lr: 1.911e-02, eta: 16:48:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 0.6985, loss: 0.6985 +2024-07-18 06:29:18,836 - pyskl - INFO - Epoch [49][1100/2506] lr: 1.910e-02, eta: 16:48:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 0.7532, loss: 0.7532 +2024-07-18 06:29:42,112 - pyskl - INFO - Epoch [49][1200/2506] lr: 1.909e-02, eta: 16:47:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9731, loss_cls: 0.7375, loss: 0.7375 +2024-07-18 06:30:05,447 - pyskl - INFO - Epoch [49][1300/2506] lr: 1.908e-02, eta: 16:47:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 0.7911, loss: 0.7911 +2024-07-18 06:30:28,737 - pyskl - INFO - Epoch [49][1400/2506] lr: 1.907e-02, eta: 16:46:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 0.7435, loss: 0.7435 +2024-07-18 06:30:52,029 - pyskl - INFO - Epoch [49][1500/2506] lr: 1.907e-02, eta: 16:46:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9844, loss_cls: 0.7794, loss: 0.7794 +2024-07-18 06:31:15,261 - pyskl - INFO - Epoch [49][1600/2506] lr: 1.906e-02, eta: 16:46:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 0.8381, loss: 0.8381 +2024-07-18 06:31:38,476 - pyskl - INFO - Epoch [49][1700/2506] lr: 1.905e-02, eta: 16:45:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 0.7829, loss: 0.7829 +2024-07-18 06:32:01,721 - pyskl - INFO - Epoch [49][1800/2506] lr: 1.904e-02, eta: 16:45:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 0.8169, loss: 0.8169 +2024-07-18 06:32:25,012 - pyskl - INFO - Epoch [49][1900/2506] lr: 1.903e-02, eta: 16:44:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 0.7469, loss: 0.7469 +2024-07-18 06:32:48,336 - pyskl - INFO - Epoch [49][2000/2506] lr: 1.902e-02, eta: 16:44:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 0.7198, loss: 0.7198 +2024-07-18 06:33:11,638 - pyskl - INFO - Epoch [49][2100/2506] lr: 1.901e-02, eta: 16:44:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 0.7485, loss: 0.7485 +2024-07-18 06:33:34,913 - pyskl - INFO - Epoch [49][2200/2506] lr: 1.900e-02, eta: 16:43:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 0.7202, loss: 0.7202 +2024-07-18 06:33:58,207 - pyskl - INFO - Epoch [49][2300/2506] lr: 1.899e-02, eta: 16:43:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9838, loss_cls: 0.7533, loss: 0.7533 +2024-07-18 06:34:21,538 - pyskl - INFO - Epoch [49][2400/2506] lr: 1.898e-02, eta: 16:42:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 0.7684, loss: 0.7684 +2024-07-18 06:34:44,777 - pyskl - INFO - Epoch [49][2500/2506] lr: 1.898e-02, eta: 16:42:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9762, loss_cls: 0.7497, loss: 0.7497 +2024-07-18 06:34:46,612 - pyskl - INFO - Saving checkpoint at 49 epochs +2024-07-18 06:36:03,259 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 06:36:03,327 - pyskl - INFO - +top1_acc 0.8199 +top5_acc 0.9752 +2024-07-18 06:36:03,329 - pyskl - INFO - Epoch(val) [49][1031] top1_acc: 0.8199, top5_acc: 0.9752 +2024-07-18 06:36:44,776 - pyskl - INFO - Epoch [50][100/2506] lr: 1.897e-02, eta: 16:42:35, time: 0.414, data_time: 0.178, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 0.7204, loss: 0.7204 +2024-07-18 06:37:08,219 - pyskl - INFO - Epoch [50][200/2506] lr: 1.896e-02, eta: 16:42:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9806, loss_cls: 0.7155, loss: 0.7155 +2024-07-18 06:37:31,754 - pyskl - INFO - Epoch [50][300/2506] lr: 1.895e-02, eta: 16:41:46, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 0.7975, loss: 0.7975 +2024-07-18 06:37:55,267 - pyskl - INFO - Epoch [50][400/2506] lr: 1.894e-02, eta: 16:41:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 0.6959, loss: 0.6959 +2024-07-18 06:38:18,574 - pyskl - INFO - Epoch [50][500/2506] lr: 1.893e-02, eta: 16:40:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 0.7208, loss: 0.7208 +2024-07-18 06:38:41,787 - pyskl - INFO - Epoch [50][600/2506] lr: 1.892e-02, eta: 16:40:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 0.8035, loss: 0.8035 +2024-07-18 06:39:05,023 - pyskl - INFO - Epoch [50][700/2506] lr: 1.891e-02, eta: 16:40:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 0.6900, loss: 0.6900 +2024-07-18 06:39:28,303 - pyskl - INFO - Epoch [50][800/2506] lr: 1.890e-02, eta: 16:39:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 0.7573, loss: 0.7573 +2024-07-18 06:39:51,535 - pyskl - INFO - Epoch [50][900/2506] lr: 1.889e-02, eta: 16:39:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 0.6752, loss: 0.6752 +2024-07-18 06:40:14,768 - pyskl - INFO - Epoch [50][1000/2506] lr: 1.889e-02, eta: 16:38:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9844, loss_cls: 0.7487, loss: 0.7487 +2024-07-18 06:40:38,083 - pyskl - INFO - Epoch [50][1100/2506] lr: 1.888e-02, eta: 16:38:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9794, loss_cls: 0.8183, loss: 0.8183 +2024-07-18 06:41:01,373 - pyskl - INFO - Epoch [50][1200/2506] lr: 1.887e-02, eta: 16:38:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 0.7428, loss: 0.7428 +2024-07-18 06:41:24,620 - pyskl - INFO - Epoch [50][1300/2506] lr: 1.886e-02, eta: 16:37:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 0.7479, loss: 0.7479 +2024-07-18 06:41:47,818 - pyskl - INFO - Epoch [50][1400/2506] lr: 1.885e-02, eta: 16:37:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 0.7700, loss: 0.7700 +2024-07-18 06:42:11,094 - pyskl - INFO - Epoch [50][1500/2506] lr: 1.884e-02, eta: 16:36:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 0.7857, loss: 0.7857 +2024-07-18 06:42:34,349 - pyskl - INFO - Epoch [50][1600/2506] lr: 1.883e-02, eta: 16:36:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9769, loss_cls: 0.7441, loss: 0.7441 +2024-07-18 06:42:57,577 - pyskl - INFO - Epoch [50][1700/2506] lr: 1.882e-02, eta: 16:35:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9831, loss_cls: 0.7434, loss: 0.7434 +2024-07-18 06:43:20,859 - pyskl - INFO - Epoch [50][1800/2506] lr: 1.881e-02, eta: 16:35:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 0.7068, loss: 0.7068 +2024-07-18 06:43:44,150 - pyskl - INFO - Epoch [50][1900/2506] lr: 1.880e-02, eta: 16:35:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9756, loss_cls: 0.7568, loss: 0.7568 +2024-07-18 06:44:07,475 - pyskl - INFO - Epoch [50][2000/2506] lr: 1.880e-02, eta: 16:34:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 0.7444, loss: 0.7444 +2024-07-18 06:44:30,758 - pyskl - INFO - Epoch [50][2100/2506] lr: 1.879e-02, eta: 16:34:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 0.7170, loss: 0.7170 +2024-07-18 06:44:54,125 - pyskl - INFO - Epoch [50][2200/2506] lr: 1.878e-02, eta: 16:33:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 0.7000, loss: 0.7000 +2024-07-18 06:45:17,394 - pyskl - INFO - Epoch [50][2300/2506] lr: 1.877e-02, eta: 16:33:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 0.7744, loss: 0.7744 +2024-07-18 06:45:40,686 - pyskl - INFO - Epoch [50][2400/2506] lr: 1.876e-02, eta: 16:33:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 0.8034, loss: 0.8034 +2024-07-18 06:46:03,947 - pyskl - INFO - Epoch [50][2500/2506] lr: 1.875e-02, eta: 16:32:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 0.6936, loss: 0.6936 +2024-07-18 06:46:05,738 - pyskl - INFO - Saving checkpoint at 50 epochs +2024-07-18 06:47:22,224 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 06:47:22,292 - pyskl - INFO - +top1_acc 0.7832 +top5_acc 0.9635 +2024-07-18 06:47:22,294 - pyskl - INFO - Epoch(val) [50][1031] top1_acc: 0.7832, top5_acc: 0.9635 +2024-07-18 06:48:03,526 - pyskl - INFO - Epoch [51][100/2506] lr: 1.874e-02, eta: 16:32:48, time: 0.412, data_time: 0.177, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9850, loss_cls: 0.7156, loss: 0.7156 +2024-07-18 06:48:26,735 - pyskl - INFO - Epoch [51][200/2506] lr: 1.873e-02, eta: 16:32:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 0.7693, loss: 0.7693 +2024-07-18 06:48:50,057 - pyskl - INFO - Epoch [51][300/2506] lr: 1.872e-02, eta: 16:31:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 0.7145, loss: 0.7145 +2024-07-18 06:49:13,376 - pyskl - INFO - Epoch [51][400/2506] lr: 1.871e-02, eta: 16:31:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 0.7207, loss: 0.7207 +2024-07-18 06:49:36,695 - pyskl - INFO - Epoch [51][500/2506] lr: 1.870e-02, eta: 16:31:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 0.7193, loss: 0.7193 +2024-07-18 06:49:59,947 - pyskl - INFO - Epoch [51][600/2506] lr: 1.870e-02, eta: 16:30:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 0.7459, loss: 0.7459 +2024-07-18 06:50:23,213 - pyskl - INFO - Epoch [51][700/2506] lr: 1.869e-02, eta: 16:30:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 0.6885, loss: 0.6885 +2024-07-18 06:50:46,629 - pyskl - INFO - Epoch [51][800/2506] lr: 1.868e-02, eta: 16:29:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 0.7305, loss: 0.7305 +2024-07-18 06:51:09,880 - pyskl - INFO - Epoch [51][900/2506] lr: 1.867e-02, eta: 16:29:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 0.7398, loss: 0.7398 +2024-07-18 06:51:33,117 - pyskl - INFO - Epoch [51][1000/2506] lr: 1.866e-02, eta: 16:29:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9744, loss_cls: 0.7507, loss: 0.7507 +2024-07-18 06:51:56,379 - pyskl - INFO - Epoch [51][1100/2506] lr: 1.865e-02, eta: 16:28:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9769, loss_cls: 0.7670, loss: 0.7670 +2024-07-18 06:52:19,764 - pyskl - INFO - Epoch [51][1200/2506] lr: 1.864e-02, eta: 16:28:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 0.7114, loss: 0.7114 +2024-07-18 06:52:43,066 - pyskl - INFO - Epoch [51][1300/2506] lr: 1.863e-02, eta: 16:27:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9756, loss_cls: 0.7655, loss: 0.7655 +2024-07-18 06:53:06,333 - pyskl - INFO - Epoch [51][1400/2506] lr: 1.862e-02, eta: 16:27:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 0.7647, loss: 0.7647 +2024-07-18 06:53:29,688 - pyskl - INFO - Epoch [51][1500/2506] lr: 1.861e-02, eta: 16:27:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9844, loss_cls: 0.7537, loss: 0.7537 +2024-07-18 06:53:52,977 - pyskl - INFO - Epoch [51][1600/2506] lr: 1.860e-02, eta: 16:26:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 0.8207, loss: 0.8207 +2024-07-18 06:54:16,301 - pyskl - INFO - Epoch [51][1700/2506] lr: 1.860e-02, eta: 16:26:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 0.7239, loss: 0.7239 +2024-07-18 06:54:39,597 - pyskl - INFO - Epoch [51][1800/2506] lr: 1.859e-02, eta: 16:25:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 0.7709, loss: 0.7709 +2024-07-18 06:55:02,915 - pyskl - INFO - Epoch [51][1900/2506] lr: 1.858e-02, eta: 16:25:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 0.7218, loss: 0.7218 +2024-07-18 06:55:26,282 - pyskl - INFO - Epoch [51][2000/2506] lr: 1.857e-02, eta: 16:24:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 0.7001, loss: 0.7001 +2024-07-18 06:55:49,600 - pyskl - INFO - Epoch [51][2100/2506] lr: 1.856e-02, eta: 16:24:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 0.7641, loss: 0.7641 +2024-07-18 06:56:12,867 - pyskl - INFO - Epoch [51][2200/2506] lr: 1.855e-02, eta: 16:24:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9819, loss_cls: 0.8426, loss: 0.8426 +2024-07-18 06:56:36,202 - pyskl - INFO - Epoch [51][2300/2506] lr: 1.854e-02, eta: 16:23:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 0.7331, loss: 0.7331 +2024-07-18 06:56:59,681 - pyskl - INFO - Epoch [51][2400/2506] lr: 1.853e-02, eta: 16:23:20, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 0.7501, loss: 0.7501 +2024-07-18 06:57:22,997 - pyskl - INFO - Epoch [51][2500/2506] lr: 1.852e-02, eta: 16:22:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9769, loss_cls: 0.7442, loss: 0.7442 +2024-07-18 06:57:24,776 - pyskl - INFO - Saving checkpoint at 51 epochs +2024-07-18 06:58:41,305 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 06:58:41,372 - pyskl - INFO - +top1_acc 0.8057 +top5_acc 0.9718 +2024-07-18 06:58:41,373 - pyskl - INFO - Epoch(val) [51][1031] top1_acc: 0.8057, top5_acc: 0.9718 +2024-07-18 06:59:22,317 - pyskl - INFO - Epoch [52][100/2506] lr: 1.851e-02, eta: 16:23:01, time: 0.409, data_time: 0.173, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 0.6929, loss: 0.6929 +2024-07-18 06:59:45,647 - pyskl - INFO - Epoch [52][200/2506] lr: 1.850e-02, eta: 16:22:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 0.7316, loss: 0.7316 +2024-07-18 07:00:09,105 - pyskl - INFO - Epoch [52][300/2506] lr: 1.849e-02, eta: 16:22:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9856, loss_cls: 0.7399, loss: 0.7399 +2024-07-18 07:00:32,314 - pyskl - INFO - Epoch [52][400/2506] lr: 1.849e-02, eta: 16:21:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 0.7587, loss: 0.7587 +2024-07-18 07:00:55,528 - pyskl - INFO - Epoch [52][500/2506] lr: 1.848e-02, eta: 16:21:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 0.6934, loss: 0.6934 +2024-07-18 07:01:18,735 - pyskl - INFO - Epoch [52][600/2506] lr: 1.847e-02, eta: 16:20:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 0.7456, loss: 0.7456 +2024-07-18 07:01:41,959 - pyskl - INFO - Epoch [52][700/2506] lr: 1.846e-02, eta: 16:20:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 0.7481, loss: 0.7481 +2024-07-18 07:02:05,168 - pyskl - INFO - Epoch [52][800/2506] lr: 1.845e-02, eta: 16:20:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 0.7121, loss: 0.7121 +2024-07-18 07:02:28,433 - pyskl - INFO - Epoch [52][900/2506] lr: 1.844e-02, eta: 16:19:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 0.6599, loss: 0.6599 +2024-07-18 07:02:51,686 - pyskl - INFO - Epoch [52][1000/2506] lr: 1.843e-02, eta: 16:19:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 0.7768, loss: 0.7768 +2024-07-18 07:03:14,907 - pyskl - INFO - Epoch [52][1100/2506] lr: 1.842e-02, eta: 16:18:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 0.7004, loss: 0.7004 +2024-07-18 07:03:38,177 - pyskl - INFO - Epoch [52][1200/2506] lr: 1.841e-02, eta: 16:18:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9738, loss_cls: 0.7875, loss: 0.7875 +2024-07-18 07:04:01,524 - pyskl - INFO - Epoch [52][1300/2506] lr: 1.840e-02, eta: 16:18:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 0.8004, loss: 0.8004 +2024-07-18 07:04:24,846 - pyskl - INFO - Epoch [52][1400/2506] lr: 1.839e-02, eta: 16:17:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 0.7995, loss: 0.7995 +2024-07-18 07:04:48,181 - pyskl - INFO - Epoch [52][1500/2506] lr: 1.838e-02, eta: 16:17:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 0.7207, loss: 0.7207 +2024-07-18 07:05:11,519 - pyskl - INFO - Epoch [52][1600/2506] lr: 1.838e-02, eta: 16:16:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 0.7302, loss: 0.7302 +2024-07-18 07:05:34,846 - pyskl - INFO - Epoch [52][1700/2506] lr: 1.837e-02, eta: 16:16:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9769, loss_cls: 0.6977, loss: 0.6977 +2024-07-18 07:05:58,188 - pyskl - INFO - Epoch [52][1800/2506] lr: 1.836e-02, eta: 16:16:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 0.7433, loss: 0.7433 +2024-07-18 07:06:21,509 - pyskl - INFO - Epoch [52][1900/2506] lr: 1.835e-02, eta: 16:15:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 0.7184, loss: 0.7184 +2024-07-18 07:06:44,845 - pyskl - INFO - Epoch [52][2000/2506] lr: 1.834e-02, eta: 16:15:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 0.7483, loss: 0.7483 +2024-07-18 07:07:08,203 - pyskl - INFO - Epoch [52][2100/2506] lr: 1.833e-02, eta: 16:14:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 0.7955, loss: 0.7955 +2024-07-18 07:07:31,472 - pyskl - INFO - Epoch [52][2200/2506] lr: 1.832e-02, eta: 16:14:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 0.7635, loss: 0.7635 +2024-07-18 07:07:54,750 - pyskl - INFO - Epoch [52][2300/2506] lr: 1.831e-02, eta: 16:13:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 0.7556, loss: 0.7556 +2024-07-18 07:08:18,128 - pyskl - INFO - Epoch [52][2400/2506] lr: 1.830e-02, eta: 16:13:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9844, loss_cls: 0.7530, loss: 0.7530 +2024-07-18 07:08:41,339 - pyskl - INFO - Epoch [52][2500/2506] lr: 1.829e-02, eta: 16:13:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9844, loss_cls: 0.7400, loss: 0.7400 +2024-07-18 07:08:43,162 - pyskl - INFO - Saving checkpoint at 52 epochs +2024-07-18 07:09:59,833 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 07:09:59,904 - pyskl - INFO - +top1_acc 0.8374 +top5_acc 0.9767 +2024-07-18 07:09:59,908 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_46.pth was removed +2024-07-18 07:10:00,036 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_52.pth. +2024-07-18 07:10:00,037 - pyskl - INFO - Best top1_acc is 0.8374 at 52 epoch. +2024-07-18 07:10:00,039 - pyskl - INFO - Epoch(val) [52][1031] top1_acc: 0.8374, top5_acc: 0.9767 +2024-07-18 07:10:41,248 - pyskl - INFO - Epoch [53][100/2506] lr: 1.828e-02, eta: 16:13:13, time: 0.412, data_time: 0.176, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 0.6686, loss: 0.6686 +2024-07-18 07:11:04,464 - pyskl - INFO - Epoch [53][200/2506] lr: 1.827e-02, eta: 16:12:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 0.6872, loss: 0.6872 +2024-07-18 07:11:27,926 - pyskl - INFO - Epoch [53][300/2506] lr: 1.826e-02, eta: 16:12:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9862, loss_cls: 0.7200, loss: 0.7200 +2024-07-18 07:11:51,208 - pyskl - INFO - Epoch [53][400/2506] lr: 1.825e-02, eta: 16:11:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 0.6911, loss: 0.6911 +2024-07-18 07:12:14,388 - pyskl - INFO - Epoch [53][500/2506] lr: 1.824e-02, eta: 16:11:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 0.7316, loss: 0.7316 +2024-07-18 07:12:37,521 - pyskl - INFO - Epoch [53][600/2506] lr: 1.824e-02, eta: 16:11:09, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 0.6439, loss: 0.6439 +2024-07-18 07:13:00,665 - pyskl - INFO - Epoch [53][700/2506] lr: 1.823e-02, eta: 16:10:44, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9862, loss_cls: 0.7099, loss: 0.7099 +2024-07-18 07:13:23,967 - pyskl - INFO - Epoch [53][800/2506] lr: 1.822e-02, eta: 16:10:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9731, loss_cls: 0.7825, loss: 0.7825 +2024-07-18 07:13:47,387 - pyskl - INFO - Epoch [53][900/2506] lr: 1.821e-02, eta: 16:09:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 0.7096, loss: 0.7096 +2024-07-18 07:14:10,711 - pyskl - INFO - Epoch [53][1000/2506] lr: 1.820e-02, eta: 16:09:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 0.6726, loss: 0.6726 +2024-07-18 07:14:33,982 - pyskl - INFO - Epoch [53][1100/2506] lr: 1.819e-02, eta: 16:09:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 0.7010, loss: 0.7010 +2024-07-18 07:14:57,285 - pyskl - INFO - Epoch [53][1200/2506] lr: 1.818e-02, eta: 16:08:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 0.7759, loss: 0.7759 +2024-07-18 07:15:20,636 - pyskl - INFO - Epoch [53][1300/2506] lr: 1.817e-02, eta: 16:08:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 0.6955, loss: 0.6955 +2024-07-18 07:15:43,931 - pyskl - INFO - Epoch [53][1400/2506] lr: 1.816e-02, eta: 16:07:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 0.6940, loss: 0.6940 +2024-07-18 07:16:07,209 - pyskl - INFO - Epoch [53][1500/2506] lr: 1.815e-02, eta: 16:07:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 0.7322, loss: 0.7322 +2024-07-18 07:16:30,516 - pyskl - INFO - Epoch [53][1600/2506] lr: 1.814e-02, eta: 16:07:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 0.7381, loss: 0.7381 +2024-07-18 07:16:53,792 - pyskl - INFO - Epoch [53][1700/2506] lr: 1.813e-02, eta: 16:06:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 0.7180, loss: 0.7180 +2024-07-18 07:17:17,069 - pyskl - INFO - Epoch [53][1800/2506] lr: 1.812e-02, eta: 16:06:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 0.7443, loss: 0.7443 +2024-07-18 07:17:40,293 - pyskl - INFO - Epoch [53][1900/2506] lr: 1.811e-02, eta: 16:05:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 0.7167, loss: 0.7167 +2024-07-18 07:18:03,571 - pyskl - INFO - Epoch [53][2000/2506] lr: 1.811e-02, eta: 16:05:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 0.7273, loss: 0.7273 +2024-07-18 07:18:27,054 - pyskl - INFO - Epoch [53][2100/2506] lr: 1.810e-02, eta: 16:04:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 0.7680, loss: 0.7680 +2024-07-18 07:18:50,402 - pyskl - INFO - Epoch [53][2200/2506] lr: 1.809e-02, eta: 16:04:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9831, loss_cls: 0.7498, loss: 0.7498 +2024-07-18 07:19:13,651 - pyskl - INFO - Epoch [53][2300/2506] lr: 1.808e-02, eta: 16:04:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 0.7850, loss: 0.7850 +2024-07-18 07:19:37,034 - pyskl - INFO - Epoch [53][2400/2506] lr: 1.807e-02, eta: 16:03:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9756, loss_cls: 0.7283, loss: 0.7283 +2024-07-18 07:20:00,364 - pyskl - INFO - Epoch [53][2500/2506] lr: 1.806e-02, eta: 16:03:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9788, loss_cls: 0.8224, loss: 0.8224 +2024-07-18 07:20:02,176 - pyskl - INFO - Saving checkpoint at 53 epochs +2024-07-18 07:21:18,909 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 07:21:18,977 - pyskl - INFO - +top1_acc 0.8285 +top5_acc 0.9714 +2024-07-18 07:21:18,979 - pyskl - INFO - Epoch(val) [53][1031] top1_acc: 0.8285, top5_acc: 0.9714 +2024-07-18 07:22:00,585 - pyskl - INFO - Epoch [54][100/2506] lr: 1.805e-02, eta: 16:03:25, time: 0.416, data_time: 0.180, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 0.6795, loss: 0.6795 +2024-07-18 07:22:23,769 - pyskl - INFO - Epoch [54][200/2506] lr: 1.804e-02, eta: 16:03:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9894, loss_cls: 0.6326, loss: 0.6326 +2024-07-18 07:22:47,042 - pyskl - INFO - Epoch [54][300/2506] lr: 1.803e-02, eta: 16:02:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 0.6665, loss: 0.6665 +2024-07-18 07:23:10,280 - pyskl - INFO - Epoch [54][400/2506] lr: 1.802e-02, eta: 16:02:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 0.7610, loss: 0.7610 +2024-07-18 07:23:33,461 - pyskl - INFO - Epoch [54][500/2506] lr: 1.801e-02, eta: 16:01:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9875, loss_cls: 0.7171, loss: 0.7171 +2024-07-18 07:23:56,642 - pyskl - INFO - Epoch [54][600/2506] lr: 1.800e-02, eta: 16:01:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 0.7354, loss: 0.7354 +2024-07-18 07:24:19,838 - pyskl - INFO - Epoch [54][700/2506] lr: 1.799e-02, eta: 16:00:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 0.6659, loss: 0.6659 +2024-07-18 07:24:42,999 - pyskl - INFO - Epoch [54][800/2506] lr: 1.798e-02, eta: 16:00:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 0.6795, loss: 0.6795 +2024-07-18 07:25:06,159 - pyskl - INFO - Epoch [54][900/2506] lr: 1.797e-02, eta: 16:00:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 0.7331, loss: 0.7331 +2024-07-18 07:25:29,375 - pyskl - INFO - Epoch [54][1000/2506] lr: 1.796e-02, eta: 15:59:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 0.7435, loss: 0.7435 +2024-07-18 07:25:52,567 - pyskl - INFO - Epoch [54][1100/2506] lr: 1.795e-02, eta: 15:59:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 0.8367, loss: 0.8367 +2024-07-18 07:26:15,738 - pyskl - INFO - Epoch [54][1200/2506] lr: 1.795e-02, eta: 15:58:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 0.6965, loss: 0.6965 +2024-07-18 07:26:38,926 - pyskl - INFO - Epoch [54][1300/2506] lr: 1.794e-02, eta: 15:58:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9788, loss_cls: 0.7043, loss: 0.7043 +2024-07-18 07:27:02,234 - pyskl - INFO - Epoch [54][1400/2506] lr: 1.793e-02, eta: 15:58:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 0.7963, loss: 0.7963 +2024-07-18 07:27:25,543 - pyskl - INFO - Epoch [54][1500/2506] lr: 1.792e-02, eta: 15:57:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 0.7978, loss: 0.7978 +2024-07-18 07:27:48,754 - pyskl - INFO - Epoch [54][1600/2506] lr: 1.791e-02, eta: 15:57:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9788, loss_cls: 0.6774, loss: 0.6774 +2024-07-18 07:28:12,038 - pyskl - INFO - Epoch [54][1700/2506] lr: 1.790e-02, eta: 15:56:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 0.7765, loss: 0.7765 +2024-07-18 07:28:35,240 - pyskl - INFO - Epoch [54][1800/2506] lr: 1.789e-02, eta: 15:56:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 0.8744, loss: 0.8744 +2024-07-18 07:28:58,447 - pyskl - INFO - Epoch [54][1900/2506] lr: 1.788e-02, eta: 15:55:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9806, loss_cls: 0.8169, loss: 0.8169 +2024-07-18 07:29:21,646 - pyskl - INFO - Epoch [54][2000/2506] lr: 1.787e-02, eta: 15:55:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 0.7687, loss: 0.7687 +2024-07-18 07:29:44,988 - pyskl - INFO - Epoch [54][2100/2506] lr: 1.786e-02, eta: 15:55:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 0.7637, loss: 0.7637 +2024-07-18 07:30:08,299 - pyskl - INFO - Epoch [54][2200/2506] lr: 1.785e-02, eta: 15:54:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9844, loss_cls: 0.7357, loss: 0.7357 +2024-07-18 07:30:31,584 - pyskl - INFO - Epoch [54][2300/2506] lr: 1.784e-02, eta: 15:54:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 0.6728, loss: 0.6728 +2024-07-18 07:30:54,935 - pyskl - INFO - Epoch [54][2400/2506] lr: 1.783e-02, eta: 15:53:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 0.7010, loss: 0.7010 +2024-07-18 07:31:18,260 - pyskl - INFO - Epoch [54][2500/2506] lr: 1.782e-02, eta: 15:53:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9862, loss_cls: 0.7539, loss: 0.7539 +2024-07-18 07:31:20,068 - pyskl - INFO - Saving checkpoint at 54 epochs +2024-07-18 07:32:36,819 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 07:32:36,886 - pyskl - INFO - +top1_acc 0.8272 +top5_acc 0.9725 +2024-07-18 07:32:36,888 - pyskl - INFO - Epoch(val) [54][1031] top1_acc: 0.8272, top5_acc: 0.9725 +2024-07-18 07:33:18,174 - pyskl - INFO - Epoch [55][100/2506] lr: 1.781e-02, eta: 15:53:34, time: 0.413, data_time: 0.176, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 0.6585, loss: 0.6585 +2024-07-18 07:33:41,418 - pyskl - INFO - Epoch [55][200/2506] lr: 1.780e-02, eta: 15:53:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 0.6865, loss: 0.6865 +2024-07-18 07:34:04,721 - pyskl - INFO - Epoch [55][300/2506] lr: 1.779e-02, eta: 15:52:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 0.7196, loss: 0.7196 +2024-07-18 07:34:27,991 - pyskl - INFO - Epoch [55][400/2506] lr: 1.778e-02, eta: 15:52:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 0.7136, loss: 0.7136 +2024-07-18 07:34:51,273 - pyskl - INFO - Epoch [55][500/2506] lr: 1.778e-02, eta: 15:51:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9838, loss_cls: 0.8005, loss: 0.8005 +2024-07-18 07:35:14,530 - pyskl - INFO - Epoch [55][600/2506] lr: 1.777e-02, eta: 15:51:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 0.6481, loss: 0.6481 +2024-07-18 07:35:37,793 - pyskl - INFO - Epoch [55][700/2506] lr: 1.776e-02, eta: 15:51:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9844, loss_cls: 0.6958, loss: 0.6958 +2024-07-18 07:36:01,079 - pyskl - INFO - Epoch [55][800/2506] lr: 1.775e-02, eta: 15:50:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 0.7740, loss: 0.7740 +2024-07-18 07:36:24,344 - pyskl - INFO - Epoch [55][900/2506] lr: 1.774e-02, eta: 15:50:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 0.7333, loss: 0.7333 +2024-07-18 07:36:47,621 - pyskl - INFO - Epoch [55][1000/2506] lr: 1.773e-02, eta: 15:49:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9844, loss_cls: 0.7170, loss: 0.7170 +2024-07-18 07:37:10,920 - pyskl - INFO - Epoch [55][1100/2506] lr: 1.772e-02, eta: 15:49:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 0.6987, loss: 0.6987 +2024-07-18 07:37:34,160 - pyskl - INFO - Epoch [55][1200/2506] lr: 1.771e-02, eta: 15:49:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 0.7103, loss: 0.7103 +2024-07-18 07:37:57,345 - pyskl - INFO - Epoch [55][1300/2506] lr: 1.770e-02, eta: 15:48:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9762, loss_cls: 0.7070, loss: 0.7070 +2024-07-18 07:38:20,535 - pyskl - INFO - Epoch [55][1400/2506] lr: 1.769e-02, eta: 15:48:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 0.7181, loss: 0.7181 +2024-07-18 07:38:43,824 - pyskl - INFO - Epoch [55][1500/2506] lr: 1.768e-02, eta: 15:47:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9756, loss_cls: 0.7535, loss: 0.7535 +2024-07-18 07:39:07,096 - pyskl - INFO - Epoch [55][1600/2506] lr: 1.767e-02, eta: 15:47:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 0.7106, loss: 0.7106 +2024-07-18 07:39:30,355 - pyskl - INFO - Epoch [55][1700/2506] lr: 1.766e-02, eta: 15:46:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 0.7481, loss: 0.7481 +2024-07-18 07:39:53,646 - pyskl - INFO - Epoch [55][1800/2506] lr: 1.765e-02, eta: 15:46:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 0.6789, loss: 0.6789 +2024-07-18 07:40:16,904 - pyskl - INFO - Epoch [55][1900/2506] lr: 1.764e-02, eta: 15:46:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 0.7179, loss: 0.7179 +2024-07-18 07:40:40,187 - pyskl - INFO - Epoch [55][2000/2506] lr: 1.763e-02, eta: 15:45:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 0.7279, loss: 0.7279 +2024-07-18 07:41:03,580 - pyskl - INFO - Epoch [55][2100/2506] lr: 1.762e-02, eta: 15:45:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 0.6637, loss: 0.6637 +2024-07-18 07:41:27,011 - pyskl - INFO - Epoch [55][2200/2506] lr: 1.761e-02, eta: 15:44:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 0.7469, loss: 0.7469 +2024-07-18 07:41:50,251 - pyskl - INFO - Epoch [55][2300/2506] lr: 1.760e-02, eta: 15:44:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 0.7023, loss: 0.7023 +2024-07-18 07:42:13,474 - pyskl - INFO - Epoch [55][2400/2506] lr: 1.759e-02, eta: 15:44:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9825, loss_cls: 0.7584, loss: 0.7584 +2024-07-18 07:42:36,779 - pyskl - INFO - Epoch [55][2500/2506] lr: 1.758e-02, eta: 15:43:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9738, loss_cls: 0.7680, loss: 0.7680 +2024-07-18 07:42:38,615 - pyskl - INFO - Saving checkpoint at 55 epochs +2024-07-18 07:43:55,077 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 07:43:55,144 - pyskl - INFO - +top1_acc 0.8101 +top5_acc 0.9713 +2024-07-18 07:43:55,147 - pyskl - INFO - Epoch(val) [55][1031] top1_acc: 0.8101, top5_acc: 0.9713 +2024-07-18 07:44:36,370 - pyskl - INFO - Epoch [56][100/2506] lr: 1.757e-02, eta: 15:43:44, time: 0.412, data_time: 0.176, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 0.6995, loss: 0.6995 +2024-07-18 07:44:59,712 - pyskl - INFO - Epoch [56][200/2506] lr: 1.757e-02, eta: 15:43:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9788, loss_cls: 0.7009, loss: 0.7009 +2024-07-18 07:45:23,111 - pyskl - INFO - Epoch [56][300/2506] lr: 1.756e-02, eta: 15:42:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9844, loss_cls: 0.7592, loss: 0.7592 +2024-07-18 07:45:46,430 - pyskl - INFO - Epoch [56][400/2506] lr: 1.755e-02, eta: 15:42:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 0.6969, loss: 0.6969 +2024-07-18 07:46:09,689 - pyskl - INFO - Epoch [56][500/2506] lr: 1.754e-02, eta: 15:42:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 0.6313, loss: 0.6313 +2024-07-18 07:46:32,892 - pyskl - INFO - Epoch [56][600/2506] lr: 1.753e-02, eta: 15:41:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 0.6680, loss: 0.6680 +2024-07-18 07:46:56,089 - pyskl - INFO - Epoch [56][700/2506] lr: 1.752e-02, eta: 15:41:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 0.6956, loss: 0.6956 +2024-07-18 07:47:19,308 - pyskl - INFO - Epoch [56][800/2506] lr: 1.751e-02, eta: 15:40:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9800, loss_cls: 0.6830, loss: 0.6830 +2024-07-18 07:47:42,502 - pyskl - INFO - Epoch [56][900/2506] lr: 1.750e-02, eta: 15:40:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 0.7313, loss: 0.7313 +2024-07-18 07:48:05,675 - pyskl - INFO - Epoch [56][1000/2506] lr: 1.749e-02, eta: 15:40:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 0.6707, loss: 0.6707 +2024-07-18 07:48:28,859 - pyskl - INFO - Epoch [56][1100/2506] lr: 1.748e-02, eta: 15:39:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 0.6933, loss: 0.6933 +2024-07-18 07:48:52,088 - pyskl - INFO - Epoch [56][1200/2506] lr: 1.747e-02, eta: 15:39:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 0.6944, loss: 0.6944 +2024-07-18 07:49:15,320 - pyskl - INFO - Epoch [56][1300/2506] lr: 1.746e-02, eta: 15:38:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9850, loss_cls: 0.7160, loss: 0.7160 +2024-07-18 07:49:38,541 - pyskl - INFO - Epoch [56][1400/2506] lr: 1.745e-02, eta: 15:38:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 0.7359, loss: 0.7359 +2024-07-18 07:50:01,773 - pyskl - INFO - Epoch [56][1500/2506] lr: 1.744e-02, eta: 15:37:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 0.7052, loss: 0.7052 +2024-07-18 07:50:25,035 - pyskl - INFO - Epoch [56][1600/2506] lr: 1.743e-02, eta: 15:37:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9838, loss_cls: 0.7444, loss: 0.7444 +2024-07-18 07:50:48,471 - pyskl - INFO - Epoch [56][1700/2506] lr: 1.742e-02, eta: 15:37:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 0.7499, loss: 0.7499 +2024-07-18 07:51:11,836 - pyskl - INFO - Epoch [56][1800/2506] lr: 1.741e-02, eta: 15:36:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 0.7014, loss: 0.7014 +2024-07-18 07:51:35,113 - pyskl - INFO - Epoch [56][1900/2506] lr: 1.740e-02, eta: 15:36:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 0.7030, loss: 0.7030 +2024-07-18 07:51:58,341 - pyskl - INFO - Epoch [56][2000/2506] lr: 1.739e-02, eta: 15:35:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9762, loss_cls: 0.7631, loss: 0.7631 +2024-07-18 07:52:21,617 - pyskl - INFO - Epoch [56][2100/2506] lr: 1.738e-02, eta: 15:35:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9881, loss_cls: 0.6988, loss: 0.6988 +2024-07-18 07:52:44,935 - pyskl - INFO - Epoch [56][2200/2506] lr: 1.737e-02, eta: 15:35:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 0.7287, loss: 0.7287 +2024-07-18 07:53:08,209 - pyskl - INFO - Epoch [56][2300/2506] lr: 1.736e-02, eta: 15:34:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9819, loss_cls: 0.7915, loss: 0.7915 +2024-07-18 07:53:31,515 - pyskl - INFO - Epoch [56][2400/2506] lr: 1.735e-02, eta: 15:34:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 0.7074, loss: 0.7074 +2024-07-18 07:53:54,878 - pyskl - INFO - Epoch [56][2500/2506] lr: 1.734e-02, eta: 15:33:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 0.7635, loss: 0.7635 +2024-07-18 07:53:56,699 - pyskl - INFO - Saving checkpoint at 56 epochs +2024-07-18 07:55:13,075 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 07:55:13,142 - pyskl - INFO - +top1_acc 0.8169 +top5_acc 0.9698 +2024-07-18 07:55:13,144 - pyskl - INFO - Epoch(val) [56][1031] top1_acc: 0.8169, top5_acc: 0.9698 +2024-07-18 07:55:54,555 - pyskl - INFO - Epoch [57][100/2506] lr: 1.733e-02, eta: 15:33:53, time: 0.414, data_time: 0.176, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 0.6694, loss: 0.6694 +2024-07-18 07:56:17,758 - pyskl - INFO - Epoch [57][200/2506] lr: 1.732e-02, eta: 15:33:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 0.6843, loss: 0.6843 +2024-07-18 07:56:40,990 - pyskl - INFO - Epoch [57][300/2506] lr: 1.732e-02, eta: 15:33:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 0.6312, loss: 0.6312 +2024-07-18 07:57:04,331 - pyskl - INFO - Epoch [57][400/2506] lr: 1.731e-02, eta: 15:32:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 0.6394, loss: 0.6394 +2024-07-18 07:57:27,729 - pyskl - INFO - Epoch [57][500/2506] lr: 1.730e-02, eta: 15:32:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 0.6666, loss: 0.6666 +2024-07-18 07:57:51,087 - pyskl - INFO - Epoch [57][600/2506] lr: 1.729e-02, eta: 15:31:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 0.6857, loss: 0.6857 +2024-07-18 07:58:14,414 - pyskl - INFO - Epoch [57][700/2506] lr: 1.728e-02, eta: 15:31:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 0.7298, loss: 0.7298 +2024-07-18 07:58:37,726 - pyskl - INFO - Epoch [57][800/2506] lr: 1.727e-02, eta: 15:31:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9794, loss_cls: 0.6362, loss: 0.6362 +2024-07-18 07:59:01,024 - pyskl - INFO - Epoch [57][900/2506] lr: 1.726e-02, eta: 15:30:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 0.6375, loss: 0.6375 +2024-07-18 07:59:24,390 - pyskl - INFO - Epoch [57][1000/2506] lr: 1.725e-02, eta: 15:30:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 0.8379, loss: 0.8379 +2024-07-18 07:59:47,715 - pyskl - INFO - Epoch [57][1100/2506] lr: 1.724e-02, eta: 15:29:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9769, loss_cls: 0.7214, loss: 0.7214 +2024-07-18 08:00:11,172 - pyskl - INFO - Epoch [57][1200/2506] lr: 1.723e-02, eta: 15:29:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 0.6211, loss: 0.6211 +2024-07-18 08:00:34,595 - pyskl - INFO - Epoch [57][1300/2506] lr: 1.722e-02, eta: 15:28:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 0.7234, loss: 0.7234 +2024-07-18 08:00:58,073 - pyskl - INFO - Epoch [57][1400/2506] lr: 1.721e-02, eta: 15:28:34, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9706, loss_cls: 0.7693, loss: 0.7693 +2024-07-18 08:01:21,446 - pyskl - INFO - Epoch [57][1500/2506] lr: 1.720e-02, eta: 15:28:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 0.6752, loss: 0.6752 +2024-07-18 08:01:44,724 - pyskl - INFO - Epoch [57][1600/2506] lr: 1.719e-02, eta: 15:27:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 0.7028, loss: 0.7028 +2024-07-18 08:02:07,983 - pyskl - INFO - Epoch [57][1700/2506] lr: 1.718e-02, eta: 15:27:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 0.7581, loss: 0.7581 +2024-07-18 08:02:31,245 - pyskl - INFO - Epoch [57][1800/2506] lr: 1.717e-02, eta: 15:26:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 0.7670, loss: 0.7670 +2024-07-18 08:02:54,536 - pyskl - INFO - Epoch [57][1900/2506] lr: 1.716e-02, eta: 15:26:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 0.7084, loss: 0.7084 +2024-07-18 08:03:17,850 - pyskl - INFO - Epoch [57][2000/2506] lr: 1.715e-02, eta: 15:26:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 0.7140, loss: 0.7140 +2024-07-18 08:03:41,177 - pyskl - INFO - Epoch [57][2100/2506] lr: 1.714e-02, eta: 15:25:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9869, loss_cls: 0.6484, loss: 0.6484 +2024-07-18 08:04:04,522 - pyskl - INFO - Epoch [57][2200/2506] lr: 1.713e-02, eta: 15:25:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9769, loss_cls: 0.7180, loss: 0.7180 +2024-07-18 08:04:27,824 - pyskl - INFO - Epoch [57][2300/2506] lr: 1.712e-02, eta: 15:24:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 0.7063, loss: 0.7063 +2024-07-18 08:04:51,193 - pyskl - INFO - Epoch [57][2400/2506] lr: 1.711e-02, eta: 15:24:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 0.7244, loss: 0.7244 +2024-07-18 08:05:14,697 - pyskl - INFO - Epoch [57][2500/2506] lr: 1.710e-02, eta: 15:24:04, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9756, loss_cls: 0.7486, loss: 0.7486 +2024-07-18 08:05:16,512 - pyskl - INFO - Saving checkpoint at 57 epochs +2024-07-18 08:06:33,199 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 08:06:33,268 - pyskl - INFO - +top1_acc 0.8149 +top5_acc 0.9717 +2024-07-18 08:06:33,270 - pyskl - INFO - Epoch(val) [57][1031] top1_acc: 0.8149, top5_acc: 0.9717 +2024-07-18 08:07:14,835 - pyskl - INFO - Epoch [58][100/2506] lr: 1.709e-02, eta: 15:24:06, time: 0.416, data_time: 0.179, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 0.6243, loss: 0.6243 +2024-07-18 08:07:38,069 - pyskl - INFO - Epoch [58][200/2506] lr: 1.708e-02, eta: 15:23:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9869, loss_cls: 0.6762, loss: 0.6762 +2024-07-18 08:08:01,345 - pyskl - INFO - Epoch [58][300/2506] lr: 1.707e-02, eta: 15:23:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 0.6877, loss: 0.6877 +2024-07-18 08:08:24,650 - pyskl - INFO - Epoch [58][400/2506] lr: 1.706e-02, eta: 15:22:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9825, loss_cls: 0.6238, loss: 0.6238 +2024-07-18 08:08:47,910 - pyskl - INFO - Epoch [58][500/2506] lr: 1.705e-02, eta: 15:22:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9762, loss_cls: 0.6955, loss: 0.6955 +2024-07-18 08:09:11,166 - pyskl - INFO - Epoch [58][600/2506] lr: 1.704e-02, eta: 15:22:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 0.7032, loss: 0.7032 +2024-07-18 08:09:34,557 - pyskl - INFO - Epoch [58][700/2506] lr: 1.703e-02, eta: 15:21:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 0.6795, loss: 0.6795 +2024-07-18 08:09:57,921 - pyskl - INFO - Epoch [58][800/2506] lr: 1.702e-02, eta: 15:21:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 0.6706, loss: 0.6706 +2024-07-18 08:10:21,189 - pyskl - INFO - Epoch [58][900/2506] lr: 1.701e-02, eta: 15:20:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 0.7249, loss: 0.7249 +2024-07-18 08:10:44,567 - pyskl - INFO - Epoch [58][1000/2506] lr: 1.700e-02, eta: 15:20:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 0.7384, loss: 0.7384 +2024-07-18 08:11:07,969 - pyskl - INFO - Epoch [58][1100/2506] lr: 1.699e-02, eta: 15:20:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 0.7536, loss: 0.7536 +2024-07-18 08:11:31,308 - pyskl - INFO - Epoch [58][1200/2506] lr: 1.698e-02, eta: 15:19:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9869, loss_cls: 0.6940, loss: 0.6940 +2024-07-18 08:11:54,658 - pyskl - INFO - Epoch [58][1300/2506] lr: 1.698e-02, eta: 15:19:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 0.6657, loss: 0.6657 +2024-07-18 08:12:17,997 - pyskl - INFO - Epoch [58][1400/2506] lr: 1.697e-02, eta: 15:18:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9850, loss_cls: 0.7212, loss: 0.7212 +2024-07-18 08:12:41,271 - pyskl - INFO - Epoch [58][1500/2506] lr: 1.696e-02, eta: 15:18:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 0.7126, loss: 0.7126 +2024-07-18 08:13:04,598 - pyskl - INFO - Epoch [58][1600/2506] lr: 1.695e-02, eta: 15:17:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 0.6802, loss: 0.6802 +2024-07-18 08:13:27,950 - pyskl - INFO - Epoch [58][1700/2506] lr: 1.694e-02, eta: 15:17:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 0.6859, loss: 0.6859 +2024-07-18 08:13:51,260 - pyskl - INFO - Epoch [58][1800/2506] lr: 1.693e-02, eta: 15:17:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 0.6859, loss: 0.6859 +2024-07-18 08:14:14,550 - pyskl - INFO - Epoch [58][1900/2506] lr: 1.692e-02, eta: 15:16:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 0.6969, loss: 0.6969 +2024-07-18 08:14:37,810 - pyskl - INFO - Epoch [58][2000/2506] lr: 1.691e-02, eta: 15:16:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 0.7096, loss: 0.7096 +2024-07-18 08:15:01,078 - pyskl - INFO - Epoch [58][2100/2506] lr: 1.690e-02, eta: 15:15:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 0.7757, loss: 0.7757 +2024-07-18 08:15:24,401 - pyskl - INFO - Epoch [58][2200/2506] lr: 1.689e-02, eta: 15:15:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 0.7148, loss: 0.7148 +2024-07-18 08:15:47,618 - pyskl - INFO - Epoch [58][2300/2506] lr: 1.688e-02, eta: 15:15:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9844, loss_cls: 0.7129, loss: 0.7129 +2024-07-18 08:16:10,890 - pyskl - INFO - Epoch [58][2400/2506] lr: 1.687e-02, eta: 15:14:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 0.7152, loss: 0.7152 +2024-07-18 08:16:34,308 - pyskl - INFO - Epoch [58][2500/2506] lr: 1.686e-02, eta: 15:14:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 0.6134, loss: 0.6134 +2024-07-18 08:16:36,216 - pyskl - INFO - Saving checkpoint at 58 epochs +2024-07-18 08:17:52,797 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 08:17:52,867 - pyskl - INFO - +top1_acc 0.8105 +top5_acc 0.9716 +2024-07-18 08:17:52,869 - pyskl - INFO - Epoch(val) [58][1031] top1_acc: 0.8105, top5_acc: 0.9716 +2024-07-18 08:18:34,275 - pyskl - INFO - Epoch [59][100/2506] lr: 1.685e-02, eta: 15:14:16, time: 0.414, data_time: 0.177, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 0.6943, loss: 0.6943 +2024-07-18 08:18:57,505 - pyskl - INFO - Epoch [59][200/2506] lr: 1.684e-02, eta: 15:13:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 0.6312, loss: 0.6312 +2024-07-18 08:19:20,833 - pyskl - INFO - Epoch [59][300/2506] lr: 1.683e-02, eta: 15:13:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 0.6561, loss: 0.6561 +2024-07-18 08:19:44,211 - pyskl - INFO - Epoch [59][400/2506] lr: 1.682e-02, eta: 15:13:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9800, loss_cls: 0.6866, loss: 0.6866 +2024-07-18 08:20:07,500 - pyskl - INFO - Epoch [59][500/2506] lr: 1.681e-02, eta: 15:12:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 0.7077, loss: 0.7077 +2024-07-18 08:20:30,807 - pyskl - INFO - Epoch [59][600/2506] lr: 1.680e-02, eta: 15:12:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 0.6782, loss: 0.6782 +2024-07-18 08:20:54,140 - pyskl - INFO - Epoch [59][700/2506] lr: 1.679e-02, eta: 15:11:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9875, loss_cls: 0.6884, loss: 0.6884 +2024-07-18 08:21:17,473 - pyskl - INFO - Epoch [59][800/2506] lr: 1.678e-02, eta: 15:11:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 0.7010, loss: 0.7010 +2024-07-18 08:21:40,793 - pyskl - INFO - Epoch [59][900/2506] lr: 1.677e-02, eta: 15:11:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 0.6408, loss: 0.6408 +2024-07-18 08:22:04,103 - pyskl - INFO - Epoch [59][1000/2506] lr: 1.676e-02, eta: 15:10:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 0.7015, loss: 0.7015 +2024-07-18 08:22:27,396 - pyskl - INFO - Epoch [59][1100/2506] lr: 1.675e-02, eta: 15:10:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 0.6882, loss: 0.6882 +2024-07-18 08:22:50,706 - pyskl - INFO - Epoch [59][1200/2506] lr: 1.674e-02, eta: 15:09:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 0.6633, loss: 0.6633 +2024-07-18 08:23:14,004 - pyskl - INFO - Epoch [59][1300/2506] lr: 1.673e-02, eta: 15:09:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 0.7626, loss: 0.7626 +2024-07-18 08:23:37,236 - pyskl - INFO - Epoch [59][1400/2506] lr: 1.672e-02, eta: 15:08:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 0.7063, loss: 0.7063 +2024-07-18 08:24:00,483 - pyskl - INFO - Epoch [59][1500/2506] lr: 1.671e-02, eta: 15:08:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 0.6542, loss: 0.6542 +2024-07-18 08:24:23,739 - pyskl - INFO - Epoch [59][1600/2506] lr: 1.670e-02, eta: 15:08:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 0.6763, loss: 0.6763 +2024-07-18 08:24:47,044 - pyskl - INFO - Epoch [59][1700/2506] lr: 1.669e-02, eta: 15:07:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 0.6664, loss: 0.6664 +2024-07-18 08:25:10,313 - pyskl - INFO - Epoch [59][1800/2506] lr: 1.668e-02, eta: 15:07:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9844, loss_cls: 0.7011, loss: 0.7011 +2024-07-18 08:25:33,592 - pyskl - INFO - Epoch [59][1900/2506] lr: 1.667e-02, eta: 15:06:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 0.7141, loss: 0.7141 +2024-07-18 08:25:56,867 - pyskl - INFO - Epoch [59][2000/2506] lr: 1.666e-02, eta: 15:06:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 0.7044, loss: 0.7044 +2024-07-18 08:26:20,148 - pyskl - INFO - Epoch [59][2100/2506] lr: 1.665e-02, eta: 15:06:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 0.6943, loss: 0.6943 +2024-07-18 08:26:43,533 - pyskl - INFO - Epoch [59][2200/2506] lr: 1.664e-02, eta: 15:05:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 0.6659, loss: 0.6659 +2024-07-18 08:27:06,854 - pyskl - INFO - Epoch [59][2300/2506] lr: 1.663e-02, eta: 15:05:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9881, loss_cls: 0.6384, loss: 0.6384 +2024-07-18 08:27:30,141 - pyskl - INFO - Epoch [59][2400/2506] lr: 1.662e-02, eta: 15:04:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 0.8043, loss: 0.8043 +2024-07-18 08:27:53,493 - pyskl - INFO - Epoch [59][2500/2506] lr: 1.661e-02, eta: 15:04:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9744, loss_cls: 0.7676, loss: 0.7676 +2024-07-18 08:27:55,316 - pyskl - INFO - Saving checkpoint at 59 epochs +2024-07-18 08:29:11,898 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 08:29:11,964 - pyskl - INFO - +top1_acc 0.8400 +top5_acc 0.9759 +2024-07-18 08:29:11,968 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_52.pth was removed +2024-07-18 08:29:12,091 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_59.pth. +2024-07-18 08:29:12,092 - pyskl - INFO - Best top1_acc is 0.8400 at 59 epoch. +2024-07-18 08:29:12,094 - pyskl - INFO - Epoch(val) [59][1031] top1_acc: 0.8400, top5_acc: 0.9759 +2024-07-18 08:29:53,753 - pyskl - INFO - Epoch [60][100/2506] lr: 1.660e-02, eta: 15:04:26, time: 0.417, data_time: 0.179, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 0.6167, loss: 0.6167 +2024-07-18 08:30:16,984 - pyskl - INFO - Epoch [60][200/2506] lr: 1.659e-02, eta: 15:04:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 0.6694, loss: 0.6694 +2024-07-18 08:30:40,298 - pyskl - INFO - Epoch [60][300/2506] lr: 1.658e-02, eta: 15:03:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9894, loss_cls: 0.6024, loss: 0.6024 +2024-07-18 08:31:03,653 - pyskl - INFO - Epoch [60][400/2506] lr: 1.657e-02, eta: 15:03:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9806, loss_cls: 0.6648, loss: 0.6648 +2024-07-18 08:31:26,951 - pyskl - INFO - Epoch [60][500/2506] lr: 1.656e-02, eta: 15:02:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 0.6435, loss: 0.6435 +2024-07-18 08:31:50,231 - pyskl - INFO - Epoch [60][600/2506] lr: 1.655e-02, eta: 15:02:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9881, loss_cls: 0.6405, loss: 0.6405 +2024-07-18 08:32:13,483 - pyskl - INFO - Epoch [60][700/2506] lr: 1.654e-02, eta: 15:01:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 0.6550, loss: 0.6550 +2024-07-18 08:32:36,781 - pyskl - INFO - Epoch [60][800/2506] lr: 1.653e-02, eta: 15:01:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 0.7520, loss: 0.7520 +2024-07-18 08:33:00,095 - pyskl - INFO - Epoch [60][900/2506] lr: 1.652e-02, eta: 15:01:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 0.6864, loss: 0.6864 +2024-07-18 08:33:23,407 - pyskl - INFO - Epoch [60][1000/2506] lr: 1.651e-02, eta: 15:00:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 0.7172, loss: 0.7172 +2024-07-18 08:33:46,689 - pyskl - INFO - Epoch [60][1100/2506] lr: 1.650e-02, eta: 15:00:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9819, loss_cls: 0.6476, loss: 0.6476 +2024-07-18 08:34:09,980 - pyskl - INFO - Epoch [60][1200/2506] lr: 1.649e-02, eta: 14:59:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 0.6874, loss: 0.6874 +2024-07-18 08:34:33,232 - pyskl - INFO - Epoch [60][1300/2506] lr: 1.648e-02, eta: 14:59:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 0.6750, loss: 0.6750 +2024-07-18 08:34:56,487 - pyskl - INFO - Epoch [60][1400/2506] lr: 1.647e-02, eta: 14:59:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 0.7303, loss: 0.7303 +2024-07-18 08:35:19,767 - pyskl - INFO - Epoch [60][1500/2506] lr: 1.646e-02, eta: 14:58:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 0.6805, loss: 0.6805 +2024-07-18 08:35:43,061 - pyskl - INFO - Epoch [60][1600/2506] lr: 1.645e-02, eta: 14:58:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 0.6801, loss: 0.6801 +2024-07-18 08:36:06,350 - pyskl - INFO - Epoch [60][1700/2506] lr: 1.644e-02, eta: 14:57:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 0.7037, loss: 0.7037 +2024-07-18 08:36:29,664 - pyskl - INFO - Epoch [60][1800/2506] lr: 1.643e-02, eta: 14:57:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 0.6622, loss: 0.6622 +2024-07-18 08:36:53,016 - pyskl - INFO - Epoch [60][1900/2506] lr: 1.642e-02, eta: 14:57:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 0.6532, loss: 0.6532 +2024-07-18 08:37:16,348 - pyskl - INFO - Epoch [60][2000/2506] lr: 1.641e-02, eta: 14:56:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 0.6905, loss: 0.6905 +2024-07-18 08:37:39,626 - pyskl - INFO - Epoch [60][2100/2506] lr: 1.640e-02, eta: 14:56:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 0.7329, loss: 0.7329 +2024-07-18 08:38:02,980 - pyskl - INFO - Epoch [60][2200/2506] lr: 1.639e-02, eta: 14:55:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 0.6966, loss: 0.6966 +2024-07-18 08:38:26,287 - pyskl - INFO - Epoch [60][2300/2506] lr: 1.638e-02, eta: 14:55:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 0.7151, loss: 0.7151 +2024-07-18 08:38:49,596 - pyskl - INFO - Epoch [60][2400/2506] lr: 1.637e-02, eta: 14:55:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 0.6765, loss: 0.6765 +2024-07-18 08:39:12,955 - pyskl - INFO - Epoch [60][2500/2506] lr: 1.636e-02, eta: 14:54:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 0.7098, loss: 0.7098 +2024-07-18 08:39:14,800 - pyskl - INFO - Saving checkpoint at 60 epochs +2024-07-18 08:40:31,382 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 08:40:31,450 - pyskl - INFO - +top1_acc 0.8317 +top5_acc 0.9726 +2024-07-18 08:40:31,453 - pyskl - INFO - Epoch(val) [60][1031] top1_acc: 0.8317, top5_acc: 0.9726 +2024-07-18 08:41:12,956 - pyskl - INFO - Epoch [61][100/2506] lr: 1.635e-02, eta: 14:54:36, time: 0.415, data_time: 0.179, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 0.6404, loss: 0.6404 +2024-07-18 08:41:36,155 - pyskl - INFO - Epoch [61][200/2506] lr: 1.634e-02, eta: 14:54:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 0.6874, loss: 0.6874 +2024-07-18 08:41:59,413 - pyskl - INFO - Epoch [61][300/2506] lr: 1.633e-02, eta: 14:53:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 0.6902, loss: 0.6902 +2024-07-18 08:42:22,758 - pyskl - INFO - Epoch [61][400/2506] lr: 1.632e-02, eta: 14:53:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 0.7231, loss: 0.7231 +2024-07-18 08:42:46,016 - pyskl - INFO - Epoch [61][500/2506] lr: 1.631e-02, eta: 14:52:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 0.6788, loss: 0.6788 +2024-07-18 08:43:09,299 - pyskl - INFO - Epoch [61][600/2506] lr: 1.630e-02, eta: 14:52:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 0.7020, loss: 0.7020 +2024-07-18 08:43:32,632 - pyskl - INFO - Epoch [61][700/2506] lr: 1.629e-02, eta: 14:52:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 0.6311, loss: 0.6311 +2024-07-18 08:43:55,951 - pyskl - INFO - Epoch [61][800/2506] lr: 1.628e-02, eta: 14:51:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 0.6007, loss: 0.6007 +2024-07-18 08:44:19,268 - pyskl - INFO - Epoch [61][900/2506] lr: 1.627e-02, eta: 14:51:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 0.7232, loss: 0.7232 +2024-07-18 08:44:42,558 - pyskl - INFO - Epoch [61][1000/2506] lr: 1.626e-02, eta: 14:50:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 0.7275, loss: 0.7275 +2024-07-18 08:45:05,764 - pyskl - INFO - Epoch [61][1100/2506] lr: 1.625e-02, eta: 14:50:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 0.6689, loss: 0.6689 +2024-07-18 08:45:29,013 - pyskl - INFO - Epoch [61][1200/2506] lr: 1.624e-02, eta: 14:50:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 0.6375, loss: 0.6375 +2024-07-18 08:45:52,226 - pyskl - INFO - Epoch [61][1300/2506] lr: 1.623e-02, eta: 14:49:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 0.6673, loss: 0.6673 +2024-07-18 08:46:15,417 - pyskl - INFO - Epoch [61][1400/2506] lr: 1.622e-02, eta: 14:49:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 0.6289, loss: 0.6289 +2024-07-18 08:46:38,621 - pyskl - INFO - Epoch [61][1500/2506] lr: 1.621e-02, eta: 14:48:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 0.7075, loss: 0.7075 +2024-07-18 08:47:01,883 - pyskl - INFO - Epoch [61][1600/2506] lr: 1.620e-02, eta: 14:48:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 0.6970, loss: 0.6970 +2024-07-18 08:47:25,069 - pyskl - INFO - Epoch [61][1700/2506] lr: 1.619e-02, eta: 14:48:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 0.6346, loss: 0.6346 +2024-07-18 08:47:48,335 - pyskl - INFO - Epoch [61][1800/2506] lr: 1.618e-02, eta: 14:47:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 0.6681, loss: 0.6681 +2024-07-18 08:48:11,618 - pyskl - INFO - Epoch [61][1900/2506] lr: 1.617e-02, eta: 14:47:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 0.6297, loss: 0.6297 +2024-07-18 08:48:34,941 - pyskl - INFO - Epoch [61][2000/2506] lr: 1.616e-02, eta: 14:46:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 0.6678, loss: 0.6678 +2024-07-18 08:48:58,244 - pyskl - INFO - Epoch [61][2100/2506] lr: 1.615e-02, eta: 14:46:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 0.7023, loss: 0.7023 +2024-07-18 08:49:21,588 - pyskl - INFO - Epoch [61][2200/2506] lr: 1.614e-02, eta: 14:45:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 0.6919, loss: 0.6919 +2024-07-18 08:49:44,860 - pyskl - INFO - Epoch [61][2300/2506] lr: 1.613e-02, eta: 14:45:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 0.6156, loss: 0.6156 +2024-07-18 08:50:08,129 - pyskl - INFO - Epoch [61][2400/2506] lr: 1.612e-02, eta: 14:45:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 0.7084, loss: 0.7084 +2024-07-18 08:50:31,405 - pyskl - INFO - Epoch [61][2500/2506] lr: 1.611e-02, eta: 14:44:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 0.6259, loss: 0.6259 +2024-07-18 08:50:33,421 - pyskl - INFO - Saving checkpoint at 61 epochs +2024-07-18 08:51:49,689 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 08:51:49,756 - pyskl - INFO - +top1_acc 0.8384 +top5_acc 0.9752 +2024-07-18 08:51:49,758 - pyskl - INFO - Epoch(val) [61][1031] top1_acc: 0.8384, top5_acc: 0.9752 +2024-07-18 08:52:31,000 - pyskl - INFO - Epoch [62][100/2506] lr: 1.610e-02, eta: 14:44:44, time: 0.412, data_time: 0.176, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 0.6813, loss: 0.6813 +2024-07-18 08:52:54,167 - pyskl - INFO - Epoch [62][200/2506] lr: 1.609e-02, eta: 14:44:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 0.6707, loss: 0.6707 +2024-07-18 08:53:17,397 - pyskl - INFO - Epoch [62][300/2506] lr: 1.608e-02, eta: 14:43:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 0.6717, loss: 0.6717 +2024-07-18 08:53:40,893 - pyskl - INFO - Epoch [62][400/2506] lr: 1.607e-02, eta: 14:43:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 0.6633, loss: 0.6633 +2024-07-18 08:54:04,200 - pyskl - INFO - Epoch [62][500/2506] lr: 1.606e-02, eta: 14:43:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 0.7200, loss: 0.7200 +2024-07-18 08:54:27,500 - pyskl - INFO - Epoch [62][600/2506] lr: 1.605e-02, eta: 14:42:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 0.5844, loss: 0.5844 +2024-07-18 08:54:50,808 - pyskl - INFO - Epoch [62][700/2506] lr: 1.604e-02, eta: 14:42:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 0.6752, loss: 0.6752 +2024-07-18 08:55:14,104 - pyskl - INFO - Epoch [62][800/2506] lr: 1.603e-02, eta: 14:41:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 0.6515, loss: 0.6515 +2024-07-18 08:55:37,408 - pyskl - INFO - Epoch [62][900/2506] lr: 1.602e-02, eta: 14:41:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 0.7206, loss: 0.7206 +2024-07-18 08:56:00,690 - pyskl - INFO - Epoch [62][1000/2506] lr: 1.601e-02, eta: 14:41:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 0.6591, loss: 0.6591 +2024-07-18 08:56:23,963 - pyskl - INFO - Epoch [62][1100/2506] lr: 1.600e-02, eta: 14:40:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 0.7159, loss: 0.7159 +2024-07-18 08:56:47,251 - pyskl - INFO - Epoch [62][1200/2506] lr: 1.599e-02, eta: 14:40:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 0.6769, loss: 0.6769 +2024-07-18 08:57:10,542 - pyskl - INFO - Epoch [62][1300/2506] lr: 1.598e-02, eta: 14:39:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 0.6889, loss: 0.6889 +2024-07-18 08:57:33,800 - pyskl - INFO - Epoch [62][1400/2506] lr: 1.597e-02, eta: 14:39:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9875, loss_cls: 0.6693, loss: 0.6693 +2024-07-18 08:57:57,081 - pyskl - INFO - Epoch [62][1500/2506] lr: 1.596e-02, eta: 14:39:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9850, loss_cls: 0.7081, loss: 0.7081 +2024-07-18 08:58:20,366 - pyskl - INFO - Epoch [62][1600/2506] lr: 1.595e-02, eta: 14:38:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 0.6882, loss: 0.6882 +2024-07-18 08:58:43,675 - pyskl - INFO - Epoch [62][1700/2506] lr: 1.594e-02, eta: 14:38:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 0.6423, loss: 0.6423 +2024-07-18 08:59:06,977 - pyskl - INFO - Epoch [62][1800/2506] lr: 1.593e-02, eta: 14:37:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9788, loss_cls: 0.6481, loss: 0.6481 +2024-07-18 08:59:30,313 - pyskl - INFO - Epoch [62][1900/2506] lr: 1.592e-02, eta: 14:37:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 0.6447, loss: 0.6447 +2024-07-18 08:59:53,643 - pyskl - INFO - Epoch [62][2000/2506] lr: 1.591e-02, eta: 14:36:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9769, loss_cls: 0.6833, loss: 0.6833 +2024-07-18 09:00:16,940 - pyskl - INFO - Epoch [62][2100/2506] lr: 1.590e-02, eta: 14:36:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 0.6367, loss: 0.6367 +2024-07-18 09:00:40,238 - pyskl - INFO - Epoch [62][2200/2506] lr: 1.589e-02, eta: 14:36:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 0.5780, loss: 0.5780 +2024-07-18 09:01:03,672 - pyskl - INFO - Epoch [62][2300/2506] lr: 1.588e-02, eta: 14:35:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 0.6395, loss: 0.6395 +2024-07-18 09:01:27,060 - pyskl - INFO - Epoch [62][2400/2506] lr: 1.587e-02, eta: 14:35:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 0.6824, loss: 0.6824 +2024-07-18 09:01:50,437 - pyskl - INFO - Epoch [62][2500/2506] lr: 1.586e-02, eta: 14:34:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9800, loss_cls: 0.7066, loss: 0.7066 +2024-07-18 09:01:52,247 - pyskl - INFO - Saving checkpoint at 62 epochs +2024-07-18 09:03:09,120 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 09:03:09,188 - pyskl - INFO - +top1_acc 0.8182 +top5_acc 0.9736 +2024-07-18 09:03:09,190 - pyskl - INFO - Epoch(val) [62][1031] top1_acc: 0.8182, top5_acc: 0.9736 +2024-07-18 09:03:50,731 - pyskl - INFO - Epoch [63][100/2506] lr: 1.585e-02, eta: 14:34:53, time: 0.415, data_time: 0.178, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 0.6295, loss: 0.6295 +2024-07-18 09:04:14,016 - pyskl - INFO - Epoch [63][200/2506] lr: 1.584e-02, eta: 14:34:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9906, loss_cls: 0.6116, loss: 0.6116 +2024-07-18 09:04:37,359 - pyskl - INFO - Epoch [63][300/2506] lr: 1.583e-02, eta: 14:34:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9875, loss_cls: 0.6434, loss: 0.6434 +2024-07-18 09:05:00,912 - pyskl - INFO - Epoch [63][400/2506] lr: 1.582e-02, eta: 14:33:40, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9862, loss_cls: 0.6889, loss: 0.6889 +2024-07-18 09:05:24,316 - pyskl - INFO - Epoch [63][500/2506] lr: 1.581e-02, eta: 14:33:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 0.7079, loss: 0.7079 +2024-07-18 09:05:47,667 - pyskl - INFO - Epoch [63][600/2506] lr: 1.580e-02, eta: 14:32:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9812, loss_cls: 0.6475, loss: 0.6475 +2024-07-18 09:06:11,011 - pyskl - INFO - Epoch [63][700/2506] lr: 1.579e-02, eta: 14:32:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 0.6313, loss: 0.6313 +2024-07-18 09:06:34,360 - pyskl - INFO - Epoch [63][800/2506] lr: 1.578e-02, eta: 14:32:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 0.6323, loss: 0.6323 +2024-07-18 09:06:57,676 - pyskl - INFO - Epoch [63][900/2506] lr: 1.577e-02, eta: 14:31:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 0.7727, loss: 0.7727 +2024-07-18 09:07:21,021 - pyskl - INFO - Epoch [63][1000/2506] lr: 1.576e-02, eta: 14:31:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 0.6654, loss: 0.6654 +2024-07-18 09:07:44,369 - pyskl - INFO - Epoch [63][1100/2506] lr: 1.575e-02, eta: 14:30:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 0.6119, loss: 0.6119 +2024-07-18 09:08:07,731 - pyskl - INFO - Epoch [63][1200/2506] lr: 1.574e-02, eta: 14:30:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 0.6313, loss: 0.6313 +2024-07-18 09:08:31,090 - pyskl - INFO - Epoch [63][1300/2506] lr: 1.573e-02, eta: 14:30:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 0.6632, loss: 0.6632 +2024-07-18 09:08:54,476 - pyskl - INFO - Epoch [63][1400/2506] lr: 1.572e-02, eta: 14:29:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 0.6979, loss: 0.6979 +2024-07-18 09:09:17,822 - pyskl - INFO - Epoch [63][1500/2506] lr: 1.571e-02, eta: 14:29:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 0.6883, loss: 0.6883 +2024-07-18 09:09:41,110 - pyskl - INFO - Epoch [63][1600/2506] lr: 1.570e-02, eta: 14:28:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 0.6792, loss: 0.6792 +2024-07-18 09:10:04,390 - pyskl - INFO - Epoch [63][1700/2506] lr: 1.569e-02, eta: 14:28:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 0.6979, loss: 0.6979 +2024-07-18 09:10:27,676 - pyskl - INFO - Epoch [63][1800/2506] lr: 1.568e-02, eta: 14:27:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 0.7113, loss: 0.7113 +2024-07-18 09:10:50,909 - pyskl - INFO - Epoch [63][1900/2506] lr: 1.567e-02, eta: 14:27:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 0.6621, loss: 0.6621 +2024-07-18 09:11:14,261 - pyskl - INFO - Epoch [63][2000/2506] lr: 1.566e-02, eta: 14:27:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 0.6473, loss: 0.6473 +2024-07-18 09:11:37,700 - pyskl - INFO - Epoch [63][2100/2506] lr: 1.565e-02, eta: 14:26:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 0.6437, loss: 0.6437 +2024-07-18 09:12:01,156 - pyskl - INFO - Epoch [63][2200/2506] lr: 1.564e-02, eta: 14:26:20, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9844, loss_cls: 0.7027, loss: 0.7027 +2024-07-18 09:12:24,546 - pyskl - INFO - Epoch [63][2300/2506] lr: 1.563e-02, eta: 14:25:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9762, loss_cls: 0.6866, loss: 0.6866 +2024-07-18 09:12:47,844 - pyskl - INFO - Epoch [63][2400/2506] lr: 1.562e-02, eta: 14:25:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 0.6860, loss: 0.6860 +2024-07-18 09:13:11,136 - pyskl - INFO - Epoch [63][2500/2506] lr: 1.561e-02, eta: 14:25:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 0.7503, loss: 0.7503 +2024-07-18 09:13:12,953 - pyskl - INFO - Saving checkpoint at 63 epochs +2024-07-18 09:14:29,694 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 09:14:29,761 - pyskl - INFO - +top1_acc 0.8042 +top5_acc 0.9694 +2024-07-18 09:14:29,763 - pyskl - INFO - Epoch(val) [63][1031] top1_acc: 0.8042, top5_acc: 0.9694 +2024-07-18 09:15:11,482 - pyskl - INFO - Epoch [64][100/2506] lr: 1.560e-02, eta: 14:25:04, time: 0.417, data_time: 0.179, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 0.6076, loss: 0.6076 +2024-07-18 09:15:34,780 - pyskl - INFO - Epoch [64][200/2506] lr: 1.559e-02, eta: 14:24:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 0.5996, loss: 0.5996 +2024-07-18 09:15:58,153 - pyskl - INFO - Epoch [64][300/2506] lr: 1.558e-02, eta: 14:24:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 0.6072, loss: 0.6072 +2024-07-18 09:16:21,515 - pyskl - INFO - Epoch [64][400/2506] lr: 1.557e-02, eta: 14:23:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 0.6078, loss: 0.6078 +2024-07-18 09:16:44,841 - pyskl - INFO - Epoch [64][500/2506] lr: 1.556e-02, eta: 14:23:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 0.5929, loss: 0.5929 +2024-07-18 09:17:08,132 - pyskl - INFO - Epoch [64][600/2506] lr: 1.555e-02, eta: 14:23:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 0.6248, loss: 0.6248 +2024-07-18 09:17:31,418 - pyskl - INFO - Epoch [64][700/2506] lr: 1.554e-02, eta: 14:22:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 0.6135, loss: 0.6135 +2024-07-18 09:17:54,733 - pyskl - INFO - Epoch [64][800/2506] lr: 1.553e-02, eta: 14:22:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 0.6488, loss: 0.6488 +2024-07-18 09:18:18,007 - pyskl - INFO - Epoch [64][900/2506] lr: 1.552e-02, eta: 14:21:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 0.6770, loss: 0.6770 +2024-07-18 09:18:41,291 - pyskl - INFO - Epoch [64][1000/2506] lr: 1.551e-02, eta: 14:21:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 0.6761, loss: 0.6761 +2024-07-18 09:19:04,600 - pyskl - INFO - Epoch [64][1100/2506] lr: 1.550e-02, eta: 14:20:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 0.6678, loss: 0.6678 +2024-07-18 09:19:27,876 - pyskl - INFO - Epoch [64][1200/2506] lr: 1.549e-02, eta: 14:20:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 0.7183, loss: 0.7183 +2024-07-18 09:19:51,151 - pyskl - INFO - Epoch [64][1300/2506] lr: 1.548e-02, eta: 14:20:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 0.6487, loss: 0.6487 +2024-07-18 09:20:14,387 - pyskl - INFO - Epoch [64][1400/2506] lr: 1.547e-02, eta: 14:19:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 0.6215, loss: 0.6215 +2024-07-18 09:20:37,635 - pyskl - INFO - Epoch [64][1500/2506] lr: 1.546e-02, eta: 14:19:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 0.7264, loss: 0.7264 +2024-07-18 09:21:00,915 - pyskl - INFO - Epoch [64][1600/2506] lr: 1.545e-02, eta: 14:18:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 0.6364, loss: 0.6364 +2024-07-18 09:21:24,153 - pyskl - INFO - Epoch [64][1700/2506] lr: 1.544e-02, eta: 14:18:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 0.7410, loss: 0.7410 +2024-07-18 09:21:47,415 - pyskl - INFO - Epoch [64][1800/2506] lr: 1.543e-02, eta: 14:18:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 0.6246, loss: 0.6246 +2024-07-18 09:22:10,708 - pyskl - INFO - Epoch [64][1900/2506] lr: 1.542e-02, eta: 14:17:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 0.6296, loss: 0.6296 +2024-07-18 09:22:34,001 - pyskl - INFO - Epoch [64][2000/2506] lr: 1.541e-02, eta: 14:17:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 0.6660, loss: 0.6660 +2024-07-18 09:22:57,283 - pyskl - INFO - Epoch [64][2100/2506] lr: 1.540e-02, eta: 14:16:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9775, loss_cls: 0.6317, loss: 0.6317 +2024-07-18 09:23:20,562 - pyskl - INFO - Epoch [64][2200/2506] lr: 1.539e-02, eta: 14:16:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 0.6664, loss: 0.6664 +2024-07-18 09:23:43,920 - pyskl - INFO - Epoch [64][2300/2506] lr: 1.538e-02, eta: 14:16:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 0.6675, loss: 0.6675 +2024-07-18 09:24:07,282 - pyskl - INFO - Epoch [64][2400/2506] lr: 1.537e-02, eta: 14:15:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9800, loss_cls: 0.6523, loss: 0.6523 +2024-07-18 09:24:30,579 - pyskl - INFO - Epoch [64][2500/2506] lr: 1.536e-02, eta: 14:15:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 0.6609, loss: 0.6609 +2024-07-18 09:24:32,442 - pyskl - INFO - Saving checkpoint at 64 epochs +2024-07-18 09:25:49,409 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 09:25:49,476 - pyskl - INFO - +top1_acc 0.8254 +top5_acc 0.9749 +2024-07-18 09:25:49,478 - pyskl - INFO - Epoch(val) [64][1031] top1_acc: 0.8254, top5_acc: 0.9749 +2024-07-18 09:26:30,705 - pyskl - INFO - Epoch [65][100/2506] lr: 1.534e-02, eta: 14:15:11, time: 0.412, data_time: 0.176, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 0.6139, loss: 0.6139 +2024-07-18 09:26:53,873 - pyskl - INFO - Epoch [65][200/2506] lr: 1.533e-02, eta: 14:14:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 0.6332, loss: 0.6332 +2024-07-18 09:27:17,137 - pyskl - INFO - Epoch [65][300/2506] lr: 1.532e-02, eta: 14:14:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 0.5842, loss: 0.5842 +2024-07-18 09:27:40,682 - pyskl - INFO - Epoch [65][400/2506] lr: 1.531e-02, eta: 14:13:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 0.6348, loss: 0.6348 +2024-07-18 09:28:04,113 - pyskl - INFO - Epoch [65][500/2506] lr: 1.530e-02, eta: 14:13:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 0.6815, loss: 0.6815 +2024-07-18 09:28:27,589 - pyskl - INFO - Epoch [65][600/2506] lr: 1.529e-02, eta: 14:13:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 0.6005, loss: 0.6005 +2024-07-18 09:28:50,989 - pyskl - INFO - Epoch [65][700/2506] lr: 1.528e-02, eta: 14:12:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 0.6285, loss: 0.6285 +2024-07-18 09:29:14,400 - pyskl - INFO - Epoch [65][800/2506] lr: 1.527e-02, eta: 14:12:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 0.6865, loss: 0.6865 +2024-07-18 09:29:37,773 - pyskl - INFO - Epoch [65][900/2506] lr: 1.526e-02, eta: 14:11:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 0.5615, loss: 0.5615 +2024-07-18 09:30:01,066 - pyskl - INFO - Epoch [65][1000/2506] lr: 1.525e-02, eta: 14:11:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9781, loss_cls: 0.6987, loss: 0.6987 +2024-07-18 09:30:24,339 - pyskl - INFO - Epoch [65][1100/2506] lr: 1.524e-02, eta: 14:11:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 0.6213, loss: 0.6213 +2024-07-18 09:30:47,543 - pyskl - INFO - Epoch [65][1200/2506] lr: 1.523e-02, eta: 14:10:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 0.6703, loss: 0.6703 +2024-07-18 09:31:10,810 - pyskl - INFO - Epoch [65][1300/2506] lr: 1.522e-02, eta: 14:10:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 0.6269, loss: 0.6269 +2024-07-18 09:31:34,013 - pyskl - INFO - Epoch [65][1400/2506] lr: 1.521e-02, eta: 14:09:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9869, loss_cls: 0.6810, loss: 0.6810 +2024-07-18 09:31:57,227 - pyskl - INFO - Epoch [65][1500/2506] lr: 1.520e-02, eta: 14:09:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 0.6156, loss: 0.6156 +2024-07-18 09:32:20,483 - pyskl - INFO - Epoch [65][1600/2506] lr: 1.519e-02, eta: 14:09:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9881, loss_cls: 0.6646, loss: 0.6646 +2024-07-18 09:32:43,755 - pyskl - INFO - Epoch [65][1700/2506] lr: 1.518e-02, eta: 14:08:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 0.7439, loss: 0.7439 +2024-07-18 09:33:07,061 - pyskl - INFO - Epoch [65][1800/2506] lr: 1.517e-02, eta: 14:08:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 0.6645, loss: 0.6645 +2024-07-18 09:33:30,355 - pyskl - INFO - Epoch [65][1900/2506] lr: 1.516e-02, eta: 14:07:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 0.7122, loss: 0.7122 +2024-07-18 09:33:53,640 - pyskl - INFO - Epoch [65][2000/2506] lr: 1.515e-02, eta: 14:07:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9738, loss_cls: 0.7030, loss: 0.7030 +2024-07-18 09:34:16,926 - pyskl - INFO - Epoch [65][2100/2506] lr: 1.514e-02, eta: 14:07:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 0.6616, loss: 0.6616 +2024-07-18 09:34:40,143 - pyskl - INFO - Epoch [65][2200/2506] lr: 1.513e-02, eta: 14:06:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 0.5830, loss: 0.5830 +2024-07-18 09:35:03,511 - pyskl - INFO - Epoch [65][2300/2506] lr: 1.512e-02, eta: 14:06:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 0.6521, loss: 0.6521 +2024-07-18 09:35:26,829 - pyskl - INFO - Epoch [65][2400/2506] lr: 1.511e-02, eta: 14:05:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 0.6216, loss: 0.6216 +2024-07-18 09:35:50,142 - pyskl - INFO - Epoch [65][2500/2506] lr: 1.510e-02, eta: 14:05:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 0.6097, loss: 0.6097 +2024-07-18 09:35:52,039 - pyskl - INFO - Saving checkpoint at 65 epochs +2024-07-18 09:37:08,860 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 09:37:08,928 - pyskl - INFO - +top1_acc 0.8348 +top5_acc 0.9780 +2024-07-18 09:37:08,930 - pyskl - INFO - Epoch(val) [65][1031] top1_acc: 0.8348, top5_acc: 0.9780 +2024-07-18 09:37:50,457 - pyskl - INFO - Epoch [66][100/2506] lr: 1.509e-02, eta: 14:05:20, time: 0.415, data_time: 0.178, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 0.6046, loss: 0.6046 +2024-07-18 09:38:13,743 - pyskl - INFO - Epoch [66][200/2506] lr: 1.508e-02, eta: 14:04:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 0.6301, loss: 0.6301 +2024-07-18 09:38:37,022 - pyskl - INFO - Epoch [66][300/2506] lr: 1.507e-02, eta: 14:04:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9881, loss_cls: 0.6661, loss: 0.6661 +2024-07-18 09:39:00,390 - pyskl - INFO - Epoch [66][400/2506] lr: 1.506e-02, eta: 14:04:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 0.5940, loss: 0.5940 +2024-07-18 09:39:23,683 - pyskl - INFO - Epoch [66][500/2506] lr: 1.505e-02, eta: 14:03:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 0.6319, loss: 0.6319 +2024-07-18 09:39:46,888 - pyskl - INFO - Epoch [66][600/2506] lr: 1.504e-02, eta: 14:03:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9881, loss_cls: 0.6892, loss: 0.6892 +2024-07-18 09:40:10,109 - pyskl - INFO - Epoch [66][700/2506] lr: 1.503e-02, eta: 14:02:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 0.5923, loss: 0.5923 +2024-07-18 09:40:33,319 - pyskl - INFO - Epoch [66][800/2506] lr: 1.502e-02, eta: 14:02:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 0.6436, loss: 0.6436 +2024-07-18 09:40:56,558 - pyskl - INFO - Epoch [66][900/2506] lr: 1.501e-02, eta: 14:02:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 0.6272, loss: 0.6272 +2024-07-18 09:41:19,771 - pyskl - INFO - Epoch [66][1000/2506] lr: 1.500e-02, eta: 14:01:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 0.6488, loss: 0.6488 +2024-07-18 09:41:42,991 - pyskl - INFO - Epoch [66][1100/2506] lr: 1.499e-02, eta: 14:01:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9881, loss_cls: 0.6289, loss: 0.6289 +2024-07-18 09:42:06,227 - pyskl - INFO - Epoch [66][1200/2506] lr: 1.498e-02, eta: 14:00:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9794, loss_cls: 0.6879, loss: 0.6879 +2024-07-18 09:42:29,448 - pyskl - INFO - Epoch [66][1300/2506] lr: 1.497e-02, eta: 14:00:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 0.7468, loss: 0.7468 +2024-07-18 09:42:52,711 - pyskl - INFO - Epoch [66][1400/2506] lr: 1.496e-02, eta: 14:00:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 0.6384, loss: 0.6384 +2024-07-18 09:43:15,979 - pyskl - INFO - Epoch [66][1500/2506] lr: 1.495e-02, eta: 13:59:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9894, loss_cls: 0.6249, loss: 0.6249 +2024-07-18 09:43:39,232 - pyskl - INFO - Epoch [66][1600/2506] lr: 1.494e-02, eta: 13:59:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 0.6356, loss: 0.6356 +2024-07-18 09:44:02,469 - pyskl - INFO - Epoch [66][1700/2506] lr: 1.493e-02, eta: 13:58:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 0.6269, loss: 0.6269 +2024-07-18 09:44:25,702 - pyskl - INFO - Epoch [66][1800/2506] lr: 1.491e-02, eta: 13:58:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 0.6668, loss: 0.6668 +2024-07-18 09:44:48,943 - pyskl - INFO - Epoch [66][1900/2506] lr: 1.490e-02, eta: 13:57:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9712, loss_cls: 0.6784, loss: 0.6784 +2024-07-18 09:45:12,235 - pyskl - INFO - Epoch [66][2000/2506] lr: 1.489e-02, eta: 13:57:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 0.6763, loss: 0.6763 +2024-07-18 09:45:35,511 - pyskl - INFO - Epoch [66][2100/2506] lr: 1.488e-02, eta: 13:57:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9769, loss_cls: 0.6607, loss: 0.6607 +2024-07-18 09:45:58,855 - pyskl - INFO - Epoch [66][2200/2506] lr: 1.487e-02, eta: 13:56:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9912, loss_cls: 0.6139, loss: 0.6139 +2024-07-18 09:46:22,375 - pyskl - INFO - Epoch [66][2300/2506] lr: 1.486e-02, eta: 13:56:20, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 0.6781, loss: 0.6781 +2024-07-18 09:46:45,800 - pyskl - INFO - Epoch [66][2400/2506] lr: 1.485e-02, eta: 13:55:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9869, loss_cls: 0.6629, loss: 0.6629 +2024-07-18 09:47:09,088 - pyskl - INFO - Epoch [66][2500/2506] lr: 1.484e-02, eta: 13:55:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 0.6414, loss: 0.6414 +2024-07-18 09:47:10,929 - pyskl - INFO - Saving checkpoint at 66 epochs +2024-07-18 09:48:27,794 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 09:48:27,861 - pyskl - INFO - +top1_acc 0.8274 +top5_acc 0.9778 +2024-07-18 09:48:27,863 - pyskl - INFO - Epoch(val) [66][1031] top1_acc: 0.8274, top5_acc: 0.9778 +2024-07-18 09:49:09,740 - pyskl - INFO - Epoch [67][100/2506] lr: 1.483e-02, eta: 13:55:27, time: 0.419, data_time: 0.182, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 0.5770, loss: 0.5770 +2024-07-18 09:49:32,965 - pyskl - INFO - Epoch [67][200/2506] lr: 1.482e-02, eta: 13:55:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 0.6072, loss: 0.6072 +2024-07-18 09:49:56,248 - pyskl - INFO - Epoch [67][300/2506] lr: 1.481e-02, eta: 13:54:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9856, loss_cls: 0.6916, loss: 0.6916 +2024-07-18 09:50:19,627 - pyskl - INFO - Epoch [67][400/2506] lr: 1.480e-02, eta: 13:54:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 0.5775, loss: 0.5775 +2024-07-18 09:50:43,039 - pyskl - INFO - Epoch [67][500/2506] lr: 1.479e-02, eta: 13:53:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 0.6405, loss: 0.6405 +2024-07-18 09:51:06,289 - pyskl - INFO - Epoch [67][600/2506] lr: 1.478e-02, eta: 13:53:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 0.5909, loss: 0.5909 +2024-07-18 09:51:29,523 - pyskl - INFO - Epoch [67][700/2506] lr: 1.477e-02, eta: 13:53:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 0.6381, loss: 0.6381 +2024-07-18 09:51:52,819 - pyskl - INFO - Epoch [67][800/2506] lr: 1.476e-02, eta: 13:52:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 0.5396, loss: 0.5396 +2024-07-18 09:52:16,129 - pyskl - INFO - Epoch [67][900/2506] lr: 1.475e-02, eta: 13:52:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 0.5333, loss: 0.5333 +2024-07-18 09:52:39,457 - pyskl - INFO - Epoch [67][1000/2506] lr: 1.474e-02, eta: 13:51:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 0.7100, loss: 0.7100 +2024-07-18 09:53:02,751 - pyskl - INFO - Epoch [67][1100/2506] lr: 1.473e-02, eta: 13:51:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9788, loss_cls: 0.6575, loss: 0.6575 +2024-07-18 09:53:26,091 - pyskl - INFO - Epoch [67][1200/2506] lr: 1.472e-02, eta: 13:50:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9819, loss_cls: 0.6265, loss: 0.6265 +2024-07-18 09:53:49,407 - pyskl - INFO - Epoch [67][1300/2506] lr: 1.471e-02, eta: 13:50:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 0.6700, loss: 0.6700 +2024-07-18 09:54:12,719 - pyskl - INFO - Epoch [67][1400/2506] lr: 1.470e-02, eta: 13:50:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 0.6225, loss: 0.6225 +2024-07-18 09:54:36,061 - pyskl - INFO - Epoch [67][1500/2506] lr: 1.469e-02, eta: 13:49:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9788, loss_cls: 0.6935, loss: 0.6935 +2024-07-18 09:54:59,352 - pyskl - INFO - Epoch [67][1600/2506] lr: 1.468e-02, eta: 13:49:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 0.6178, loss: 0.6178 +2024-07-18 09:55:22,643 - pyskl - INFO - Epoch [67][1700/2506] lr: 1.467e-02, eta: 13:48:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 0.6664, loss: 0.6664 +2024-07-18 09:55:45,915 - pyskl - INFO - Epoch [67][1800/2506] lr: 1.466e-02, eta: 13:48:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 0.6024, loss: 0.6024 +2024-07-18 09:56:09,156 - pyskl - INFO - Epoch [67][1900/2506] lr: 1.465e-02, eta: 13:48:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 0.6813, loss: 0.6813 +2024-07-18 09:56:32,426 - pyskl - INFO - Epoch [67][2000/2506] lr: 1.464e-02, eta: 13:47:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 0.6490, loss: 0.6490 +2024-07-18 09:56:55,731 - pyskl - INFO - Epoch [67][2100/2506] lr: 1.463e-02, eta: 13:47:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 0.6360, loss: 0.6360 +2024-07-18 09:57:18,985 - pyskl - INFO - Epoch [67][2200/2506] lr: 1.462e-02, eta: 13:46:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9888, loss_cls: 0.6394, loss: 0.6394 +2024-07-18 09:57:42,278 - pyskl - INFO - Epoch [67][2300/2506] lr: 1.461e-02, eta: 13:46:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9912, loss_cls: 0.6179, loss: 0.6179 +2024-07-18 09:58:05,688 - pyskl - INFO - Epoch [67][2400/2506] lr: 1.460e-02, eta: 13:46:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9800, loss_cls: 0.6441, loss: 0.6441 +2024-07-18 09:58:28,989 - pyskl - INFO - Epoch [67][2500/2506] lr: 1.459e-02, eta: 13:45:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 0.5672, loss: 0.5672 +2024-07-18 09:58:30,844 - pyskl - INFO - Saving checkpoint at 67 epochs +2024-07-18 09:59:47,695 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 09:59:47,762 - pyskl - INFO - +top1_acc 0.8428 +top5_acc 0.9749 +2024-07-18 09:59:47,766 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_59.pth was removed +2024-07-18 09:59:47,892 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_67.pth. +2024-07-18 09:59:47,893 - pyskl - INFO - Best top1_acc is 0.8428 at 67 epoch. +2024-07-18 09:59:47,895 - pyskl - INFO - Epoch(val) [67][1031] top1_acc: 0.8428, top5_acc: 0.9749 +2024-07-18 10:00:29,416 - pyskl - INFO - Epoch [68][100/2506] lr: 1.457e-02, eta: 13:45:35, time: 0.415, data_time: 0.178, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 0.5994, loss: 0.5994 +2024-07-18 10:00:52,712 - pyskl - INFO - Epoch [68][200/2506] lr: 1.456e-02, eta: 13:45:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9912, loss_cls: 0.5925, loss: 0.5925 +2024-07-18 10:01:15,901 - pyskl - INFO - Epoch [68][300/2506] lr: 1.455e-02, eta: 13:44:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 0.5647, loss: 0.5647 +2024-07-18 10:01:39,368 - pyskl - INFO - Epoch [68][400/2506] lr: 1.454e-02, eta: 13:44:21, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 0.6084, loss: 0.6084 +2024-07-18 10:02:02,841 - pyskl - INFO - Epoch [68][500/2506] lr: 1.453e-02, eta: 13:43:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 0.6034, loss: 0.6034 +2024-07-18 10:02:26,173 - pyskl - INFO - Epoch [68][600/2506] lr: 1.452e-02, eta: 13:43:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9900, loss_cls: 0.6300, loss: 0.6300 +2024-07-18 10:02:49,483 - pyskl - INFO - Epoch [68][700/2506] lr: 1.451e-02, eta: 13:43:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 0.6783, loss: 0.6783 +2024-07-18 10:03:12,795 - pyskl - INFO - Epoch [68][800/2506] lr: 1.450e-02, eta: 13:42:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 0.5820, loss: 0.5820 +2024-07-18 10:03:36,094 - pyskl - INFO - Epoch [68][900/2506] lr: 1.449e-02, eta: 13:42:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 0.6611, loss: 0.6611 +2024-07-18 10:03:59,419 - pyskl - INFO - Epoch [68][1000/2506] lr: 1.448e-02, eta: 13:41:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 0.6392, loss: 0.6392 +2024-07-18 10:04:22,748 - pyskl - INFO - Epoch [68][1100/2506] lr: 1.447e-02, eta: 13:41:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 0.6354, loss: 0.6354 +2024-07-18 10:04:46,071 - pyskl - INFO - Epoch [68][1200/2506] lr: 1.446e-02, eta: 13:41:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 0.6879, loss: 0.6879 +2024-07-18 10:05:09,365 - pyskl - INFO - Epoch [68][1300/2506] lr: 1.445e-02, eta: 13:40:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 0.5817, loss: 0.5817 +2024-07-18 10:05:32,611 - pyskl - INFO - Epoch [68][1400/2506] lr: 1.444e-02, eta: 13:40:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 0.5967, loss: 0.5967 +2024-07-18 10:05:55,853 - pyskl - INFO - Epoch [68][1500/2506] lr: 1.443e-02, eta: 13:39:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 0.6766, loss: 0.6766 +2024-07-18 10:06:19,074 - pyskl - INFO - Epoch [68][1600/2506] lr: 1.442e-02, eta: 13:39:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 0.6248, loss: 0.6248 +2024-07-18 10:06:42,378 - pyskl - INFO - Epoch [68][1700/2506] lr: 1.441e-02, eta: 13:39:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 0.6647, loss: 0.6647 +2024-07-18 10:07:05,689 - pyskl - INFO - Epoch [68][1800/2506] lr: 1.440e-02, eta: 13:38:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 0.6460, loss: 0.6460 +2024-07-18 10:07:29,023 - pyskl - INFO - Epoch [68][1900/2506] lr: 1.439e-02, eta: 13:38:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9812, loss_cls: 0.6277, loss: 0.6277 +2024-07-18 10:07:52,328 - pyskl - INFO - Epoch [68][2000/2506] lr: 1.438e-02, eta: 13:37:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 0.6057, loss: 0.6057 +2024-07-18 10:08:15,653 - pyskl - INFO - Epoch [68][2100/2506] lr: 1.437e-02, eta: 13:37:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 0.5922, loss: 0.5922 +2024-07-18 10:08:38,986 - pyskl - INFO - Epoch [68][2200/2506] lr: 1.436e-02, eta: 13:37:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 0.6281, loss: 0.6281 +2024-07-18 10:09:02,355 - pyskl - INFO - Epoch [68][2300/2506] lr: 1.435e-02, eta: 13:36:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 0.6506, loss: 0.6506 +2024-07-18 10:09:25,708 - pyskl - INFO - Epoch [68][2400/2506] lr: 1.434e-02, eta: 13:36:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 0.6210, loss: 0.6210 +2024-07-18 10:09:49,067 - pyskl - INFO - Epoch [68][2500/2506] lr: 1.433e-02, eta: 13:35:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 0.5913, loss: 0.5913 +2024-07-18 10:09:50,902 - pyskl - INFO - Saving checkpoint at 68 epochs +2024-07-18 10:11:07,767 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 10:11:07,835 - pyskl - INFO - +top1_acc 0.8593 +top5_acc 0.9778 +2024-07-18 10:11:07,839 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_67.pth was removed +2024-07-18 10:11:07,967 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_68.pth. +2024-07-18 10:11:07,968 - pyskl - INFO - Best top1_acc is 0.8593 at 68 epoch. +2024-07-18 10:11:07,970 - pyskl - INFO - Epoch(val) [68][1031] top1_acc: 0.8593, top5_acc: 0.9778 +2024-07-18 10:11:49,514 - pyskl - INFO - Epoch [69][100/2506] lr: 1.432e-02, eta: 13:35:42, time: 0.415, data_time: 0.176, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 0.5665, loss: 0.5665 +2024-07-18 10:12:12,881 - pyskl - INFO - Epoch [69][200/2506] lr: 1.431e-02, eta: 13:35:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9831, loss_cls: 0.5709, loss: 0.5709 +2024-07-18 10:12:36,194 - pyskl - INFO - Epoch [69][300/2506] lr: 1.430e-02, eta: 13:34:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 0.6175, loss: 0.6175 +2024-07-18 10:12:59,596 - pyskl - INFO - Epoch [69][400/2506] lr: 1.428e-02, eta: 13:34:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 0.5919, loss: 0.5919 +2024-07-18 10:13:22,903 - pyskl - INFO - Epoch [69][500/2506] lr: 1.427e-02, eta: 13:34:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 0.5885, loss: 0.5885 +2024-07-18 10:13:46,198 - pyskl - INFO - Epoch [69][600/2506] lr: 1.426e-02, eta: 13:33:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9831, loss_cls: 0.5929, loss: 0.5929 +2024-07-18 10:14:09,470 - pyskl - INFO - Epoch [69][700/2506] lr: 1.425e-02, eta: 13:33:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 0.6122, loss: 0.6122 +2024-07-18 10:14:32,761 - pyskl - INFO - Epoch [69][800/2506] lr: 1.424e-02, eta: 13:32:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 0.6349, loss: 0.6349 +2024-07-18 10:14:56,045 - pyskl - INFO - Epoch [69][900/2506] lr: 1.423e-02, eta: 13:32:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9806, loss_cls: 0.6133, loss: 0.6133 +2024-07-18 10:15:19,320 - pyskl - INFO - Epoch [69][1000/2506] lr: 1.422e-02, eta: 13:32:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 0.6551, loss: 0.6551 +2024-07-18 10:15:42,616 - pyskl - INFO - Epoch [69][1100/2506] lr: 1.421e-02, eta: 13:31:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 0.6085, loss: 0.6085 +2024-07-18 10:16:05,945 - pyskl - INFO - Epoch [69][1200/2506] lr: 1.420e-02, eta: 13:31:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 0.6517, loss: 0.6517 +2024-07-18 10:16:29,223 - pyskl - INFO - Epoch [69][1300/2506] lr: 1.419e-02, eta: 13:30:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9894, loss_cls: 0.6260, loss: 0.6260 +2024-07-18 10:16:52,579 - pyskl - INFO - Epoch [69][1400/2506] lr: 1.418e-02, eta: 13:30:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 0.6312, loss: 0.6312 +2024-07-18 10:17:15,912 - pyskl - INFO - Epoch [69][1500/2506] lr: 1.417e-02, eta: 13:30:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9812, loss_cls: 0.5800, loss: 0.5800 +2024-07-18 10:17:39,221 - pyskl - INFO - Epoch [69][1600/2506] lr: 1.416e-02, eta: 13:29:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 0.6160, loss: 0.6160 +2024-07-18 10:18:02,513 - pyskl - INFO - Epoch [69][1700/2506] lr: 1.415e-02, eta: 13:29:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9831, loss_cls: 0.6117, loss: 0.6117 +2024-07-18 10:18:25,812 - pyskl - INFO - Epoch [69][1800/2506] lr: 1.414e-02, eta: 13:28:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 0.6158, loss: 0.6158 +2024-07-18 10:18:49,100 - pyskl - INFO - Epoch [69][1900/2506] lr: 1.413e-02, eta: 13:28:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 0.5921, loss: 0.5921 +2024-07-18 10:19:12,393 - pyskl - INFO - Epoch [69][2000/2506] lr: 1.412e-02, eta: 13:27:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 0.6938, loss: 0.6938 +2024-07-18 10:19:35,679 - pyskl - INFO - Epoch [69][2100/2506] lr: 1.411e-02, eta: 13:27:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9775, loss_cls: 0.6480, loss: 0.6480 +2024-07-18 10:19:58,985 - pyskl - INFO - Epoch [69][2200/2506] lr: 1.410e-02, eta: 13:27:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 0.6731, loss: 0.6731 +2024-07-18 10:20:22,344 - pyskl - INFO - Epoch [69][2300/2506] lr: 1.409e-02, eta: 13:26:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 0.6293, loss: 0.6293 +2024-07-18 10:20:45,735 - pyskl - INFO - Epoch [69][2400/2506] lr: 1.408e-02, eta: 13:26:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 0.6145, loss: 0.6145 +2024-07-18 10:21:09,038 - pyskl - INFO - Epoch [69][2500/2506] lr: 1.407e-02, eta: 13:25:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 0.6800, loss: 0.6800 +2024-07-18 10:21:10,900 - pyskl - INFO - Saving checkpoint at 69 epochs +2024-07-18 10:22:27,590 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 10:22:27,657 - pyskl - INFO - +top1_acc 0.8378 +top5_acc 0.9757 +2024-07-18 10:22:27,659 - pyskl - INFO - Epoch(val) [69][1031] top1_acc: 0.8378, top5_acc: 0.9757 +2024-07-18 10:23:09,210 - pyskl - INFO - Epoch [70][100/2506] lr: 1.406e-02, eta: 13:25:50, time: 0.415, data_time: 0.178, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 0.5823, loss: 0.5823 +2024-07-18 10:23:32,468 - pyskl - INFO - Epoch [70][200/2506] lr: 1.405e-02, eta: 13:25:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 0.5299, loss: 0.5299 +2024-07-18 10:23:55,816 - pyskl - INFO - Epoch [70][300/2506] lr: 1.404e-02, eta: 13:25:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 0.5545, loss: 0.5545 +2024-07-18 10:24:19,417 - pyskl - INFO - Epoch [70][400/2506] lr: 1.403e-02, eta: 13:24:37, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9862, loss_cls: 0.5659, loss: 0.5659 +2024-07-18 10:24:42,787 - pyskl - INFO - Epoch [70][500/2506] lr: 1.401e-02, eta: 13:24:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 0.6059, loss: 0.6059 +2024-07-18 10:25:06,099 - pyskl - INFO - Epoch [70][600/2506] lr: 1.400e-02, eta: 13:23:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 0.5745, loss: 0.5745 +2024-07-18 10:25:29,390 - pyskl - INFO - Epoch [70][700/2506] lr: 1.399e-02, eta: 13:23:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 0.5735, loss: 0.5735 +2024-07-18 10:25:52,732 - pyskl - INFO - Epoch [70][800/2506] lr: 1.398e-02, eta: 13:22:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 0.5714, loss: 0.5714 +2024-07-18 10:26:16,063 - pyskl - INFO - Epoch [70][900/2506] lr: 1.397e-02, eta: 13:22:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9888, loss_cls: 0.6223, loss: 0.6223 +2024-07-18 10:26:39,374 - pyskl - INFO - Epoch [70][1000/2506] lr: 1.396e-02, eta: 13:22:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 0.6580, loss: 0.6580 +2024-07-18 10:27:02,682 - pyskl - INFO - Epoch [70][1100/2506] lr: 1.395e-02, eta: 13:21:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 0.6185, loss: 0.6185 +2024-07-18 10:27:26,017 - pyskl - INFO - Epoch [70][1200/2506] lr: 1.394e-02, eta: 13:21:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 0.6398, loss: 0.6398 +2024-07-18 10:27:49,378 - pyskl - INFO - Epoch [70][1300/2506] lr: 1.393e-02, eta: 13:20:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9888, loss_cls: 0.6847, loss: 0.6847 +2024-07-18 10:28:12,703 - pyskl - INFO - Epoch [70][1400/2506] lr: 1.392e-02, eta: 13:20:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 0.5912, loss: 0.5912 +2024-07-18 10:28:36,028 - pyskl - INFO - Epoch [70][1500/2506] lr: 1.391e-02, eta: 13:20:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 0.6473, loss: 0.6473 +2024-07-18 10:28:59,331 - pyskl - INFO - Epoch [70][1600/2506] lr: 1.390e-02, eta: 13:19:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 0.5988, loss: 0.5988 +2024-07-18 10:29:22,685 - pyskl - INFO - Epoch [70][1700/2506] lr: 1.389e-02, eta: 13:19:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9775, loss_cls: 0.6522, loss: 0.6522 +2024-07-18 10:29:45,998 - pyskl - INFO - Epoch [70][1800/2506] lr: 1.388e-02, eta: 13:18:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 0.6608, loss: 0.6608 +2024-07-18 10:30:09,330 - pyskl - INFO - Epoch [70][1900/2506] lr: 1.387e-02, eta: 13:18:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 0.6995, loss: 0.6995 +2024-07-18 10:30:32,687 - pyskl - INFO - Epoch [70][2000/2506] lr: 1.386e-02, eta: 13:18:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 0.5445, loss: 0.5445 +2024-07-18 10:30:56,014 - pyskl - INFO - Epoch [70][2100/2506] lr: 1.385e-02, eta: 13:17:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 0.5866, loss: 0.5866 +2024-07-18 10:31:19,306 - pyskl - INFO - Epoch [70][2200/2506] lr: 1.384e-02, eta: 13:17:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 0.6971, loss: 0.6971 +2024-07-18 10:31:42,665 - pyskl - INFO - Epoch [70][2300/2506] lr: 1.383e-02, eta: 13:16:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 0.6026, loss: 0.6026 +2024-07-18 10:32:06,265 - pyskl - INFO - Epoch [70][2400/2506] lr: 1.382e-02, eta: 13:16:29, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 0.6647, loss: 0.6647 +2024-07-18 10:32:29,787 - pyskl - INFO - Epoch [70][2500/2506] lr: 1.381e-02, eta: 13:16:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 0.5952, loss: 0.5952 +2024-07-18 10:32:31,644 - pyskl - INFO - Saving checkpoint at 70 epochs +2024-07-18 10:33:48,599 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 10:33:48,666 - pyskl - INFO - +top1_acc 0.8460 +top5_acc 0.9782 +2024-07-18 10:33:48,668 - pyskl - INFO - Epoch(val) [70][1031] top1_acc: 0.8460, top5_acc: 0.9782 +2024-07-18 10:34:30,697 - pyskl - INFO - Epoch [71][100/2506] lr: 1.380e-02, eta: 13:15:59, time: 0.420, data_time: 0.182, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 0.5092, loss: 0.5092 +2024-07-18 10:34:54,005 - pyskl - INFO - Epoch [71][200/2506] lr: 1.379e-02, eta: 13:15:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 0.5824, loss: 0.5824 +2024-07-18 10:35:17,340 - pyskl - INFO - Epoch [71][300/2506] lr: 1.378e-02, eta: 13:15:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9912, loss_cls: 0.5606, loss: 0.5606 +2024-07-18 10:35:40,778 - pyskl - INFO - Epoch [71][400/2506] lr: 1.377e-02, eta: 13:14:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9850, loss_cls: 0.5594, loss: 0.5594 +2024-07-18 10:36:04,270 - pyskl - INFO - Epoch [71][500/2506] lr: 1.375e-02, eta: 13:14:21, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9812, loss_cls: 0.6287, loss: 0.6287 +2024-07-18 10:36:27,603 - pyskl - INFO - Epoch [71][600/2506] lr: 1.374e-02, eta: 13:13:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 0.6238, loss: 0.6238 +2024-07-18 10:36:50,899 - pyskl - INFO - Epoch [71][700/2506] lr: 1.373e-02, eta: 13:13:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 0.5605, loss: 0.5605 +2024-07-18 10:37:14,172 - pyskl - INFO - Epoch [71][800/2506] lr: 1.372e-02, eta: 13:13:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 0.6082, loss: 0.6082 +2024-07-18 10:37:37,480 - pyskl - INFO - Epoch [71][900/2506] lr: 1.371e-02, eta: 13:12:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 0.6248, loss: 0.6248 +2024-07-18 10:38:00,757 - pyskl - INFO - Epoch [71][1000/2506] lr: 1.370e-02, eta: 13:12:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 0.5946, loss: 0.5946 +2024-07-18 10:38:24,031 - pyskl - INFO - Epoch [71][1100/2506] lr: 1.369e-02, eta: 13:11:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 0.5954, loss: 0.5954 +2024-07-18 10:38:47,298 - pyskl - INFO - Epoch [71][1200/2506] lr: 1.368e-02, eta: 13:11:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9825, loss_cls: 0.6044, loss: 0.6044 +2024-07-18 10:39:10,572 - pyskl - INFO - Epoch [71][1300/2506] lr: 1.367e-02, eta: 13:11:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 0.5993, loss: 0.5993 +2024-07-18 10:39:33,829 - pyskl - INFO - Epoch [71][1400/2506] lr: 1.366e-02, eta: 13:10:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 0.5876, loss: 0.5876 +2024-07-18 10:39:57,109 - pyskl - INFO - Epoch [71][1500/2506] lr: 1.365e-02, eta: 13:10:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 0.5765, loss: 0.5765 +2024-07-18 10:40:20,393 - pyskl - INFO - Epoch [71][1600/2506] lr: 1.364e-02, eta: 13:09:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 0.5700, loss: 0.5700 +2024-07-18 10:40:43,627 - pyskl - INFO - Epoch [71][1700/2506] lr: 1.363e-02, eta: 13:09:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 0.6328, loss: 0.6328 +2024-07-18 10:41:06,915 - pyskl - INFO - Epoch [71][1800/2506] lr: 1.362e-02, eta: 13:09:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 0.6377, loss: 0.6377 +2024-07-18 10:41:30,164 - pyskl - INFO - Epoch [71][1900/2506] lr: 1.361e-02, eta: 13:08:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 0.6099, loss: 0.6099 +2024-07-18 10:41:53,468 - pyskl - INFO - Epoch [71][2000/2506] lr: 1.360e-02, eta: 13:08:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 0.6287, loss: 0.6287 +2024-07-18 10:42:16,731 - pyskl - INFO - Epoch [71][2100/2506] lr: 1.359e-02, eta: 13:07:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 0.6343, loss: 0.6343 +2024-07-18 10:42:40,060 - pyskl - INFO - Epoch [71][2200/2506] lr: 1.358e-02, eta: 13:07:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 0.6314, loss: 0.6314 +2024-07-18 10:43:03,299 - pyskl - INFO - Epoch [71][2300/2506] lr: 1.357e-02, eta: 13:07:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 0.6038, loss: 0.6038 +2024-07-18 10:43:26,706 - pyskl - INFO - Epoch [71][2400/2506] lr: 1.356e-02, eta: 13:06:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 0.5659, loss: 0.5659 +2024-07-18 10:43:50,122 - pyskl - INFO - Epoch [71][2500/2506] lr: 1.355e-02, eta: 13:06:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 0.6367, loss: 0.6367 +2024-07-18 10:43:51,959 - pyskl - INFO - Saving checkpoint at 71 epochs +2024-07-18 10:45:08,521 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 10:45:08,589 - pyskl - INFO - +top1_acc 0.8568 +top5_acc 0.9789 +2024-07-18 10:45:08,591 - pyskl - INFO - Epoch(val) [71][1031] top1_acc: 0.8568, top5_acc: 0.9789 +2024-07-18 10:45:50,173 - pyskl - INFO - Epoch [72][100/2506] lr: 1.354e-02, eta: 13:06:06, time: 0.416, data_time: 0.176, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 0.5537, loss: 0.5537 +2024-07-18 10:46:13,504 - pyskl - INFO - Epoch [72][200/2506] lr: 1.353e-02, eta: 13:05:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 0.5622, loss: 0.5622 +2024-07-18 10:46:36,836 - pyskl - INFO - Epoch [72][300/2506] lr: 1.351e-02, eta: 13:05:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9912, loss_cls: 0.5867, loss: 0.5867 +2024-07-18 10:47:00,345 - pyskl - INFO - Epoch [72][400/2506] lr: 1.350e-02, eta: 13:04:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 0.6113, loss: 0.6113 +2024-07-18 10:47:23,643 - pyskl - INFO - Epoch [72][500/2506] lr: 1.349e-02, eta: 13:04:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 0.6248, loss: 0.6248 +2024-07-18 10:47:46,942 - pyskl - INFO - Epoch [72][600/2506] lr: 1.348e-02, eta: 13:04:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 0.5722, loss: 0.5722 +2024-07-18 10:48:10,329 - pyskl - INFO - Epoch [72][700/2506] lr: 1.347e-02, eta: 13:03:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 0.5628, loss: 0.5628 +2024-07-18 10:48:33,688 - pyskl - INFO - Epoch [72][800/2506] lr: 1.346e-02, eta: 13:03:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9819, loss_cls: 0.5860, loss: 0.5860 +2024-07-18 10:48:57,068 - pyskl - INFO - Epoch [72][900/2506] lr: 1.345e-02, eta: 13:02:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 0.5435, loss: 0.5435 +2024-07-18 10:49:20,389 - pyskl - INFO - Epoch [72][1000/2506] lr: 1.344e-02, eta: 13:02:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 0.5709, loss: 0.5709 +2024-07-18 10:49:43,696 - pyskl - INFO - Epoch [72][1100/2506] lr: 1.343e-02, eta: 13:02:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 0.5951, loss: 0.5951 +2024-07-18 10:50:07,063 - pyskl - INFO - Epoch [72][1200/2506] lr: 1.342e-02, eta: 13:01:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 0.6192, loss: 0.6192 +2024-07-18 10:50:30,355 - pyskl - INFO - Epoch [72][1300/2506] lr: 1.341e-02, eta: 13:01:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 0.5693, loss: 0.5693 +2024-07-18 10:50:53,614 - pyskl - INFO - Epoch [72][1400/2506] lr: 1.340e-02, eta: 13:00:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 0.6225, loss: 0.6225 +2024-07-18 10:51:16,908 - pyskl - INFO - Epoch [72][1500/2506] lr: 1.339e-02, eta: 13:00:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 0.6213, loss: 0.6213 +2024-07-18 10:51:40,167 - pyskl - INFO - Epoch [72][1600/2506] lr: 1.338e-02, eta: 13:00:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 0.6455, loss: 0.6455 +2024-07-18 10:52:03,586 - pyskl - INFO - Epoch [72][1700/2506] lr: 1.337e-02, eta: 12:59:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 0.6388, loss: 0.6388 +2024-07-18 10:52:26,871 - pyskl - INFO - Epoch [72][1800/2506] lr: 1.336e-02, eta: 12:59:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 0.6220, loss: 0.6220 +2024-07-18 10:52:50,135 - pyskl - INFO - Epoch [72][1900/2506] lr: 1.335e-02, eta: 12:58:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 0.6265, loss: 0.6265 +2024-07-18 10:53:13,390 - pyskl - INFO - Epoch [72][2000/2506] lr: 1.334e-02, eta: 12:58:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 0.6202, loss: 0.6202 +2024-07-18 10:53:36,678 - pyskl - INFO - Epoch [72][2100/2506] lr: 1.333e-02, eta: 12:57:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9888, loss_cls: 0.5871, loss: 0.5871 +2024-07-18 10:53:59,972 - pyskl - INFO - Epoch [72][2200/2506] lr: 1.332e-02, eta: 12:57:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 0.5966, loss: 0.5966 +2024-07-18 10:54:23,245 - pyskl - INFO - Epoch [72][2300/2506] lr: 1.331e-02, eta: 12:57:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 0.5997, loss: 0.5997 +2024-07-18 10:54:46,657 - pyskl - INFO - Epoch [72][2400/2506] lr: 1.330e-02, eta: 12:56:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 0.5980, loss: 0.5980 +2024-07-18 10:55:10,072 - pyskl - INFO - Epoch [72][2500/2506] lr: 1.329e-02, eta: 12:56:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9831, loss_cls: 0.5748, loss: 0.5748 +2024-07-18 10:55:11,928 - pyskl - INFO - Saving checkpoint at 72 epochs +2024-07-18 10:56:28,668 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 10:56:28,735 - pyskl - INFO - +top1_acc 0.8486 +top5_acc 0.9781 +2024-07-18 10:56:28,737 - pyskl - INFO - Epoch(val) [72][1031] top1_acc: 0.8486, top5_acc: 0.9781 +2024-07-18 10:57:10,056 - pyskl - INFO - Epoch [73][100/2506] lr: 1.327e-02, eta: 12:56:12, time: 0.413, data_time: 0.175, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 0.5336, loss: 0.5336 +2024-07-18 10:57:33,365 - pyskl - INFO - Epoch [73][200/2506] lr: 1.326e-02, eta: 12:55:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 0.5729, loss: 0.5729 +2024-07-18 10:57:56,671 - pyskl - INFO - Epoch [73][300/2506] lr: 1.325e-02, eta: 12:55:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 0.5589, loss: 0.5589 +2024-07-18 10:58:20,053 - pyskl - INFO - Epoch [73][400/2506] lr: 1.324e-02, eta: 12:54:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 0.5750, loss: 0.5750 +2024-07-18 10:58:43,416 - pyskl - INFO - Epoch [73][500/2506] lr: 1.323e-02, eta: 12:54:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 0.5389, loss: 0.5389 +2024-07-18 10:59:06,723 - pyskl - INFO - Epoch [73][600/2506] lr: 1.322e-02, eta: 12:54:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 0.5951, loss: 0.5951 +2024-07-18 10:59:30,061 - pyskl - INFO - Epoch [73][700/2506] lr: 1.321e-02, eta: 12:53:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 0.5864, loss: 0.5864 +2024-07-18 10:59:53,391 - pyskl - INFO - Epoch [73][800/2506] lr: 1.320e-02, eta: 12:53:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 0.5492, loss: 0.5492 +2024-07-18 11:00:16,725 - pyskl - INFO - Epoch [73][900/2506] lr: 1.319e-02, eta: 12:52:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 0.5981, loss: 0.5981 +2024-07-18 11:00:40,036 - pyskl - INFO - Epoch [73][1000/2506] lr: 1.318e-02, eta: 12:52:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9881, loss_cls: 0.6483, loss: 0.6483 +2024-07-18 11:01:03,376 - pyskl - INFO - Epoch [73][1100/2506] lr: 1.317e-02, eta: 12:52:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 0.5387, loss: 0.5387 +2024-07-18 11:01:26,663 - pyskl - INFO - Epoch [73][1200/2506] lr: 1.316e-02, eta: 12:51:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9831, loss_cls: 0.5539, loss: 0.5539 +2024-07-18 11:01:49,947 - pyskl - INFO - Epoch [73][1300/2506] lr: 1.315e-02, eta: 12:51:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 0.6543, loss: 0.6543 +2024-07-18 11:02:13,251 - pyskl - INFO - Epoch [73][1400/2506] lr: 1.314e-02, eta: 12:50:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 0.5898, loss: 0.5898 +2024-07-18 11:02:36,536 - pyskl - INFO - Epoch [73][1500/2506] lr: 1.313e-02, eta: 12:50:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 0.5834, loss: 0.5834 +2024-07-18 11:02:59,861 - pyskl - INFO - Epoch [73][1600/2506] lr: 1.312e-02, eta: 12:50:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9912, loss_cls: 0.5617, loss: 0.5617 +2024-07-18 11:03:23,188 - pyskl - INFO - Epoch [73][1700/2506] lr: 1.311e-02, eta: 12:49:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9894, loss_cls: 0.5783, loss: 0.5783 +2024-07-18 11:03:46,460 - pyskl - INFO - Epoch [73][1800/2506] lr: 1.310e-02, eta: 12:49:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 0.5709, loss: 0.5709 +2024-07-18 11:04:09,713 - pyskl - INFO - Epoch [73][1900/2506] lr: 1.309e-02, eta: 12:48:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 0.5852, loss: 0.5852 +2024-07-18 11:04:32,992 - pyskl - INFO - Epoch [73][2000/2506] lr: 1.308e-02, eta: 12:48:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9812, loss_cls: 0.5997, loss: 0.5997 +2024-07-18 11:04:56,270 - pyskl - INFO - Epoch [73][2100/2506] lr: 1.307e-02, eta: 12:48:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 0.5852, loss: 0.5852 +2024-07-18 11:05:19,539 - pyskl - INFO - Epoch [73][2200/2506] lr: 1.306e-02, eta: 12:47:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 0.5975, loss: 0.5975 +2024-07-18 11:05:42,805 - pyskl - INFO - Epoch [73][2300/2506] lr: 1.305e-02, eta: 12:47:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 0.6075, loss: 0.6075 +2024-07-18 11:06:06,153 - pyskl - INFO - Epoch [73][2400/2506] lr: 1.303e-02, eta: 12:46:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 0.6183, loss: 0.6183 +2024-07-18 11:06:29,514 - pyskl - INFO - Epoch [73][2500/2506] lr: 1.302e-02, eta: 12:46:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 0.5854, loss: 0.5854 +2024-07-18 11:06:31,323 - pyskl - INFO - Saving checkpoint at 73 epochs +2024-07-18 11:07:48,097 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 11:07:48,164 - pyskl - INFO - +top1_acc 0.8391 +top5_acc 0.9726 +2024-07-18 11:07:48,167 - pyskl - INFO - Epoch(val) [73][1031] top1_acc: 0.8391, top5_acc: 0.9726 +2024-07-18 11:08:29,718 - pyskl - INFO - Epoch [74][100/2506] lr: 1.301e-02, eta: 12:46:19, time: 0.415, data_time: 0.176, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 0.5131, loss: 0.5131 +2024-07-18 11:08:53,076 - pyskl - INFO - Epoch [74][200/2506] lr: 1.300e-02, eta: 12:45:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 0.5368, loss: 0.5368 +2024-07-18 11:09:16,466 - pyskl - INFO - Epoch [74][300/2506] lr: 1.299e-02, eta: 12:45:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 0.5421, loss: 0.5421 +2024-07-18 11:09:39,897 - pyskl - INFO - Epoch [74][400/2506] lr: 1.298e-02, eta: 12:45:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 0.5578, loss: 0.5578 +2024-07-18 11:10:03,327 - pyskl - INFO - Epoch [74][500/2506] lr: 1.297e-02, eta: 12:44:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 0.6287, loss: 0.6287 +2024-07-18 11:10:26,634 - pyskl - INFO - Epoch [74][600/2506] lr: 1.296e-02, eta: 12:44:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 0.5623, loss: 0.5623 +2024-07-18 11:10:49,953 - pyskl - INFO - Epoch [74][700/2506] lr: 1.295e-02, eta: 12:43:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 0.6236, loss: 0.6236 +2024-07-18 11:11:13,268 - pyskl - INFO - Epoch [74][800/2506] lr: 1.294e-02, eta: 12:43:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 0.5075, loss: 0.5075 +2024-07-18 11:11:36,544 - pyskl - INFO - Epoch [74][900/2506] lr: 1.293e-02, eta: 12:43:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 0.6091, loss: 0.6091 +2024-07-18 11:11:59,843 - pyskl - INFO - Epoch [74][1000/2506] lr: 1.292e-02, eta: 12:42:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 0.5749, loss: 0.5749 +2024-07-18 11:12:23,113 - pyskl - INFO - Epoch [74][1100/2506] lr: 1.291e-02, eta: 12:42:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9925, loss_cls: 0.5745, loss: 0.5745 +2024-07-18 11:12:46,426 - pyskl - INFO - Epoch [74][1200/2506] lr: 1.290e-02, eta: 12:41:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 0.6413, loss: 0.6413 +2024-07-18 11:13:09,729 - pyskl - INFO - Epoch [74][1300/2506] lr: 1.289e-02, eta: 12:41:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 0.5507, loss: 0.5507 +2024-07-18 11:13:32,999 - pyskl - INFO - Epoch [74][1400/2506] lr: 1.288e-02, eta: 12:41:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9900, loss_cls: 0.5681, loss: 0.5681 +2024-07-18 11:13:56,251 - pyskl - INFO - Epoch [74][1500/2506] lr: 1.287e-02, eta: 12:40:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 0.5845, loss: 0.5845 +2024-07-18 11:14:19,506 - pyskl - INFO - Epoch [74][1600/2506] lr: 1.286e-02, eta: 12:40:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 0.5804, loss: 0.5804 +2024-07-18 11:14:42,768 - pyskl - INFO - Epoch [74][1700/2506] lr: 1.285e-02, eta: 12:39:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 0.5665, loss: 0.5665 +2024-07-18 11:15:06,003 - pyskl - INFO - Epoch [74][1800/2506] lr: 1.284e-02, eta: 12:39:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 0.5872, loss: 0.5872 +2024-07-18 11:15:29,275 - pyskl - INFO - Epoch [74][1900/2506] lr: 1.283e-02, eta: 12:39:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 0.6027, loss: 0.6027 +2024-07-18 11:15:52,498 - pyskl - INFO - Epoch [74][2000/2506] lr: 1.281e-02, eta: 12:38:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 0.5708, loss: 0.5708 +2024-07-18 11:16:15,721 - pyskl - INFO - Epoch [74][2100/2506] lr: 1.280e-02, eta: 12:38:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 0.5970, loss: 0.5970 +2024-07-18 11:16:38,956 - pyskl - INFO - Epoch [74][2200/2506] lr: 1.279e-02, eta: 12:37:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 0.6222, loss: 0.6222 +2024-07-18 11:17:02,187 - pyskl - INFO - Epoch [74][2300/2506] lr: 1.278e-02, eta: 12:37:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9794, loss_cls: 0.6599, loss: 0.6599 +2024-07-18 11:17:25,419 - pyskl - INFO - Epoch [74][2400/2506] lr: 1.277e-02, eta: 12:36:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9888, loss_cls: 0.6034, loss: 0.6034 +2024-07-18 11:17:48,814 - pyskl - INFO - Epoch [74][2500/2506] lr: 1.276e-02, eta: 12:36:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 0.5913, loss: 0.5913 +2024-07-18 11:17:50,626 - pyskl - INFO - Saving checkpoint at 74 epochs +2024-07-18 11:19:07,384 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 11:19:07,451 - pyskl - INFO - +top1_acc 0.8620 +top5_acc 0.9807 +2024-07-18 11:19:07,455 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_68.pth was removed +2024-07-18 11:19:07,585 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_74.pth. +2024-07-18 11:19:07,585 - pyskl - INFO - Best top1_acc is 0.8620 at 74 epoch. +2024-07-18 11:19:07,587 - pyskl - INFO - Epoch(val) [74][1031] top1_acc: 0.8620, top5_acc: 0.9807 +2024-07-18 11:19:49,047 - pyskl - INFO - Epoch [75][100/2506] lr: 1.275e-02, eta: 12:36:25, time: 0.415, data_time: 0.176, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 0.6077, loss: 0.6077 +2024-07-18 11:20:12,372 - pyskl - INFO - Epoch [75][200/2506] lr: 1.274e-02, eta: 12:36:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 0.5139, loss: 0.5139 +2024-07-18 11:20:35,715 - pyskl - INFO - Epoch [75][300/2506] lr: 1.273e-02, eta: 12:35:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 0.5439, loss: 0.5439 +2024-07-18 11:20:59,212 - pyskl - INFO - Epoch [75][400/2506] lr: 1.272e-02, eta: 12:35:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 0.5057, loss: 0.5057 +2024-07-18 11:21:22,676 - pyskl - INFO - Epoch [75][500/2506] lr: 1.271e-02, eta: 12:34:47, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 0.5532, loss: 0.5532 +2024-07-18 11:21:46,044 - pyskl - INFO - Epoch [75][600/2506] lr: 1.270e-02, eta: 12:34:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9912, loss_cls: 0.5396, loss: 0.5396 +2024-07-18 11:22:09,365 - pyskl - INFO - Epoch [75][700/2506] lr: 1.269e-02, eta: 12:33:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 0.5843, loss: 0.5843 +2024-07-18 11:22:32,684 - pyskl - INFO - Epoch [75][800/2506] lr: 1.268e-02, eta: 12:33:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 0.5293, loss: 0.5293 +2024-07-18 11:22:56,001 - pyskl - INFO - Epoch [75][900/2506] lr: 1.267e-02, eta: 12:33:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9812, loss_cls: 0.5752, loss: 0.5752 +2024-07-18 11:23:19,368 - pyskl - INFO - Epoch [75][1000/2506] lr: 1.266e-02, eta: 12:32:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 0.5166, loss: 0.5166 +2024-07-18 11:23:42,667 - pyskl - INFO - Epoch [75][1100/2506] lr: 1.265e-02, eta: 12:32:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9862, loss_cls: 0.5401, loss: 0.5401 +2024-07-18 11:24:05,959 - pyskl - INFO - Epoch [75][1200/2506] lr: 1.264e-02, eta: 12:31:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9912, loss_cls: 0.5966, loss: 0.5966 +2024-07-18 11:24:29,241 - pyskl - INFO - Epoch [75][1300/2506] lr: 1.263e-02, eta: 12:31:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9819, loss_cls: 0.6158, loss: 0.6158 +2024-07-18 11:24:52,505 - pyskl - INFO - Epoch [75][1400/2506] lr: 1.262e-02, eta: 12:31:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 0.6046, loss: 0.6046 +2024-07-18 11:25:15,780 - pyskl - INFO - Epoch [75][1500/2506] lr: 1.261e-02, eta: 12:30:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 0.5858, loss: 0.5858 +2024-07-18 11:25:39,069 - pyskl - INFO - Epoch [75][1600/2506] lr: 1.259e-02, eta: 12:30:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9825, loss_cls: 0.5711, loss: 0.5711 +2024-07-18 11:26:02,489 - pyskl - INFO - Epoch [75][1700/2506] lr: 1.258e-02, eta: 12:29:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 0.5485, loss: 0.5485 +2024-07-18 11:26:25,802 - pyskl - INFO - Epoch [75][1800/2506] lr: 1.257e-02, eta: 12:29:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9819, loss_cls: 0.5611, loss: 0.5611 +2024-07-18 11:26:49,111 - pyskl - INFO - Epoch [75][1900/2506] lr: 1.256e-02, eta: 12:29:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9812, loss_cls: 0.6123, loss: 0.6123 +2024-07-18 11:27:12,416 - pyskl - INFO - Epoch [75][2000/2506] lr: 1.255e-02, eta: 12:28:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9831, loss_cls: 0.5887, loss: 0.5887 +2024-07-18 11:27:35,717 - pyskl - INFO - Epoch [75][2100/2506] lr: 1.254e-02, eta: 12:28:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 0.5845, loss: 0.5845 +2024-07-18 11:27:59,032 - pyskl - INFO - Epoch [75][2200/2506] lr: 1.253e-02, eta: 12:27:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 0.5862, loss: 0.5862 +2024-07-18 11:28:22,314 - pyskl - INFO - Epoch [75][2300/2506] lr: 1.252e-02, eta: 12:27:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 0.5863, loss: 0.5863 +2024-07-18 11:28:45,585 - pyskl - INFO - Epoch [75][2400/2506] lr: 1.251e-02, eta: 12:27:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 0.5652, loss: 0.5652 +2024-07-18 11:29:09,099 - pyskl - INFO - Epoch [75][2500/2506] lr: 1.250e-02, eta: 12:26:40, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 0.5535, loss: 0.5535 +2024-07-18 11:29:10,920 - pyskl - INFO - Saving checkpoint at 75 epochs +2024-07-18 11:30:28,117 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 11:30:28,188 - pyskl - INFO - +top1_acc 0.8657 +top5_acc 0.9807 +2024-07-18 11:30:28,192 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_74.pth was removed +2024-07-18 11:30:28,373 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_75.pth. +2024-07-18 11:30:28,373 - pyskl - INFO - Best top1_acc is 0.8657 at 75 epoch. +2024-07-18 11:30:28,375 - pyskl - INFO - Epoch(val) [75][1031] top1_acc: 0.8657, top5_acc: 0.9807 +2024-07-18 11:31:10,095 - pyskl - INFO - Epoch [76][100/2506] lr: 1.249e-02, eta: 12:26:31, time: 0.417, data_time: 0.179, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 0.4503, loss: 0.4503 +2024-07-18 11:31:33,470 - pyskl - INFO - Epoch [76][200/2506] lr: 1.248e-02, eta: 12:26:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 0.5340, loss: 0.5340 +2024-07-18 11:31:56,797 - pyskl - INFO - Epoch [76][300/2506] lr: 1.247e-02, eta: 12:25:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 0.5222, loss: 0.5222 +2024-07-18 11:32:20,176 - pyskl - INFO - Epoch [76][400/2506] lr: 1.246e-02, eta: 12:25:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9838, loss_cls: 0.5596, loss: 0.5596 +2024-07-18 11:32:43,582 - pyskl - INFO - Epoch [76][500/2506] lr: 1.245e-02, eta: 12:24:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 0.4961, loss: 0.4961 +2024-07-18 11:33:06,938 - pyskl - INFO - Epoch [76][600/2506] lr: 1.244e-02, eta: 12:24:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 0.5304, loss: 0.5304 +2024-07-18 11:33:30,285 - pyskl - INFO - Epoch [76][700/2506] lr: 1.243e-02, eta: 12:24:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 0.6195, loss: 0.6195 +2024-07-18 11:33:53,544 - pyskl - INFO - Epoch [76][800/2506] lr: 1.242e-02, eta: 12:23:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 0.5388, loss: 0.5388 +2024-07-18 11:34:16,804 - pyskl - INFO - Epoch [76][900/2506] lr: 1.241e-02, eta: 12:23:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9850, loss_cls: 0.5653, loss: 0.5653 +2024-07-18 11:34:40,049 - pyskl - INFO - Epoch [76][1000/2506] lr: 1.240e-02, eta: 12:22:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 0.5683, loss: 0.5683 +2024-07-18 11:35:03,252 - pyskl - INFO - Epoch [76][1100/2506] lr: 1.239e-02, eta: 12:22:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 0.5384, loss: 0.5384 +2024-07-18 11:35:26,482 - pyskl - INFO - Epoch [76][1200/2506] lr: 1.237e-02, eta: 12:22:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 0.5407, loss: 0.5407 +2024-07-18 11:35:49,705 - pyskl - INFO - Epoch [76][1300/2506] lr: 1.236e-02, eta: 12:21:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 0.5953, loss: 0.5953 +2024-07-18 11:36:12,942 - pyskl - INFO - Epoch [76][1400/2506] lr: 1.235e-02, eta: 12:21:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 0.5300, loss: 0.5300 +2024-07-18 11:36:36,163 - pyskl - INFO - Epoch [76][1500/2506] lr: 1.234e-02, eta: 12:20:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 0.5764, loss: 0.5764 +2024-07-18 11:36:59,354 - pyskl - INFO - Epoch [76][1600/2506] lr: 1.233e-02, eta: 12:20:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 0.6272, loss: 0.6272 +2024-07-18 11:37:22,580 - pyskl - INFO - Epoch [76][1700/2506] lr: 1.232e-02, eta: 12:20:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 0.6315, loss: 0.6315 +2024-07-18 11:37:45,799 - pyskl - INFO - Epoch [76][1800/2506] lr: 1.231e-02, eta: 12:19:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9856, loss_cls: 0.5581, loss: 0.5581 +2024-07-18 11:38:09,025 - pyskl - INFO - Epoch [76][1900/2506] lr: 1.230e-02, eta: 12:19:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 0.5696, loss: 0.5696 +2024-07-18 11:38:32,241 - pyskl - INFO - Epoch [76][2000/2506] lr: 1.229e-02, eta: 12:18:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 0.5550, loss: 0.5550 +2024-07-18 11:38:55,485 - pyskl - INFO - Epoch [76][2100/2506] lr: 1.228e-02, eta: 12:18:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 0.5615, loss: 0.5615 +2024-07-18 11:39:18,699 - pyskl - INFO - Epoch [76][2200/2506] lr: 1.227e-02, eta: 12:17:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 0.6091, loss: 0.6091 +2024-07-18 11:39:41,942 - pyskl - INFO - Epoch [76][2300/2506] lr: 1.226e-02, eta: 12:17:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 0.5844, loss: 0.5844 +2024-07-18 11:40:05,207 - pyskl - INFO - Epoch [76][2400/2506] lr: 1.225e-02, eta: 12:17:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 0.5437, loss: 0.5437 +2024-07-18 11:40:28,495 - pyskl - INFO - Epoch [76][2500/2506] lr: 1.224e-02, eta: 12:16:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9844, loss_cls: 0.5426, loss: 0.5426 +2024-07-18 11:40:30,323 - pyskl - INFO - Saving checkpoint at 76 epochs +2024-07-18 11:41:47,073 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 11:41:47,144 - pyskl - INFO - +top1_acc 0.8453 +top5_acc 0.9760 +2024-07-18 11:41:47,147 - pyskl - INFO - Epoch(val) [76][1031] top1_acc: 0.8453, top5_acc: 0.9760 +2024-07-18 11:42:28,437 - pyskl - INFO - Epoch [77][100/2506] lr: 1.223e-02, eta: 12:16:36, time: 0.413, data_time: 0.175, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 0.5087, loss: 0.5087 +2024-07-18 11:42:51,741 - pyskl - INFO - Epoch [77][200/2506] lr: 1.222e-02, eta: 12:16:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 0.5217, loss: 0.5217 +2024-07-18 11:43:15,038 - pyskl - INFO - Epoch [77][300/2506] lr: 1.221e-02, eta: 12:15:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 0.5355, loss: 0.5355 +2024-07-18 11:43:38,363 - pyskl - INFO - Epoch [77][400/2506] lr: 1.220e-02, eta: 12:15:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 0.4710, loss: 0.4710 +2024-07-18 11:44:01,890 - pyskl - INFO - Epoch [77][500/2506] lr: 1.219e-02, eta: 12:14:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 0.5810, loss: 0.5810 +2024-07-18 11:44:25,248 - pyskl - INFO - Epoch [77][600/2506] lr: 1.218e-02, eta: 12:14:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 0.5776, loss: 0.5776 +2024-07-18 11:44:48,550 - pyskl - INFO - Epoch [77][700/2506] lr: 1.217e-02, eta: 12:14:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 0.5740, loss: 0.5740 +2024-07-18 11:45:11,815 - pyskl - INFO - Epoch [77][800/2506] lr: 1.215e-02, eta: 12:13:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 0.5387, loss: 0.5387 +2024-07-18 11:45:35,097 - pyskl - INFO - Epoch [77][900/2506] lr: 1.214e-02, eta: 12:13:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 0.5346, loss: 0.5346 +2024-07-18 11:45:58,339 - pyskl - INFO - Epoch [77][1000/2506] lr: 1.213e-02, eta: 12:12:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 0.5269, loss: 0.5269 +2024-07-18 11:46:21,589 - pyskl - INFO - Epoch [77][1100/2506] lr: 1.212e-02, eta: 12:12:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 0.5594, loss: 0.5594 +2024-07-18 11:46:44,984 - pyskl - INFO - Epoch [77][1200/2506] lr: 1.211e-02, eta: 12:12:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9856, loss_cls: 0.5637, loss: 0.5637 +2024-07-18 11:47:08,319 - pyskl - INFO - Epoch [77][1300/2506] lr: 1.210e-02, eta: 12:11:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 0.5483, loss: 0.5483 +2024-07-18 11:47:31,615 - pyskl - INFO - Epoch [77][1400/2506] lr: 1.209e-02, eta: 12:11:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 0.5763, loss: 0.5763 +2024-07-18 11:47:54,957 - pyskl - INFO - Epoch [77][1500/2506] lr: 1.208e-02, eta: 12:10:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 0.5529, loss: 0.5529 +2024-07-18 11:48:18,216 - pyskl - INFO - Epoch [77][1600/2506] lr: 1.207e-02, eta: 12:10:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 0.5441, loss: 0.5441 +2024-07-18 11:48:41,479 - pyskl - INFO - Epoch [77][1700/2506] lr: 1.206e-02, eta: 12:10:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 0.5575, loss: 0.5575 +2024-07-18 11:49:04,727 - pyskl - INFO - Epoch [77][1800/2506] lr: 1.205e-02, eta: 12:09:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 0.5864, loss: 0.5864 +2024-07-18 11:49:27,991 - pyskl - INFO - Epoch [77][1900/2506] lr: 1.204e-02, eta: 12:09:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 0.6241, loss: 0.6241 +2024-07-18 11:49:51,226 - pyskl - INFO - Epoch [77][2000/2506] lr: 1.203e-02, eta: 12:08:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 0.5547, loss: 0.5547 +2024-07-18 11:50:14,492 - pyskl - INFO - Epoch [77][2100/2506] lr: 1.202e-02, eta: 12:08:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 0.5385, loss: 0.5385 +2024-07-18 11:50:37,796 - pyskl - INFO - Epoch [77][2200/2506] lr: 1.201e-02, eta: 12:08:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9806, loss_cls: 0.5597, loss: 0.5597 +2024-07-18 11:51:01,088 - pyskl - INFO - Epoch [77][2300/2506] lr: 1.200e-02, eta: 12:07:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 0.6166, loss: 0.6166 +2024-07-18 11:51:24,355 - pyskl - INFO - Epoch [77][2400/2506] lr: 1.199e-02, eta: 12:07:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 0.5705, loss: 0.5705 +2024-07-18 11:51:47,790 - pyskl - INFO - Epoch [77][2500/2506] lr: 1.198e-02, eta: 12:06:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9825, loss_cls: 0.5792, loss: 0.5792 +2024-07-18 11:51:49,621 - pyskl - INFO - Saving checkpoint at 77 epochs +2024-07-18 11:53:06,466 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 11:53:06,533 - pyskl - INFO - +top1_acc 0.8553 +top5_acc 0.9779 +2024-07-18 11:53:06,535 - pyskl - INFO - Epoch(val) [77][1031] top1_acc: 0.8553, top5_acc: 0.9779 +2024-07-18 11:53:47,621 - pyskl - INFO - Epoch [78][100/2506] lr: 1.197e-02, eta: 12:06:41, time: 0.411, data_time: 0.174, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 0.4630, loss: 0.4630 +2024-07-18 11:54:10,941 - pyskl - INFO - Epoch [78][200/2506] lr: 1.196e-02, eta: 12:06:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9838, loss_cls: 0.5272, loss: 0.5272 +2024-07-18 11:54:34,340 - pyskl - INFO - Epoch [78][300/2506] lr: 1.195e-02, eta: 12:05:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 0.5042, loss: 0.5042 +2024-07-18 11:54:57,708 - pyskl - INFO - Epoch [78][400/2506] lr: 1.193e-02, eta: 12:05:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9938, loss_cls: 0.5281, loss: 0.5281 +2024-07-18 11:55:21,144 - pyskl - INFO - Epoch [78][500/2506] lr: 1.192e-02, eta: 12:05:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 0.5220, loss: 0.5220 +2024-07-18 11:55:44,474 - pyskl - INFO - Epoch [78][600/2506] lr: 1.191e-02, eta: 12:04:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 0.5834, loss: 0.5834 +2024-07-18 11:56:07,773 - pyskl - INFO - Epoch [78][700/2506] lr: 1.190e-02, eta: 12:04:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 0.5305, loss: 0.5305 +2024-07-18 11:56:31,055 - pyskl - INFO - Epoch [78][800/2506] lr: 1.189e-02, eta: 12:03:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 0.5528, loss: 0.5528 +2024-07-18 11:56:54,370 - pyskl - INFO - Epoch [78][900/2506] lr: 1.188e-02, eta: 12:03:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 0.5742, loss: 0.5742 +2024-07-18 11:57:17,691 - pyskl - INFO - Epoch [78][1000/2506] lr: 1.187e-02, eta: 12:03:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 0.6125, loss: 0.6125 +2024-07-18 11:57:40,983 - pyskl - INFO - Epoch [78][1100/2506] lr: 1.186e-02, eta: 12:02:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 0.5932, loss: 0.5932 +2024-07-18 11:58:04,269 - pyskl - INFO - Epoch [78][1200/2506] lr: 1.185e-02, eta: 12:02:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 0.5026, loss: 0.5026 +2024-07-18 11:58:27,568 - pyskl - INFO - Epoch [78][1300/2506] lr: 1.184e-02, eta: 12:01:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 0.5601, loss: 0.5601 +2024-07-18 11:58:50,860 - pyskl - INFO - Epoch [78][1400/2506] lr: 1.183e-02, eta: 12:01:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 0.6259, loss: 0.6259 +2024-07-18 11:59:14,173 - pyskl - INFO - Epoch [78][1500/2506] lr: 1.182e-02, eta: 12:01:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 0.5832, loss: 0.5832 +2024-07-18 11:59:37,488 - pyskl - INFO - Epoch [78][1600/2506] lr: 1.181e-02, eta: 12:00:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 0.5165, loss: 0.5165 +2024-07-18 12:00:00,829 - pyskl - INFO - Epoch [78][1700/2506] lr: 1.180e-02, eta: 12:00:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 0.4945, loss: 0.4945 +2024-07-18 12:00:24,179 - pyskl - INFO - Epoch [78][1800/2506] lr: 1.179e-02, eta: 11:59:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 0.5581, loss: 0.5581 +2024-07-18 12:00:47,494 - pyskl - INFO - Epoch [78][1900/2506] lr: 1.178e-02, eta: 11:59:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9862, loss_cls: 0.5413, loss: 0.5413 +2024-07-18 12:01:10,799 - pyskl - INFO - Epoch [78][2000/2506] lr: 1.177e-02, eta: 11:58:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 0.5942, loss: 0.5942 +2024-07-18 12:01:34,112 - pyskl - INFO - Epoch [78][2100/2506] lr: 1.176e-02, eta: 11:58:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 0.6204, loss: 0.6204 +2024-07-18 12:01:57,400 - pyskl - INFO - Epoch [78][2200/2506] lr: 1.175e-02, eta: 11:58:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 0.5047, loss: 0.5047 +2024-07-18 12:02:20,741 - pyskl - INFO - Epoch [78][2300/2506] lr: 1.174e-02, eta: 11:57:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 0.5673, loss: 0.5673 +2024-07-18 12:02:44,057 - pyskl - INFO - Epoch [78][2400/2506] lr: 1.173e-02, eta: 11:57:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 0.5707, loss: 0.5707 +2024-07-18 12:03:07,405 - pyskl - INFO - Epoch [78][2500/2506] lr: 1.172e-02, eta: 11:56:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9819, loss_cls: 0.6171, loss: 0.6171 +2024-07-18 12:03:09,234 - pyskl - INFO - Saving checkpoint at 78 epochs +2024-07-18 12:04:26,045 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 12:04:26,114 - pyskl - INFO - +top1_acc 0.8280 +top5_acc 0.9737 +2024-07-18 12:04:26,117 - pyskl - INFO - Epoch(val) [78][1031] top1_acc: 0.8280, top5_acc: 0.9737 +2024-07-18 12:05:07,673 - pyskl - INFO - Epoch [79][100/2506] lr: 1.170e-02, eta: 11:56:47, time: 0.415, data_time: 0.178, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9925, loss_cls: 0.5353, loss: 0.5353 +2024-07-18 12:05:30,911 - pyskl - INFO - Epoch [79][200/2506] lr: 1.169e-02, eta: 11:56:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 0.5282, loss: 0.5282 +2024-07-18 12:05:54,215 - pyskl - INFO - Epoch [79][300/2506] lr: 1.168e-02, eta: 11:55:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 0.4914, loss: 0.4914 +2024-07-18 12:06:17,640 - pyskl - INFO - Epoch [79][400/2506] lr: 1.167e-02, eta: 11:55:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 0.5358, loss: 0.5358 +2024-07-18 12:06:41,290 - pyskl - INFO - Epoch [79][500/2506] lr: 1.166e-02, eta: 11:55:10, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 0.4884, loss: 0.4884 +2024-07-18 12:07:04,602 - pyskl - INFO - Epoch [79][600/2506] lr: 1.165e-02, eta: 11:54:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9894, loss_cls: 0.4517, loss: 0.4517 +2024-07-18 12:07:27,910 - pyskl - INFO - Epoch [79][700/2506] lr: 1.164e-02, eta: 11:54:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 0.5317, loss: 0.5317 +2024-07-18 12:07:51,151 - pyskl - INFO - Epoch [79][800/2506] lr: 1.163e-02, eta: 11:53:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 0.5405, loss: 0.5405 +2024-07-18 12:08:14,380 - pyskl - INFO - Epoch [79][900/2506] lr: 1.162e-02, eta: 11:53:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9788, loss_cls: 0.6005, loss: 0.6005 +2024-07-18 12:08:37,600 - pyskl - INFO - Epoch [79][1000/2506] lr: 1.161e-02, eta: 11:53:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9844, loss_cls: 0.5591, loss: 0.5591 +2024-07-18 12:09:00,980 - pyskl - INFO - Epoch [79][1100/2506] lr: 1.160e-02, eta: 11:52:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 0.5616, loss: 0.5616 +2024-07-18 12:09:24,310 - pyskl - INFO - Epoch [79][1200/2506] lr: 1.159e-02, eta: 11:52:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 0.5833, loss: 0.5833 +2024-07-18 12:09:47,664 - pyskl - INFO - Epoch [79][1300/2506] lr: 1.158e-02, eta: 11:51:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 0.4636, loss: 0.4636 +2024-07-18 12:10:10,970 - pyskl - INFO - Epoch [79][1400/2506] lr: 1.157e-02, eta: 11:51:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 0.5238, loss: 0.5238 +2024-07-18 12:10:34,285 - pyskl - INFO - Epoch [79][1500/2506] lr: 1.156e-02, eta: 11:51:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9844, loss_cls: 0.5531, loss: 0.5531 +2024-07-18 12:10:57,652 - pyskl - INFO - Epoch [79][1600/2506] lr: 1.155e-02, eta: 11:50:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 0.5498, loss: 0.5498 +2024-07-18 12:11:21,048 - pyskl - INFO - Epoch [79][1700/2506] lr: 1.154e-02, eta: 11:50:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 0.5698, loss: 0.5698 +2024-07-18 12:11:44,358 - pyskl - INFO - Epoch [79][1800/2506] lr: 1.153e-02, eta: 11:49:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 0.5900, loss: 0.5900 +2024-07-18 12:12:07,591 - pyskl - INFO - Epoch [79][1900/2506] lr: 1.152e-02, eta: 11:49:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9800, loss_cls: 0.6185, loss: 0.6185 +2024-07-18 12:12:30,827 - pyskl - INFO - Epoch [79][2000/2506] lr: 1.151e-02, eta: 11:49:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 0.5630, loss: 0.5630 +2024-07-18 12:12:54,046 - pyskl - INFO - Epoch [79][2100/2506] lr: 1.150e-02, eta: 11:48:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 0.5169, loss: 0.5169 +2024-07-18 12:13:17,261 - pyskl - INFO - Epoch [79][2200/2506] lr: 1.149e-02, eta: 11:48:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 0.5727, loss: 0.5727 +2024-07-18 12:13:40,485 - pyskl - INFO - Epoch [79][2300/2506] lr: 1.148e-02, eta: 11:47:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 0.5504, loss: 0.5504 +2024-07-18 12:14:03,691 - pyskl - INFO - Epoch [79][2400/2506] lr: 1.147e-02, eta: 11:47:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 0.4852, loss: 0.4852 +2024-07-18 12:14:26,922 - pyskl - INFO - Epoch [79][2500/2506] lr: 1.145e-02, eta: 11:47:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 0.4977, loss: 0.4977 +2024-07-18 12:14:28,732 - pyskl - INFO - Saving checkpoint at 79 epochs +2024-07-18 12:15:45,415 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 12:15:45,482 - pyskl - INFO - +top1_acc 0.8516 +top5_acc 0.9791 +2024-07-18 12:15:45,484 - pyskl - INFO - Epoch(val) [79][1031] top1_acc: 0.8516, top5_acc: 0.9791 +2024-07-18 12:16:27,237 - pyskl - INFO - Epoch [80][100/2506] lr: 1.144e-02, eta: 11:46:52, time: 0.417, data_time: 0.180, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 0.4734, loss: 0.4734 +2024-07-18 12:16:50,553 - pyskl - INFO - Epoch [80][200/2506] lr: 1.143e-02, eta: 11:46:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9875, loss_cls: 0.4342, loss: 0.4342 +2024-07-18 12:17:13,860 - pyskl - INFO - Epoch [80][300/2506] lr: 1.142e-02, eta: 11:46:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 0.4908, loss: 0.4908 +2024-07-18 12:17:37,191 - pyskl - INFO - Epoch [80][400/2506] lr: 1.141e-02, eta: 11:45:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 0.4707, loss: 0.4707 +2024-07-18 12:18:00,821 - pyskl - INFO - Epoch [80][500/2506] lr: 1.140e-02, eta: 11:45:15, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9919, loss_cls: 0.4268, loss: 0.4268 +2024-07-18 12:18:24,255 - pyskl - INFO - Epoch [80][600/2506] lr: 1.139e-02, eta: 11:44:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 0.4462, loss: 0.4462 +2024-07-18 12:18:47,669 - pyskl - INFO - Epoch [80][700/2506] lr: 1.138e-02, eta: 11:44:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 0.5473, loss: 0.5473 +2024-07-18 12:19:11,018 - pyskl - INFO - Epoch [80][800/2506] lr: 1.137e-02, eta: 11:44:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 0.5218, loss: 0.5218 +2024-07-18 12:19:34,357 - pyskl - INFO - Epoch [80][900/2506] lr: 1.136e-02, eta: 11:43:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 0.5590, loss: 0.5590 +2024-07-18 12:19:57,672 - pyskl - INFO - Epoch [80][1000/2506] lr: 1.135e-02, eta: 11:43:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9862, loss_cls: 0.5102, loss: 0.5102 +2024-07-18 12:20:20,993 - pyskl - INFO - Epoch [80][1100/2506] lr: 1.134e-02, eta: 11:42:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9869, loss_cls: 0.5197, loss: 0.5197 +2024-07-18 12:20:44,260 - pyskl - INFO - Epoch [80][1200/2506] lr: 1.133e-02, eta: 11:42:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9831, loss_cls: 0.5422, loss: 0.5422 +2024-07-18 12:21:07,603 - pyskl - INFO - Epoch [80][1300/2506] lr: 1.132e-02, eta: 11:42:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 0.5156, loss: 0.5156 +2024-07-18 12:21:30,909 - pyskl - INFO - Epoch [80][1400/2506] lr: 1.131e-02, eta: 11:41:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 0.5125, loss: 0.5125 +2024-07-18 12:21:54,229 - pyskl - INFO - Epoch [80][1500/2506] lr: 1.130e-02, eta: 11:41:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 0.5159, loss: 0.5159 +2024-07-18 12:22:17,551 - pyskl - INFO - Epoch [80][1600/2506] lr: 1.129e-02, eta: 11:40:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 0.5398, loss: 0.5398 +2024-07-18 12:22:40,902 - pyskl - INFO - Epoch [80][1700/2506] lr: 1.128e-02, eta: 11:40:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 0.5929, loss: 0.5929 +2024-07-18 12:23:04,221 - pyskl - INFO - Epoch [80][1800/2506] lr: 1.127e-02, eta: 11:39:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 0.5343, loss: 0.5343 +2024-07-18 12:23:27,565 - pyskl - INFO - Epoch [80][1900/2506] lr: 1.126e-02, eta: 11:39:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 0.6009, loss: 0.6009 +2024-07-18 12:23:50,886 - pyskl - INFO - Epoch [80][2000/2506] lr: 1.125e-02, eta: 11:39:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9794, loss_cls: 0.6129, loss: 0.6129 +2024-07-18 12:24:14,214 - pyskl - INFO - Epoch [80][2100/2506] lr: 1.124e-02, eta: 11:38:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 0.6147, loss: 0.6147 +2024-07-18 12:24:37,599 - pyskl - INFO - Epoch [80][2200/2506] lr: 1.123e-02, eta: 11:38:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 0.5268, loss: 0.5268 +2024-07-18 12:25:00,936 - pyskl - INFO - Epoch [80][2300/2506] lr: 1.121e-02, eta: 11:37:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 0.5710, loss: 0.5710 +2024-07-18 12:25:24,282 - pyskl - INFO - Epoch [80][2400/2506] lr: 1.120e-02, eta: 11:37:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 0.5312, loss: 0.5312 +2024-07-18 12:25:47,627 - pyskl - INFO - Epoch [80][2500/2506] lr: 1.119e-02, eta: 11:37:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 0.5003, loss: 0.5003 +2024-07-18 12:25:49,420 - pyskl - INFO - Saving checkpoint at 80 epochs +2024-07-18 12:27:06,173 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 12:27:06,242 - pyskl - INFO - +top1_acc 0.8511 +top5_acc 0.9799 +2024-07-18 12:27:06,244 - pyskl - INFO - Epoch(val) [80][1031] top1_acc: 0.8511, top5_acc: 0.9799 +2024-07-18 12:27:47,983 - pyskl - INFO - Epoch [81][100/2506] lr: 1.118e-02, eta: 11:36:58, time: 0.417, data_time: 0.178, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 0.5273, loss: 0.5273 +2024-07-18 12:28:11,411 - pyskl - INFO - Epoch [81][200/2506] lr: 1.117e-02, eta: 11:36:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 0.4700, loss: 0.4700 +2024-07-18 12:28:34,754 - pyskl - INFO - Epoch [81][300/2506] lr: 1.116e-02, eta: 11:36:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9881, loss_cls: 0.4696, loss: 0.4696 +2024-07-18 12:28:58,140 - pyskl - INFO - Epoch [81][400/2506] lr: 1.115e-02, eta: 11:35:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 0.4064, loss: 0.4064 +2024-07-18 12:29:21,711 - pyskl - INFO - Epoch [81][500/2506] lr: 1.114e-02, eta: 11:35:21, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 0.5352, loss: 0.5352 +2024-07-18 12:29:45,213 - pyskl - INFO - Epoch [81][600/2506] lr: 1.113e-02, eta: 11:34:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 0.5096, loss: 0.5096 +2024-07-18 12:30:08,665 - pyskl - INFO - Epoch [81][700/2506] lr: 1.112e-02, eta: 11:34:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 0.4908, loss: 0.4908 +2024-07-18 12:30:32,089 - pyskl - INFO - Epoch [81][800/2506] lr: 1.111e-02, eta: 11:34:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 0.5531, loss: 0.5531 +2024-07-18 12:30:55,521 - pyskl - INFO - Epoch [81][900/2506] lr: 1.110e-02, eta: 11:33:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 0.5315, loss: 0.5315 +2024-07-18 12:31:18,964 - pyskl - INFO - Epoch [81][1000/2506] lr: 1.109e-02, eta: 11:33:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 0.5081, loss: 0.5081 +2024-07-18 12:31:42,365 - pyskl - INFO - Epoch [81][1100/2506] lr: 1.108e-02, eta: 11:32:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 0.5259, loss: 0.5259 +2024-07-18 12:32:05,764 - pyskl - INFO - Epoch [81][1200/2506] lr: 1.107e-02, eta: 11:32:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 0.5271, loss: 0.5271 +2024-07-18 12:32:29,084 - pyskl - INFO - Epoch [81][1300/2506] lr: 1.106e-02, eta: 11:32:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9862, loss_cls: 0.5110, loss: 0.5110 +2024-07-18 12:32:52,450 - pyskl - INFO - Epoch [81][1400/2506] lr: 1.105e-02, eta: 11:31:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9919, loss_cls: 0.4997, loss: 0.4997 +2024-07-18 12:33:15,780 - pyskl - INFO - Epoch [81][1500/2506] lr: 1.104e-02, eta: 11:31:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 0.5054, loss: 0.5054 +2024-07-18 12:33:39,040 - pyskl - INFO - Epoch [81][1600/2506] lr: 1.103e-02, eta: 11:30:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9844, loss_cls: 0.5377, loss: 0.5377 +2024-07-18 12:34:02,308 - pyskl - INFO - Epoch [81][1700/2506] lr: 1.102e-02, eta: 11:30:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 0.6064, loss: 0.6064 +2024-07-18 12:34:25,626 - pyskl - INFO - Epoch [81][1800/2506] lr: 1.101e-02, eta: 11:30:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9925, loss_cls: 0.5617, loss: 0.5617 +2024-07-18 12:34:48,958 - pyskl - INFO - Epoch [81][1900/2506] lr: 1.100e-02, eta: 11:29:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 0.5467, loss: 0.5467 +2024-07-18 12:35:12,298 - pyskl - INFO - Epoch [81][2000/2506] lr: 1.099e-02, eta: 11:29:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 0.5835, loss: 0.5835 +2024-07-18 12:35:35,605 - pyskl - INFO - Epoch [81][2100/2506] lr: 1.098e-02, eta: 11:28:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 0.5789, loss: 0.5789 +2024-07-18 12:35:58,952 - pyskl - INFO - Epoch [81][2200/2506] lr: 1.097e-02, eta: 11:28:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 0.5792, loss: 0.5792 +2024-07-18 12:36:22,315 - pyskl - INFO - Epoch [81][2300/2506] lr: 1.095e-02, eta: 11:28:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 0.5600, loss: 0.5600 +2024-07-18 12:36:45,661 - pyskl - INFO - Epoch [81][2400/2506] lr: 1.094e-02, eta: 11:27:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 0.5194, loss: 0.5194 +2024-07-18 12:37:09,023 - pyskl - INFO - Epoch [81][2500/2506] lr: 1.093e-02, eta: 11:27:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 0.5293, loss: 0.5293 +2024-07-18 12:37:10,868 - pyskl - INFO - Saving checkpoint at 81 epochs +2024-07-18 12:38:27,647 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 12:38:27,714 - pyskl - INFO - +top1_acc 0.8260 +top5_acc 0.9768 +2024-07-18 12:38:27,716 - pyskl - INFO - Epoch(val) [81][1031] top1_acc: 0.8260, top5_acc: 0.9768 +2024-07-18 12:39:09,335 - pyskl - INFO - Epoch [82][100/2506] lr: 1.092e-02, eta: 11:27:05, time: 0.416, data_time: 0.179, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 0.5622, loss: 0.5622 +2024-07-18 12:39:32,787 - pyskl - INFO - Epoch [82][200/2506] lr: 1.091e-02, eta: 11:26:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 0.4964, loss: 0.4964 +2024-07-18 12:39:56,113 - pyskl - INFO - Epoch [82][300/2506] lr: 1.090e-02, eta: 11:26:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 0.4809, loss: 0.4809 +2024-07-18 12:40:19,440 - pyskl - INFO - Epoch [82][400/2506] lr: 1.089e-02, eta: 11:25:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 0.4314, loss: 0.4314 +2024-07-18 12:40:42,873 - pyskl - INFO - Epoch [82][500/2506] lr: 1.088e-02, eta: 11:25:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 0.4548, loss: 0.4548 +2024-07-18 12:41:06,260 - pyskl - INFO - Epoch [82][600/2506] lr: 1.087e-02, eta: 11:25:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 0.5109, loss: 0.5109 +2024-07-18 12:41:29,674 - pyskl - INFO - Epoch [82][700/2506] lr: 1.086e-02, eta: 11:24:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 0.5386, loss: 0.5386 +2024-07-18 12:41:53,080 - pyskl - INFO - Epoch [82][800/2506] lr: 1.085e-02, eta: 11:24:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9856, loss_cls: 0.4942, loss: 0.4942 +2024-07-18 12:42:16,467 - pyskl - INFO - Epoch [82][900/2506] lr: 1.084e-02, eta: 11:23:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9862, loss_cls: 0.4739, loss: 0.4739 +2024-07-18 12:42:39,834 - pyskl - INFO - Epoch [82][1000/2506] lr: 1.083e-02, eta: 11:23:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9931, loss_cls: 0.5483, loss: 0.5483 +2024-07-18 12:43:03,168 - pyskl - INFO - Epoch [82][1100/2506] lr: 1.082e-02, eta: 11:23:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 0.4740, loss: 0.4740 +2024-07-18 12:43:26,490 - pyskl - INFO - Epoch [82][1200/2506] lr: 1.081e-02, eta: 11:22:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 0.5377, loss: 0.5377 +2024-07-18 12:43:49,775 - pyskl - INFO - Epoch [82][1300/2506] lr: 1.080e-02, eta: 11:22:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9831, loss_cls: 0.5345, loss: 0.5345 +2024-07-18 12:44:13,055 - pyskl - INFO - Epoch [82][1400/2506] lr: 1.079e-02, eta: 11:21:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 0.4941, loss: 0.4941 +2024-07-18 12:44:36,326 - pyskl - INFO - Epoch [82][1500/2506] lr: 1.078e-02, eta: 11:21:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 0.5319, loss: 0.5319 +2024-07-18 12:44:59,597 - pyskl - INFO - Epoch [82][1600/2506] lr: 1.077e-02, eta: 11:21:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9888, loss_cls: 0.4711, loss: 0.4711 +2024-07-18 12:45:22,875 - pyskl - INFO - Epoch [82][1700/2506] lr: 1.076e-02, eta: 11:20:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 0.5253, loss: 0.5253 +2024-07-18 12:45:46,163 - pyskl - INFO - Epoch [82][1800/2506] lr: 1.075e-02, eta: 11:20:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 0.5048, loss: 0.5048 +2024-07-18 12:46:09,445 - pyskl - INFO - Epoch [82][1900/2506] lr: 1.074e-02, eta: 11:19:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 0.5529, loss: 0.5529 +2024-07-18 12:46:32,754 - pyskl - INFO - Epoch [82][2000/2506] lr: 1.073e-02, eta: 11:19:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.4783, loss: 0.4783 +2024-07-18 12:46:56,081 - pyskl - INFO - Epoch [82][2100/2506] lr: 1.072e-02, eta: 11:18:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9875, loss_cls: 0.4941, loss: 0.4941 +2024-07-18 12:47:19,437 - pyskl - INFO - Epoch [82][2200/2506] lr: 1.071e-02, eta: 11:18:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 0.4996, loss: 0.4996 +2024-07-18 12:47:42,743 - pyskl - INFO - Epoch [82][2300/2506] lr: 1.070e-02, eta: 11:18:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 0.4977, loss: 0.4977 +2024-07-18 12:48:06,096 - pyskl - INFO - Epoch [82][2400/2506] lr: 1.069e-02, eta: 11:17:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 0.5897, loss: 0.5897 +2024-07-18 12:48:29,461 - pyskl - INFO - Epoch [82][2500/2506] lr: 1.067e-02, eta: 11:17:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 0.5614, loss: 0.5614 +2024-07-18 12:48:31,296 - pyskl - INFO - Saving checkpoint at 82 epochs +2024-07-18 12:49:48,094 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 12:49:48,161 - pyskl - INFO - +top1_acc 0.8506 +top5_acc 0.9784 +2024-07-18 12:49:48,163 - pyskl - INFO - Epoch(val) [82][1031] top1_acc: 0.8506, top5_acc: 0.9784 +2024-07-18 12:50:29,710 - pyskl - INFO - Epoch [83][100/2506] lr: 1.066e-02, eta: 11:17:10, time: 0.415, data_time: 0.178, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9888, loss_cls: 0.4520, loss: 0.4520 +2024-07-18 12:50:53,213 - pyskl - INFO - Epoch [83][200/2506] lr: 1.065e-02, eta: 11:16:46, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9950, loss_cls: 0.4266, loss: 0.4266 +2024-07-18 12:51:16,680 - pyskl - INFO - Epoch [83][300/2506] lr: 1.064e-02, eta: 11:16:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 0.5826, loss: 0.5826 +2024-07-18 12:51:39,953 - pyskl - INFO - Epoch [83][400/2506] lr: 1.063e-02, eta: 11:15:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 0.4343, loss: 0.4343 +2024-07-18 12:52:03,269 - pyskl - INFO - Epoch [83][500/2506] lr: 1.062e-02, eta: 11:15:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 0.4928, loss: 0.4928 +2024-07-18 12:52:26,581 - pyskl - INFO - Epoch [83][600/2506] lr: 1.061e-02, eta: 11:15:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 0.4873, loss: 0.4873 +2024-07-18 12:52:49,885 - pyskl - INFO - Epoch [83][700/2506] lr: 1.060e-02, eta: 11:14:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 0.5796, loss: 0.5796 +2024-07-18 12:53:13,181 - pyskl - INFO - Epoch [83][800/2506] lr: 1.059e-02, eta: 11:14:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 0.4387, loss: 0.4387 +2024-07-18 12:53:36,486 - pyskl - INFO - Epoch [83][900/2506] lr: 1.058e-02, eta: 11:13:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 0.4878, loss: 0.4878 +2024-07-18 12:53:59,824 - pyskl - INFO - Epoch [83][1000/2506] lr: 1.057e-02, eta: 11:13:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9875, loss_cls: 0.4899, loss: 0.4899 +2024-07-18 12:54:23,155 - pyskl - INFO - Epoch [83][1100/2506] lr: 1.056e-02, eta: 11:13:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 0.4785, loss: 0.4785 +2024-07-18 12:54:46,479 - pyskl - INFO - Epoch [83][1200/2506] lr: 1.055e-02, eta: 11:12:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 0.5362, loss: 0.5362 +2024-07-18 12:55:09,821 - pyskl - INFO - Epoch [83][1300/2506] lr: 1.054e-02, eta: 11:12:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 0.5274, loss: 0.5274 +2024-07-18 12:55:33,158 - pyskl - INFO - Epoch [83][1400/2506] lr: 1.053e-02, eta: 11:11:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 0.5021, loss: 0.5021 +2024-07-18 12:55:56,465 - pyskl - INFO - Epoch [83][1500/2506] lr: 1.052e-02, eta: 11:11:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 0.5076, loss: 0.5076 +2024-07-18 12:56:19,744 - pyskl - INFO - Epoch [83][1600/2506] lr: 1.051e-02, eta: 11:11:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 0.5239, loss: 0.5239 +2024-07-18 12:56:43,017 - pyskl - INFO - Epoch [83][1700/2506] lr: 1.050e-02, eta: 11:10:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 0.5001, loss: 0.5001 +2024-07-18 12:57:06,310 - pyskl - INFO - Epoch [83][1800/2506] lr: 1.049e-02, eta: 11:10:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 0.5616, loss: 0.5616 +2024-07-18 12:57:29,595 - pyskl - INFO - Epoch [83][1900/2506] lr: 1.048e-02, eta: 11:09:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 0.4646, loss: 0.4646 +2024-07-18 12:57:52,863 - pyskl - INFO - Epoch [83][2000/2506] lr: 1.047e-02, eta: 11:09:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9862, loss_cls: 0.5244, loss: 0.5244 +2024-07-18 12:58:16,147 - pyskl - INFO - Epoch [83][2100/2506] lr: 1.046e-02, eta: 11:09:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 0.5452, loss: 0.5452 +2024-07-18 12:58:39,419 - pyskl - INFO - Epoch [83][2200/2506] lr: 1.045e-02, eta: 11:08:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9869, loss_cls: 0.5281, loss: 0.5281 +2024-07-18 12:59:02,732 - pyskl - INFO - Epoch [83][2300/2506] lr: 1.044e-02, eta: 11:08:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9856, loss_cls: 0.4889, loss: 0.4889 +2024-07-18 12:59:26,009 - pyskl - INFO - Epoch [83][2400/2506] lr: 1.043e-02, eta: 11:07:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 0.4767, loss: 0.4767 +2024-07-18 12:59:49,281 - pyskl - INFO - Epoch [83][2500/2506] lr: 1.042e-02, eta: 11:07:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 0.4474, loss: 0.4474 +2024-07-18 12:59:51,100 - pyskl - INFO - Saving checkpoint at 83 epochs +2024-07-18 13:01:07,850 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 13:01:07,917 - pyskl - INFO - +top1_acc 0.8657 +top5_acc 0.9800 +2024-07-18 13:01:07,919 - pyskl - INFO - Epoch(val) [83][1031] top1_acc: 0.8657, top5_acc: 0.9800 +2024-07-18 13:01:49,534 - pyskl - INFO - Epoch [84][100/2506] lr: 1.041e-02, eta: 11:07:15, time: 0.416, data_time: 0.178, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9881, loss_cls: 0.4524, loss: 0.4524 +2024-07-18 13:02:12,890 - pyskl - INFO - Epoch [84][200/2506] lr: 1.039e-02, eta: 11:06:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 0.4857, loss: 0.4857 +2024-07-18 13:02:36,222 - pyskl - INFO - Epoch [84][300/2506] lr: 1.038e-02, eta: 11:06:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9869, loss_cls: 0.4640, loss: 0.4640 +2024-07-18 13:02:59,615 - pyskl - INFO - Epoch [84][400/2506] lr: 1.037e-02, eta: 11:06:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 0.5173, loss: 0.5173 +2024-07-18 13:03:23,002 - pyskl - INFO - Epoch [84][500/2506] lr: 1.036e-02, eta: 11:05:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 0.4765, loss: 0.4765 +2024-07-18 13:03:46,429 - pyskl - INFO - Epoch [84][600/2506] lr: 1.035e-02, eta: 11:05:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 0.4744, loss: 0.4744 +2024-07-18 13:04:09,776 - pyskl - INFO - Epoch [84][700/2506] lr: 1.034e-02, eta: 11:04:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 0.4444, loss: 0.4444 +2024-07-18 13:04:33,154 - pyskl - INFO - Epoch [84][800/2506] lr: 1.033e-02, eta: 11:04:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 0.4790, loss: 0.4790 +2024-07-18 13:04:56,488 - pyskl - INFO - Epoch [84][900/2506] lr: 1.032e-02, eta: 11:04:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 0.4920, loss: 0.4920 +2024-07-18 13:05:19,843 - pyskl - INFO - Epoch [84][1000/2506] lr: 1.031e-02, eta: 11:03:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 0.5008, loss: 0.5008 +2024-07-18 13:05:43,228 - pyskl - INFO - Epoch [84][1100/2506] lr: 1.030e-02, eta: 11:03:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 0.5324, loss: 0.5324 +2024-07-18 13:06:06,554 - pyskl - INFO - Epoch [84][1200/2506] lr: 1.029e-02, eta: 11:02:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 0.4964, loss: 0.4964 +2024-07-18 13:06:29,853 - pyskl - INFO - Epoch [84][1300/2506] lr: 1.028e-02, eta: 11:02:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 0.4969, loss: 0.4969 +2024-07-18 13:06:53,176 - pyskl - INFO - Epoch [84][1400/2506] lr: 1.027e-02, eta: 11:02:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 0.5205, loss: 0.5205 +2024-07-18 13:07:16,491 - pyskl - INFO - Epoch [84][1500/2506] lr: 1.026e-02, eta: 11:01:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 0.4867, loss: 0.4867 +2024-07-18 13:07:39,907 - pyskl - INFO - Epoch [84][1600/2506] lr: 1.025e-02, eta: 11:01:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 0.4761, loss: 0.4761 +2024-07-18 13:08:03,178 - pyskl - INFO - Epoch [84][1700/2506] lr: 1.024e-02, eta: 11:00:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 0.5011, loss: 0.5011 +2024-07-18 13:08:26,501 - pyskl - INFO - Epoch [84][1800/2506] lr: 1.023e-02, eta: 11:00:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 0.5021, loss: 0.5021 +2024-07-18 13:08:49,769 - pyskl - INFO - Epoch [84][1900/2506] lr: 1.022e-02, eta: 10:59:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 0.4962, loss: 0.4962 +2024-07-18 13:09:13,031 - pyskl - INFO - Epoch [84][2000/2506] lr: 1.021e-02, eta: 10:59:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 0.4905, loss: 0.4905 +2024-07-18 13:09:36,288 - pyskl - INFO - Epoch [84][2100/2506] lr: 1.020e-02, eta: 10:59:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 0.4424, loss: 0.4424 +2024-07-18 13:09:59,581 - pyskl - INFO - Epoch [84][2200/2506] lr: 1.019e-02, eta: 10:58:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 0.5148, loss: 0.5148 +2024-07-18 13:10:22,892 - pyskl - INFO - Epoch [84][2300/2506] lr: 1.018e-02, eta: 10:58:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 0.5372, loss: 0.5372 +2024-07-18 13:10:46,132 - pyskl - INFO - Epoch [84][2400/2506] lr: 1.017e-02, eta: 10:57:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 0.6001, loss: 0.6001 +2024-07-18 13:11:09,366 - pyskl - INFO - Epoch [84][2500/2506] lr: 1.016e-02, eta: 10:57:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 0.5732, loss: 0.5732 +2024-07-18 13:11:11,220 - pyskl - INFO - Saving checkpoint at 84 epochs +2024-07-18 13:12:28,175 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 13:12:28,244 - pyskl - INFO - +top1_acc 0.8632 +top5_acc 0.9774 +2024-07-18 13:12:28,246 - pyskl - INFO - Epoch(val) [84][1031] top1_acc: 0.8632, top5_acc: 0.9774 +2024-07-18 13:13:09,808 - pyskl - INFO - Epoch [85][100/2506] lr: 1.015e-02, eta: 10:57:20, time: 0.416, data_time: 0.178, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 0.4407, loss: 0.4407 +2024-07-18 13:13:33,269 - pyskl - INFO - Epoch [85][200/2506] lr: 1.014e-02, eta: 10:56:56, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 0.4737, loss: 0.4737 +2024-07-18 13:13:56,672 - pyskl - INFO - Epoch [85][300/2506] lr: 1.013e-02, eta: 10:56:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 0.4092, loss: 0.4092 +2024-07-18 13:14:20,110 - pyskl - INFO - Epoch [85][400/2506] lr: 1.012e-02, eta: 10:56:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 0.4779, loss: 0.4779 +2024-07-18 13:14:43,533 - pyskl - INFO - Epoch [85][500/2506] lr: 1.011e-02, eta: 10:55:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 0.4730, loss: 0.4730 +2024-07-18 13:15:06,898 - pyskl - INFO - Epoch [85][600/2506] lr: 1.010e-02, eta: 10:55:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 0.4648, loss: 0.4648 +2024-07-18 13:15:30,232 - pyskl - INFO - Epoch [85][700/2506] lr: 1.009e-02, eta: 10:54:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 0.5294, loss: 0.5294 +2024-07-18 13:15:53,603 - pyskl - INFO - Epoch [85][800/2506] lr: 1.008e-02, eta: 10:54:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9856, loss_cls: 0.4655, loss: 0.4655 +2024-07-18 13:16:16,983 - pyskl - INFO - Epoch [85][900/2506] lr: 1.007e-02, eta: 10:54:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9956, loss_cls: 0.4444, loss: 0.4444 +2024-07-18 13:16:40,325 - pyskl - INFO - Epoch [85][1000/2506] lr: 1.006e-02, eta: 10:53:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9869, loss_cls: 0.4866, loss: 0.4866 +2024-07-18 13:17:03,687 - pyskl - INFO - Epoch [85][1100/2506] lr: 1.005e-02, eta: 10:53:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 0.4807, loss: 0.4807 +2024-07-18 13:17:27,079 - pyskl - INFO - Epoch [85][1200/2506] lr: 1.003e-02, eta: 10:52:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 0.4853, loss: 0.4853 +2024-07-18 13:17:50,451 - pyskl - INFO - Epoch [85][1300/2506] lr: 1.002e-02, eta: 10:52:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9888, loss_cls: 0.4829, loss: 0.4829 +2024-07-18 13:18:13,808 - pyskl - INFO - Epoch [85][1400/2506] lr: 1.001e-02, eta: 10:52:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 0.5367, loss: 0.5367 +2024-07-18 13:18:37,161 - pyskl - INFO - Epoch [85][1500/2506] lr: 1.000e-02, eta: 10:51:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 0.4934, loss: 0.4934 +2024-07-18 13:19:00,523 - pyskl - INFO - Epoch [85][1600/2506] lr: 9.994e-03, eta: 10:51:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 0.4734, loss: 0.4734 +2024-07-18 13:19:23,920 - pyskl - INFO - Epoch [85][1700/2506] lr: 9.984e-03, eta: 10:50:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 0.4856, loss: 0.4856 +2024-07-18 13:19:47,380 - pyskl - INFO - Epoch [85][1800/2506] lr: 9.973e-03, eta: 10:50:28, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 0.5010, loss: 0.5010 +2024-07-18 13:20:10,800 - pyskl - INFO - Epoch [85][1900/2506] lr: 9.963e-03, eta: 10:50:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 0.5175, loss: 0.5175 +2024-07-18 13:20:34,256 - pyskl - INFO - Epoch [85][2000/2506] lr: 9.953e-03, eta: 10:49:40, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9912, loss_cls: 0.5358, loss: 0.5358 +2024-07-18 13:20:57,599 - pyskl - INFO - Epoch [85][2100/2506] lr: 9.943e-03, eta: 10:49:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9938, loss_cls: 0.4754, loss: 0.4754 +2024-07-18 13:21:21,022 - pyskl - INFO - Epoch [85][2200/2506] lr: 9.932e-03, eta: 10:48:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9894, loss_cls: 0.4548, loss: 0.4548 +2024-07-18 13:21:44,470 - pyskl - INFO - Epoch [85][2300/2506] lr: 9.922e-03, eta: 10:48:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9869, loss_cls: 0.5104, loss: 0.5104 +2024-07-18 13:22:07,848 - pyskl - INFO - Epoch [85][2400/2506] lr: 9.912e-03, eta: 10:48:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 0.4786, loss: 0.4786 +2024-07-18 13:22:31,150 - pyskl - INFO - Epoch [85][2500/2506] lr: 9.902e-03, eta: 10:47:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 0.4917, loss: 0.4917 +2024-07-18 13:22:33,005 - pyskl - INFO - Saving checkpoint at 85 epochs +2024-07-18 13:23:49,874 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 13:23:49,953 - pyskl - INFO - +top1_acc 0.8592 +top5_acc 0.9763 +2024-07-18 13:23:49,955 - pyskl - INFO - Epoch(val) [85][1031] top1_acc: 0.8592, top5_acc: 0.9763 +2024-07-18 13:24:31,961 - pyskl - INFO - Epoch [86][100/2506] lr: 9.891e-03, eta: 10:47:26, time: 0.420, data_time: 0.181, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 0.4098, loss: 0.4098 +2024-07-18 13:24:55,499 - pyskl - INFO - Epoch [86][200/2506] lr: 9.881e-03, eta: 10:47:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9956, loss_cls: 0.4143, loss: 0.4143 +2024-07-18 13:25:19,010 - pyskl - INFO - Epoch [86][300/2506] lr: 9.871e-03, eta: 10:46:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 0.4365, loss: 0.4365 +2024-07-18 13:25:42,278 - pyskl - INFO - Epoch [86][400/2506] lr: 9.860e-03, eta: 10:46:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9950, loss_cls: 0.4583, loss: 0.4583 +2024-07-18 13:26:05,617 - pyskl - INFO - Epoch [86][500/2506] lr: 9.850e-03, eta: 10:45:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 0.4009, loss: 0.4009 +2024-07-18 13:26:28,985 - pyskl - INFO - Epoch [86][600/2506] lr: 9.840e-03, eta: 10:45:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 0.4658, loss: 0.4658 +2024-07-18 13:26:52,242 - pyskl - INFO - Epoch [86][700/2506] lr: 9.830e-03, eta: 10:45:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 0.4842, loss: 0.4842 +2024-07-18 13:27:15,846 - pyskl - INFO - Epoch [86][800/2506] lr: 9.820e-03, eta: 10:44:37, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 0.4912, loss: 0.4912 +2024-07-18 13:27:39,292 - pyskl - INFO - Epoch [86][900/2506] lr: 9.809e-03, eta: 10:44:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9888, loss_cls: 0.4596, loss: 0.4596 +2024-07-18 13:28:02,639 - pyskl - INFO - Epoch [86][1000/2506] lr: 9.799e-03, eta: 10:43:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9850, loss_cls: 0.5090, loss: 0.5090 +2024-07-18 13:28:25,964 - pyskl - INFO - Epoch [86][1100/2506] lr: 9.789e-03, eta: 10:43:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 0.4869, loss: 0.4869 +2024-07-18 13:28:49,286 - pyskl - INFO - Epoch [86][1200/2506] lr: 9.779e-03, eta: 10:43:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 0.4835, loss: 0.4835 +2024-07-18 13:29:12,633 - pyskl - INFO - Epoch [86][1300/2506] lr: 9.769e-03, eta: 10:42:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 0.4356, loss: 0.4356 +2024-07-18 13:29:35,965 - pyskl - INFO - Epoch [86][1400/2506] lr: 9.758e-03, eta: 10:42:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 0.4621, loss: 0.4621 +2024-07-18 13:29:59,307 - pyskl - INFO - Epoch [86][1500/2506] lr: 9.748e-03, eta: 10:41:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 0.4902, loss: 0.4902 +2024-07-18 13:30:22,631 - pyskl - INFO - Epoch [86][1600/2506] lr: 9.738e-03, eta: 10:41:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 0.5319, loss: 0.5319 +2024-07-18 13:30:45,993 - pyskl - INFO - Epoch [86][1700/2506] lr: 9.728e-03, eta: 10:40:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9869, loss_cls: 0.4595, loss: 0.4595 +2024-07-18 13:31:09,341 - pyskl - INFO - Epoch [86][1800/2506] lr: 9.718e-03, eta: 10:40:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 0.4300, loss: 0.4300 +2024-07-18 13:31:32,703 - pyskl - INFO - Epoch [86][1900/2506] lr: 9.707e-03, eta: 10:40:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 0.4962, loss: 0.4962 +2024-07-18 13:31:56,048 - pyskl - INFO - Epoch [86][2000/2506] lr: 9.697e-03, eta: 10:39:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 0.4817, loss: 0.4817 +2024-07-18 13:32:19,413 - pyskl - INFO - Epoch [86][2100/2506] lr: 9.687e-03, eta: 10:39:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 0.4570, loss: 0.4570 +2024-07-18 13:32:42,791 - pyskl - INFO - Epoch [86][2200/2506] lr: 9.677e-03, eta: 10:38:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9875, loss_cls: 0.4674, loss: 0.4674 +2024-07-18 13:33:06,151 - pyskl - INFO - Epoch [86][2300/2506] lr: 9.667e-03, eta: 10:38:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 0.5124, loss: 0.5124 +2024-07-18 13:33:29,497 - pyskl - INFO - Epoch [86][2400/2506] lr: 9.656e-03, eta: 10:38:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 0.5372, loss: 0.5372 +2024-07-18 13:33:52,793 - pyskl - INFO - Epoch [86][2500/2506] lr: 9.646e-03, eta: 10:37:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 0.5522, loss: 0.5522 +2024-07-18 13:33:54,644 - pyskl - INFO - Saving checkpoint at 86 epochs +2024-07-18 13:35:11,517 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 13:35:11,587 - pyskl - INFO - +top1_acc 0.8600 +top5_acc 0.9779 +2024-07-18 13:35:11,589 - pyskl - INFO - Epoch(val) [86][1031] top1_acc: 0.8600, top5_acc: 0.9779 +2024-07-18 13:35:52,894 - pyskl - INFO - Epoch [87][100/2506] lr: 9.636e-03, eta: 10:37:31, time: 0.413, data_time: 0.176, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 0.4012, loss: 0.4012 +2024-07-18 13:36:16,253 - pyskl - INFO - Epoch [87][200/2506] lr: 9.625e-03, eta: 10:37:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9900, loss_cls: 0.3813, loss: 0.3813 +2024-07-18 13:36:39,582 - pyskl - INFO - Epoch [87][300/2506] lr: 9.615e-03, eta: 10:36:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 0.4846, loss: 0.4846 +2024-07-18 13:37:02,900 - pyskl - INFO - Epoch [87][400/2506] lr: 9.605e-03, eta: 10:36:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 0.3934, loss: 0.3934 +2024-07-18 13:37:26,331 - pyskl - INFO - Epoch [87][500/2506] lr: 9.595e-03, eta: 10:35:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 0.5154, loss: 0.5154 +2024-07-18 13:37:49,773 - pyskl - INFO - Epoch [87][600/2506] lr: 9.585e-03, eta: 10:35:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 0.4551, loss: 0.4551 +2024-07-18 13:38:13,120 - pyskl - INFO - Epoch [87][700/2506] lr: 9.575e-03, eta: 10:35:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 0.4905, loss: 0.4905 +2024-07-18 13:38:36,433 - pyskl - INFO - Epoch [87][800/2506] lr: 9.564e-03, eta: 10:34:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 0.4519, loss: 0.4519 +2024-07-18 13:38:59,704 - pyskl - INFO - Epoch [87][900/2506] lr: 9.554e-03, eta: 10:34:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 0.3572, loss: 0.3572 +2024-07-18 13:39:23,058 - pyskl - INFO - Epoch [87][1000/2506] lr: 9.544e-03, eta: 10:33:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 0.4613, loss: 0.4613 +2024-07-18 13:39:46,372 - pyskl - INFO - Epoch [87][1100/2506] lr: 9.534e-03, eta: 10:33:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9856, loss_cls: 0.5410, loss: 0.5410 +2024-07-18 13:40:09,677 - pyskl - INFO - Epoch [87][1200/2506] lr: 9.524e-03, eta: 10:33:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9875, loss_cls: 0.4957, loss: 0.4957 +2024-07-18 13:40:33,000 - pyskl - INFO - Epoch [87][1300/2506] lr: 9.514e-03, eta: 10:32:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9869, loss_cls: 0.5110, loss: 0.5110 +2024-07-18 13:40:56,323 - pyskl - INFO - Epoch [87][1400/2506] lr: 9.504e-03, eta: 10:32:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 0.4572, loss: 0.4572 +2024-07-18 13:41:19,627 - pyskl - INFO - Epoch [87][1500/2506] lr: 9.493e-03, eta: 10:31:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9938, loss_cls: 0.4765, loss: 0.4765 +2024-07-18 13:41:42,986 - pyskl - INFO - Epoch [87][1600/2506] lr: 9.483e-03, eta: 10:31:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 0.4804, loss: 0.4804 +2024-07-18 13:42:06,284 - pyskl - INFO - Epoch [87][1700/2506] lr: 9.473e-03, eta: 10:31:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9881, loss_cls: 0.4638, loss: 0.4638 +2024-07-18 13:42:29,674 - pyskl - INFO - Epoch [87][1800/2506] lr: 9.463e-03, eta: 10:30:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 0.5010, loss: 0.5010 +2024-07-18 13:42:53,017 - pyskl - INFO - Epoch [87][1900/2506] lr: 9.453e-03, eta: 10:30:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 0.4849, loss: 0.4849 +2024-07-18 13:43:16,377 - pyskl - INFO - Epoch [87][2000/2506] lr: 9.443e-03, eta: 10:29:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 0.5336, loss: 0.5336 +2024-07-18 13:43:39,707 - pyskl - INFO - Epoch [87][2100/2506] lr: 9.433e-03, eta: 10:29:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 0.5005, loss: 0.5005 +2024-07-18 13:44:02,994 - pyskl - INFO - Epoch [87][2200/2506] lr: 9.422e-03, eta: 10:29:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 0.4446, loss: 0.4446 +2024-07-18 13:44:26,359 - pyskl - INFO - Epoch [87][2300/2506] lr: 9.412e-03, eta: 10:28:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 0.5278, loss: 0.5278 +2024-07-18 13:44:49,754 - pyskl - INFO - Epoch [87][2400/2506] lr: 9.402e-03, eta: 10:28:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 0.4936, loss: 0.4936 +2024-07-18 13:45:13,183 - pyskl - INFO - Epoch [87][2500/2506] lr: 9.392e-03, eta: 10:27:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 0.5198, loss: 0.5198 +2024-07-18 13:45:14,963 - pyskl - INFO - Saving checkpoint at 87 epochs +2024-07-18 13:46:31,712 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 13:46:31,781 - pyskl - INFO - +top1_acc 0.8541 +top5_acc 0.9750 +2024-07-18 13:46:31,783 - pyskl - INFO - Epoch(val) [87][1031] top1_acc: 0.8541, top5_acc: 0.9750 +2024-07-18 13:47:13,177 - pyskl - INFO - Epoch [88][100/2506] lr: 9.381e-03, eta: 10:27:36, time: 0.414, data_time: 0.177, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 0.4464, loss: 0.4464 +2024-07-18 13:47:36,590 - pyskl - INFO - Epoch [88][200/2506] lr: 9.371e-03, eta: 10:27:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 0.3742, loss: 0.3742 +2024-07-18 13:47:59,969 - pyskl - INFO - Epoch [88][300/2506] lr: 9.361e-03, eta: 10:26:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 0.3708, loss: 0.3708 +2024-07-18 13:48:23,307 - pyskl - INFO - Epoch [88][400/2506] lr: 9.351e-03, eta: 10:26:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 0.4304, loss: 0.4304 +2024-07-18 13:48:46,690 - pyskl - INFO - Epoch [88][500/2506] lr: 9.341e-03, eta: 10:25:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 0.3636, loss: 0.3636 +2024-07-18 13:49:10,096 - pyskl - INFO - Epoch [88][600/2506] lr: 9.331e-03, eta: 10:25:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 0.4295, loss: 0.4295 +2024-07-18 13:49:33,406 - pyskl - INFO - Epoch [88][700/2506] lr: 9.321e-03, eta: 10:25:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 0.4591, loss: 0.4591 +2024-07-18 13:49:56,735 - pyskl - INFO - Epoch [88][800/2506] lr: 9.311e-03, eta: 10:24:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 0.4310, loss: 0.4310 +2024-07-18 13:50:20,077 - pyskl - INFO - Epoch [88][900/2506] lr: 9.300e-03, eta: 10:24:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 0.5095, loss: 0.5095 +2024-07-18 13:50:43,353 - pyskl - INFO - Epoch [88][1000/2506] lr: 9.290e-03, eta: 10:23:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 0.4874, loss: 0.4874 +2024-07-18 13:51:06,727 - pyskl - INFO - Epoch [88][1100/2506] lr: 9.280e-03, eta: 10:23:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 0.5166, loss: 0.5166 +2024-07-18 13:51:30,059 - pyskl - INFO - Epoch [88][1200/2506] lr: 9.270e-03, eta: 10:23:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 0.5017, loss: 0.5017 +2024-07-18 13:51:53,352 - pyskl - INFO - Epoch [88][1300/2506] lr: 9.260e-03, eta: 10:22:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 0.4609, loss: 0.4609 +2024-07-18 13:52:16,664 - pyskl - INFO - Epoch [88][1400/2506] lr: 9.250e-03, eta: 10:22:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 0.4566, loss: 0.4566 +2024-07-18 13:52:40,044 - pyskl - INFO - Epoch [88][1500/2506] lr: 9.240e-03, eta: 10:21:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 0.3950, loss: 0.3950 +2024-07-18 13:53:03,413 - pyskl - INFO - Epoch [88][1600/2506] lr: 9.230e-03, eta: 10:21:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 0.4714, loss: 0.4714 +2024-07-18 13:53:26,855 - pyskl - INFO - Epoch [88][1700/2506] lr: 9.220e-03, eta: 10:21:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 0.4548, loss: 0.4548 +2024-07-18 13:53:50,192 - pyskl - INFO - Epoch [88][1800/2506] lr: 9.210e-03, eta: 10:20:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 0.4918, loss: 0.4918 +2024-07-18 13:54:13,558 - pyskl - INFO - Epoch [88][1900/2506] lr: 9.200e-03, eta: 10:20:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 0.4857, loss: 0.4857 +2024-07-18 13:54:36,869 - pyskl - INFO - Epoch [88][2000/2506] lr: 9.190e-03, eta: 10:19:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 0.4980, loss: 0.4980 +2024-07-18 13:55:00,205 - pyskl - INFO - Epoch [88][2100/2506] lr: 9.179e-03, eta: 10:19:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 0.4657, loss: 0.4657 +2024-07-18 13:55:23,608 - pyskl - INFO - Epoch [88][2200/2506] lr: 9.169e-03, eta: 10:19:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 0.4544, loss: 0.4544 +2024-07-18 13:55:46,924 - pyskl - INFO - Epoch [88][2300/2506] lr: 9.159e-03, eta: 10:18:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 0.5203, loss: 0.5203 +2024-07-18 13:56:10,272 - pyskl - INFO - Epoch [88][2400/2506] lr: 9.149e-03, eta: 10:18:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9894, loss_cls: 0.4965, loss: 0.4965 +2024-07-18 13:56:33,619 - pyskl - INFO - Epoch [88][2500/2506] lr: 9.139e-03, eta: 10:17:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9869, loss_cls: 0.4627, loss: 0.4627 +2024-07-18 13:56:35,433 - pyskl - INFO - Saving checkpoint at 88 epochs +2024-07-18 13:57:52,289 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 13:57:52,357 - pyskl - INFO - +top1_acc 0.8439 +top5_acc 0.9770 +2024-07-18 13:57:52,359 - pyskl - INFO - Epoch(val) [88][1031] top1_acc: 0.8439, top5_acc: 0.9770 +2024-07-18 13:58:34,073 - pyskl - INFO - Epoch [89][100/2506] lr: 9.129e-03, eta: 10:17:40, time: 0.417, data_time: 0.179, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9919, loss_cls: 0.3801, loss: 0.3801 +2024-07-18 13:58:57,504 - pyskl - INFO - Epoch [89][200/2506] lr: 9.118e-03, eta: 10:17:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 0.3844, loss: 0.3844 +2024-07-18 13:59:20,925 - pyskl - INFO - Epoch [89][300/2506] lr: 9.108e-03, eta: 10:16:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9881, loss_cls: 0.3973, loss: 0.3973 +2024-07-18 13:59:44,323 - pyskl - INFO - Epoch [89][400/2506] lr: 9.098e-03, eta: 10:16:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9869, loss_cls: 0.4136, loss: 0.4136 +2024-07-18 14:00:07,727 - pyskl - INFO - Epoch [89][500/2506] lr: 9.088e-03, eta: 10:16:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 0.4297, loss: 0.4297 +2024-07-18 14:00:31,266 - pyskl - INFO - Epoch [89][600/2506] lr: 9.078e-03, eta: 10:15:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 0.4071, loss: 0.4071 +2024-07-18 14:00:54,649 - pyskl - INFO - Epoch [89][700/2506] lr: 9.068e-03, eta: 10:15:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9856, loss_cls: 0.4885, loss: 0.4885 +2024-07-18 14:01:17,991 - pyskl - INFO - Epoch [89][800/2506] lr: 9.058e-03, eta: 10:14:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9869, loss_cls: 0.4522, loss: 0.4522 +2024-07-18 14:01:41,299 - pyskl - INFO - Epoch [89][900/2506] lr: 9.048e-03, eta: 10:14:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 0.4647, loss: 0.4647 +2024-07-18 14:02:04,645 - pyskl - INFO - Epoch [89][1000/2506] lr: 9.038e-03, eta: 10:14:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 0.4308, loss: 0.4308 +2024-07-18 14:02:27,895 - pyskl - INFO - Epoch [89][1100/2506] lr: 9.028e-03, eta: 10:13:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 0.4950, loss: 0.4950 +2024-07-18 14:02:51,206 - pyskl - INFO - Epoch [89][1200/2506] lr: 9.018e-03, eta: 10:13:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 0.4584, loss: 0.4584 +2024-07-18 14:03:14,513 - pyskl - INFO - Epoch [89][1300/2506] lr: 9.008e-03, eta: 10:12:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9838, loss_cls: 0.4837, loss: 0.4837 +2024-07-18 14:03:37,782 - pyskl - INFO - Epoch [89][1400/2506] lr: 8.998e-03, eta: 10:12:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9894, loss_cls: 0.4306, loss: 0.4306 +2024-07-18 14:04:01,079 - pyskl - INFO - Epoch [89][1500/2506] lr: 8.988e-03, eta: 10:12:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 0.4878, loss: 0.4878 +2024-07-18 14:04:24,396 - pyskl - INFO - Epoch [89][1600/2506] lr: 8.978e-03, eta: 10:11:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 0.4561, loss: 0.4561 +2024-07-18 14:04:47,692 - pyskl - INFO - Epoch [89][1700/2506] lr: 8.968e-03, eta: 10:11:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 0.4074, loss: 0.4074 +2024-07-18 14:05:11,006 - pyskl - INFO - Epoch [89][1800/2506] lr: 8.958e-03, eta: 10:10:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9969, loss_cls: 0.3938, loss: 0.3938 +2024-07-18 14:05:34,259 - pyskl - INFO - Epoch [89][1900/2506] lr: 8.948e-03, eta: 10:10:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 0.4380, loss: 0.4380 +2024-07-18 14:05:57,520 - pyskl - INFO - Epoch [89][2000/2506] lr: 8.938e-03, eta: 10:10:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 0.4792, loss: 0.4792 +2024-07-18 14:06:20,812 - pyskl - INFO - Epoch [89][2100/2506] lr: 8.928e-03, eta: 10:09:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9875, loss_cls: 0.5057, loss: 0.5057 +2024-07-18 14:06:44,100 - pyskl - INFO - Epoch [89][2200/2506] lr: 8.918e-03, eta: 10:09:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 0.4457, loss: 0.4457 +2024-07-18 14:07:07,424 - pyskl - INFO - Epoch [89][2300/2506] lr: 8.908e-03, eta: 10:08:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 0.4217, loss: 0.4217 +2024-07-18 14:07:30,771 - pyskl - INFO - Epoch [89][2400/2506] lr: 8.898e-03, eta: 10:08:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 0.5110, loss: 0.5110 +2024-07-18 14:07:54,087 - pyskl - INFO - Epoch [89][2500/2506] lr: 8.888e-03, eta: 10:07:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 0.4904, loss: 0.4904 +2024-07-18 14:07:55,920 - pyskl - INFO - Saving checkpoint at 89 epochs +2024-07-18 14:09:12,491 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 14:09:12,559 - pyskl - INFO - +top1_acc 0.8630 +top5_acc 0.9784 +2024-07-18 14:09:12,562 - pyskl - INFO - Epoch(val) [89][1031] top1_acc: 0.8630, top5_acc: 0.9784 +2024-07-18 14:09:54,170 - pyskl - INFO - Epoch [90][100/2506] lr: 8.877e-03, eta: 10:07:45, time: 0.416, data_time: 0.179, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 0.3909, loss: 0.3909 +2024-07-18 14:10:17,633 - pyskl - INFO - Epoch [90][200/2506] lr: 8.867e-03, eta: 10:07:20, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 0.3888, loss: 0.3888 +2024-07-18 14:10:41,149 - pyskl - INFO - Epoch [90][300/2506] lr: 8.857e-03, eta: 10:06:56, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 0.3280, loss: 0.3280 +2024-07-18 14:11:04,485 - pyskl - INFO - Epoch [90][400/2506] lr: 8.847e-03, eta: 10:06:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 0.4523, loss: 0.4523 +2024-07-18 14:11:27,788 - pyskl - INFO - Epoch [90][500/2506] lr: 8.837e-03, eta: 10:06:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 0.4101, loss: 0.4101 +2024-07-18 14:11:51,314 - pyskl - INFO - Epoch [90][600/2506] lr: 8.827e-03, eta: 10:05:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 0.4650, loss: 0.4650 +2024-07-18 14:12:14,713 - pyskl - INFO - Epoch [90][700/2506] lr: 8.817e-03, eta: 10:05:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 0.4621, loss: 0.4621 +2024-07-18 14:12:38,027 - pyskl - INFO - Epoch [90][800/2506] lr: 8.807e-03, eta: 10:04:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 0.4593, loss: 0.4593 +2024-07-18 14:13:01,343 - pyskl - INFO - Epoch [90][900/2506] lr: 8.797e-03, eta: 10:04:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 0.4117, loss: 0.4117 +2024-07-18 14:13:24,650 - pyskl - INFO - Epoch [90][1000/2506] lr: 8.787e-03, eta: 10:04:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9875, loss_cls: 0.4240, loss: 0.4240 +2024-07-18 14:13:47,977 - pyskl - INFO - Epoch [90][1100/2506] lr: 8.777e-03, eta: 10:03:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 0.4139, loss: 0.4139 +2024-07-18 14:14:11,296 - pyskl - INFO - Epoch [90][1200/2506] lr: 8.767e-03, eta: 10:03:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 0.4381, loss: 0.4381 +2024-07-18 14:14:34,570 - pyskl - INFO - Epoch [90][1300/2506] lr: 8.757e-03, eta: 10:02:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9881, loss_cls: 0.4707, loss: 0.4707 +2024-07-18 14:14:57,891 - pyskl - INFO - Epoch [90][1400/2506] lr: 8.747e-03, eta: 10:02:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9950, loss_cls: 0.4121, loss: 0.4121 +2024-07-18 14:15:21,229 - pyskl - INFO - Epoch [90][1500/2506] lr: 8.737e-03, eta: 10:02:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9956, loss_cls: 0.4655, loss: 0.4655 +2024-07-18 14:15:44,527 - pyskl - INFO - Epoch [90][1600/2506] lr: 8.728e-03, eta: 10:01:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 0.4200, loss: 0.4200 +2024-07-18 14:16:07,945 - pyskl - INFO - Epoch [90][1700/2506] lr: 8.718e-03, eta: 10:01:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 0.4830, loss: 0.4830 +2024-07-18 14:16:31,358 - pyskl - INFO - Epoch [90][1800/2506] lr: 8.708e-03, eta: 10:00:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 0.4608, loss: 0.4608 +2024-07-18 14:16:54,724 - pyskl - INFO - Epoch [90][1900/2506] lr: 8.698e-03, eta: 10:00:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9881, loss_cls: 0.4314, loss: 0.4314 +2024-07-18 14:17:18,204 - pyskl - INFO - Epoch [90][2000/2506] lr: 8.688e-03, eta: 10:00:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 0.4929, loss: 0.4929 +2024-07-18 14:17:41,594 - pyskl - INFO - Epoch [90][2100/2506] lr: 8.678e-03, eta: 9:59:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 0.4766, loss: 0.4766 +2024-07-18 14:18:04,916 - pyskl - INFO - Epoch [90][2200/2506] lr: 8.668e-03, eta: 9:59:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 0.4563, loss: 0.4563 +2024-07-18 14:18:28,249 - pyskl - INFO - Epoch [90][2300/2506] lr: 8.658e-03, eta: 9:58:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 0.4198, loss: 0.4198 +2024-07-18 14:18:51,615 - pyskl - INFO - Epoch [90][2400/2506] lr: 8.648e-03, eta: 9:58:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 0.4706, loss: 0.4706 +2024-07-18 14:19:14,983 - pyskl - INFO - Epoch [90][2500/2506] lr: 8.638e-03, eta: 9:58:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 0.4930, loss: 0.4930 +2024-07-18 14:19:16,845 - pyskl - INFO - Saving checkpoint at 90 epochs +2024-07-18 14:20:33,567 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 14:20:33,635 - pyskl - INFO - +top1_acc 0.8657 +top5_acc 0.9799 +2024-07-18 14:20:33,637 - pyskl - INFO - Epoch(val) [90][1031] top1_acc: 0.8657, top5_acc: 0.9799 +2024-07-18 14:21:14,943 - pyskl - INFO - Epoch [91][100/2506] lr: 8.627e-03, eta: 9:57:49, time: 0.413, data_time: 0.176, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 0.4200, loss: 0.4200 +2024-07-18 14:21:38,417 - pyskl - INFO - Epoch [91][200/2506] lr: 8.618e-03, eta: 9:57:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 0.4099, loss: 0.4099 +2024-07-18 14:22:02,020 - pyskl - INFO - Epoch [91][300/2506] lr: 8.608e-03, eta: 9:57:01, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 0.3661, loss: 0.3661 +2024-07-18 14:22:25,416 - pyskl - INFO - Epoch [91][400/2506] lr: 8.598e-03, eta: 9:56:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 0.3954, loss: 0.3954 +2024-07-18 14:22:48,785 - pyskl - INFO - Epoch [91][500/2506] lr: 8.588e-03, eta: 9:56:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9844, loss_cls: 0.4244, loss: 0.4244 +2024-07-18 14:23:12,241 - pyskl - INFO - Epoch [91][600/2506] lr: 8.578e-03, eta: 9:55:48, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 0.3903, loss: 0.3903 +2024-07-18 14:23:35,628 - pyskl - INFO - Epoch [91][700/2506] lr: 8.568e-03, eta: 9:55:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 0.4345, loss: 0.4345 +2024-07-18 14:23:59,027 - pyskl - INFO - Epoch [91][800/2506] lr: 8.558e-03, eta: 9:55:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 0.4007, loss: 0.4007 +2024-07-18 14:24:22,353 - pyskl - INFO - Epoch [91][900/2506] lr: 8.548e-03, eta: 9:54:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 0.4173, loss: 0.4173 +2024-07-18 14:24:45,719 - pyskl - INFO - Epoch [91][1000/2506] lr: 8.538e-03, eta: 9:54:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 0.4411, loss: 0.4411 +2024-07-18 14:25:09,045 - pyskl - INFO - Epoch [91][1100/2506] lr: 8.528e-03, eta: 9:53:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 0.4912, loss: 0.4912 +2024-07-18 14:25:32,398 - pyskl - INFO - Epoch [91][1200/2506] lr: 8.518e-03, eta: 9:53:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 0.4047, loss: 0.4047 +2024-07-18 14:25:55,744 - pyskl - INFO - Epoch [91][1300/2506] lr: 8.508e-03, eta: 9:52:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 0.4130, loss: 0.4130 +2024-07-18 14:26:19,076 - pyskl - INFO - Epoch [91][1400/2506] lr: 8.499e-03, eta: 9:52:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 0.3957, loss: 0.3957 +2024-07-18 14:26:42,417 - pyskl - INFO - Epoch [91][1500/2506] lr: 8.489e-03, eta: 9:52:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9875, loss_cls: 0.4298, loss: 0.4298 +2024-07-18 14:27:05,687 - pyskl - INFO - Epoch [91][1600/2506] lr: 8.479e-03, eta: 9:51:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 0.4527, loss: 0.4527 +2024-07-18 14:27:28,983 - pyskl - INFO - Epoch [91][1700/2506] lr: 8.469e-03, eta: 9:51:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 0.4366, loss: 0.4366 +2024-07-18 14:27:52,290 - pyskl - INFO - Epoch [91][1800/2506] lr: 8.459e-03, eta: 9:50:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9956, loss_cls: 0.4584, loss: 0.4584 +2024-07-18 14:28:15,617 - pyskl - INFO - Epoch [91][1900/2506] lr: 8.449e-03, eta: 9:50:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 0.4579, loss: 0.4579 +2024-07-18 14:28:38,926 - pyskl - INFO - Epoch [91][2000/2506] lr: 8.439e-03, eta: 9:50:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 0.4606, loss: 0.4606 +2024-07-18 14:29:02,306 - pyskl - INFO - Epoch [91][2100/2506] lr: 8.429e-03, eta: 9:49:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9894, loss_cls: 0.4307, loss: 0.4307 +2024-07-18 14:29:25,696 - pyskl - INFO - Epoch [91][2200/2506] lr: 8.419e-03, eta: 9:49:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 0.4548, loss: 0.4548 +2024-07-18 14:29:49,077 - pyskl - INFO - Epoch [91][2300/2506] lr: 8.410e-03, eta: 9:48:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 0.4178, loss: 0.4178 +2024-07-18 14:30:12,467 - pyskl - INFO - Epoch [91][2400/2506] lr: 8.400e-03, eta: 9:48:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 0.4456, loss: 0.4456 +2024-07-18 14:30:35,882 - pyskl - INFO - Epoch [91][2500/2506] lr: 8.390e-03, eta: 9:48:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9875, loss_cls: 0.4786, loss: 0.4786 +2024-07-18 14:30:37,744 - pyskl - INFO - Saving checkpoint at 91 epochs +2024-07-18 14:31:54,410 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 14:31:54,481 - pyskl - INFO - +top1_acc 0.8666 +top5_acc 0.9807 +2024-07-18 14:31:54,485 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_75.pth was removed +2024-07-18 14:31:54,613 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_91.pth. +2024-07-18 14:31:54,613 - pyskl - INFO - Best top1_acc is 0.8666 at 91 epoch. +2024-07-18 14:31:54,615 - pyskl - INFO - Epoch(val) [91][1031] top1_acc: 0.8666, top5_acc: 0.9807 +2024-07-18 14:32:35,914 - pyskl - INFO - Epoch [92][100/2506] lr: 8.379e-03, eta: 9:47:53, time: 0.413, data_time: 0.177, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 0.3969, loss: 0.3969 +2024-07-18 14:32:59,299 - pyskl - INFO - Epoch [92][200/2506] lr: 8.370e-03, eta: 9:47:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 0.4030, loss: 0.4030 +2024-07-18 14:33:22,695 - pyskl - INFO - Epoch [92][300/2506] lr: 8.360e-03, eta: 9:47:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9912, loss_cls: 0.3688, loss: 0.3688 +2024-07-18 14:33:46,014 - pyskl - INFO - Epoch [92][400/2506] lr: 8.350e-03, eta: 9:46:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 0.3936, loss: 0.3936 +2024-07-18 14:34:09,381 - pyskl - INFO - Epoch [92][500/2506] lr: 8.340e-03, eta: 9:46:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 0.4471, loss: 0.4471 +2024-07-18 14:34:32,955 - pyskl - INFO - Epoch [92][600/2506] lr: 8.330e-03, eta: 9:45:53, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 0.3722, loss: 0.3722 +2024-07-18 14:34:56,234 - pyskl - INFO - Epoch [92][700/2506] lr: 8.320e-03, eta: 9:45:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 0.3887, loss: 0.3887 +2024-07-18 14:35:19,634 - pyskl - INFO - Epoch [92][800/2506] lr: 8.310e-03, eta: 9:45:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9900, loss_cls: 0.3885, loss: 0.3885 +2024-07-18 14:35:43,038 - pyskl - INFO - Epoch [92][900/2506] lr: 8.301e-03, eta: 9:44:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9912, loss_cls: 0.3630, loss: 0.3630 +2024-07-18 14:36:06,376 - pyskl - INFO - Epoch [92][1000/2506] lr: 8.291e-03, eta: 9:44:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 0.4395, loss: 0.4395 +2024-07-18 14:36:29,683 - pyskl - INFO - Epoch [92][1100/2506] lr: 8.281e-03, eta: 9:43:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 0.4380, loss: 0.4380 +2024-07-18 14:36:53,065 - pyskl - INFO - Epoch [92][1200/2506] lr: 8.271e-03, eta: 9:43:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 0.3829, loss: 0.3829 +2024-07-18 14:37:16,405 - pyskl - INFO - Epoch [92][1300/2506] lr: 8.261e-03, eta: 9:43:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 0.3816, loss: 0.3816 +2024-07-18 14:37:39,793 - pyskl - INFO - Epoch [92][1400/2506] lr: 8.251e-03, eta: 9:42:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 0.3956, loss: 0.3956 +2024-07-18 14:38:03,151 - pyskl - INFO - Epoch [92][1500/2506] lr: 8.242e-03, eta: 9:42:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 0.4549, loss: 0.4549 +2024-07-18 14:38:26,546 - pyskl - INFO - Epoch [92][1600/2506] lr: 8.232e-03, eta: 9:41:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 0.4713, loss: 0.4713 +2024-07-18 14:38:49,867 - pyskl - INFO - Epoch [92][1700/2506] lr: 8.222e-03, eta: 9:41:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 0.4070, loss: 0.4070 +2024-07-18 14:39:13,207 - pyskl - INFO - Epoch [92][1800/2506] lr: 8.212e-03, eta: 9:41:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 0.4543, loss: 0.4543 +2024-07-18 14:39:36,534 - pyskl - INFO - Epoch [92][1900/2506] lr: 8.202e-03, eta: 9:40:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 0.4745, loss: 0.4745 +2024-07-18 14:39:59,867 - pyskl - INFO - Epoch [92][2000/2506] lr: 8.193e-03, eta: 9:40:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 0.4539, loss: 0.4539 +2024-07-18 14:40:23,203 - pyskl - INFO - Epoch [92][2100/2506] lr: 8.183e-03, eta: 9:39:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 0.4501, loss: 0.4501 +2024-07-18 14:40:46,531 - pyskl - INFO - Epoch [92][2200/2506] lr: 8.173e-03, eta: 9:39:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9869, loss_cls: 0.4131, loss: 0.4131 +2024-07-18 14:41:09,858 - pyskl - INFO - Epoch [92][2300/2506] lr: 8.163e-03, eta: 9:39:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9894, loss_cls: 0.4419, loss: 0.4419 +2024-07-18 14:41:33,139 - pyskl - INFO - Epoch [92][2400/2506] lr: 8.153e-03, eta: 9:38:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 0.4696, loss: 0.4696 +2024-07-18 14:41:56,378 - pyskl - INFO - Epoch [92][2500/2506] lr: 8.144e-03, eta: 9:38:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 0.3882, loss: 0.3882 +2024-07-18 14:41:58,261 - pyskl - INFO - Saving checkpoint at 92 epochs +2024-07-18 14:43:14,889 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 14:43:14,957 - pyskl - INFO - +top1_acc 0.8705 +top5_acc 0.9823 +2024-07-18 14:43:14,960 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_91.pth was removed +2024-07-18 14:43:15,089 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_92.pth. +2024-07-18 14:43:15,089 - pyskl - INFO - Best top1_acc is 0.8705 at 92 epoch. +2024-07-18 14:43:15,091 - pyskl - INFO - Epoch(val) [92][1031] top1_acc: 0.8705, top5_acc: 0.9823 +2024-07-18 14:43:56,445 - pyskl - INFO - Epoch [93][100/2506] lr: 8.133e-03, eta: 9:37:57, time: 0.413, data_time: 0.177, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 0.3781, loss: 0.3781 +2024-07-18 14:44:19,807 - pyskl - INFO - Epoch [93][200/2506] lr: 8.123e-03, eta: 9:37:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 0.3727, loss: 0.3727 +2024-07-18 14:44:43,214 - pyskl - INFO - Epoch [93][300/2506] lr: 8.114e-03, eta: 9:37:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 0.3712, loss: 0.3712 +2024-07-18 14:45:06,719 - pyskl - INFO - Epoch [93][400/2506] lr: 8.104e-03, eta: 9:36:45, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 0.3599, loss: 0.3599 +2024-07-18 14:45:30,137 - pyskl - INFO - Epoch [93][500/2506] lr: 8.094e-03, eta: 9:36:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9894, loss_cls: 0.4096, loss: 0.4096 +2024-07-18 14:45:53,557 - pyskl - INFO - Epoch [93][600/2506] lr: 8.084e-03, eta: 9:35:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 0.4074, loss: 0.4074 +2024-07-18 14:46:16,915 - pyskl - INFO - Epoch [93][700/2506] lr: 8.074e-03, eta: 9:35:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 0.3481, loss: 0.3481 +2024-07-18 14:46:40,266 - pyskl - INFO - Epoch [93][800/2506] lr: 8.065e-03, eta: 9:35:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 0.3809, loss: 0.3809 +2024-07-18 14:47:03,650 - pyskl - INFO - Epoch [93][900/2506] lr: 8.055e-03, eta: 9:34:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 0.4086, loss: 0.4086 +2024-07-18 14:47:27,012 - pyskl - INFO - Epoch [93][1000/2506] lr: 8.045e-03, eta: 9:34:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9900, loss_cls: 0.4157, loss: 0.4157 +2024-07-18 14:47:50,425 - pyskl - INFO - Epoch [93][1100/2506] lr: 8.035e-03, eta: 9:33:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9956, loss_cls: 0.4438, loss: 0.4438 +2024-07-18 14:48:13,819 - pyskl - INFO - Epoch [93][1200/2506] lr: 8.026e-03, eta: 9:33:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9944, loss_cls: 0.4406, loss: 0.4406 +2024-07-18 14:48:37,209 - pyskl - INFO - Epoch [93][1300/2506] lr: 8.016e-03, eta: 9:33:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 0.4144, loss: 0.4144 +2024-07-18 14:49:00,600 - pyskl - INFO - Epoch [93][1400/2506] lr: 8.006e-03, eta: 9:32:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9938, loss_cls: 0.4666, loss: 0.4666 +2024-07-18 14:49:24,013 - pyskl - INFO - Epoch [93][1500/2506] lr: 7.996e-03, eta: 9:32:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 0.4085, loss: 0.4085 +2024-07-18 14:49:47,432 - pyskl - INFO - Epoch [93][1600/2506] lr: 7.987e-03, eta: 9:31:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 0.4553, loss: 0.4553 +2024-07-18 14:50:10,868 - pyskl - INFO - Epoch [93][1700/2506] lr: 7.977e-03, eta: 9:31:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 0.3664, loss: 0.3664 +2024-07-18 14:50:34,279 - pyskl - INFO - Epoch [93][1800/2506] lr: 7.967e-03, eta: 9:31:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.4426, loss: 0.4426 +2024-07-18 14:50:57,654 - pyskl - INFO - Epoch [93][1900/2506] lr: 7.957e-03, eta: 9:30:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9906, loss_cls: 0.4086, loss: 0.4086 +2024-07-18 14:51:21,062 - pyskl - INFO - Epoch [93][2000/2506] lr: 7.948e-03, eta: 9:30:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9912, loss_cls: 0.3699, loss: 0.3699 +2024-07-18 14:51:44,452 - pyskl - INFO - Epoch [93][2100/2506] lr: 7.938e-03, eta: 9:29:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 0.4364, loss: 0.4364 +2024-07-18 14:52:07,834 - pyskl - INFO - Epoch [93][2200/2506] lr: 7.928e-03, eta: 9:29:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9894, loss_cls: 0.4134, loss: 0.4134 +2024-07-18 14:52:31,119 - pyskl - INFO - Epoch [93][2300/2506] lr: 7.919e-03, eta: 9:29:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 0.4387, loss: 0.4387 +2024-07-18 14:52:54,395 - pyskl - INFO - Epoch [93][2400/2506] lr: 7.909e-03, eta: 9:28:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 0.4871, loss: 0.4871 +2024-07-18 14:53:17,659 - pyskl - INFO - Epoch [93][2500/2506] lr: 7.899e-03, eta: 9:28:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 0.4357, loss: 0.4357 +2024-07-18 14:53:19,520 - pyskl - INFO - Saving checkpoint at 93 epochs +2024-07-18 14:54:35,894 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 14:54:35,962 - pyskl - INFO - +top1_acc 0.8709 +top5_acc 0.9824 +2024-07-18 14:54:35,966 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_92.pth was removed +2024-07-18 14:54:36,092 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_93.pth. +2024-07-18 14:54:36,092 - pyskl - INFO - Best top1_acc is 0.8709 at 93 epoch. +2024-07-18 14:54:36,094 - pyskl - INFO - Epoch(val) [93][1031] top1_acc: 0.8709, top5_acc: 0.9824 +2024-07-18 14:55:17,071 - pyskl - INFO - Epoch [94][100/2506] lr: 7.889e-03, eta: 9:28:01, time: 0.410, data_time: 0.173, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9919, loss_cls: 0.3820, loss: 0.3820 +2024-07-18 14:55:40,367 - pyskl - INFO - Epoch [94][200/2506] lr: 7.879e-03, eta: 9:27:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 0.3710, loss: 0.3710 +2024-07-18 14:56:03,617 - pyskl - INFO - Epoch [94][300/2506] lr: 7.869e-03, eta: 9:27:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9919, loss_cls: 0.3811, loss: 0.3811 +2024-07-18 14:56:26,892 - pyskl - INFO - Epoch [94][400/2506] lr: 7.860e-03, eta: 9:26:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 0.3570, loss: 0.3570 +2024-07-18 14:56:50,209 - pyskl - INFO - Epoch [94][500/2506] lr: 7.850e-03, eta: 9:26:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 0.3929, loss: 0.3929 +2024-07-18 14:57:13,539 - pyskl - INFO - Epoch [94][600/2506] lr: 7.840e-03, eta: 9:26:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 0.3726, loss: 0.3726 +2024-07-18 14:57:37,092 - pyskl - INFO - Epoch [94][700/2506] lr: 7.831e-03, eta: 9:25:36, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9944, loss_cls: 0.3382, loss: 0.3382 +2024-07-18 14:58:00,421 - pyskl - INFO - Epoch [94][800/2506] lr: 7.821e-03, eta: 9:25:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 0.3874, loss: 0.3874 +2024-07-18 14:58:23,721 - pyskl - INFO - Epoch [94][900/2506] lr: 7.811e-03, eta: 9:24:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 0.4040, loss: 0.4040 +2024-07-18 14:58:47,093 - pyskl - INFO - Epoch [94][1000/2506] lr: 7.802e-03, eta: 9:24:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 0.3945, loss: 0.3945 +2024-07-18 14:59:10,429 - pyskl - INFO - Epoch [94][1100/2506] lr: 7.792e-03, eta: 9:23:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9969, loss_cls: 0.4421, loss: 0.4421 +2024-07-18 14:59:33,813 - pyskl - INFO - Epoch [94][1200/2506] lr: 7.782e-03, eta: 9:23:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 0.3865, loss: 0.3865 +2024-07-18 14:59:57,164 - pyskl - INFO - Epoch [94][1300/2506] lr: 7.773e-03, eta: 9:23:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 0.3575, loss: 0.3575 +2024-07-18 15:00:20,506 - pyskl - INFO - Epoch [94][1400/2506] lr: 7.763e-03, eta: 9:22:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 0.3661, loss: 0.3661 +2024-07-18 15:00:43,844 - pyskl - INFO - Epoch [94][1500/2506] lr: 7.753e-03, eta: 9:22:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 0.4240, loss: 0.4240 +2024-07-18 15:01:07,186 - pyskl - INFO - Epoch [94][1600/2506] lr: 7.744e-03, eta: 9:21:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9862, loss_cls: 0.4642, loss: 0.4642 +2024-07-18 15:01:30,549 - pyskl - INFO - Epoch [94][1700/2506] lr: 7.734e-03, eta: 9:21:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 0.4379, loss: 0.4379 +2024-07-18 15:01:53,910 - pyskl - INFO - Epoch [94][1800/2506] lr: 7.724e-03, eta: 9:21:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 0.4610, loss: 0.4610 +2024-07-18 15:02:17,266 - pyskl - INFO - Epoch [94][1900/2506] lr: 7.715e-03, eta: 9:20:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9888, loss_cls: 0.4301, loss: 0.4301 +2024-07-18 15:02:40,657 - pyskl - INFO - Epoch [94][2000/2506] lr: 7.705e-03, eta: 9:20:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 0.4345, loss: 0.4345 +2024-07-18 15:03:04,049 - pyskl - INFO - Epoch [94][2100/2506] lr: 7.695e-03, eta: 9:19:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 0.5071, loss: 0.5071 +2024-07-18 15:03:27,457 - pyskl - INFO - Epoch [94][2200/2506] lr: 7.686e-03, eta: 9:19:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9919, loss_cls: 0.4130, loss: 0.4130 +2024-07-18 15:03:50,880 - pyskl - INFO - Epoch [94][2300/2506] lr: 7.676e-03, eta: 9:19:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 0.4054, loss: 0.4054 +2024-07-18 15:04:14,299 - pyskl - INFO - Epoch [94][2400/2506] lr: 7.666e-03, eta: 9:18:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 0.4839, loss: 0.4839 +2024-07-18 15:04:37,692 - pyskl - INFO - Epoch [94][2500/2506] lr: 7.657e-03, eta: 9:18:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 0.4613, loss: 0.4613 +2024-07-18 15:04:39,587 - pyskl - INFO - Saving checkpoint at 94 epochs +2024-07-18 15:05:56,237 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 15:05:56,304 - pyskl - INFO - +top1_acc 0.8640 +top5_acc 0.9796 +2024-07-18 15:05:56,306 - pyskl - INFO - Epoch(val) [94][1031] top1_acc: 0.8640, top5_acc: 0.9796 +2024-07-18 15:06:37,724 - pyskl - INFO - Epoch [95][100/2506] lr: 7.647e-03, eta: 9:18:05, time: 0.414, data_time: 0.177, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 0.4091, loss: 0.4091 +2024-07-18 15:07:01,165 - pyskl - INFO - Epoch [95][200/2506] lr: 7.637e-03, eta: 9:17:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 0.3387, loss: 0.3387 +2024-07-18 15:07:24,690 - pyskl - INFO - Epoch [95][300/2506] lr: 7.627e-03, eta: 9:17:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 0.3306, loss: 0.3306 +2024-07-18 15:07:48,139 - pyskl - INFO - Epoch [95][400/2506] lr: 7.618e-03, eta: 9:16:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 0.3366, loss: 0.3366 +2024-07-18 15:08:11,749 - pyskl - INFO - Epoch [95][500/2506] lr: 7.608e-03, eta: 9:16:29, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 0.3397, loss: 0.3397 +2024-07-18 15:08:35,165 - pyskl - INFO - Epoch [95][600/2506] lr: 7.598e-03, eta: 9:16:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9900, loss_cls: 0.3466, loss: 0.3466 +2024-07-18 15:08:58,500 - pyskl - INFO - Epoch [95][700/2506] lr: 7.589e-03, eta: 9:15:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9912, loss_cls: 0.3638, loss: 0.3638 +2024-07-18 15:09:21,798 - pyskl - INFO - Epoch [95][800/2506] lr: 7.579e-03, eta: 9:15:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 0.3967, loss: 0.3967 +2024-07-18 15:09:45,083 - pyskl - INFO - Epoch [95][900/2506] lr: 7.570e-03, eta: 9:14:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 0.4054, loss: 0.4054 +2024-07-18 15:10:08,398 - pyskl - INFO - Epoch [95][1000/2506] lr: 7.560e-03, eta: 9:14:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9931, loss_cls: 0.3272, loss: 0.3272 +2024-07-18 15:10:31,730 - pyskl - INFO - Epoch [95][1100/2506] lr: 7.550e-03, eta: 9:14:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 0.3100, loss: 0.3100 +2024-07-18 15:10:55,053 - pyskl - INFO - Epoch [95][1200/2506] lr: 7.541e-03, eta: 9:13:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 0.4284, loss: 0.4284 +2024-07-18 15:11:18,430 - pyskl - INFO - Epoch [95][1300/2506] lr: 7.531e-03, eta: 9:13:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9919, loss_cls: 0.3769, loss: 0.3769 +2024-07-18 15:11:41,847 - pyskl - INFO - Epoch [95][1400/2506] lr: 7.522e-03, eta: 9:12:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 0.4385, loss: 0.4385 +2024-07-18 15:12:05,219 - pyskl - INFO - Epoch [95][1500/2506] lr: 7.512e-03, eta: 9:12:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 0.4110, loss: 0.4110 +2024-07-18 15:12:28,605 - pyskl - INFO - Epoch [95][1600/2506] lr: 7.502e-03, eta: 9:12:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 0.4598, loss: 0.4598 +2024-07-18 15:12:51,990 - pyskl - INFO - Epoch [95][1700/2506] lr: 7.493e-03, eta: 9:11:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9912, loss_cls: 0.3617, loss: 0.3617 +2024-07-18 15:13:15,399 - pyskl - INFO - Epoch [95][1800/2506] lr: 7.483e-03, eta: 9:11:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 0.4036, loss: 0.4036 +2024-07-18 15:13:38,764 - pyskl - INFO - Epoch [95][1900/2506] lr: 7.474e-03, eta: 9:10:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 0.4003, loss: 0.4003 +2024-07-18 15:14:02,109 - pyskl - INFO - Epoch [95][2000/2506] lr: 7.464e-03, eta: 9:10:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9862, loss_cls: 0.4631, loss: 0.4631 +2024-07-18 15:14:25,442 - pyskl - INFO - Epoch [95][2100/2506] lr: 7.455e-03, eta: 9:10:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 0.4299, loss: 0.4299 +2024-07-18 15:14:48,779 - pyskl - INFO - Epoch [95][2200/2506] lr: 7.445e-03, eta: 9:09:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 0.4661, loss: 0.4661 +2024-07-18 15:15:12,146 - pyskl - INFO - Epoch [95][2300/2506] lr: 7.436e-03, eta: 9:09:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 0.3987, loss: 0.3987 +2024-07-18 15:15:35,568 - pyskl - INFO - Epoch [95][2400/2506] lr: 7.426e-03, eta: 9:08:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 0.4422, loss: 0.4422 +2024-07-18 15:15:58,946 - pyskl - INFO - Epoch [95][2500/2506] lr: 7.416e-03, eta: 9:08:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 0.4171, loss: 0.4171 +2024-07-18 15:16:00,784 - pyskl - INFO - Saving checkpoint at 95 epochs +2024-07-18 15:17:17,517 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 15:17:17,584 - pyskl - INFO - +top1_acc 0.8753 +top5_acc 0.9808 +2024-07-18 15:17:17,587 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_93.pth was removed +2024-07-18 15:17:17,711 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_95.pth. +2024-07-18 15:17:17,712 - pyskl - INFO - Best top1_acc is 0.8753 at 95 epoch. +2024-07-18 15:17:17,714 - pyskl - INFO - Epoch(val) [95][1031] top1_acc: 0.8753, top5_acc: 0.9808 +2024-07-18 15:17:59,106 - pyskl - INFO - Epoch [96][100/2506] lr: 7.406e-03, eta: 9:08:09, time: 0.414, data_time: 0.177, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.3655, loss: 0.3655 +2024-07-18 15:18:22,430 - pyskl - INFO - Epoch [96][200/2506] lr: 7.397e-03, eta: 9:07:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 0.3420, loss: 0.3420 +2024-07-18 15:18:45,752 - pyskl - INFO - Epoch [96][300/2506] lr: 7.387e-03, eta: 9:07:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 0.3542, loss: 0.3542 +2024-07-18 15:19:09,143 - pyskl - INFO - Epoch [96][400/2506] lr: 7.378e-03, eta: 9:06:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 0.3524, loss: 0.3524 +2024-07-18 15:19:32,436 - pyskl - INFO - Epoch [96][500/2506] lr: 7.368e-03, eta: 9:06:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 0.3507, loss: 0.3507 +2024-07-18 15:19:55,849 - pyskl - INFO - Epoch [96][600/2506] lr: 7.359e-03, eta: 9:06:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 0.3103, loss: 0.3103 +2024-07-18 15:20:19,322 - pyskl - INFO - Epoch [96][700/2506] lr: 7.349e-03, eta: 9:05:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 0.3863, loss: 0.3863 +2024-07-18 15:20:42,658 - pyskl - INFO - Epoch [96][800/2506] lr: 7.340e-03, eta: 9:05:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9900, loss_cls: 0.3745, loss: 0.3745 +2024-07-18 15:21:05,988 - pyskl - INFO - Epoch [96][900/2506] lr: 7.330e-03, eta: 9:04:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 0.3462, loss: 0.3462 +2024-07-18 15:21:29,360 - pyskl - INFO - Epoch [96][1000/2506] lr: 7.321e-03, eta: 9:04:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 0.3368, loss: 0.3368 +2024-07-18 15:21:52,738 - pyskl - INFO - Epoch [96][1100/2506] lr: 7.311e-03, eta: 9:04:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 0.3945, loss: 0.3945 +2024-07-18 15:22:16,170 - pyskl - INFO - Epoch [96][1200/2506] lr: 7.302e-03, eta: 9:03:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 0.4255, loss: 0.4255 +2024-07-18 15:22:39,579 - pyskl - INFO - Epoch [96][1300/2506] lr: 7.292e-03, eta: 9:03:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 0.3791, loss: 0.3791 +2024-07-18 15:23:02,960 - pyskl - INFO - Epoch [96][1400/2506] lr: 7.283e-03, eta: 9:02:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 0.3910, loss: 0.3910 +2024-07-18 15:23:26,308 - pyskl - INFO - Epoch [96][1500/2506] lr: 7.273e-03, eta: 9:02:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 0.3630, loss: 0.3630 +2024-07-18 15:23:49,688 - pyskl - INFO - Epoch [96][1600/2506] lr: 7.264e-03, eta: 9:02:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9900, loss_cls: 0.4067, loss: 0.4067 +2024-07-18 15:24:13,066 - pyskl - INFO - Epoch [96][1700/2506] lr: 7.254e-03, eta: 9:01:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 0.4029, loss: 0.4029 +2024-07-18 15:24:36,380 - pyskl - INFO - Epoch [96][1800/2506] lr: 7.245e-03, eta: 9:01:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9869, loss_cls: 0.4201, loss: 0.4201 +2024-07-18 15:24:59,683 - pyskl - INFO - Epoch [96][1900/2506] lr: 7.235e-03, eta: 9:00:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 0.4520, loss: 0.4520 +2024-07-18 15:25:22,996 - pyskl - INFO - Epoch [96][2000/2506] lr: 7.226e-03, eta: 9:00:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 0.4074, loss: 0.4074 +2024-07-18 15:25:46,290 - pyskl - INFO - Epoch [96][2100/2506] lr: 7.216e-03, eta: 9:00:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 0.4087, loss: 0.4087 +2024-07-18 15:26:09,591 - pyskl - INFO - Epoch [96][2200/2506] lr: 7.207e-03, eta: 8:59:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 0.3591, loss: 0.3591 +2024-07-18 15:26:32,889 - pyskl - INFO - Epoch [96][2300/2506] lr: 7.197e-03, eta: 8:59:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9906, loss_cls: 0.3884, loss: 0.3884 +2024-07-18 15:26:56,199 - pyskl - INFO - Epoch [96][2400/2506] lr: 7.188e-03, eta: 8:58:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 0.4432, loss: 0.4432 +2024-07-18 15:27:19,476 - pyskl - INFO - Epoch [96][2500/2506] lr: 7.178e-03, eta: 8:58:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 0.4425, loss: 0.4425 +2024-07-18 15:27:21,299 - pyskl - INFO - Saving checkpoint at 96 epochs +2024-07-18 15:28:38,076 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 15:28:38,144 - pyskl - INFO - +top1_acc 0.8753 +top5_acc 0.9805 +2024-07-18 15:28:38,146 - pyskl - INFO - Epoch(val) [96][1031] top1_acc: 0.8753, top5_acc: 0.9805 +2024-07-18 15:29:19,124 - pyskl - INFO - Epoch [97][100/2506] lr: 7.168e-03, eta: 8:58:12, time: 0.410, data_time: 0.173, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 0.3345, loss: 0.3345 +2024-07-18 15:29:42,356 - pyskl - INFO - Epoch [97][200/2506] lr: 7.159e-03, eta: 8:57:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 0.3368, loss: 0.3368 +2024-07-18 15:30:05,752 - pyskl - INFO - Epoch [97][300/2506] lr: 7.150e-03, eta: 8:57:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 0.3509, loss: 0.3509 +2024-07-18 15:30:29,105 - pyskl - INFO - Epoch [97][400/2506] lr: 7.140e-03, eta: 8:57:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 0.3342, loss: 0.3342 +2024-07-18 15:30:52,458 - pyskl - INFO - Epoch [97][500/2506] lr: 7.131e-03, eta: 8:56:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 0.3447, loss: 0.3447 +2024-07-18 15:31:15,842 - pyskl - INFO - Epoch [97][600/2506] lr: 7.121e-03, eta: 8:56:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9925, loss_cls: 0.3534, loss: 0.3534 +2024-07-18 15:31:39,289 - pyskl - INFO - Epoch [97][700/2506] lr: 7.112e-03, eta: 8:55:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 0.3696, loss: 0.3696 +2024-07-18 15:32:02,719 - pyskl - INFO - Epoch [97][800/2506] lr: 7.102e-03, eta: 8:55:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 0.3191, loss: 0.3191 +2024-07-18 15:32:26,157 - pyskl - INFO - Epoch [97][900/2506] lr: 7.093e-03, eta: 8:54:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9931, loss_cls: 0.3313, loss: 0.3313 +2024-07-18 15:32:49,533 - pyskl - INFO - Epoch [97][1000/2506] lr: 7.084e-03, eta: 8:54:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 0.3457, loss: 0.3457 +2024-07-18 15:33:12,871 - pyskl - INFO - Epoch [97][1100/2506] lr: 7.074e-03, eta: 8:54:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 0.3787, loss: 0.3787 +2024-07-18 15:33:36,267 - pyskl - INFO - Epoch [97][1200/2506] lr: 7.065e-03, eta: 8:53:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 0.3948, loss: 0.3948 +2024-07-18 15:33:59,630 - pyskl - INFO - Epoch [97][1300/2506] lr: 7.055e-03, eta: 8:53:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9875, loss_cls: 0.4448, loss: 0.4448 +2024-07-18 15:34:22,993 - pyskl - INFO - Epoch [97][1400/2506] lr: 7.046e-03, eta: 8:52:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9912, loss_cls: 0.3517, loss: 0.3517 +2024-07-18 15:34:46,407 - pyskl - INFO - Epoch [97][1500/2506] lr: 7.036e-03, eta: 8:52:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 0.3700, loss: 0.3700 +2024-07-18 15:35:09,793 - pyskl - INFO - Epoch [97][1600/2506] lr: 7.027e-03, eta: 8:52:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9975, loss_cls: 0.3630, loss: 0.3630 +2024-07-18 15:35:33,166 - pyskl - INFO - Epoch [97][1700/2506] lr: 7.018e-03, eta: 8:51:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 0.4102, loss: 0.4102 +2024-07-18 15:35:56,564 - pyskl - INFO - Epoch [97][1800/2506] lr: 7.008e-03, eta: 8:51:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9969, loss_cls: 0.4131, loss: 0.4131 +2024-07-18 15:36:19,931 - pyskl - INFO - Epoch [97][1900/2506] lr: 6.999e-03, eta: 8:50:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 0.3592, loss: 0.3592 +2024-07-18 15:36:43,222 - pyskl - INFO - Epoch [97][2000/2506] lr: 6.990e-03, eta: 8:50:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 0.3718, loss: 0.3718 +2024-07-18 15:37:06,536 - pyskl - INFO - Epoch [97][2100/2506] lr: 6.980e-03, eta: 8:50:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 0.3941, loss: 0.3941 +2024-07-18 15:37:29,867 - pyskl - INFO - Epoch [97][2200/2506] lr: 6.971e-03, eta: 8:49:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 0.3809, loss: 0.3809 +2024-07-18 15:37:53,189 - pyskl - INFO - Epoch [97][2300/2506] lr: 6.961e-03, eta: 8:49:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 0.3990, loss: 0.3990 +2024-07-18 15:38:16,554 - pyskl - INFO - Epoch [97][2400/2506] lr: 6.952e-03, eta: 8:48:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 0.3786, loss: 0.3786 +2024-07-18 15:38:39,876 - pyskl - INFO - Epoch [97][2500/2506] lr: 6.943e-03, eta: 8:48:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 0.3757, loss: 0.3757 +2024-07-18 15:38:41,684 - pyskl - INFO - Saving checkpoint at 97 epochs +2024-07-18 15:39:58,581 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 15:39:58,649 - pyskl - INFO - +top1_acc 0.8647 +top5_acc 0.9771 +2024-07-18 15:39:58,651 - pyskl - INFO - Epoch(val) [97][1031] top1_acc: 0.8647, top5_acc: 0.9771 +2024-07-18 15:40:40,107 - pyskl - INFO - Epoch [98][100/2506] lr: 6.933e-03, eta: 8:48:16, time: 0.415, data_time: 0.177, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 0.3463, loss: 0.3463 +2024-07-18 15:41:03,494 - pyskl - INFO - Epoch [98][200/2506] lr: 6.923e-03, eta: 8:47:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 0.3036, loss: 0.3036 +2024-07-18 15:41:26,918 - pyskl - INFO - Epoch [98][300/2506] lr: 6.914e-03, eta: 8:47:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 0.3285, loss: 0.3285 +2024-07-18 15:41:50,222 - pyskl - INFO - Epoch [98][400/2506] lr: 6.905e-03, eta: 8:47:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 0.3693, loss: 0.3693 +2024-07-18 15:42:13,527 - pyskl - INFO - Epoch [98][500/2506] lr: 6.895e-03, eta: 8:46:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 0.3501, loss: 0.3501 +2024-07-18 15:42:36,876 - pyskl - INFO - Epoch [98][600/2506] lr: 6.886e-03, eta: 8:46:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 0.3779, loss: 0.3779 +2024-07-18 15:43:00,620 - pyskl - INFO - Epoch [98][700/2506] lr: 6.877e-03, eta: 8:45:51, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 0.3387, loss: 0.3387 +2024-07-18 15:43:24,162 - pyskl - INFO - Epoch [98][800/2506] lr: 6.867e-03, eta: 8:45:27, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 0.3411, loss: 0.3411 +2024-07-18 15:43:47,585 - pyskl - INFO - Epoch [98][900/2506] lr: 6.858e-03, eta: 8:45:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 0.3396, loss: 0.3396 +2024-07-18 15:44:10,988 - pyskl - INFO - Epoch [98][1000/2506] lr: 6.849e-03, eta: 8:44:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 0.3700, loss: 0.3700 +2024-07-18 15:44:34,415 - pyskl - INFO - Epoch [98][1100/2506] lr: 6.839e-03, eta: 8:44:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 0.3932, loss: 0.3932 +2024-07-18 15:44:57,838 - pyskl - INFO - Epoch [98][1200/2506] lr: 6.830e-03, eta: 8:43:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 0.3677, loss: 0.3677 +2024-07-18 15:45:21,163 - pyskl - INFO - Epoch [98][1300/2506] lr: 6.821e-03, eta: 8:43:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 0.3985, loss: 0.3985 +2024-07-18 15:45:44,479 - pyskl - INFO - Epoch [98][1400/2506] lr: 6.812e-03, eta: 8:43:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9962, loss_cls: 0.3837, loss: 0.3837 +2024-07-18 15:46:07,802 - pyskl - INFO - Epoch [98][1500/2506] lr: 6.802e-03, eta: 8:42:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 0.3900, loss: 0.3900 +2024-07-18 15:46:31,165 - pyskl - INFO - Epoch [98][1600/2506] lr: 6.793e-03, eta: 8:42:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9900, loss_cls: 0.3815, loss: 0.3815 +2024-07-18 15:46:54,507 - pyskl - INFO - Epoch [98][1700/2506] lr: 6.784e-03, eta: 8:41:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9900, loss_cls: 0.3838, loss: 0.3838 +2024-07-18 15:47:17,841 - pyskl - INFO - Epoch [98][1800/2506] lr: 6.774e-03, eta: 8:41:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 0.4380, loss: 0.4380 +2024-07-18 15:47:41,138 - pyskl - INFO - Epoch [98][1900/2506] lr: 6.765e-03, eta: 8:41:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9944, loss_cls: 0.3943, loss: 0.3943 +2024-07-18 15:48:04,476 - pyskl - INFO - Epoch [98][2000/2506] lr: 6.756e-03, eta: 8:40:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 0.3636, loss: 0.3636 +2024-07-18 15:48:27,769 - pyskl - INFO - Epoch [98][2100/2506] lr: 6.747e-03, eta: 8:40:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 0.3283, loss: 0.3283 +2024-07-18 15:48:51,059 - pyskl - INFO - Epoch [98][2200/2506] lr: 6.737e-03, eta: 8:39:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 0.4056, loss: 0.4056 +2024-07-18 15:49:14,356 - pyskl - INFO - Epoch [98][2300/2506] lr: 6.728e-03, eta: 8:39:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 0.3296, loss: 0.3296 +2024-07-18 15:49:37,632 - pyskl - INFO - Epoch [98][2400/2506] lr: 6.719e-03, eta: 8:39:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9906, loss_cls: 0.3620, loss: 0.3620 +2024-07-18 15:50:00,930 - pyskl - INFO - Epoch [98][2500/2506] lr: 6.709e-03, eta: 8:38:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 0.3823, loss: 0.3823 +2024-07-18 15:50:02,764 - pyskl - INFO - Saving checkpoint at 98 epochs +2024-07-18 15:51:19,514 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 15:51:19,582 - pyskl - INFO - +top1_acc 0.8571 +top5_acc 0.9813 +2024-07-18 15:51:19,584 - pyskl - INFO - Epoch(val) [98][1031] top1_acc: 0.8571, top5_acc: 0.9813 +2024-07-18 15:52:00,827 - pyskl - INFO - Epoch [99][100/2506] lr: 6.700e-03, eta: 8:38:19, time: 0.412, data_time: 0.176, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9969, loss_cls: 0.3829, loss: 0.3829 +2024-07-18 15:52:24,066 - pyskl - INFO - Epoch [99][200/2506] lr: 6.690e-03, eta: 8:37:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 0.3230, loss: 0.3230 +2024-07-18 15:52:47,658 - pyskl - INFO - Epoch [99][300/2506] lr: 6.681e-03, eta: 8:37:31, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9988, loss_cls: 0.3114, loss: 0.3114 +2024-07-18 15:53:11,260 - pyskl - INFO - Epoch [99][400/2506] lr: 6.672e-03, eta: 8:37:07, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 0.3400, loss: 0.3400 +2024-07-18 15:53:34,787 - pyskl - INFO - Epoch [99][500/2506] lr: 6.663e-03, eta: 8:36:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9931, loss_cls: 0.3154, loss: 0.3154 +2024-07-18 15:53:58,341 - pyskl - INFO - Epoch [99][600/2506] lr: 6.653e-03, eta: 8:36:19, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 0.3695, loss: 0.3695 +2024-07-18 15:54:21,981 - pyskl - INFO - Epoch [99][700/2506] lr: 6.644e-03, eta: 8:35:55, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 0.3102, loss: 0.3102 +2024-07-18 15:54:45,686 - pyskl - INFO - Epoch [99][800/2506] lr: 6.635e-03, eta: 8:35:31, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 0.3351, loss: 0.3351 +2024-07-18 15:55:09,175 - pyskl - INFO - Epoch [99][900/2506] lr: 6.626e-03, eta: 8:35:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 0.2947, loss: 0.2947 +2024-07-18 15:55:32,532 - pyskl - INFO - Epoch [99][1000/2506] lr: 6.617e-03, eta: 8:34:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 0.3238, loss: 0.3238 +2024-07-18 15:55:55,944 - pyskl - INFO - Epoch [99][1100/2506] lr: 6.607e-03, eta: 8:34:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 0.3489, loss: 0.3489 +2024-07-18 15:56:19,373 - pyskl - INFO - Epoch [99][1200/2506] lr: 6.598e-03, eta: 8:33:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9981, loss_cls: 0.3171, loss: 0.3171 +2024-07-18 15:56:42,875 - pyskl - INFO - Epoch [99][1300/2506] lr: 6.589e-03, eta: 8:33:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 0.3477, loss: 0.3477 +2024-07-18 15:57:06,342 - pyskl - INFO - Epoch [99][1400/2506] lr: 6.580e-03, eta: 8:33:06, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 0.3088, loss: 0.3088 +2024-07-18 15:57:29,689 - pyskl - INFO - Epoch [99][1500/2506] lr: 6.570e-03, eta: 8:32:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9900, loss_cls: 0.3895, loss: 0.3895 +2024-07-18 15:57:53,033 - pyskl - INFO - Epoch [99][1600/2506] lr: 6.561e-03, eta: 8:32:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 0.3294, loss: 0.3294 +2024-07-18 15:58:16,330 - pyskl - INFO - Epoch [99][1700/2506] lr: 6.552e-03, eta: 8:31:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 0.3516, loss: 0.3516 +2024-07-18 15:58:39,615 - pyskl - INFO - Epoch [99][1800/2506] lr: 6.543e-03, eta: 8:31:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 0.3408, loss: 0.3408 +2024-07-18 15:59:02,965 - pyskl - INFO - Epoch [99][1900/2506] lr: 6.534e-03, eta: 8:31:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 0.3055, loss: 0.3055 +2024-07-18 15:59:26,274 - pyskl - INFO - Epoch [99][2000/2506] lr: 6.525e-03, eta: 8:30:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 0.3619, loss: 0.3619 +2024-07-18 15:59:49,599 - pyskl - INFO - Epoch [99][2100/2506] lr: 6.515e-03, eta: 8:30:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9919, loss_cls: 0.3526, loss: 0.3526 +2024-07-18 16:00:12,979 - pyskl - INFO - Epoch [99][2200/2506] lr: 6.506e-03, eta: 8:29:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 0.3504, loss: 0.3504 +2024-07-18 16:00:36,356 - pyskl - INFO - Epoch [99][2300/2506] lr: 6.497e-03, eta: 8:29:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 0.3784, loss: 0.3784 +2024-07-18 16:00:59,693 - pyskl - INFO - Epoch [99][2400/2506] lr: 6.488e-03, eta: 8:29:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 0.3560, loss: 0.3560 +2024-07-18 16:01:23,027 - pyskl - INFO - Epoch [99][2500/2506] lr: 6.479e-03, eta: 8:28:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 0.4037, loss: 0.4037 +2024-07-18 16:01:24,854 - pyskl - INFO - Saving checkpoint at 99 epochs +2024-07-18 16:02:41,937 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 16:02:42,006 - pyskl - INFO - +top1_acc 0.8689 +top5_acc 0.9779 +2024-07-18 16:02:42,008 - pyskl - INFO - Epoch(val) [99][1031] top1_acc: 0.8689, top5_acc: 0.9779 +2024-07-18 16:03:23,372 - pyskl - INFO - Epoch [100][100/2506] lr: 6.469e-03, eta: 8:28:23, time: 0.414, data_time: 0.177, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 0.3613, loss: 0.3613 +2024-07-18 16:03:46,624 - pyskl - INFO - Epoch [100][200/2506] lr: 6.460e-03, eta: 8:27:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 0.2993, loss: 0.2993 +2024-07-18 16:04:09,958 - pyskl - INFO - Epoch [100][300/2506] lr: 6.451e-03, eta: 8:27:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 0.3055, loss: 0.3055 +2024-07-18 16:04:33,396 - pyskl - INFO - Epoch [100][400/2506] lr: 6.442e-03, eta: 8:27:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 0.3200, loss: 0.3200 +2024-07-18 16:04:57,024 - pyskl - INFO - Epoch [100][500/2506] lr: 6.432e-03, eta: 8:26:47, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9919, loss_cls: 0.3399, loss: 0.3399 +2024-07-18 16:05:20,529 - pyskl - INFO - Epoch [100][600/2506] lr: 6.423e-03, eta: 8:26:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 0.3444, loss: 0.3444 +2024-07-18 16:05:44,025 - pyskl - INFO - Epoch [100][700/2506] lr: 6.414e-03, eta: 8:25:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 0.2997, loss: 0.2997 +2024-07-18 16:06:07,535 - pyskl - INFO - Epoch [100][800/2506] lr: 6.405e-03, eta: 8:25:35, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 0.3559, loss: 0.3559 +2024-07-18 16:06:30,888 - pyskl - INFO - Epoch [100][900/2506] lr: 6.396e-03, eta: 8:25:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9981, loss_cls: 0.3322, loss: 0.3322 +2024-07-18 16:06:54,217 - pyskl - INFO - Epoch [100][1000/2506] lr: 6.387e-03, eta: 8:24:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 0.3203, loss: 0.3203 +2024-07-18 16:07:17,565 - pyskl - INFO - Epoch [100][1100/2506] lr: 6.378e-03, eta: 8:24:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 0.3225, loss: 0.3225 +2024-07-18 16:07:40,865 - pyskl - INFO - Epoch [100][1200/2506] lr: 6.369e-03, eta: 8:23:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 0.3191, loss: 0.3191 +2024-07-18 16:08:04,175 - pyskl - INFO - Epoch [100][1300/2506] lr: 6.360e-03, eta: 8:23:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9888, loss_cls: 0.3764, loss: 0.3764 +2024-07-18 16:08:27,481 - pyskl - INFO - Epoch [100][1400/2506] lr: 6.350e-03, eta: 8:23:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 0.3505, loss: 0.3505 +2024-07-18 16:08:50,760 - pyskl - INFO - Epoch [100][1500/2506] lr: 6.341e-03, eta: 8:22:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 0.3353, loss: 0.3353 +2024-07-18 16:09:14,041 - pyskl - INFO - Epoch [100][1600/2506] lr: 6.332e-03, eta: 8:22:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 0.3572, loss: 0.3572 +2024-07-18 16:09:37,451 - pyskl - INFO - Epoch [100][1700/2506] lr: 6.323e-03, eta: 8:21:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 0.3562, loss: 0.3562 +2024-07-18 16:10:00,775 - pyskl - INFO - Epoch [100][1800/2506] lr: 6.314e-03, eta: 8:21:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 0.3832, loss: 0.3832 +2024-07-18 16:10:24,103 - pyskl - INFO - Epoch [100][1900/2506] lr: 6.305e-03, eta: 8:21:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 0.4004, loss: 0.4004 +2024-07-18 16:10:47,432 - pyskl - INFO - Epoch [100][2000/2506] lr: 6.296e-03, eta: 8:20:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 0.3622, loss: 0.3622 +2024-07-18 16:11:10,745 - pyskl - INFO - Epoch [100][2100/2506] lr: 6.287e-03, eta: 8:20:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 0.3438, loss: 0.3438 +2024-07-18 16:11:34,062 - pyskl - INFO - Epoch [100][2200/2506] lr: 6.278e-03, eta: 8:19:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.3558, loss: 0.3558 +2024-07-18 16:11:57,376 - pyskl - INFO - Epoch [100][2300/2506] lr: 6.269e-03, eta: 8:19:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 0.3571, loss: 0.3571 +2024-07-18 16:12:20,682 - pyskl - INFO - Epoch [100][2400/2506] lr: 6.260e-03, eta: 8:19:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9906, loss_cls: 0.3445, loss: 0.3445 +2024-07-18 16:12:43,960 - pyskl - INFO - Epoch [100][2500/2506] lr: 6.251e-03, eta: 8:18:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 0.3112, loss: 0.3112 +2024-07-18 16:12:45,762 - pyskl - INFO - Saving checkpoint at 100 epochs +2024-07-18 16:14:02,758 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 16:14:02,825 - pyskl - INFO - +top1_acc 0.8753 +top5_acc 0.9807 +2024-07-18 16:14:02,827 - pyskl - INFO - Epoch(val) [100][1031] top1_acc: 0.8753, top5_acc: 0.9807 +2024-07-18 16:14:44,144 - pyskl - INFO - Epoch [101][100/2506] lr: 6.241e-03, eta: 8:18:27, time: 0.413, data_time: 0.176, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 0.3067, loss: 0.3067 +2024-07-18 16:15:07,573 - pyskl - INFO - Epoch [101][200/2506] lr: 6.232e-03, eta: 8:18:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 0.2506, loss: 0.2506 +2024-07-18 16:15:31,129 - pyskl - INFO - Epoch [101][300/2506] lr: 6.223e-03, eta: 8:17:38, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9938, loss_cls: 0.3036, loss: 0.3036 +2024-07-18 16:15:54,554 - pyskl - INFO - Epoch [101][400/2506] lr: 6.214e-03, eta: 8:17:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 0.2400, loss: 0.2400 +2024-07-18 16:16:17,999 - pyskl - INFO - Epoch [101][500/2506] lr: 6.205e-03, eta: 8:16:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 0.3405, loss: 0.3405 +2024-07-18 16:16:41,419 - pyskl - INFO - Epoch [101][600/2506] lr: 6.196e-03, eta: 8:16:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9906, loss_cls: 0.3672, loss: 0.3672 +2024-07-18 16:17:05,013 - pyskl - INFO - Epoch [101][700/2506] lr: 6.187e-03, eta: 8:16:02, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 0.2914, loss: 0.2914 +2024-07-18 16:17:28,431 - pyskl - INFO - Epoch [101][800/2506] lr: 6.178e-03, eta: 8:15:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 0.2976, loss: 0.2976 +2024-07-18 16:17:51,725 - pyskl - INFO - Epoch [101][900/2506] lr: 6.169e-03, eta: 8:15:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9919, loss_cls: 0.3511, loss: 0.3511 +2024-07-18 16:18:14,991 - pyskl - INFO - Epoch [101][1000/2506] lr: 6.160e-03, eta: 8:14:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 0.3277, loss: 0.3277 +2024-07-18 16:18:38,274 - pyskl - INFO - Epoch [101][1100/2506] lr: 6.151e-03, eta: 8:14:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9919, loss_cls: 0.3356, loss: 0.3356 +2024-07-18 16:19:01,565 - pyskl - INFO - Epoch [101][1200/2506] lr: 6.142e-03, eta: 8:14:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 0.3649, loss: 0.3649 +2024-07-18 16:19:24,812 - pyskl - INFO - Epoch [101][1300/2506] lr: 6.133e-03, eta: 8:13:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 0.3253, loss: 0.3253 +2024-07-18 16:19:48,101 - pyskl - INFO - Epoch [101][1400/2506] lr: 6.124e-03, eta: 8:13:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 0.3840, loss: 0.3840 +2024-07-18 16:20:11,375 - pyskl - INFO - Epoch [101][1500/2506] lr: 6.115e-03, eta: 8:12:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 0.3278, loss: 0.3278 +2024-07-18 16:20:34,669 - pyskl - INFO - Epoch [101][1600/2506] lr: 6.106e-03, eta: 8:12:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 0.2924, loss: 0.2924 +2024-07-18 16:20:57,950 - pyskl - INFO - Epoch [101][1700/2506] lr: 6.097e-03, eta: 8:12:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 0.3592, loss: 0.3592 +2024-07-18 16:21:21,221 - pyskl - INFO - Epoch [101][1800/2506] lr: 6.088e-03, eta: 8:11:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 0.3402, loss: 0.3402 +2024-07-18 16:21:44,496 - pyskl - INFO - Epoch [101][1900/2506] lr: 6.079e-03, eta: 8:11:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 0.3458, loss: 0.3458 +2024-07-18 16:22:07,787 - pyskl - INFO - Epoch [101][2000/2506] lr: 6.070e-03, eta: 8:10:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 0.3808, loss: 0.3808 +2024-07-18 16:22:31,060 - pyskl - INFO - Epoch [101][2100/2506] lr: 6.061e-03, eta: 8:10:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 0.3136, loss: 0.3136 +2024-07-18 16:22:54,335 - pyskl - INFO - Epoch [101][2200/2506] lr: 6.052e-03, eta: 8:09:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 0.3701, loss: 0.3701 +2024-07-18 16:23:17,695 - pyskl - INFO - Epoch [101][2300/2506] lr: 6.043e-03, eta: 8:09:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 0.3546, loss: 0.3546 +2024-07-18 16:23:40,980 - pyskl - INFO - Epoch [101][2400/2506] lr: 6.034e-03, eta: 8:09:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 0.3739, loss: 0.3739 +2024-07-18 16:24:04,277 - pyskl - INFO - Epoch [101][2500/2506] lr: 6.025e-03, eta: 8:08:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 0.3386, loss: 0.3386 +2024-07-18 16:24:06,147 - pyskl - INFO - Saving checkpoint at 101 epochs +2024-07-18 16:25:23,164 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 16:25:23,231 - pyskl - INFO - +top1_acc 0.8778 +top5_acc 0.9811 +2024-07-18 16:25:23,235 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_95.pth was removed +2024-07-18 16:25:23,363 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_101.pth. +2024-07-18 16:25:23,364 - pyskl - INFO - Best top1_acc is 0.8778 at 101 epoch. +2024-07-18 16:25:23,366 - pyskl - INFO - Epoch(val) [101][1031] top1_acc: 0.8778, top5_acc: 0.9811 +2024-07-18 16:26:04,859 - pyskl - INFO - Epoch [102][100/2506] lr: 6.016e-03, eta: 8:08:29, time: 0.415, data_time: 0.178, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 0.2925, loss: 0.2925 +2024-07-18 16:26:28,105 - pyskl - INFO - Epoch [102][200/2506] lr: 6.007e-03, eta: 8:08:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 0.2958, loss: 0.2958 +2024-07-18 16:26:51,524 - pyskl - INFO - Epoch [102][300/2506] lr: 5.998e-03, eta: 8:07:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 0.2896, loss: 0.2896 +2024-07-18 16:27:14,969 - pyskl - INFO - Epoch [102][400/2506] lr: 5.989e-03, eta: 8:07:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 0.3228, loss: 0.3228 +2024-07-18 16:27:38,374 - pyskl - INFO - Epoch [102][500/2506] lr: 5.980e-03, eta: 8:06:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 0.2944, loss: 0.2944 +2024-07-18 16:28:01,760 - pyskl - INFO - Epoch [102][600/2506] lr: 5.971e-03, eta: 8:06:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9975, loss_cls: 0.3317, loss: 0.3317 +2024-07-18 16:28:25,198 - pyskl - INFO - Epoch [102][700/2506] lr: 5.962e-03, eta: 8:06:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 0.3136, loss: 0.3136 +2024-07-18 16:28:48,731 - pyskl - INFO - Epoch [102][800/2506] lr: 5.953e-03, eta: 8:05:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9912, loss_cls: 0.3302, loss: 0.3302 +2024-07-18 16:29:12,203 - pyskl - INFO - Epoch [102][900/2506] lr: 5.945e-03, eta: 8:05:16, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 0.2910, loss: 0.2910 +2024-07-18 16:29:35,569 - pyskl - INFO - Epoch [102][1000/2506] lr: 5.936e-03, eta: 8:04:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 0.3031, loss: 0.3031 +2024-07-18 16:29:58,911 - pyskl - INFO - Epoch [102][1100/2506] lr: 5.927e-03, eta: 8:04:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 0.3026, loss: 0.3026 +2024-07-18 16:30:22,234 - pyskl - INFO - Epoch [102][1200/2506] lr: 5.918e-03, eta: 8:04:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 0.3040, loss: 0.3040 +2024-07-18 16:30:45,526 - pyskl - INFO - Epoch [102][1300/2506] lr: 5.909e-03, eta: 8:03:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9919, loss_cls: 0.2911, loss: 0.2911 +2024-07-18 16:31:08,839 - pyskl - INFO - Epoch [102][1400/2506] lr: 5.900e-03, eta: 8:03:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 0.3097, loss: 0.3097 +2024-07-18 16:31:32,248 - pyskl - INFO - Epoch [102][1500/2506] lr: 5.891e-03, eta: 8:02:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 0.2757, loss: 0.2757 +2024-07-18 16:31:55,605 - pyskl - INFO - Epoch [102][1600/2506] lr: 5.882e-03, eta: 8:02:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9925, loss_cls: 0.3260, loss: 0.3260 +2024-07-18 16:32:18,960 - pyskl - INFO - Epoch [102][1700/2506] lr: 5.873e-03, eta: 8:02:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 0.3171, loss: 0.3171 +2024-07-18 16:32:42,307 - pyskl - INFO - Epoch [102][1800/2506] lr: 5.865e-03, eta: 8:01:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9925, loss_cls: 0.3239, loss: 0.3239 +2024-07-18 16:33:05,687 - pyskl - INFO - Epoch [102][1900/2506] lr: 5.856e-03, eta: 8:01:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9925, loss_cls: 0.2964, loss: 0.2964 +2024-07-18 16:33:29,132 - pyskl - INFO - Epoch [102][2000/2506] lr: 5.847e-03, eta: 8:00:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 0.3120, loss: 0.3120 +2024-07-18 16:33:52,514 - pyskl - INFO - Epoch [102][2100/2506] lr: 5.838e-03, eta: 8:00:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 0.3387, loss: 0.3387 +2024-07-18 16:34:15,880 - pyskl - INFO - Epoch [102][2200/2506] lr: 5.829e-03, eta: 8:00:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 0.3504, loss: 0.3504 +2024-07-18 16:34:39,252 - pyskl - INFO - Epoch [102][2300/2506] lr: 5.820e-03, eta: 7:59:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 0.2996, loss: 0.2996 +2024-07-18 16:35:02,620 - pyskl - INFO - Epoch [102][2400/2506] lr: 5.812e-03, eta: 7:59:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 0.3643, loss: 0.3643 +2024-07-18 16:35:26,027 - pyskl - INFO - Epoch [102][2500/2506] lr: 5.803e-03, eta: 7:58:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 0.3725, loss: 0.3725 +2024-07-18 16:35:27,858 - pyskl - INFO - Saving checkpoint at 102 epochs +2024-07-18 16:36:44,643 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 16:36:44,710 - pyskl - INFO - +top1_acc 0.8755 +top5_acc 0.9793 +2024-07-18 16:36:44,712 - pyskl - INFO - Epoch(val) [102][1031] top1_acc: 0.8755, top5_acc: 0.9793 +2024-07-18 16:37:26,241 - pyskl - INFO - Epoch [103][100/2506] lr: 5.793e-03, eta: 7:58:33, time: 0.415, data_time: 0.178, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 0.3127, loss: 0.3127 +2024-07-18 16:37:49,590 - pyskl - INFO - Epoch [103][200/2506] lr: 5.785e-03, eta: 7:58:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9956, loss_cls: 0.2388, loss: 0.2388 +2024-07-18 16:38:12,991 - pyskl - INFO - Epoch [103][300/2506] lr: 5.776e-03, eta: 7:57:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 0.2965, loss: 0.2965 +2024-07-18 16:38:36,639 - pyskl - INFO - Epoch [103][400/2506] lr: 5.767e-03, eta: 7:57:20, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9900, loss_cls: 0.3392, loss: 0.3392 +2024-07-18 16:39:00,204 - pyskl - INFO - Epoch [103][500/2506] lr: 5.758e-03, eta: 7:56:56, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 0.2908, loss: 0.2908 +2024-07-18 16:39:23,694 - pyskl - INFO - Epoch [103][600/2506] lr: 5.749e-03, eta: 7:56:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.2676, loss: 0.2676 +2024-07-18 16:39:47,199 - pyskl - INFO - Epoch [103][700/2506] lr: 5.741e-03, eta: 7:56:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 0.2845, loss: 0.2845 +2024-07-18 16:40:10,727 - pyskl - INFO - Epoch [103][800/2506] lr: 5.732e-03, eta: 7:55:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 0.3523, loss: 0.3523 +2024-07-18 16:40:34,125 - pyskl - INFO - Epoch [103][900/2506] lr: 5.723e-03, eta: 7:55:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 0.3587, loss: 0.3587 +2024-07-18 16:40:57,467 - pyskl - INFO - Epoch [103][1000/2506] lr: 5.714e-03, eta: 7:54:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9944, loss_cls: 0.3100, loss: 0.3100 +2024-07-18 16:41:20,770 - pyskl - INFO - Epoch [103][1100/2506] lr: 5.706e-03, eta: 7:54:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 0.2750, loss: 0.2750 +2024-07-18 16:41:44,064 - pyskl - INFO - Epoch [103][1200/2506] lr: 5.697e-03, eta: 7:54:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 0.2742, loss: 0.2742 +2024-07-18 16:42:07,366 - pyskl - INFO - Epoch [103][1300/2506] lr: 5.688e-03, eta: 7:53:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 0.3512, loss: 0.3512 +2024-07-18 16:42:30,665 - pyskl - INFO - Epoch [103][1400/2506] lr: 5.679e-03, eta: 7:53:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 0.3422, loss: 0.3422 +2024-07-18 16:42:53,989 - pyskl - INFO - Epoch [103][1500/2506] lr: 5.670e-03, eta: 7:52:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 0.2685, loss: 0.2685 +2024-07-18 16:43:17,366 - pyskl - INFO - Epoch [103][1600/2506] lr: 5.662e-03, eta: 7:52:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 0.3210, loss: 0.3210 +2024-07-18 16:43:40,872 - pyskl - INFO - Epoch [103][1700/2506] lr: 5.653e-03, eta: 7:52:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 0.3341, loss: 0.3341 +2024-07-18 16:44:04,203 - pyskl - INFO - Epoch [103][1800/2506] lr: 5.644e-03, eta: 7:51:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 0.2998, loss: 0.2998 +2024-07-18 16:44:27,653 - pyskl - INFO - Epoch [103][1900/2506] lr: 5.636e-03, eta: 7:51:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9988, loss_cls: 0.2955, loss: 0.2955 +2024-07-18 16:44:51,080 - pyskl - INFO - Epoch [103][2000/2506] lr: 5.627e-03, eta: 7:50:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 0.3107, loss: 0.3107 +2024-07-18 16:45:14,515 - pyskl - INFO - Epoch [103][2100/2506] lr: 5.618e-03, eta: 7:50:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 0.3121, loss: 0.3121 +2024-07-18 16:45:37,959 - pyskl - INFO - Epoch [103][2200/2506] lr: 5.609e-03, eta: 7:50:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 0.3088, loss: 0.3088 +2024-07-18 16:46:01,419 - pyskl - INFO - Epoch [103][2300/2506] lr: 5.601e-03, eta: 7:49:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 0.3491, loss: 0.3491 +2024-07-18 16:46:24,865 - pyskl - INFO - Epoch [103][2400/2506] lr: 5.592e-03, eta: 7:49:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 0.3115, loss: 0.3115 +2024-07-18 16:46:48,279 - pyskl - INFO - Epoch [103][2500/2506] lr: 5.583e-03, eta: 7:48:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 0.3160, loss: 0.3160 +2024-07-18 16:46:50,092 - pyskl - INFO - Saving checkpoint at 103 epochs +2024-07-18 16:48:06,980 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 16:48:07,049 - pyskl - INFO - +top1_acc 0.8805 +top5_acc 0.9817 +2024-07-18 16:48:07,052 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_101.pth was removed +2024-07-18 16:48:07,180 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_103.pth. +2024-07-18 16:48:07,180 - pyskl - INFO - Best top1_acc is 0.8805 at 103 epoch. +2024-07-18 16:48:07,182 - pyskl - INFO - Epoch(val) [103][1031] top1_acc: 0.8805, top5_acc: 0.9817 +2024-07-18 16:48:48,874 - pyskl - INFO - Epoch [104][100/2506] lr: 5.574e-03, eta: 7:48:36, time: 0.417, data_time: 0.178, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 0.2789, loss: 0.2789 +2024-07-18 16:49:12,248 - pyskl - INFO - Epoch [104][200/2506] lr: 5.565e-03, eta: 7:48:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9944, loss_cls: 0.2607, loss: 0.2607 +2024-07-18 16:49:35,703 - pyskl - INFO - Epoch [104][300/2506] lr: 5.557e-03, eta: 7:47:48, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9994, loss_cls: 0.2476, loss: 0.2476 +2024-07-18 16:49:59,264 - pyskl - INFO - Epoch [104][400/2506] lr: 5.548e-03, eta: 7:47:24, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 0.2705, loss: 0.2705 +2024-07-18 16:50:23,008 - pyskl - INFO - Epoch [104][500/2506] lr: 5.539e-03, eta: 7:47:00, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9950, loss_cls: 0.2439, loss: 0.2439 +2024-07-18 16:50:46,622 - pyskl - INFO - Epoch [104][600/2506] lr: 5.531e-03, eta: 7:46:36, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9994, loss_cls: 0.2501, loss: 0.2501 +2024-07-18 16:51:10,090 - pyskl - INFO - Epoch [104][700/2506] lr: 5.522e-03, eta: 7:46:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 0.2742, loss: 0.2742 +2024-07-18 16:51:33,533 - pyskl - INFO - Epoch [104][800/2506] lr: 5.513e-03, eta: 7:45:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 0.2774, loss: 0.2774 +2024-07-18 16:51:57,004 - pyskl - INFO - Epoch [104][900/2506] lr: 5.505e-03, eta: 7:45:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 0.2733, loss: 0.2733 +2024-07-18 16:52:20,367 - pyskl - INFO - Epoch [104][1000/2506] lr: 5.496e-03, eta: 7:45:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 0.3114, loss: 0.3114 +2024-07-18 16:52:43,754 - pyskl - INFO - Epoch [104][1100/2506] lr: 5.487e-03, eta: 7:44:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 0.3068, loss: 0.3068 +2024-07-18 16:53:07,079 - pyskl - INFO - Epoch [104][1200/2506] lr: 5.479e-03, eta: 7:44:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 0.2549, loss: 0.2549 +2024-07-18 16:53:30,398 - pyskl - INFO - Epoch [104][1300/2506] lr: 5.470e-03, eta: 7:43:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 0.3249, loss: 0.3249 +2024-07-18 16:53:53,715 - pyskl - INFO - Epoch [104][1400/2506] lr: 5.461e-03, eta: 7:43:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9931, loss_cls: 0.2897, loss: 0.2897 +2024-07-18 16:54:17,090 - pyskl - INFO - Epoch [104][1500/2506] lr: 5.453e-03, eta: 7:42:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9925, loss_cls: 0.3127, loss: 0.3127 +2024-07-18 16:54:40,473 - pyskl - INFO - Epoch [104][1600/2506] lr: 5.444e-03, eta: 7:42:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9925, loss_cls: 0.3318, loss: 0.3318 +2024-07-18 16:55:03,847 - pyskl - INFO - Epoch [104][1700/2506] lr: 5.435e-03, eta: 7:42:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 0.3248, loss: 0.3248 +2024-07-18 16:55:27,257 - pyskl - INFO - Epoch [104][1800/2506] lr: 5.427e-03, eta: 7:41:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 0.3074, loss: 0.3074 +2024-07-18 16:55:50,682 - pyskl - INFO - Epoch [104][1900/2506] lr: 5.418e-03, eta: 7:41:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 0.2799, loss: 0.2799 +2024-07-18 16:56:14,203 - pyskl - INFO - Epoch [104][2000/2506] lr: 5.410e-03, eta: 7:40:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 0.3278, loss: 0.3278 +2024-07-18 16:56:37,719 - pyskl - INFO - Epoch [104][2100/2506] lr: 5.401e-03, eta: 7:40:34, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 0.2896, loss: 0.2896 +2024-07-18 16:57:01,200 - pyskl - INFO - Epoch [104][2200/2506] lr: 5.392e-03, eta: 7:40:10, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 0.2907, loss: 0.2907 +2024-07-18 16:57:24,589 - pyskl - INFO - Epoch [104][2300/2506] lr: 5.384e-03, eta: 7:39:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 0.3034, loss: 0.3034 +2024-07-18 16:57:47,979 - pyskl - INFO - Epoch [104][2400/2506] lr: 5.375e-03, eta: 7:39:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 0.3256, loss: 0.3256 +2024-07-18 16:58:11,390 - pyskl - INFO - Epoch [104][2500/2506] lr: 5.367e-03, eta: 7:38:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 0.2896, loss: 0.2896 +2024-07-18 16:58:13,226 - pyskl - INFO - Saving checkpoint at 104 epochs +2024-07-18 16:59:30,001 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 16:59:30,068 - pyskl - INFO - +top1_acc 0.8780 +top5_acc 0.9823 +2024-07-18 16:59:30,070 - pyskl - INFO - Epoch(val) [104][1031] top1_acc: 0.8780, top5_acc: 0.9823 +2024-07-18 17:00:11,496 - pyskl - INFO - Epoch [105][100/2506] lr: 5.358e-03, eta: 7:38:40, time: 0.414, data_time: 0.177, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9950, loss_cls: 0.2425, loss: 0.2425 +2024-07-18 17:00:34,792 - pyskl - INFO - Epoch [105][200/2506] lr: 5.349e-03, eta: 7:38:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 0.2799, loss: 0.2799 +2024-07-18 17:00:58,168 - pyskl - INFO - Epoch [105][300/2506] lr: 5.340e-03, eta: 7:37:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.2497, loss: 0.2497 +2024-07-18 17:01:21,587 - pyskl - INFO - Epoch [105][400/2506] lr: 5.332e-03, eta: 7:37:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9925, loss_cls: 0.2740, loss: 0.2740 +2024-07-18 17:01:45,138 - pyskl - INFO - Epoch [105][500/2506] lr: 5.323e-03, eta: 7:37:03, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.2403, loss: 0.2403 +2024-07-18 17:02:08,602 - pyskl - INFO - Epoch [105][600/2506] lr: 5.315e-03, eta: 7:36:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9950, loss_cls: 0.2546, loss: 0.2546 +2024-07-18 17:02:32,340 - pyskl - INFO - Epoch [105][700/2506] lr: 5.306e-03, eta: 7:36:15, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 0.2279, loss: 0.2279 +2024-07-18 17:02:55,876 - pyskl - INFO - Epoch [105][800/2506] lr: 5.298e-03, eta: 7:35:51, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 0.2929, loss: 0.2929 +2024-07-18 17:03:19,201 - pyskl - INFO - Epoch [105][900/2506] lr: 5.289e-03, eta: 7:35:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 0.2895, loss: 0.2895 +2024-07-18 17:03:42,595 - pyskl - INFO - Epoch [105][1000/2506] lr: 5.281e-03, eta: 7:35:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.2766, loss: 0.2766 +2024-07-18 17:04:05,991 - pyskl - INFO - Epoch [105][1100/2506] lr: 5.272e-03, eta: 7:34:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 0.2621, loss: 0.2621 +2024-07-18 17:04:29,418 - pyskl - INFO - Epoch [105][1200/2506] lr: 5.264e-03, eta: 7:34:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.2498, loss: 0.2498 +2024-07-18 17:04:52,741 - pyskl - INFO - Epoch [105][1300/2506] lr: 5.255e-03, eta: 7:33:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 0.2855, loss: 0.2855 +2024-07-18 17:05:16,065 - pyskl - INFO - Epoch [105][1400/2506] lr: 5.247e-03, eta: 7:33:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 0.3013, loss: 0.3013 +2024-07-18 17:05:39,382 - pyskl - INFO - Epoch [105][1500/2506] lr: 5.238e-03, eta: 7:33:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 0.3141, loss: 0.3141 +2024-07-18 17:06:02,707 - pyskl - INFO - Epoch [105][1600/2506] lr: 5.230e-03, eta: 7:32:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 0.3052, loss: 0.3052 +2024-07-18 17:06:26,076 - pyskl - INFO - Epoch [105][1700/2506] lr: 5.221e-03, eta: 7:32:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9931, loss_cls: 0.2848, loss: 0.2848 +2024-07-18 17:06:49,441 - pyskl - INFO - Epoch [105][1800/2506] lr: 5.213e-03, eta: 7:31:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 0.3250, loss: 0.3250 +2024-07-18 17:07:12,789 - pyskl - INFO - Epoch [105][1900/2506] lr: 5.204e-03, eta: 7:31:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 0.3263, loss: 0.3263 +2024-07-18 17:07:36,188 - pyskl - INFO - Epoch [105][2000/2506] lr: 5.196e-03, eta: 7:31:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9938, loss_cls: 0.2742, loss: 0.2742 +2024-07-18 17:07:59,584 - pyskl - INFO - Epoch [105][2100/2506] lr: 5.187e-03, eta: 7:30:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 0.3062, loss: 0.3062 +2024-07-18 17:08:22,941 - pyskl - INFO - Epoch [105][2200/2506] lr: 5.179e-03, eta: 7:30:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 0.3154, loss: 0.3154 +2024-07-18 17:08:46,246 - pyskl - INFO - Epoch [105][2300/2506] lr: 5.170e-03, eta: 7:29:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 0.3040, loss: 0.3040 +2024-07-18 17:09:09,523 - pyskl - INFO - Epoch [105][2400/2506] lr: 5.162e-03, eta: 7:29:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 0.2985, loss: 0.2985 +2024-07-18 17:09:32,806 - pyskl - INFO - Epoch [105][2500/2506] lr: 5.153e-03, eta: 7:29:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 0.3299, loss: 0.3299 +2024-07-18 17:09:34,616 - pyskl - INFO - Saving checkpoint at 105 epochs +2024-07-18 17:10:51,547 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 17:10:51,615 - pyskl - INFO - +top1_acc 0.8793 +top5_acc 0.9813 +2024-07-18 17:10:51,617 - pyskl - INFO - Epoch(val) [105][1031] top1_acc: 0.8793, top5_acc: 0.9813 +2024-07-18 17:11:32,794 - pyskl - INFO - Epoch [106][100/2506] lr: 5.144e-03, eta: 7:28:43, time: 0.412, data_time: 0.174, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.2564, loss: 0.2564 +2024-07-18 17:11:56,068 - pyskl - INFO - Epoch [106][200/2506] lr: 5.136e-03, eta: 7:28:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 0.2697, loss: 0.2697 +2024-07-18 17:12:19,426 - pyskl - INFO - Epoch [106][300/2506] lr: 5.127e-03, eta: 7:27:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 0.2471, loss: 0.2471 +2024-07-18 17:12:42,997 - pyskl - INFO - Epoch [106][400/2506] lr: 5.119e-03, eta: 7:27:30, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 0.2460, loss: 0.2460 +2024-07-18 17:13:06,473 - pyskl - INFO - Epoch [106][500/2506] lr: 5.111e-03, eta: 7:27:06, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 0.2680, loss: 0.2680 +2024-07-18 17:13:29,937 - pyskl - INFO - Epoch [106][600/2506] lr: 5.102e-03, eta: 7:26:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9938, loss_cls: 0.2994, loss: 0.2994 +2024-07-18 17:13:53,376 - pyskl - INFO - Epoch [106][700/2506] lr: 5.094e-03, eta: 7:26:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 0.2429, loss: 0.2429 +2024-07-18 17:14:16,799 - pyskl - INFO - Epoch [106][800/2506] lr: 5.085e-03, eta: 7:25:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 0.2263, loss: 0.2263 +2024-07-18 17:14:40,371 - pyskl - INFO - Epoch [106][900/2506] lr: 5.077e-03, eta: 7:25:30, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 0.2597, loss: 0.2597 +2024-07-18 17:15:03,781 - pyskl - INFO - Epoch [106][1000/2506] lr: 5.069e-03, eta: 7:25:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 0.2357, loss: 0.2357 +2024-07-18 17:15:27,160 - pyskl - INFO - Epoch [106][1100/2506] lr: 5.060e-03, eta: 7:24:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 0.2834, loss: 0.2834 +2024-07-18 17:15:50,554 - pyskl - INFO - Epoch [106][1200/2506] lr: 5.052e-03, eta: 7:24:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 0.2764, loss: 0.2764 +2024-07-18 17:16:13,944 - pyskl - INFO - Epoch [106][1300/2506] lr: 5.043e-03, eta: 7:23:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 0.3315, loss: 0.3315 +2024-07-18 17:16:37,348 - pyskl - INFO - Epoch [106][1400/2506] lr: 5.035e-03, eta: 7:23:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 0.2878, loss: 0.2878 +2024-07-18 17:17:00,731 - pyskl - INFO - Epoch [106][1500/2506] lr: 5.027e-03, eta: 7:23:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9931, loss_cls: 0.3082, loss: 0.3082 +2024-07-18 17:17:24,091 - pyskl - INFO - Epoch [106][1600/2506] lr: 5.018e-03, eta: 7:22:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 0.2678, loss: 0.2678 +2024-07-18 17:17:47,480 - pyskl - INFO - Epoch [106][1700/2506] lr: 5.010e-03, eta: 7:22:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 0.3043, loss: 0.3043 +2024-07-18 17:18:10,839 - pyskl - INFO - Epoch [106][1800/2506] lr: 5.001e-03, eta: 7:21:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 0.2994, loss: 0.2994 +2024-07-18 17:18:34,170 - pyskl - INFO - Epoch [106][1900/2506] lr: 4.993e-03, eta: 7:21:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 0.3036, loss: 0.3036 +2024-07-18 17:18:57,488 - pyskl - INFO - Epoch [106][2000/2506] lr: 4.985e-03, eta: 7:21:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.2779, loss: 0.2779 +2024-07-18 17:19:20,869 - pyskl - INFO - Epoch [106][2100/2506] lr: 4.976e-03, eta: 7:20:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 0.2747, loss: 0.2747 +2024-07-18 17:19:44,220 - pyskl - INFO - Epoch [106][2200/2506] lr: 4.968e-03, eta: 7:20:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 0.2796, loss: 0.2796 +2024-07-18 17:20:07,577 - pyskl - INFO - Epoch [106][2300/2506] lr: 4.960e-03, eta: 7:19:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 0.3282, loss: 0.3282 +2024-07-18 17:20:30,967 - pyskl - INFO - Epoch [106][2400/2506] lr: 4.951e-03, eta: 7:19:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 0.2926, loss: 0.2926 +2024-07-18 17:20:54,342 - pyskl - INFO - Epoch [106][2500/2506] lr: 4.943e-03, eta: 7:19:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 0.2678, loss: 0.2678 +2024-07-18 17:20:56,172 - pyskl - INFO - Saving checkpoint at 106 epochs +2024-07-18 17:22:12,901 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 17:22:12,968 - pyskl - INFO - +top1_acc 0.8826 +top5_acc 0.9828 +2024-07-18 17:22:12,972 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_103.pth was removed +2024-07-18 17:22:13,091 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. +2024-07-18 17:22:13,091 - pyskl - INFO - Best top1_acc is 0.8826 at 106 epoch. +2024-07-18 17:22:13,093 - pyskl - INFO - Epoch(val) [106][1031] top1_acc: 0.8826, top5_acc: 0.9828 +2024-07-18 17:22:54,191 - pyskl - INFO - Epoch [107][100/2506] lr: 4.934e-03, eta: 7:18:45, time: 0.411, data_time: 0.173, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 0.2250, loss: 0.2250 +2024-07-18 17:23:17,496 - pyskl - INFO - Epoch [107][200/2506] lr: 4.926e-03, eta: 7:18:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 0.2284, loss: 0.2284 +2024-07-18 17:23:40,838 - pyskl - INFO - Epoch [107][300/2506] lr: 4.918e-03, eta: 7:17:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9956, loss_cls: 0.2371, loss: 0.2371 +2024-07-18 17:24:04,316 - pyskl - INFO - Epoch [107][400/2506] lr: 4.909e-03, eta: 7:17:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 0.2369, loss: 0.2369 +2024-07-18 17:24:27,752 - pyskl - INFO - Epoch [107][500/2506] lr: 4.901e-03, eta: 7:17:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 0.2241, loss: 0.2241 +2024-07-18 17:24:51,148 - pyskl - INFO - Epoch [107][600/2506] lr: 4.893e-03, eta: 7:16:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 0.2765, loss: 0.2765 +2024-07-18 17:25:14,547 - pyskl - INFO - Epoch [107][700/2506] lr: 4.884e-03, eta: 7:16:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 0.2295, loss: 0.2295 +2024-07-18 17:25:37,982 - pyskl - INFO - Epoch [107][800/2506] lr: 4.876e-03, eta: 7:15:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 0.2462, loss: 0.2462 +2024-07-18 17:26:01,428 - pyskl - INFO - Epoch [107][900/2506] lr: 4.868e-03, eta: 7:15:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 0.2895, loss: 0.2895 +2024-07-18 17:26:24,821 - pyskl - INFO - Epoch [107][1000/2506] lr: 4.860e-03, eta: 7:15:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 0.2759, loss: 0.2759 +2024-07-18 17:26:48,225 - pyskl - INFO - Epoch [107][1100/2506] lr: 4.851e-03, eta: 7:14:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 0.2148, loss: 0.2148 +2024-07-18 17:27:11,618 - pyskl - INFO - Epoch [107][1200/2506] lr: 4.843e-03, eta: 7:14:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 0.2569, loss: 0.2569 +2024-07-18 17:27:34,986 - pyskl - INFO - Epoch [107][1300/2506] lr: 4.835e-03, eta: 7:13:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 0.2617, loss: 0.2617 +2024-07-18 17:27:58,316 - pyskl - INFO - Epoch [107][1400/2506] lr: 4.827e-03, eta: 7:13:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 0.2487, loss: 0.2487 +2024-07-18 17:28:21,628 - pyskl - INFO - Epoch [107][1500/2506] lr: 4.818e-03, eta: 7:13:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9944, loss_cls: 0.2856, loss: 0.2856 +2024-07-18 17:28:44,973 - pyskl - INFO - Epoch [107][1600/2506] lr: 4.810e-03, eta: 7:12:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 0.2643, loss: 0.2643 +2024-07-18 17:29:08,299 - pyskl - INFO - Epoch [107][1700/2506] lr: 4.802e-03, eta: 7:12:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 0.2722, loss: 0.2722 +2024-07-18 17:29:31,659 - pyskl - INFO - Epoch [107][1800/2506] lr: 4.794e-03, eta: 7:11:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 0.2890, loss: 0.2890 +2024-07-18 17:29:55,037 - pyskl - INFO - Epoch [107][1900/2506] lr: 4.785e-03, eta: 7:11:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 0.2903, loss: 0.2903 +2024-07-18 17:30:18,373 - pyskl - INFO - Epoch [107][2000/2506] lr: 4.777e-03, eta: 7:11:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 0.2575, loss: 0.2575 +2024-07-18 17:30:41,696 - pyskl - INFO - Epoch [107][2100/2506] lr: 4.769e-03, eta: 7:10:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9994, loss_cls: 0.2704, loss: 0.2704 +2024-07-18 17:31:05,043 - pyskl - INFO - Epoch [107][2200/2506] lr: 4.761e-03, eta: 7:10:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 0.2639, loss: 0.2639 +2024-07-18 17:31:28,460 - pyskl - INFO - Epoch [107][2300/2506] lr: 4.753e-03, eta: 7:09:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.2364, loss: 0.2364 +2024-07-18 17:31:51,817 - pyskl - INFO - Epoch [107][2400/2506] lr: 4.744e-03, eta: 7:09:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 0.3112, loss: 0.3112 +2024-07-18 17:32:15,165 - pyskl - INFO - Epoch [107][2500/2506] lr: 4.736e-03, eta: 7:09:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 0.2943, loss: 0.2943 +2024-07-18 17:32:17,035 - pyskl - INFO - Saving checkpoint at 107 epochs +2024-07-18 17:33:33,898 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 17:33:33,966 - pyskl - INFO - +top1_acc 0.8805 +top5_acc 0.9820 +2024-07-18 17:33:33,968 - pyskl - INFO - Epoch(val) [107][1031] top1_acc: 0.8805, top5_acc: 0.9820 +2024-07-18 17:34:15,447 - pyskl - INFO - Epoch [108][100/2506] lr: 4.728e-03, eta: 7:08:48, time: 0.415, data_time: 0.178, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 0.2386, loss: 0.2386 +2024-07-18 17:34:38,762 - pyskl - INFO - Epoch [108][200/2506] lr: 4.719e-03, eta: 7:08:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 0.2077, loss: 0.2077 +2024-07-18 17:35:02,096 - pyskl - INFO - Epoch [108][300/2506] lr: 4.711e-03, eta: 7:08:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 0.2717, loss: 0.2717 +2024-07-18 17:35:25,495 - pyskl - INFO - Epoch [108][400/2506] lr: 4.703e-03, eta: 7:07:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.2511, loss: 0.2511 +2024-07-18 17:35:48,908 - pyskl - INFO - Epoch [108][500/2506] lr: 4.695e-03, eta: 7:07:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 0.2386, loss: 0.2386 +2024-07-18 17:36:12,280 - pyskl - INFO - Epoch [108][600/2506] lr: 4.687e-03, eta: 7:06:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 0.2373, loss: 0.2373 +2024-07-18 17:36:35,807 - pyskl - INFO - Epoch [108][700/2506] lr: 4.679e-03, eta: 7:06:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 0.2209, loss: 0.2209 +2024-07-18 17:36:59,444 - pyskl - INFO - Epoch [108][800/2506] lr: 4.670e-03, eta: 7:05:59, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 0.2471, loss: 0.2471 +2024-07-18 17:37:23,080 - pyskl - INFO - Epoch [108][900/2506] lr: 4.662e-03, eta: 7:05:35, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 0.2626, loss: 0.2626 +2024-07-18 17:37:46,443 - pyskl - INFO - Epoch [108][1000/2506] lr: 4.654e-03, eta: 7:05:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 0.2541, loss: 0.2541 +2024-07-18 17:38:09,722 - pyskl - INFO - Epoch [108][1100/2506] lr: 4.646e-03, eta: 7:04:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 0.2548, loss: 0.2548 +2024-07-18 17:38:33,031 - pyskl - INFO - Epoch [108][1200/2506] lr: 4.638e-03, eta: 7:04:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.2354, loss: 0.2354 +2024-07-18 17:38:56,373 - pyskl - INFO - Epoch [108][1300/2506] lr: 4.630e-03, eta: 7:03:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 0.2520, loss: 0.2520 +2024-07-18 17:39:19,762 - pyskl - INFO - Epoch [108][1400/2506] lr: 4.622e-03, eta: 7:03:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 0.2173, loss: 0.2173 +2024-07-18 17:39:43,161 - pyskl - INFO - Epoch [108][1500/2506] lr: 4.614e-03, eta: 7:03:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9944, loss_cls: 0.2636, loss: 0.2636 +2024-07-18 17:40:06,550 - pyskl - INFO - Epoch [108][1600/2506] lr: 4.605e-03, eta: 7:02:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 0.3047, loss: 0.3047 +2024-07-18 17:40:29,868 - pyskl - INFO - Epoch [108][1700/2506] lr: 4.597e-03, eta: 7:02:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 0.2841, loss: 0.2841 +2024-07-18 17:40:53,176 - pyskl - INFO - Epoch [108][1800/2506] lr: 4.589e-03, eta: 7:01:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 0.2559, loss: 0.2559 +2024-07-18 17:41:16,574 - pyskl - INFO - Epoch [108][1900/2506] lr: 4.581e-03, eta: 7:01:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 0.2657, loss: 0.2657 +2024-07-18 17:41:39,992 - pyskl - INFO - Epoch [108][2000/2506] lr: 4.573e-03, eta: 7:01:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 0.2703, loss: 0.2703 +2024-07-18 17:42:03,426 - pyskl - INFO - Epoch [108][2100/2506] lr: 4.565e-03, eta: 7:00:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 0.2168, loss: 0.2168 +2024-07-18 17:42:26,927 - pyskl - INFO - Epoch [108][2200/2506] lr: 4.557e-03, eta: 7:00:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 0.2767, loss: 0.2767 +2024-07-18 17:42:50,320 - pyskl - INFO - Epoch [108][2300/2506] lr: 4.549e-03, eta: 6:59:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 0.2552, loss: 0.2552 +2024-07-18 17:43:13,699 - pyskl - INFO - Epoch [108][2400/2506] lr: 4.541e-03, eta: 6:59:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 0.2720, loss: 0.2720 +2024-07-18 17:43:37,060 - pyskl - INFO - Epoch [108][2500/2506] lr: 4.533e-03, eta: 6:59:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.2437, loss: 0.2437 +2024-07-18 17:43:38,896 - pyskl - INFO - Saving checkpoint at 108 epochs +2024-07-18 17:44:55,715 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 17:44:55,782 - pyskl - INFO - +top1_acc 0.8797 +top5_acc 0.9829 +2024-07-18 17:44:55,785 - pyskl - INFO - Epoch(val) [108][1031] top1_acc: 0.8797, top5_acc: 0.9829 +2024-07-18 17:45:37,364 - pyskl - INFO - Epoch [109][100/2506] lr: 4.524e-03, eta: 6:58:51, time: 0.416, data_time: 0.179, memory: 6430, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 0.2126, loss: 0.2126 +2024-07-18 17:46:00,684 - pyskl - INFO - Epoch [109][200/2506] lr: 4.516e-03, eta: 6:58:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 0.2176, loss: 0.2176 +2024-07-18 17:46:23,997 - pyskl - INFO - Epoch [109][300/2506] lr: 4.508e-03, eta: 6:58:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 0.2044, loss: 0.2044 +2024-07-18 17:46:47,359 - pyskl - INFO - Epoch [109][400/2506] lr: 4.500e-03, eta: 6:57:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 0.2012, loss: 0.2012 +2024-07-18 17:47:10,726 - pyskl - INFO - Epoch [109][500/2506] lr: 4.492e-03, eta: 6:57:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 0.2091, loss: 0.2091 +2024-07-18 17:47:34,322 - pyskl - INFO - Epoch [109][600/2506] lr: 4.484e-03, eta: 6:56:50, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.2182, loss: 0.2182 +2024-07-18 17:47:57,872 - pyskl - INFO - Epoch [109][700/2506] lr: 4.476e-03, eta: 6:56:26, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.2106, loss: 0.2106 +2024-07-18 17:48:21,237 - pyskl - INFO - Epoch [109][800/2506] lr: 4.468e-03, eta: 6:56:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 0.1986, loss: 0.1986 +2024-07-18 17:48:44,676 - pyskl - INFO - Epoch [109][900/2506] lr: 4.460e-03, eta: 6:55:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 0.2652, loss: 0.2652 +2024-07-18 17:49:08,062 - pyskl - INFO - Epoch [109][1000/2506] lr: 4.452e-03, eta: 6:55:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 0.2535, loss: 0.2535 +2024-07-18 17:49:31,505 - pyskl - INFO - Epoch [109][1100/2506] lr: 4.444e-03, eta: 6:54:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 0.2428, loss: 0.2428 +2024-07-18 17:49:54,889 - pyskl - INFO - Epoch [109][1200/2506] lr: 4.436e-03, eta: 6:54:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9994, loss_cls: 0.2409, loss: 0.2409 +2024-07-18 17:50:18,305 - pyskl - INFO - Epoch [109][1300/2506] lr: 4.428e-03, eta: 6:54:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 0.2544, loss: 0.2544 +2024-07-18 17:50:41,687 - pyskl - INFO - Epoch [109][1400/2506] lr: 4.420e-03, eta: 6:53:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 0.2067, loss: 0.2067 +2024-07-18 17:51:05,101 - pyskl - INFO - Epoch [109][1500/2506] lr: 4.412e-03, eta: 6:53:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 0.2551, loss: 0.2551 +2024-07-18 17:51:28,495 - pyskl - INFO - Epoch [109][1600/2506] lr: 4.404e-03, eta: 6:52:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 0.2635, loss: 0.2635 +2024-07-18 17:51:51,907 - pyskl - INFO - Epoch [109][1700/2506] lr: 4.396e-03, eta: 6:52:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 0.2578, loss: 0.2578 +2024-07-18 17:52:15,307 - pyskl - INFO - Epoch [109][1800/2506] lr: 4.388e-03, eta: 6:52:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 0.2520, loss: 0.2520 +2024-07-18 17:52:38,724 - pyskl - INFO - Epoch [109][1900/2506] lr: 4.380e-03, eta: 6:51:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 0.2532, loss: 0.2532 +2024-07-18 17:53:02,084 - pyskl - INFO - Epoch [109][2000/2506] lr: 4.372e-03, eta: 6:51:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9944, loss_cls: 0.2723, loss: 0.2723 +2024-07-18 17:53:25,478 - pyskl - INFO - Epoch [109][2100/2506] lr: 4.364e-03, eta: 6:50:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 0.2301, loss: 0.2301 +2024-07-18 17:53:48,845 - pyskl - INFO - Epoch [109][2200/2506] lr: 4.357e-03, eta: 6:50:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9938, loss_cls: 0.2622, loss: 0.2622 +2024-07-18 17:54:12,223 - pyskl - INFO - Epoch [109][2300/2506] lr: 4.349e-03, eta: 6:50:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.2434, loss: 0.2434 +2024-07-18 17:54:35,529 - pyskl - INFO - Epoch [109][2400/2506] lr: 4.341e-03, eta: 6:49:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 0.2404, loss: 0.2404 +2024-07-18 17:54:58,852 - pyskl - INFO - Epoch [109][2500/2506] lr: 4.333e-03, eta: 6:49:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 0.2216, loss: 0.2216 +2024-07-18 17:55:00,687 - pyskl - INFO - Saving checkpoint at 109 epochs +2024-07-18 17:56:17,574 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 17:56:17,641 - pyskl - INFO - +top1_acc 0.8842 +top5_acc 0.9834 +2024-07-18 17:56:17,645 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_106.pth was removed +2024-07-18 17:56:17,769 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_109.pth. +2024-07-18 17:56:17,769 - pyskl - INFO - Best top1_acc is 0.8842 at 109 epoch. +2024-07-18 17:56:17,771 - pyskl - INFO - Epoch(val) [109][1031] top1_acc: 0.8842, top5_acc: 0.9834 +2024-07-18 17:56:59,190 - pyskl - INFO - Epoch [110][100/2506] lr: 4.324e-03, eta: 6:48:53, time: 0.414, data_time: 0.177, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 0.2072, loss: 0.2072 +2024-07-18 17:57:22,533 - pyskl - INFO - Epoch [110][200/2506] lr: 4.317e-03, eta: 6:48:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.1846, loss: 0.1846 +2024-07-18 17:57:45,851 - pyskl - INFO - Epoch [110][300/2506] lr: 4.309e-03, eta: 6:48:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 0.2036, loss: 0.2036 +2024-07-18 17:58:09,459 - pyskl - INFO - Epoch [110][400/2506] lr: 4.301e-03, eta: 6:47:41, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 0.2182, loss: 0.2182 +2024-07-18 17:58:32,999 - pyskl - INFO - Epoch [110][500/2506] lr: 4.293e-03, eta: 6:47:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 0.2376, loss: 0.2376 +2024-07-18 17:58:56,579 - pyskl - INFO - Epoch [110][600/2506] lr: 4.285e-03, eta: 6:46:53, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 0.2327, loss: 0.2327 +2024-07-18 17:59:20,086 - pyskl - INFO - Epoch [110][700/2506] lr: 4.277e-03, eta: 6:46:29, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 0.2670, loss: 0.2670 +2024-07-18 17:59:43,464 - pyskl - INFO - Epoch [110][800/2506] lr: 4.269e-03, eta: 6:46:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.2037, loss: 0.2037 +2024-07-18 18:00:06,885 - pyskl - INFO - Epoch [110][900/2506] lr: 4.261e-03, eta: 6:45:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 0.2499, loss: 0.2499 +2024-07-18 18:00:30,315 - pyskl - INFO - Epoch [110][1000/2506] lr: 4.254e-03, eta: 6:45:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.2206, loss: 0.2206 +2024-07-18 18:00:53,725 - pyskl - INFO - Epoch [110][1100/2506] lr: 4.246e-03, eta: 6:44:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 0.2232, loss: 0.2232 +2024-07-18 18:01:17,099 - pyskl - INFO - Epoch [110][1200/2506] lr: 4.238e-03, eta: 6:44:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 0.2021, loss: 0.2021 +2024-07-18 18:01:40,635 - pyskl - INFO - Epoch [110][1300/2506] lr: 4.230e-03, eta: 6:44:04, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9956, loss_cls: 0.2269, loss: 0.2269 +2024-07-18 18:02:03,889 - pyskl - INFO - Epoch [110][1400/2506] lr: 4.222e-03, eta: 6:43:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 0.2124, loss: 0.2124 +2024-07-18 18:02:27,185 - pyskl - INFO - Epoch [110][1500/2506] lr: 4.214e-03, eta: 6:43:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9956, loss_cls: 0.2367, loss: 0.2367 +2024-07-18 18:02:50,470 - pyskl - INFO - Epoch [110][1600/2506] lr: 4.207e-03, eta: 6:42:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 0.1944, loss: 0.1944 +2024-07-18 18:03:13,774 - pyskl - INFO - Epoch [110][1700/2506] lr: 4.199e-03, eta: 6:42:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 0.2359, loss: 0.2359 +2024-07-18 18:03:37,029 - pyskl - INFO - Epoch [110][1800/2506] lr: 4.191e-03, eta: 6:42:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 0.2451, loss: 0.2451 +2024-07-18 18:04:00,311 - pyskl - INFO - Epoch [110][1900/2506] lr: 4.183e-03, eta: 6:41:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 0.2413, loss: 0.2413 +2024-07-18 18:04:23,640 - pyskl - INFO - Epoch [110][2000/2506] lr: 4.175e-03, eta: 6:41:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 0.2724, loss: 0.2724 +2024-07-18 18:04:47,043 - pyskl - INFO - Epoch [110][2100/2506] lr: 4.168e-03, eta: 6:40:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 0.2436, loss: 0.2436 +2024-07-18 18:05:10,314 - pyskl - INFO - Epoch [110][2200/2506] lr: 4.160e-03, eta: 6:40:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.2510, loss: 0.2510 +2024-07-18 18:05:33,626 - pyskl - INFO - Epoch [110][2300/2506] lr: 4.152e-03, eta: 6:40:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 0.2459, loss: 0.2459 +2024-07-18 18:05:56,942 - pyskl - INFO - Epoch [110][2400/2506] lr: 4.144e-03, eta: 6:39:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 0.2578, loss: 0.2578 +2024-07-18 18:06:20,208 - pyskl - INFO - Epoch [110][2500/2506] lr: 4.136e-03, eta: 6:39:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 0.2331, loss: 0.2331 +2024-07-18 18:06:22,088 - pyskl - INFO - Saving checkpoint at 110 epochs +2024-07-18 18:07:38,972 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 18:07:39,039 - pyskl - INFO - +top1_acc 0.8774 +top5_acc 0.9804 +2024-07-18 18:07:39,041 - pyskl - INFO - Epoch(val) [110][1031] top1_acc: 0.8774, top5_acc: 0.9804 +2024-07-18 18:08:20,372 - pyskl - INFO - Epoch [111][100/2506] lr: 4.128e-03, eta: 6:38:56, time: 0.413, data_time: 0.177, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 0.1986, loss: 0.1986 +2024-07-18 18:08:43,689 - pyskl - INFO - Epoch [111][200/2506] lr: 4.120e-03, eta: 6:38:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 0.1935, loss: 0.1935 +2024-07-18 18:09:07,068 - pyskl - INFO - Epoch [111][300/2506] lr: 4.113e-03, eta: 6:38:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.1957, loss: 0.1957 +2024-07-18 18:09:30,423 - pyskl - INFO - Epoch [111][400/2506] lr: 4.105e-03, eta: 6:37:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 0.1729, loss: 0.1729 +2024-07-18 18:09:53,781 - pyskl - INFO - Epoch [111][500/2506] lr: 4.097e-03, eta: 6:37:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.2398, loss: 0.2398 +2024-07-18 18:10:17,200 - pyskl - INFO - Epoch [111][600/2506] lr: 4.089e-03, eta: 6:36:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.1651, loss: 0.1651 +2024-07-18 18:10:40,633 - pyskl - INFO - Epoch [111][700/2506] lr: 4.082e-03, eta: 6:36:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.1629, loss: 0.1629 +2024-07-18 18:11:03,987 - pyskl - INFO - Epoch [111][800/2506] lr: 4.074e-03, eta: 6:36:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 0.2102, loss: 0.2102 +2024-07-18 18:11:27,447 - pyskl - INFO - Epoch [111][900/2506] lr: 4.066e-03, eta: 6:35:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 0.2311, loss: 0.2311 +2024-07-18 18:11:50,832 - pyskl - INFO - Epoch [111][1000/2506] lr: 4.059e-03, eta: 6:35:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 0.2291, loss: 0.2291 +2024-07-18 18:12:14,170 - pyskl - INFO - Epoch [111][1100/2506] lr: 4.051e-03, eta: 6:34:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 0.2077, loss: 0.2077 +2024-07-18 18:12:37,555 - pyskl - INFO - Epoch [111][1200/2506] lr: 4.043e-03, eta: 6:34:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 0.2410, loss: 0.2410 +2024-07-18 18:13:00,898 - pyskl - INFO - Epoch [111][1300/2506] lr: 4.036e-03, eta: 6:34:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 1.0000, loss_cls: 0.2114, loss: 0.2114 +2024-07-18 18:13:24,224 - pyskl - INFO - Epoch [111][1400/2506] lr: 4.028e-03, eta: 6:33:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 0.1984, loss: 0.1984 +2024-07-18 18:13:47,557 - pyskl - INFO - Epoch [111][1500/2506] lr: 4.020e-03, eta: 6:33:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 0.2630, loss: 0.2630 +2024-07-18 18:14:10,964 - pyskl - INFO - Epoch [111][1600/2506] lr: 4.012e-03, eta: 6:32:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9956, loss_cls: 0.2095, loss: 0.2095 +2024-07-18 18:14:34,323 - pyskl - INFO - Epoch [111][1700/2506] lr: 4.005e-03, eta: 6:32:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 0.2085, loss: 0.2085 +2024-07-18 18:14:57,664 - pyskl - INFO - Epoch [111][1800/2506] lr: 3.997e-03, eta: 6:32:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.2115, loss: 0.2115 +2024-07-18 18:15:21,016 - pyskl - INFO - Epoch [111][1900/2506] lr: 3.989e-03, eta: 6:31:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 0.2208, loss: 0.2208 +2024-07-18 18:15:44,397 - pyskl - INFO - Epoch [111][2000/2506] lr: 3.982e-03, eta: 6:31:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 0.2046, loss: 0.2046 +2024-07-18 18:16:07,800 - pyskl - INFO - Epoch [111][2100/2506] lr: 3.974e-03, eta: 6:30:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.2137, loss: 0.2137 +2024-07-18 18:16:31,142 - pyskl - INFO - Epoch [111][2200/2506] lr: 3.967e-03, eta: 6:30:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 1.0000, loss_cls: 0.2316, loss: 0.2316 +2024-07-18 18:16:54,481 - pyskl - INFO - Epoch [111][2300/2506] lr: 3.959e-03, eta: 6:30:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 0.2283, loss: 0.2283 +2024-07-18 18:17:17,897 - pyskl - INFO - Epoch [111][2400/2506] lr: 3.951e-03, eta: 6:29:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 0.2527, loss: 0.2527 +2024-07-18 18:17:41,290 - pyskl - INFO - Epoch [111][2500/2506] lr: 3.944e-03, eta: 6:29:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9956, loss_cls: 0.2339, loss: 0.2339 +2024-07-18 18:17:43,124 - pyskl - INFO - Saving checkpoint at 111 epochs +2024-07-18 18:18:59,885 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 18:18:59,953 - pyskl - INFO - +top1_acc 0.8778 +top5_acc 0.9819 +2024-07-18 18:18:59,959 - pyskl - INFO - Epoch(val) [111][1031] top1_acc: 0.8778, top5_acc: 0.9819 +2024-07-18 18:19:41,133 - pyskl - INFO - Epoch [112][100/2506] lr: 3.936e-03, eta: 6:28:58, time: 0.412, data_time: 0.175, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.1723, loss: 0.1723 +2024-07-18 18:20:04,452 - pyskl - INFO - Epoch [112][200/2506] lr: 3.928e-03, eta: 6:28:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.2072, loss: 0.2072 +2024-07-18 18:20:27,771 - pyskl - INFO - Epoch [112][300/2506] lr: 3.920e-03, eta: 6:28:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1744, loss: 0.1744 +2024-07-18 18:20:51,377 - pyskl - INFO - Epoch [112][400/2506] lr: 3.913e-03, eta: 6:27:45, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9962, loss_cls: 0.1755, loss: 0.1755 +2024-07-18 18:21:14,808 - pyskl - INFO - Epoch [112][500/2506] lr: 3.905e-03, eta: 6:27:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 0.1829, loss: 0.1829 +2024-07-18 18:21:38,329 - pyskl - INFO - Epoch [112][600/2506] lr: 3.898e-03, eta: 6:26:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 0.1879, loss: 0.1879 +2024-07-18 18:22:01,931 - pyskl - INFO - Epoch [112][700/2506] lr: 3.890e-03, eta: 6:26:33, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 0.1988, loss: 0.1988 +2024-07-18 18:22:25,391 - pyskl - INFO - Epoch [112][800/2506] lr: 3.883e-03, eta: 6:26:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 0.1778, loss: 0.1778 +2024-07-18 18:22:48,797 - pyskl - INFO - Epoch [112][900/2506] lr: 3.875e-03, eta: 6:25:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 0.1727, loss: 0.1727 +2024-07-18 18:23:12,135 - pyskl - INFO - Epoch [112][1000/2506] lr: 3.867e-03, eta: 6:25:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 0.1821, loss: 0.1821 +2024-07-18 18:23:35,433 - pyskl - INFO - Epoch [112][1100/2506] lr: 3.860e-03, eta: 6:24:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.2076, loss: 0.2076 +2024-07-18 18:23:58,854 - pyskl - INFO - Epoch [112][1200/2506] lr: 3.852e-03, eta: 6:24:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 0.1886, loss: 0.1886 +2024-07-18 18:24:22,224 - pyskl - INFO - Epoch [112][1300/2506] lr: 3.845e-03, eta: 6:24:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 0.9962, loss_cls: 0.1934, loss: 0.1934 +2024-07-18 18:24:45,547 - pyskl - INFO - Epoch [112][1400/2506] lr: 3.837e-03, eta: 6:23:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.2137, loss: 0.2137 +2024-07-18 18:25:08,886 - pyskl - INFO - Epoch [112][1500/2506] lr: 3.830e-03, eta: 6:23:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 0.1875, loss: 0.1875 +2024-07-18 18:25:32,227 - pyskl - INFO - Epoch [112][1600/2506] lr: 3.822e-03, eta: 6:22:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.1711, loss: 0.1711 +2024-07-18 18:25:55,596 - pyskl - INFO - Epoch [112][1700/2506] lr: 3.815e-03, eta: 6:22:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.1859, loss: 0.1859 +2024-07-18 18:26:18,944 - pyskl - INFO - Epoch [112][1800/2506] lr: 3.807e-03, eta: 6:22:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 0.2039, loss: 0.2039 +2024-07-18 18:26:42,297 - pyskl - INFO - Epoch [112][1900/2506] lr: 3.800e-03, eta: 6:21:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9956, loss_cls: 0.2326, loss: 0.2326 +2024-07-18 18:27:05,689 - pyskl - INFO - Epoch [112][2000/2506] lr: 3.792e-03, eta: 6:21:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 0.2470, loss: 0.2470 +2024-07-18 18:27:29,149 - pyskl - INFO - Epoch [112][2100/2506] lr: 3.785e-03, eta: 6:20:56, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 0.2395, loss: 0.2395 +2024-07-18 18:27:52,555 - pyskl - INFO - Epoch [112][2200/2506] lr: 3.777e-03, eta: 6:20:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.2200, loss: 0.2200 +2024-07-18 18:28:15,948 - pyskl - INFO - Epoch [112][2300/2506] lr: 3.770e-03, eta: 6:20:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 0.2164, loss: 0.2164 +2024-07-18 18:28:39,361 - pyskl - INFO - Epoch [112][2400/2506] lr: 3.762e-03, eta: 6:19:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 0.2131, loss: 0.2131 +2024-07-18 18:29:02,746 - pyskl - INFO - Epoch [112][2500/2506] lr: 3.755e-03, eta: 6:19:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.2020, loss: 0.2020 +2024-07-18 18:29:04,576 - pyskl - INFO - Saving checkpoint at 112 epochs +2024-07-18 18:30:21,238 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 18:30:21,306 - pyskl - INFO - +top1_acc 0.8858 +top5_acc 0.9824 +2024-07-18 18:30:21,310 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_109.pth was removed +2024-07-18 18:30:21,436 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_112.pth. +2024-07-18 18:30:21,436 - pyskl - INFO - Best top1_acc is 0.8858 at 112 epoch. +2024-07-18 18:30:21,439 - pyskl - INFO - Epoch(val) [112][1031] top1_acc: 0.8858, top5_acc: 0.9824 +2024-07-18 18:31:02,714 - pyskl - INFO - Epoch [113][100/2506] lr: 3.747e-03, eta: 6:19:00, time: 0.413, data_time: 0.176, memory: 6430, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.1701, loss: 0.1701 +2024-07-18 18:31:26,011 - pyskl - INFO - Epoch [113][200/2506] lr: 3.739e-03, eta: 6:18:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1328, loss: 0.1328 +2024-07-18 18:31:49,383 - pyskl - INFO - Epoch [113][300/2506] lr: 3.732e-03, eta: 6:18:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1403, loss: 0.1403 +2024-07-18 18:32:12,886 - pyskl - INFO - Epoch [113][400/2506] lr: 3.724e-03, eta: 6:17:48, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 0.2221, loss: 0.2221 +2024-07-18 18:32:36,223 - pyskl - INFO - Epoch [113][500/2506] lr: 3.717e-03, eta: 6:17:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 0.1881, loss: 0.1881 +2024-07-18 18:32:59,593 - pyskl - INFO - Epoch [113][600/2506] lr: 3.710e-03, eta: 6:16:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.1669, loss: 0.1669 +2024-07-18 18:33:23,058 - pyskl - INFO - Epoch [113][700/2506] lr: 3.702e-03, eta: 6:16:35, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.1568, loss: 0.1568 +2024-07-18 18:33:46,754 - pyskl - INFO - Epoch [113][800/2506] lr: 3.695e-03, eta: 6:16:11, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1430, loss: 0.1430 +2024-07-18 18:34:10,143 - pyskl - INFO - Epoch [113][900/2506] lr: 3.687e-03, eta: 6:15:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.1868, loss: 0.1868 +2024-07-18 18:34:33,544 - pyskl - INFO - Epoch [113][1000/2506] lr: 3.680e-03, eta: 6:15:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1627, loss: 0.1627 +2024-07-18 18:34:56,904 - pyskl - INFO - Epoch [113][1100/2506] lr: 3.673e-03, eta: 6:14:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.1958, loss: 0.1958 +2024-07-18 18:35:20,221 - pyskl - INFO - Epoch [113][1200/2506] lr: 3.665e-03, eta: 6:14:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.2435, loss: 0.2435 +2024-07-18 18:35:43,577 - pyskl - INFO - Epoch [113][1300/2506] lr: 3.658e-03, eta: 6:14:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.1895, loss: 0.1895 +2024-07-18 18:36:07,212 - pyskl - INFO - Epoch [113][1400/2506] lr: 3.650e-03, eta: 6:13:47, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.2149, loss: 0.2149 +2024-07-18 18:36:30,606 - pyskl - INFO - Epoch [113][1500/2506] lr: 3.643e-03, eta: 6:13:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 0.2396, loss: 0.2396 +2024-07-18 18:36:53,918 - pyskl - INFO - Epoch [113][1600/2506] lr: 3.636e-03, eta: 6:12:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 0.1840, loss: 0.1840 +2024-07-18 18:37:17,250 - pyskl - INFO - Epoch [113][1700/2506] lr: 3.628e-03, eta: 6:12:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 0.9975, loss_cls: 0.1606, loss: 0.1606 +2024-07-18 18:37:40,604 - pyskl - INFO - Epoch [113][1800/2506] lr: 3.621e-03, eta: 6:12:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 0.2232, loss: 0.2232 +2024-07-18 18:38:03,956 - pyskl - INFO - Epoch [113][1900/2506] lr: 3.614e-03, eta: 6:11:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 0.2255, loss: 0.2255 +2024-07-18 18:38:27,304 - pyskl - INFO - Epoch [113][2000/2506] lr: 3.606e-03, eta: 6:11:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 0.1984, loss: 0.1984 +2024-07-18 18:38:50,663 - pyskl - INFO - Epoch [113][2100/2506] lr: 3.599e-03, eta: 6:10:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.1783, loss: 0.1783 +2024-07-18 18:39:14,046 - pyskl - INFO - Epoch [113][2200/2506] lr: 3.592e-03, eta: 6:10:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 0.1888, loss: 0.1888 +2024-07-18 18:39:37,627 - pyskl - INFO - Epoch [113][2300/2506] lr: 3.584e-03, eta: 6:10:10, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 0.1912, loss: 0.1912 +2024-07-18 18:40:00,973 - pyskl - INFO - Epoch [113][2400/2506] lr: 3.577e-03, eta: 6:09:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 0.2143, loss: 0.2143 +2024-07-18 18:40:24,325 - pyskl - INFO - Epoch [113][2500/2506] lr: 3.570e-03, eta: 6:09:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 0.1887, loss: 0.1887 +2024-07-18 18:40:26,177 - pyskl - INFO - Saving checkpoint at 113 epochs +2024-07-18 18:41:43,142 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 18:41:43,210 - pyskl - INFO - +top1_acc 0.8903 +top5_acc 0.9842 +2024-07-18 18:41:43,214 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_112.pth was removed +2024-07-18 18:41:43,343 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. +2024-07-18 18:41:43,343 - pyskl - INFO - Best top1_acc is 0.8903 at 113 epoch. +2024-07-18 18:41:43,346 - pyskl - INFO - Epoch(val) [113][1031] top1_acc: 0.8903, top5_acc: 0.9842 +2024-07-18 18:42:24,617 - pyskl - INFO - Epoch [114][100/2506] lr: 3.562e-03, eta: 6:09:02, time: 0.413, data_time: 0.176, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 0.1706, loss: 0.1706 +2024-07-18 18:42:47,873 - pyskl - INFO - Epoch [114][200/2506] lr: 3.555e-03, eta: 6:08:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 0.1592, loss: 0.1592 +2024-07-18 18:43:11,174 - pyskl - INFO - Epoch [114][300/2506] lr: 3.547e-03, eta: 6:08:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 0.1410, loss: 0.1410 +2024-07-18 18:43:34,629 - pyskl - INFO - Epoch [114][400/2506] lr: 3.540e-03, eta: 6:07:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.1453, loss: 0.1453 +2024-07-18 18:43:58,057 - pyskl - INFO - Epoch [114][500/2506] lr: 3.533e-03, eta: 6:07:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1336, loss: 0.1336 +2024-07-18 18:44:21,699 - pyskl - INFO - Epoch [114][600/2506] lr: 3.525e-03, eta: 6:07:02, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1705, loss: 0.1705 +2024-07-18 18:44:45,143 - pyskl - INFO - Epoch [114][700/2506] lr: 3.518e-03, eta: 6:06:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 0.1521, loss: 0.1521 +2024-07-18 18:45:08,613 - pyskl - INFO - Epoch [114][800/2506] lr: 3.511e-03, eta: 6:06:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1524, loss: 0.1524 +2024-07-18 18:45:32,080 - pyskl - INFO - Epoch [114][900/2506] lr: 3.504e-03, eta: 6:05:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.1647, loss: 0.1647 +2024-07-18 18:45:55,541 - pyskl - INFO - Epoch [114][1000/2506] lr: 3.496e-03, eta: 6:05:26, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.1586, loss: 0.1586 +2024-07-18 18:46:18,972 - pyskl - INFO - Epoch [114][1100/2506] lr: 3.489e-03, eta: 6:05:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1390, loss: 0.1390 +2024-07-18 18:46:42,263 - pyskl - INFO - Epoch [114][1200/2506] lr: 3.482e-03, eta: 6:04:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 0.1549, loss: 0.1549 +2024-07-18 18:47:05,560 - pyskl - INFO - Epoch [114][1300/2506] lr: 3.475e-03, eta: 6:04:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.1613, loss: 0.1613 +2024-07-18 18:47:28,841 - pyskl - INFO - Epoch [114][1400/2506] lr: 3.467e-03, eta: 6:03:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1610, loss: 0.1610 +2024-07-18 18:47:52,179 - pyskl - INFO - Epoch [114][1500/2506] lr: 3.460e-03, eta: 6:03:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 0.2066, loss: 0.2066 +2024-07-18 18:48:15,481 - pyskl - INFO - Epoch [114][1600/2506] lr: 3.453e-03, eta: 6:03:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.1675, loss: 0.1675 +2024-07-18 18:48:38,786 - pyskl - INFO - Epoch [114][1700/2506] lr: 3.446e-03, eta: 6:02:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1702, loss: 0.1702 +2024-07-18 18:49:02,113 - pyskl - INFO - Epoch [114][1800/2506] lr: 3.439e-03, eta: 6:02:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.1606, loss: 0.1606 +2024-07-18 18:49:25,647 - pyskl - INFO - Epoch [114][1900/2506] lr: 3.431e-03, eta: 6:01:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 1.0000, loss_cls: 0.1968, loss: 0.1968 +2024-07-18 18:49:48,871 - pyskl - INFO - Epoch [114][2000/2506] lr: 3.424e-03, eta: 6:01:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.1853, loss: 0.1853 +2024-07-18 18:50:12,116 - pyskl - INFO - Epoch [114][2100/2506] lr: 3.417e-03, eta: 6:01:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 0.1951, loss: 0.1951 +2024-07-18 18:50:35,328 - pyskl - INFO - Epoch [114][2200/2506] lr: 3.410e-03, eta: 6:00:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.1965, loss: 0.1965 +2024-07-18 18:50:58,659 - pyskl - INFO - Epoch [114][2300/2506] lr: 3.403e-03, eta: 6:00:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 0.1949, loss: 0.1949 +2024-07-18 18:51:21,963 - pyskl - INFO - Epoch [114][2400/2506] lr: 3.396e-03, eta: 5:59:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9962, loss_cls: 0.1929, loss: 0.1929 +2024-07-18 18:51:45,274 - pyskl - INFO - Epoch [114][2500/2506] lr: 3.388e-03, eta: 5:59:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.1979, loss: 0.1979 +2024-07-18 18:51:47,074 - pyskl - INFO - Saving checkpoint at 114 epochs +2024-07-18 18:53:03,873 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 18:53:03,942 - pyskl - INFO - +top1_acc 0.8935 +top5_acc 0.9842 +2024-07-18 18:53:03,946 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_113.pth was removed +2024-07-18 18:53:04,074 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_114.pth. +2024-07-18 18:53:04,074 - pyskl - INFO - Best top1_acc is 0.8935 at 114 epoch. +2024-07-18 18:53:04,077 - pyskl - INFO - Epoch(val) [114][1031] top1_acc: 0.8935, top5_acc: 0.9842 +2024-07-18 18:53:45,247 - pyskl - INFO - Epoch [115][100/2506] lr: 3.381e-03, eta: 5:59:04, time: 0.412, data_time: 0.176, memory: 6430, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1323, loss: 0.1323 +2024-07-18 18:54:08,424 - pyskl - INFO - Epoch [115][200/2506] lr: 3.374e-03, eta: 5:58:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1373, loss: 0.1373 +2024-07-18 18:54:31,822 - pyskl - INFO - Epoch [115][300/2506] lr: 3.367e-03, eta: 5:58:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.1495, loss: 0.1495 +2024-07-18 18:54:55,302 - pyskl - INFO - Epoch [115][400/2506] lr: 3.359e-03, eta: 5:57:52, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1389, loss: 0.1389 +2024-07-18 18:55:18,584 - pyskl - INFO - Epoch [115][500/2506] lr: 3.352e-03, eta: 5:57:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.1464, loss: 0.1464 +2024-07-18 18:55:42,012 - pyskl - INFO - Epoch [115][600/2506] lr: 3.345e-03, eta: 5:57:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1665, loss: 0.1665 +2024-07-18 18:56:05,389 - pyskl - INFO - Epoch [115][700/2506] lr: 3.338e-03, eta: 5:56:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 0.1647, loss: 0.1647 +2024-07-18 18:56:28,708 - pyskl - INFO - Epoch [115][800/2506] lr: 3.331e-03, eta: 5:56:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 0.2077, loss: 0.2077 +2024-07-18 18:56:51,946 - pyskl - INFO - Epoch [115][900/2506] lr: 3.324e-03, eta: 5:55:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.1720, loss: 0.1720 +2024-07-18 18:57:15,387 - pyskl - INFO - Epoch [115][1000/2506] lr: 3.317e-03, eta: 5:55:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1548, loss: 0.1548 +2024-07-18 18:57:38,739 - pyskl - INFO - Epoch [115][1100/2506] lr: 3.310e-03, eta: 5:55:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.1731, loss: 0.1731 +2024-07-18 18:58:02,026 - pyskl - INFO - Epoch [115][1200/2506] lr: 3.303e-03, eta: 5:54:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.2071, loss: 0.2071 +2024-07-18 18:58:25,401 - pyskl - INFO - Epoch [115][1300/2506] lr: 3.296e-03, eta: 5:54:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1469, loss: 0.1469 +2024-07-18 18:58:48,748 - pyskl - INFO - Epoch [115][1400/2506] lr: 3.288e-03, eta: 5:53:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1272, loss: 0.1272 +2024-07-18 18:59:12,205 - pyskl - INFO - Epoch [115][1500/2506] lr: 3.281e-03, eta: 5:53:27, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.1681, loss: 0.1681 +2024-07-18 18:59:35,552 - pyskl - INFO - Epoch [115][1600/2506] lr: 3.274e-03, eta: 5:53:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 0.1964, loss: 0.1964 +2024-07-18 18:59:58,873 - pyskl - INFO - Epoch [115][1700/2506] lr: 3.267e-03, eta: 5:52:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 0.1852, loss: 0.1852 +2024-07-18 19:00:22,204 - pyskl - INFO - Epoch [115][1800/2506] lr: 3.260e-03, eta: 5:52:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.2079, loss: 0.2079 +2024-07-18 19:00:45,578 - pyskl - INFO - Epoch [115][1900/2506] lr: 3.253e-03, eta: 5:51:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 0.1985, loss: 0.1985 +2024-07-18 19:01:08,944 - pyskl - INFO - Epoch [115][2000/2506] lr: 3.246e-03, eta: 5:51:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.1804, loss: 0.1804 +2024-07-18 19:01:32,309 - pyskl - INFO - Epoch [115][2100/2506] lr: 3.239e-03, eta: 5:51:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.1670, loss: 0.1670 +2024-07-18 19:01:55,631 - pyskl - INFO - Epoch [115][2200/2506] lr: 3.232e-03, eta: 5:50:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 0.1698, loss: 0.1698 +2024-07-18 19:02:18,993 - pyskl - INFO - Epoch [115][2300/2506] lr: 3.225e-03, eta: 5:50:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 0.1978, loss: 0.1978 +2024-07-18 19:02:42,296 - pyskl - INFO - Epoch [115][2400/2506] lr: 3.218e-03, eta: 5:49:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 0.1672, loss: 0.1672 +2024-07-18 19:03:05,575 - pyskl - INFO - Epoch [115][2500/2506] lr: 3.211e-03, eta: 5:49:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 0.1806, loss: 0.1806 +2024-07-18 19:03:07,404 - pyskl - INFO - Saving checkpoint at 115 epochs +2024-07-18 19:04:24,147 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 19:04:24,215 - pyskl - INFO - +top1_acc 0.8931 +top5_acc 0.9847 +2024-07-18 19:04:24,217 - pyskl - INFO - Epoch(val) [115][1031] top1_acc: 0.8931, top5_acc: 0.9847 +2024-07-18 19:05:05,309 - pyskl - INFO - Epoch [116][100/2506] lr: 3.204e-03, eta: 5:49:05, time: 0.411, data_time: 0.175, memory: 6430, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 0.1423, loss: 0.1423 +2024-07-18 19:05:28,548 - pyskl - INFO - Epoch [116][200/2506] lr: 3.197e-03, eta: 5:48:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1123, loss: 0.1123 +2024-07-18 19:05:51,816 - pyskl - INFO - Epoch [116][300/2506] lr: 3.190e-03, eta: 5:48:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.1112, loss: 0.1112 +2024-07-18 19:06:15,269 - pyskl - INFO - Epoch [116][400/2506] lr: 3.183e-03, eta: 5:47:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1311, loss: 0.1311 +2024-07-18 19:06:38,612 - pyskl - INFO - Epoch [116][500/2506] lr: 3.176e-03, eta: 5:47:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1443, loss: 0.1443 +2024-07-18 19:07:01,947 - pyskl - INFO - Epoch [116][600/2506] lr: 3.169e-03, eta: 5:47:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.1381, loss: 0.1381 +2024-07-18 19:07:25,352 - pyskl - INFO - Epoch [116][700/2506] lr: 3.162e-03, eta: 5:46:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 0.1445, loss: 0.1445 +2024-07-18 19:07:48,689 - pyskl - INFO - Epoch [116][800/2506] lr: 3.155e-03, eta: 5:46:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 0.1290, loss: 0.1290 +2024-07-18 19:08:11,988 - pyskl - INFO - Epoch [116][900/2506] lr: 3.148e-03, eta: 5:45:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.1528, loss: 0.1528 +2024-07-18 19:08:35,407 - pyskl - INFO - Epoch [116][1000/2506] lr: 3.141e-03, eta: 5:45:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 0.1639, loss: 0.1639 +2024-07-18 19:08:58,760 - pyskl - INFO - Epoch [116][1100/2506] lr: 3.134e-03, eta: 5:45:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.1520, loss: 0.1520 +2024-07-18 19:09:22,097 - pyskl - INFO - Epoch [116][1200/2506] lr: 3.127e-03, eta: 5:44:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1512, loss: 0.1512 +2024-07-18 19:09:45,396 - pyskl - INFO - Epoch [116][1300/2506] lr: 3.120e-03, eta: 5:44:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 0.1766, loss: 0.1766 +2024-07-18 19:10:08,679 - pyskl - INFO - Epoch [116][1400/2506] lr: 3.114e-03, eta: 5:43:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.1543, loss: 0.1543 +2024-07-18 19:10:31,970 - pyskl - INFO - Epoch [116][1500/2506] lr: 3.107e-03, eta: 5:43:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.1630, loss: 0.1630 +2024-07-18 19:10:55,280 - pyskl - INFO - Epoch [116][1600/2506] lr: 3.100e-03, eta: 5:43:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 0.1916, loss: 0.1916 +2024-07-18 19:11:18,550 - pyskl - INFO - Epoch [116][1700/2506] lr: 3.093e-03, eta: 5:42:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1507, loss: 0.1507 +2024-07-18 19:11:41,842 - pyskl - INFO - Epoch [116][1800/2506] lr: 3.086e-03, eta: 5:42:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1514, loss: 0.1514 +2024-07-18 19:12:05,169 - pyskl - INFO - Epoch [116][1900/2506] lr: 3.079e-03, eta: 5:41:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1671, loss: 0.1671 +2024-07-18 19:12:28,491 - pyskl - INFO - Epoch [116][2000/2506] lr: 3.072e-03, eta: 5:41:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.1560, loss: 0.1560 +2024-07-18 19:12:51,783 - pyskl - INFO - Epoch [116][2100/2506] lr: 3.065e-03, eta: 5:41:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 0.1711, loss: 0.1711 +2024-07-18 19:13:15,114 - pyskl - INFO - Epoch [116][2200/2506] lr: 3.059e-03, eta: 5:40:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.2034, loss: 0.2034 +2024-07-18 19:13:38,537 - pyskl - INFO - Epoch [116][2300/2506] lr: 3.052e-03, eta: 5:40:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.1702, loss: 0.1702 +2024-07-18 19:14:02,020 - pyskl - INFO - Epoch [116][2400/2506] lr: 3.045e-03, eta: 5:39:52, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 0.1751, loss: 0.1751 +2024-07-18 19:14:25,400 - pyskl - INFO - Epoch [116][2500/2506] lr: 3.038e-03, eta: 5:39:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1329, loss: 0.1329 +2024-07-18 19:14:27,261 - pyskl - INFO - Saving checkpoint at 116 epochs +2024-07-18 19:15:44,010 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 19:15:44,078 - pyskl - INFO - +top1_acc 0.8906 +top5_acc 0.9839 +2024-07-18 19:15:44,080 - pyskl - INFO - Epoch(val) [116][1031] top1_acc: 0.8906, top5_acc: 0.9839 +2024-07-18 19:16:25,458 - pyskl - INFO - Epoch [117][100/2506] lr: 3.031e-03, eta: 5:39:07, time: 0.414, data_time: 0.178, memory: 6430, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1181, loss: 0.1181 +2024-07-18 19:16:48,674 - pyskl - INFO - Epoch [117][200/2506] lr: 3.024e-03, eta: 5:38:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.1395, loss: 0.1395 +2024-07-18 19:17:11,958 - pyskl - INFO - Epoch [117][300/2506] lr: 3.017e-03, eta: 5:38:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1078, loss: 0.1078 +2024-07-18 19:17:35,397 - pyskl - INFO - Epoch [117][400/2506] lr: 3.010e-03, eta: 5:37:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.1248, loss: 0.1248 +2024-07-18 19:17:59,244 - pyskl - INFO - Epoch [117][500/2506] lr: 3.004e-03, eta: 5:37:31, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1436, loss: 0.1436 +2024-07-18 19:18:22,754 - pyskl - INFO - Epoch [117][600/2506] lr: 2.997e-03, eta: 5:37:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 0.1549, loss: 0.1549 +2024-07-18 19:18:46,287 - pyskl - INFO - Epoch [117][700/2506] lr: 2.990e-03, eta: 5:36:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1270, loss: 0.1270 +2024-07-18 19:19:09,714 - pyskl - INFO - Epoch [117][800/2506] lr: 2.983e-03, eta: 5:36:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1443, loss: 0.1443 +2024-07-18 19:19:33,128 - pyskl - INFO - Epoch [117][900/2506] lr: 2.976e-03, eta: 5:35:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1178, loss: 0.1178 +2024-07-18 19:19:56,551 - pyskl - INFO - Epoch [117][1000/2506] lr: 2.970e-03, eta: 5:35:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 0.1247, loss: 0.1247 +2024-07-18 19:20:19,900 - pyskl - INFO - Epoch [117][1100/2506] lr: 2.963e-03, eta: 5:35:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.1778, loss: 0.1778 +2024-07-18 19:20:43,300 - pyskl - INFO - Epoch [117][1200/2506] lr: 2.956e-03, eta: 5:34:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1242, loss: 0.1242 +2024-07-18 19:21:06,641 - pyskl - INFO - Epoch [117][1300/2506] lr: 2.949e-03, eta: 5:34:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 0.9969, loss_cls: 0.1664, loss: 0.1664 +2024-07-18 19:21:29,940 - pyskl - INFO - Epoch [117][1400/2506] lr: 2.943e-03, eta: 5:33:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1582, loss: 0.1582 +2024-07-18 19:21:53,287 - pyskl - INFO - Epoch [117][1500/2506] lr: 2.936e-03, eta: 5:33:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 0.1596, loss: 0.1596 +2024-07-18 19:22:16,640 - pyskl - INFO - Epoch [117][1600/2506] lr: 2.929e-03, eta: 5:33:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 0.1937, loss: 0.1937 +2024-07-18 19:22:40,039 - pyskl - INFO - Epoch [117][1700/2506] lr: 2.923e-03, eta: 5:32:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.1749, loss: 0.1749 +2024-07-18 19:23:03,374 - pyskl - INFO - Epoch [117][1800/2506] lr: 2.916e-03, eta: 5:32:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 0.1992, loss: 0.1992 +2024-07-18 19:23:26,696 - pyskl - INFO - Epoch [117][1900/2506] lr: 2.909e-03, eta: 5:31:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 0.1716, loss: 0.1716 +2024-07-18 19:23:50,040 - pyskl - INFO - Epoch [117][2000/2506] lr: 2.902e-03, eta: 5:31:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 0.1403, loss: 0.1403 +2024-07-18 19:24:13,351 - pyskl - INFO - Epoch [117][2100/2506] lr: 2.896e-03, eta: 5:31:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1469, loss: 0.1469 +2024-07-18 19:24:36,673 - pyskl - INFO - Epoch [117][2200/2506] lr: 2.889e-03, eta: 5:30:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.1751, loss: 0.1751 +2024-07-18 19:24:59,979 - pyskl - INFO - Epoch [117][2300/2506] lr: 2.882e-03, eta: 5:30:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.1553, loss: 0.1553 +2024-07-18 19:25:23,287 - pyskl - INFO - Epoch [117][2400/2506] lr: 2.876e-03, eta: 5:29:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 0.1634, loss: 0.1634 +2024-07-18 19:25:46,598 - pyskl - INFO - Epoch [117][2500/2506] lr: 2.869e-03, eta: 5:29:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1220, loss: 0.1220 +2024-07-18 19:25:48,424 - pyskl - INFO - Saving checkpoint at 117 epochs +2024-07-18 19:27:05,151 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 19:27:05,219 - pyskl - INFO - +top1_acc 0.8944 +top5_acc 0.9829 +2024-07-18 19:27:05,222 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_114.pth was removed +2024-07-18 19:27:05,346 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_117.pth. +2024-07-18 19:27:05,347 - pyskl - INFO - Best top1_acc is 0.8944 at 117 epoch. +2024-07-18 19:27:05,348 - pyskl - INFO - Epoch(val) [117][1031] top1_acc: 0.8944, top5_acc: 0.9829 +2024-07-18 19:27:46,680 - pyskl - INFO - Epoch [118][100/2506] lr: 2.862e-03, eta: 5:29:09, time: 0.413, data_time: 0.176, memory: 6430, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1398, loss: 0.1398 +2024-07-18 19:28:09,975 - pyskl - INFO - Epoch [118][200/2506] lr: 2.855e-03, eta: 5:28:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1148, loss: 0.1148 +2024-07-18 19:28:33,361 - pyskl - INFO - Epoch [118][300/2506] lr: 2.849e-03, eta: 5:28:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 0.9969, loss_cls: 0.1426, loss: 0.1426 +2024-07-18 19:28:56,820 - pyskl - INFO - Epoch [118][400/2506] lr: 2.842e-03, eta: 5:27:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 0.1192, loss: 0.1192 +2024-07-18 19:29:20,272 - pyskl - INFO - Epoch [118][500/2506] lr: 2.835e-03, eta: 5:27:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1049, loss: 0.1049 +2024-07-18 19:29:43,709 - pyskl - INFO - Epoch [118][600/2506] lr: 2.829e-03, eta: 5:27:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1157, loss: 0.1157 +2024-07-18 19:30:07,335 - pyskl - INFO - Epoch [118][700/2506] lr: 2.822e-03, eta: 5:26:44, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 0.1324, loss: 0.1324 +2024-07-18 19:30:30,841 - pyskl - INFO - Epoch [118][800/2506] lr: 2.816e-03, eta: 5:26:20, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.1067, loss: 0.1067 +2024-07-18 19:30:54,269 - pyskl - INFO - Epoch [118][900/2506] lr: 2.809e-03, eta: 5:25:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1242, loss: 0.1242 +2024-07-18 19:31:17,744 - pyskl - INFO - Epoch [118][1000/2506] lr: 2.802e-03, eta: 5:25:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1256, loss: 0.1256 +2024-07-18 19:31:41,175 - pyskl - INFO - Epoch [118][1100/2506] lr: 2.796e-03, eta: 5:25:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1026, loss: 0.1026 +2024-07-18 19:32:04,533 - pyskl - INFO - Epoch [118][1200/2506] lr: 2.789e-03, eta: 5:24:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1405, loss: 0.1405 +2024-07-18 19:32:27,882 - pyskl - INFO - Epoch [118][1300/2506] lr: 2.783e-03, eta: 5:24:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.1365, loss: 0.1365 +2024-07-18 19:32:51,268 - pyskl - INFO - Epoch [118][1400/2506] lr: 2.776e-03, eta: 5:23:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1472, loss: 0.1472 +2024-07-18 19:33:14,569 - pyskl - INFO - Epoch [118][1500/2506] lr: 2.770e-03, eta: 5:23:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.1388, loss: 0.1388 +2024-07-18 19:33:37,888 - pyskl - INFO - Epoch [118][1600/2506] lr: 2.763e-03, eta: 5:23:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.1554, loss: 0.1554 +2024-07-18 19:34:01,192 - pyskl - INFO - Epoch [118][1700/2506] lr: 2.756e-03, eta: 5:22:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1485, loss: 0.1485 +2024-07-18 19:34:24,520 - pyskl - INFO - Epoch [118][1800/2506] lr: 2.750e-03, eta: 5:22:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1221, loss: 0.1221 +2024-07-18 19:34:47,891 - pyskl - INFO - Epoch [118][1900/2506] lr: 2.743e-03, eta: 5:21:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1202, loss: 0.1202 +2024-07-18 19:35:11,272 - pyskl - INFO - Epoch [118][2000/2506] lr: 2.737e-03, eta: 5:21:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 0.1748, loss: 0.1748 +2024-07-18 19:35:34,604 - pyskl - INFO - Epoch [118][2100/2506] lr: 2.730e-03, eta: 5:21:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1454, loss: 0.1454 +2024-07-18 19:35:57,933 - pyskl - INFO - Epoch [118][2200/2506] lr: 2.724e-03, eta: 5:20:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 0.1243, loss: 0.1243 +2024-07-18 19:36:21,254 - pyskl - INFO - Epoch [118][2300/2506] lr: 2.717e-03, eta: 5:20:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1390, loss: 0.1390 +2024-07-18 19:36:44,585 - pyskl - INFO - Epoch [118][2400/2506] lr: 2.711e-03, eta: 5:19:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.1697, loss: 0.1697 +2024-07-18 19:37:07,934 - pyskl - INFO - Epoch [118][2500/2506] lr: 2.704e-03, eta: 5:19:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.1577, loss: 0.1577 +2024-07-18 19:37:09,792 - pyskl - INFO - Saving checkpoint at 118 epochs +2024-07-18 19:38:26,544 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 19:38:26,611 - pyskl - INFO - +top1_acc 0.8921 +top5_acc 0.9843 +2024-07-18 19:38:26,613 - pyskl - INFO - Epoch(val) [118][1031] top1_acc: 0.8921, top5_acc: 0.9843 +2024-07-18 19:39:07,948 - pyskl - INFO - Epoch [119][100/2506] lr: 2.697e-03, eta: 5:19:10, time: 0.413, data_time: 0.177, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0913, loss: 0.0913 +2024-07-18 19:39:31,183 - pyskl - INFO - Epoch [119][200/2506] lr: 2.691e-03, eta: 5:18:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.1143, loss: 0.1143 +2024-07-18 19:39:54,469 - pyskl - INFO - Epoch [119][300/2506] lr: 2.684e-03, eta: 5:18:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 0.1307, loss: 0.1307 +2024-07-18 19:40:17,815 - pyskl - INFO - Epoch [119][400/2506] lr: 2.678e-03, eta: 5:17:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1120, loss: 0.1120 +2024-07-18 19:40:41,232 - pyskl - INFO - Epoch [119][500/2506] lr: 2.672e-03, eta: 5:17:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0981, loss: 0.0981 +2024-07-18 19:41:04,572 - pyskl - INFO - Epoch [119][600/2506] lr: 2.665e-03, eta: 5:17:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1078, loss: 0.1078 +2024-07-18 19:41:28,190 - pyskl - INFO - Epoch [119][700/2506] lr: 2.659e-03, eta: 5:16:46, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1021, loss: 0.1021 +2024-07-18 19:41:51,810 - pyskl - INFO - Epoch [119][800/2506] lr: 2.652e-03, eta: 5:16:22, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 0.1032, loss: 0.1032 +2024-07-18 19:42:15,266 - pyskl - INFO - Epoch [119][900/2506] lr: 2.646e-03, eta: 5:15:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1088, loss: 0.1088 +2024-07-18 19:42:38,717 - pyskl - INFO - Epoch [119][1000/2506] lr: 2.639e-03, eta: 5:15:34, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1099, loss: 0.1099 +2024-07-18 19:43:02,091 - pyskl - INFO - Epoch [119][1100/2506] lr: 2.633e-03, eta: 5:15:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0938, loss: 0.0938 +2024-07-18 19:43:25,462 - pyskl - INFO - Epoch [119][1200/2506] lr: 2.627e-03, eta: 5:14:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 0.1200, loss: 0.1200 +2024-07-18 19:43:48,787 - pyskl - INFO - Epoch [119][1300/2506] lr: 2.620e-03, eta: 5:14:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1064, loss: 0.1064 +2024-07-18 19:44:12,092 - pyskl - INFO - Epoch [119][1400/2506] lr: 2.614e-03, eta: 5:13:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1365, loss: 0.1365 +2024-07-18 19:44:35,433 - pyskl - INFO - Epoch [119][1500/2506] lr: 2.607e-03, eta: 5:13:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.1187, loss: 0.1187 +2024-07-18 19:44:58,742 - pyskl - INFO - Epoch [119][1600/2506] lr: 2.601e-03, eta: 5:13:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1392, loss: 0.1392 +2024-07-18 19:45:22,080 - pyskl - INFO - Epoch [119][1700/2506] lr: 2.595e-03, eta: 5:12:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 0.1148, loss: 0.1148 +2024-07-18 19:45:45,450 - pyskl - INFO - Epoch [119][1800/2506] lr: 2.588e-03, eta: 5:12:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.0954, loss: 0.0954 +2024-07-18 19:46:08,812 - pyskl - INFO - Epoch [119][1900/2506] lr: 2.582e-03, eta: 5:11:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1180, loss: 0.1180 +2024-07-18 19:46:32,171 - pyskl - INFO - Epoch [119][2000/2506] lr: 2.575e-03, eta: 5:11:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.1231, loss: 0.1231 +2024-07-18 19:46:55,489 - pyskl - INFO - Epoch [119][2100/2506] lr: 2.569e-03, eta: 5:11:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1206, loss: 0.1206 +2024-07-18 19:47:18,837 - pyskl - INFO - Epoch [119][2200/2506] lr: 2.563e-03, eta: 5:10:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1034, loss: 0.1034 +2024-07-18 19:47:42,172 - pyskl - INFO - Epoch [119][2300/2506] lr: 2.556e-03, eta: 5:10:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1511, loss: 0.1511 +2024-07-18 19:48:05,508 - pyskl - INFO - Epoch [119][2400/2506] lr: 2.550e-03, eta: 5:09:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1186, loss: 0.1186 +2024-07-18 19:48:28,823 - pyskl - INFO - Epoch [119][2500/2506] lr: 2.544e-03, eta: 5:09:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1304, loss: 0.1304 +2024-07-18 19:48:30,636 - pyskl - INFO - Saving checkpoint at 119 epochs +2024-07-18 19:49:47,403 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 19:49:47,471 - pyskl - INFO - +top1_acc 0.8916 +top5_acc 0.9848 +2024-07-18 19:49:47,473 - pyskl - INFO - Epoch(val) [119][1031] top1_acc: 0.8916, top5_acc: 0.9848 +2024-07-18 19:50:28,638 - pyskl - INFO - Epoch [120][100/2506] lr: 2.537e-03, eta: 5:09:12, time: 0.412, data_time: 0.175, memory: 6430, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1173, loss: 0.1173 +2024-07-18 19:50:51,990 - pyskl - INFO - Epoch [120][200/2506] lr: 2.531e-03, eta: 5:08:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0877, loss: 0.0877 +2024-07-18 19:51:15,280 - pyskl - INFO - Epoch [120][300/2506] lr: 2.525e-03, eta: 5:08:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.0883, loss: 0.0883 +2024-07-18 19:51:38,603 - pyskl - INFO - Epoch [120][400/2506] lr: 2.518e-03, eta: 5:08:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.0950, loss: 0.0950 +2024-07-18 19:52:02,028 - pyskl - INFO - Epoch [120][500/2506] lr: 2.512e-03, eta: 5:07:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1043, loss: 0.1043 +2024-07-18 19:52:25,395 - pyskl - INFO - Epoch [120][600/2506] lr: 2.506e-03, eta: 5:07:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1104, loss: 0.1104 +2024-07-18 19:52:48,844 - pyskl - INFO - Epoch [120][700/2506] lr: 2.499e-03, eta: 5:06:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.0899, loss: 0.0899 +2024-07-18 19:53:12,474 - pyskl - INFO - Epoch [120][800/2506] lr: 2.493e-03, eta: 5:06:24, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1139, loss: 0.1139 +2024-07-18 19:53:36,303 - pyskl - INFO - Epoch [120][900/2506] lr: 2.487e-03, eta: 5:06:00, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1133, loss: 0.1133 +2024-07-18 19:53:59,830 - pyskl - INFO - Epoch [120][1000/2506] lr: 2.481e-03, eta: 5:05:36, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1166, loss: 0.1166 +2024-07-18 19:54:23,175 - pyskl - INFO - Epoch [120][1100/2506] lr: 2.474e-03, eta: 5:05:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1139, loss: 0.1139 +2024-07-18 19:54:46,463 - pyskl - INFO - Epoch [120][1200/2506] lr: 2.468e-03, eta: 5:04:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1137, loss: 0.1137 +2024-07-18 19:55:09,781 - pyskl - INFO - Epoch [120][1300/2506] lr: 2.462e-03, eta: 5:04:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 0.1144, loss: 0.1144 +2024-07-18 19:55:33,061 - pyskl - INFO - Epoch [120][1400/2506] lr: 2.456e-03, eta: 5:03:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.0852, loss: 0.0852 +2024-07-18 19:55:56,393 - pyskl - INFO - Epoch [120][1500/2506] lr: 2.449e-03, eta: 5:03:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.0936, loss: 0.0936 +2024-07-18 19:56:19,720 - pyskl - INFO - Epoch [120][1600/2506] lr: 2.443e-03, eta: 5:03:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0757, loss: 0.0757 +2024-07-18 19:56:43,062 - pyskl - INFO - Epoch [120][1700/2506] lr: 2.437e-03, eta: 5:02:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.0989, loss: 0.0989 +2024-07-18 19:57:06,372 - pyskl - INFO - Epoch [120][1800/2506] lr: 2.431e-03, eta: 5:02:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1112, loss: 0.1112 +2024-07-18 19:57:29,767 - pyskl - INFO - Epoch [120][1900/2506] lr: 2.425e-03, eta: 5:01:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1043, loss: 0.1043 +2024-07-18 19:57:53,061 - pyskl - INFO - Epoch [120][2000/2506] lr: 2.419e-03, eta: 5:01:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1041, loss: 0.1041 +2024-07-18 19:58:16,340 - pyskl - INFO - Epoch [120][2100/2506] lr: 2.412e-03, eta: 5:01:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1103, loss: 0.1103 +2024-07-18 19:58:39,606 - pyskl - INFO - Epoch [120][2200/2506] lr: 2.406e-03, eta: 5:00:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1097, loss: 0.1097 +2024-07-18 19:59:02,896 - pyskl - INFO - Epoch [120][2300/2506] lr: 2.400e-03, eta: 5:00:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1227, loss: 0.1227 +2024-07-18 19:59:26,192 - pyskl - INFO - Epoch [120][2400/2506] lr: 2.394e-03, eta: 4:59:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 0.1293, loss: 0.1293 +2024-07-18 19:59:49,501 - pyskl - INFO - Epoch [120][2500/2506] lr: 2.388e-03, eta: 4:59:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0949, loss: 0.0949 +2024-07-18 19:59:51,294 - pyskl - INFO - Saving checkpoint at 120 epochs +2024-07-18 20:01:08,131 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 20:01:08,199 - pyskl - INFO - +top1_acc 0.8971 +top5_acc 0.9842 +2024-07-18 20:01:08,203 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_117.pth was removed +2024-07-18 20:01:08,328 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. +2024-07-18 20:01:08,329 - pyskl - INFO - Best top1_acc is 0.8971 at 120 epoch. +2024-07-18 20:01:08,331 - pyskl - INFO - Epoch(val) [120][1031] top1_acc: 0.8971, top5_acc: 0.9842 +2024-07-18 20:01:49,726 - pyskl - INFO - Epoch [121][100/2506] lr: 2.381e-03, eta: 4:59:13, time: 0.414, data_time: 0.176, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0770, loss: 0.0770 +2024-07-18 20:02:13,045 - pyskl - INFO - Epoch [121][200/2506] lr: 2.375e-03, eta: 4:58:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1038, loss: 0.1038 +2024-07-18 20:02:36,410 - pyskl - INFO - Epoch [121][300/2506] lr: 2.369e-03, eta: 4:58:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0777, loss: 0.0777 +2024-07-18 20:02:59,698 - pyskl - INFO - Epoch [121][400/2506] lr: 2.363e-03, eta: 4:58:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0858, loss: 0.0858 +2024-07-18 20:03:23,099 - pyskl - INFO - Epoch [121][500/2506] lr: 2.357e-03, eta: 4:57:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1142, loss: 0.1142 +2024-07-18 20:03:46,431 - pyskl - INFO - Epoch [121][600/2506] lr: 2.351e-03, eta: 4:57:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1088, loss: 0.1088 +2024-07-18 20:04:09,851 - pyskl - INFO - Epoch [121][700/2506] lr: 2.345e-03, eta: 4:56:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 0.0967, loss: 0.0967 +2024-07-18 20:04:33,455 - pyskl - INFO - Epoch [121][800/2506] lr: 2.338e-03, eta: 4:56:25, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0929, loss: 0.0929 +2024-07-18 20:04:56,873 - pyskl - INFO - Epoch [121][900/2506] lr: 2.332e-03, eta: 4:56:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.1139, loss: 0.1139 +2024-07-18 20:05:20,211 - pyskl - INFO - Epoch [121][1000/2506] lr: 2.326e-03, eta: 4:55:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 0.0923, loss: 0.0923 +2024-07-18 20:05:43,651 - pyskl - INFO - Epoch [121][1100/2506] lr: 2.320e-03, eta: 4:55:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0818, loss: 0.0818 +2024-07-18 20:06:07,085 - pyskl - INFO - Epoch [121][1200/2506] lr: 2.314e-03, eta: 4:54:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0788, loss: 0.0788 +2024-07-18 20:06:30,491 - pyskl - INFO - Epoch [121][1300/2506] lr: 2.308e-03, eta: 4:54:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0901, loss: 0.0901 +2024-07-18 20:06:53,889 - pyskl - INFO - Epoch [121][1400/2506] lr: 2.302e-03, eta: 4:54:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1294, loss: 0.1294 +2024-07-18 20:07:17,274 - pyskl - INFO - Epoch [121][1500/2506] lr: 2.296e-03, eta: 4:53:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1092, loss: 0.1092 +2024-07-18 20:07:40,652 - pyskl - INFO - Epoch [121][1600/2506] lr: 2.290e-03, eta: 4:53:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.0896, loss: 0.0896 +2024-07-18 20:08:04,043 - pyskl - INFO - Epoch [121][1700/2506] lr: 2.284e-03, eta: 4:52:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1049, loss: 0.1049 +2024-07-18 20:08:27,449 - pyskl - INFO - Epoch [121][1800/2506] lr: 2.278e-03, eta: 4:52:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1073, loss: 0.1073 +2024-07-18 20:08:50,819 - pyskl - INFO - Epoch [121][1900/2506] lr: 2.272e-03, eta: 4:52:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1269, loss: 0.1269 +2024-07-18 20:09:14,260 - pyskl - INFO - Epoch [121][2000/2506] lr: 2.266e-03, eta: 4:51:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.1008, loss: 0.1008 +2024-07-18 20:09:37,635 - pyskl - INFO - Epoch [121][2100/2506] lr: 2.260e-03, eta: 4:51:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1037, loss: 0.1037 +2024-07-18 20:10:01,023 - pyskl - INFO - Epoch [121][2200/2506] lr: 2.254e-03, eta: 4:50:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.1111, loss: 0.1111 +2024-07-18 20:10:24,399 - pyskl - INFO - Epoch [121][2300/2506] lr: 2.248e-03, eta: 4:50:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0973, loss: 0.0973 +2024-07-18 20:10:47,832 - pyskl - INFO - Epoch [121][2400/2506] lr: 2.242e-03, eta: 4:50:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.0915, loss: 0.0915 +2024-07-18 20:11:11,215 - pyskl - INFO - Epoch [121][2500/2506] lr: 2.236e-03, eta: 4:49:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1025, loss: 0.1025 +2024-07-18 20:11:13,060 - pyskl - INFO - Saving checkpoint at 121 epochs +2024-07-18 20:12:29,852 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 20:12:29,919 - pyskl - INFO - +top1_acc 0.8981 +top5_acc 0.9846 +2024-07-18 20:12:29,923 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_120.pth was removed +2024-07-18 20:12:30,045 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. +2024-07-18 20:12:30,045 - pyskl - INFO - Best top1_acc is 0.8981 at 121 epoch. +2024-07-18 20:12:30,047 - pyskl - INFO - Epoch(val) [121][1031] top1_acc: 0.8981, top5_acc: 0.9846 +2024-07-18 20:13:11,247 - pyskl - INFO - Epoch [122][100/2506] lr: 2.230e-03, eta: 4:49:15, time: 0.412, data_time: 0.175, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0744, loss: 0.0744 +2024-07-18 20:13:34,535 - pyskl - INFO - Epoch [122][200/2506] lr: 2.224e-03, eta: 4:48:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0784, loss: 0.0784 +2024-07-18 20:13:57,851 - pyskl - INFO - Epoch [122][300/2506] lr: 2.218e-03, eta: 4:48:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0898, loss: 0.0898 +2024-07-18 20:14:21,176 - pyskl - INFO - Epoch [122][400/2506] lr: 2.212e-03, eta: 4:48:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0841, loss: 0.0841 +2024-07-18 20:14:44,763 - pyskl - INFO - Epoch [122][500/2506] lr: 2.206e-03, eta: 4:47:39, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0705, loss: 0.0705 +2024-07-18 20:15:08,149 - pyskl - INFO - Epoch [122][600/2506] lr: 2.200e-03, eta: 4:47:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0845, loss: 0.0845 +2024-07-18 20:15:31,534 - pyskl - INFO - Epoch [122][700/2506] lr: 2.194e-03, eta: 4:46:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0933, loss: 0.0933 +2024-07-18 20:15:55,059 - pyskl - INFO - Epoch [122][800/2506] lr: 2.188e-03, eta: 4:46:27, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0972, loss: 0.0972 +2024-07-18 20:16:18,406 - pyskl - INFO - Epoch [122][900/2506] lr: 2.182e-03, eta: 4:46:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0856, loss: 0.0856 +2024-07-18 20:16:41,717 - pyskl - INFO - Epoch [122][1000/2506] lr: 2.176e-03, eta: 4:45:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0729, loss: 0.0729 +2024-07-18 20:17:05,292 - pyskl - INFO - Epoch [122][1100/2506] lr: 2.171e-03, eta: 4:45:15, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0864, loss: 0.0864 +2024-07-18 20:17:28,811 - pyskl - INFO - Epoch [122][1200/2506] lr: 2.165e-03, eta: 4:44:51, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0940, loss: 0.0940 +2024-07-18 20:17:52,156 - pyskl - INFO - Epoch [122][1300/2506] lr: 2.159e-03, eta: 4:44:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0862, loss: 0.0862 +2024-07-18 20:18:15,503 - pyskl - INFO - Epoch [122][1400/2506] lr: 2.153e-03, eta: 4:44:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1020, loss: 0.1020 +2024-07-18 20:18:38,851 - pyskl - INFO - Epoch [122][1500/2506] lr: 2.147e-03, eta: 4:43:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.0900, loss: 0.0900 +2024-07-18 20:19:02,173 - pyskl - INFO - Epoch [122][1600/2506] lr: 2.141e-03, eta: 4:43:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0717, loss: 0.0717 +2024-07-18 20:19:25,508 - pyskl - INFO - Epoch [122][1700/2506] lr: 2.135e-03, eta: 4:42:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.0928, loss: 0.0928 +2024-07-18 20:19:48,832 - pyskl - INFO - Epoch [122][1800/2506] lr: 2.130e-03, eta: 4:42:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0851, loss: 0.0851 +2024-07-18 20:20:12,144 - pyskl - INFO - Epoch [122][1900/2506] lr: 2.124e-03, eta: 4:42:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0723, loss: 0.0723 +2024-07-18 20:20:35,463 - pyskl - INFO - Epoch [122][2000/2506] lr: 2.118e-03, eta: 4:41:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.0964, loss: 0.0964 +2024-07-18 20:20:58,722 - pyskl - INFO - Epoch [122][2100/2506] lr: 2.112e-03, eta: 4:41:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0740, loss: 0.0740 +2024-07-18 20:21:21,998 - pyskl - INFO - Epoch [122][2200/2506] lr: 2.106e-03, eta: 4:40:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0743, loss: 0.0743 +2024-07-18 20:21:45,271 - pyskl - INFO - Epoch [122][2300/2506] lr: 2.100e-03, eta: 4:40:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0927, loss: 0.0927 +2024-07-18 20:22:08,594 - pyskl - INFO - Epoch [122][2400/2506] lr: 2.095e-03, eta: 4:40:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0785, loss: 0.0785 +2024-07-18 20:22:31,937 - pyskl - INFO - Epoch [122][2500/2506] lr: 2.089e-03, eta: 4:39:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0975, loss: 0.0975 +2024-07-18 20:22:33,809 - pyskl - INFO - Saving checkpoint at 122 epochs +2024-07-18 20:23:50,521 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 20:23:50,589 - pyskl - INFO - +top1_acc 0.8915 +top5_acc 0.9833 +2024-07-18 20:23:50,591 - pyskl - INFO - Epoch(val) [122][1031] top1_acc: 0.8915, top5_acc: 0.9833 +2024-07-18 20:24:32,309 - pyskl - INFO - Epoch [123][100/2506] lr: 2.083e-03, eta: 4:39:16, time: 0.417, data_time: 0.180, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0537, loss: 0.0537 +2024-07-18 20:24:55,603 - pyskl - INFO - Epoch [123][200/2506] lr: 2.077e-03, eta: 4:38:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0596, loss: 0.0596 +2024-07-18 20:25:18,916 - pyskl - INFO - Epoch [123][300/2506] lr: 2.071e-03, eta: 4:38:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0650, loss: 0.0650 +2024-07-18 20:25:42,216 - pyskl - INFO - Epoch [123][400/2506] lr: 2.065e-03, eta: 4:38:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0680, loss: 0.0680 +2024-07-18 20:26:05,726 - pyskl - INFO - Epoch [123][500/2506] lr: 2.060e-03, eta: 4:37:40, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0527, loss: 0.0527 +2024-07-18 20:26:29,313 - pyskl - INFO - Epoch [123][600/2506] lr: 2.054e-03, eta: 4:37:16, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 0.0751, loss: 0.0751 +2024-07-18 20:26:52,705 - pyskl - INFO - Epoch [123][700/2506] lr: 2.048e-03, eta: 4:36:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0669, loss: 0.0669 +2024-07-18 20:27:16,254 - pyskl - INFO - Epoch [123][800/2506] lr: 2.043e-03, eta: 4:36:28, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0734, loss: 0.0734 +2024-07-18 20:27:39,582 - pyskl - INFO - Epoch [123][900/2506] lr: 2.037e-03, eta: 4:36:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0487, loss: 0.0487 +2024-07-18 20:28:02,948 - pyskl - INFO - Epoch [123][1000/2506] lr: 2.031e-03, eta: 4:35:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0757, loss: 0.0757 +2024-07-18 20:28:26,360 - pyskl - INFO - Epoch [123][1100/2506] lr: 2.025e-03, eta: 4:35:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0573, loss: 0.0573 +2024-07-18 20:28:49,765 - pyskl - INFO - Epoch [123][1200/2506] lr: 2.020e-03, eta: 4:34:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0644, loss: 0.0644 +2024-07-18 20:29:13,166 - pyskl - INFO - Epoch [123][1300/2506] lr: 2.014e-03, eta: 4:34:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0590, loss: 0.0590 +2024-07-18 20:29:36,524 - pyskl - INFO - Epoch [123][1400/2506] lr: 2.008e-03, eta: 4:34:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0753, loss: 0.0753 +2024-07-18 20:29:59,871 - pyskl - INFO - Epoch [123][1500/2506] lr: 2.003e-03, eta: 4:33:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0628, loss: 0.0628 +2024-07-18 20:30:23,217 - pyskl - INFO - Epoch [123][1600/2506] lr: 1.997e-03, eta: 4:33:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0768, loss: 0.0768 +2024-07-18 20:30:46,624 - pyskl - INFO - Epoch [123][1700/2506] lr: 1.991e-03, eta: 4:32:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0779, loss: 0.0779 +2024-07-18 20:31:10,057 - pyskl - INFO - Epoch [123][1800/2506] lr: 1.986e-03, eta: 4:32:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0908, loss: 0.0908 +2024-07-18 20:31:33,467 - pyskl - INFO - Epoch [123][1900/2506] lr: 1.980e-03, eta: 4:32:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0825, loss: 0.0825 +2024-07-18 20:31:56,864 - pyskl - INFO - Epoch [123][2000/2506] lr: 1.974e-03, eta: 4:31:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0706, loss: 0.0706 +2024-07-18 20:32:20,263 - pyskl - INFO - Epoch [123][2100/2506] lr: 1.969e-03, eta: 4:31:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0866, loss: 0.0866 +2024-07-18 20:32:43,595 - pyskl - INFO - Epoch [123][2200/2506] lr: 1.963e-03, eta: 4:30:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0802, loss: 0.0802 +2024-07-18 20:33:06,893 - pyskl - INFO - Epoch [123][2300/2506] lr: 1.958e-03, eta: 4:30:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0731, loss: 0.0731 +2024-07-18 20:33:30,251 - pyskl - INFO - Epoch [123][2400/2506] lr: 1.952e-03, eta: 4:30:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.0955, loss: 0.0955 +2024-07-18 20:33:53,631 - pyskl - INFO - Epoch [123][2500/2506] lr: 1.946e-03, eta: 4:29:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0788, loss: 0.0788 +2024-07-18 20:33:55,514 - pyskl - INFO - Saving checkpoint at 123 epochs +2024-07-18 20:35:12,126 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 20:35:12,195 - pyskl - INFO - +top1_acc 0.8961 +top5_acc 0.9833 +2024-07-18 20:35:12,197 - pyskl - INFO - Epoch(val) [123][1031] top1_acc: 0.8961, top5_acc: 0.9833 +2024-07-18 20:35:53,457 - pyskl - INFO - Epoch [124][100/2506] lr: 1.940e-03, eta: 4:29:18, time: 0.413, data_time: 0.176, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0523, loss: 0.0523 +2024-07-18 20:36:16,718 - pyskl - INFO - Epoch [124][200/2506] lr: 1.935e-03, eta: 4:28:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0660, loss: 0.0660 +2024-07-18 20:36:40,023 - pyskl - INFO - Epoch [124][300/2506] lr: 1.929e-03, eta: 4:28:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.0773, loss: 0.0773 +2024-07-18 20:37:03,292 - pyskl - INFO - Epoch [124][400/2506] lr: 1.924e-03, eta: 4:28:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0856, loss: 0.0856 +2024-07-18 20:37:26,746 - pyskl - INFO - Epoch [124][500/2506] lr: 1.918e-03, eta: 4:27:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0739, loss: 0.0739 +2024-07-18 20:37:50,202 - pyskl - INFO - Epoch [124][600/2506] lr: 1.913e-03, eta: 4:27:18, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0606, loss: 0.0606 +2024-07-18 20:38:13,562 - pyskl - INFO - Epoch [124][700/2506] lr: 1.907e-03, eta: 4:26:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0613, loss: 0.0613 +2024-07-18 20:38:36,957 - pyskl - INFO - Epoch [124][800/2506] lr: 1.901e-03, eta: 4:26:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0588, loss: 0.0588 +2024-07-18 20:39:00,284 - pyskl - INFO - Epoch [124][900/2506] lr: 1.896e-03, eta: 4:26:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0649, loss: 0.0649 +2024-07-18 20:39:23,636 - pyskl - INFO - Epoch [124][1000/2506] lr: 1.890e-03, eta: 4:25:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0624, loss: 0.0624 +2024-07-18 20:39:47,109 - pyskl - INFO - Epoch [124][1100/2506] lr: 1.885e-03, eta: 4:25:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0569, loss: 0.0569 +2024-07-18 20:40:10,462 - pyskl - INFO - Epoch [124][1200/2506] lr: 1.879e-03, eta: 4:24:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0704, loss: 0.0704 +2024-07-18 20:40:33,797 - pyskl - INFO - Epoch [124][1300/2506] lr: 1.874e-03, eta: 4:24:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0797, loss: 0.0797 +2024-07-18 20:40:57,137 - pyskl - INFO - Epoch [124][1400/2506] lr: 1.868e-03, eta: 4:24:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0822, loss: 0.0822 +2024-07-18 20:41:20,471 - pyskl - INFO - Epoch [124][1500/2506] lr: 1.863e-03, eta: 4:23:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0785, loss: 0.0785 +2024-07-18 20:41:43,800 - pyskl - INFO - Epoch [124][1600/2506] lr: 1.857e-03, eta: 4:23:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0704, loss: 0.0704 +2024-07-18 20:42:07,058 - pyskl - INFO - Epoch [124][1700/2506] lr: 1.852e-03, eta: 4:22:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0600, loss: 0.0600 +2024-07-18 20:42:30,317 - pyskl - INFO - Epoch [124][1800/2506] lr: 1.846e-03, eta: 4:22:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0646, loss: 0.0646 +2024-07-18 20:42:53,602 - pyskl - INFO - Epoch [124][1900/2506] lr: 1.841e-03, eta: 4:22:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0895, loss: 0.0895 +2024-07-18 20:43:16,935 - pyskl - INFO - Epoch [124][2000/2506] lr: 1.835e-03, eta: 4:21:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0767, loss: 0.0767 +2024-07-18 20:43:40,294 - pyskl - INFO - Epoch [124][2100/2506] lr: 1.830e-03, eta: 4:21:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0749, loss: 0.0749 +2024-07-18 20:44:03,681 - pyskl - INFO - Epoch [124][2200/2506] lr: 1.825e-03, eta: 4:20:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0644, loss: 0.0644 +2024-07-18 20:44:27,017 - pyskl - INFO - Epoch [124][2300/2506] lr: 1.819e-03, eta: 4:20:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0652, loss: 0.0652 +2024-07-18 20:44:50,346 - pyskl - INFO - Epoch [124][2400/2506] lr: 1.814e-03, eta: 4:20:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0678, loss: 0.0678 +2024-07-18 20:45:13,690 - pyskl - INFO - Epoch [124][2500/2506] lr: 1.808e-03, eta: 4:19:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0714, loss: 0.0714 +2024-07-18 20:45:15,549 - pyskl - INFO - Saving checkpoint at 124 epochs +2024-07-18 20:46:32,416 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 20:46:32,485 - pyskl - INFO - +top1_acc 0.9002 +top5_acc 0.9847 +2024-07-18 20:46:32,489 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_121.pth was removed +2024-07-18 20:46:32,621 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. +2024-07-18 20:46:32,621 - pyskl - INFO - Best top1_acc is 0.9002 at 124 epoch. +2024-07-18 20:46:32,623 - pyskl - INFO - Epoch(val) [124][1031] top1_acc: 0.9002, top5_acc: 0.9847 +2024-07-18 20:47:14,189 - pyskl - INFO - Epoch [125][100/2506] lr: 1.803e-03, eta: 4:19:19, time: 0.416, data_time: 0.179, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0755, loss: 0.0755 +2024-07-18 20:47:37,452 - pyskl - INFO - Epoch [125][200/2506] lr: 1.797e-03, eta: 4:18:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0671, loss: 0.0671 +2024-07-18 20:48:00,744 - pyskl - INFO - Epoch [125][300/2506] lr: 1.792e-03, eta: 4:18:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0625, loss: 0.0625 +2024-07-18 20:48:23,980 - pyskl - INFO - Epoch [125][400/2506] lr: 1.786e-03, eta: 4:18:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0580, loss: 0.0580 +2024-07-18 20:48:47,293 - pyskl - INFO - Epoch [125][500/2506] lr: 1.781e-03, eta: 4:17:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0673, loss: 0.0673 +2024-07-18 20:49:10,617 - pyskl - INFO - Epoch [125][600/2506] lr: 1.776e-03, eta: 4:17:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0467, loss: 0.0467 +2024-07-18 20:49:33,920 - pyskl - INFO - Epoch [125][700/2506] lr: 1.770e-03, eta: 4:16:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0539, loss: 0.0539 +2024-07-18 20:49:57,488 - pyskl - INFO - Epoch [125][800/2506] lr: 1.765e-03, eta: 4:16:31, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0715, loss: 0.0715 +2024-07-18 20:50:21,028 - pyskl - INFO - Epoch [125][900/2506] lr: 1.760e-03, eta: 4:16:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0601, loss: 0.0601 +2024-07-18 20:50:44,373 - pyskl - INFO - Epoch [125][1000/2506] lr: 1.754e-03, eta: 4:15:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0677, loss: 0.0677 +2024-07-18 20:51:07,816 - pyskl - INFO - Epoch [125][1100/2506] lr: 1.749e-03, eta: 4:15:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0512, loss: 0.0512 +2024-07-18 20:51:31,189 - pyskl - INFO - Epoch [125][1200/2506] lr: 1.744e-03, eta: 4:14:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0515, loss: 0.0515 +2024-07-18 20:51:54,570 - pyskl - INFO - Epoch [125][1300/2506] lr: 1.738e-03, eta: 4:14:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0553, loss: 0.0553 +2024-07-18 20:52:17,917 - pyskl - INFO - Epoch [125][1400/2506] lr: 1.733e-03, eta: 4:14:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0762, loss: 0.0762 +2024-07-18 20:52:41,227 - pyskl - INFO - Epoch [125][1500/2506] lr: 1.728e-03, eta: 4:13:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0721, loss: 0.0721 +2024-07-18 20:53:04,546 - pyskl - INFO - Epoch [125][1600/2506] lr: 1.722e-03, eta: 4:13:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0576, loss: 0.0576 +2024-07-18 20:53:27,918 - pyskl - INFO - Epoch [125][1700/2506] lr: 1.717e-03, eta: 4:12:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0599, loss: 0.0599 +2024-07-18 20:53:51,216 - pyskl - INFO - Epoch [125][1800/2506] lr: 1.712e-03, eta: 4:12:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0532, loss: 0.0532 +2024-07-18 20:54:14,519 - pyskl - INFO - Epoch [125][1900/2506] lr: 1.707e-03, eta: 4:12:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0574, loss: 0.0574 +2024-07-18 20:54:37,889 - pyskl - INFO - Epoch [125][2000/2506] lr: 1.701e-03, eta: 4:11:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0610, loss: 0.0610 +2024-07-18 20:55:01,230 - pyskl - INFO - Epoch [125][2100/2506] lr: 1.696e-03, eta: 4:11:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0472, loss: 0.0472 +2024-07-18 20:55:24,565 - pyskl - INFO - Epoch [125][2200/2506] lr: 1.691e-03, eta: 4:10:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0650, loss: 0.0650 +2024-07-18 20:55:47,896 - pyskl - INFO - Epoch [125][2300/2506] lr: 1.686e-03, eta: 4:10:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0678, loss: 0.0678 +2024-07-18 20:56:11,239 - pyskl - INFO - Epoch [125][2400/2506] lr: 1.680e-03, eta: 4:10:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0632, loss: 0.0632 +2024-07-18 20:56:34,616 - pyskl - INFO - Epoch [125][2500/2506] lr: 1.675e-03, eta: 4:09:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0658, loss: 0.0658 +2024-07-18 20:56:36,474 - pyskl - INFO - Saving checkpoint at 125 epochs +2024-07-18 20:57:53,225 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 20:57:53,292 - pyskl - INFO - +top1_acc 0.9020 +top5_acc 0.9839 +2024-07-18 20:57:53,295 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_124.pth was removed +2024-07-18 20:57:53,419 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. +2024-07-18 20:57:53,420 - pyskl - INFO - Best top1_acc is 0.9020 at 125 epoch. +2024-07-18 20:57:53,422 - pyskl - INFO - Epoch(val) [125][1031] top1_acc: 0.9020, top5_acc: 0.9839 +2024-07-18 20:58:35,069 - pyskl - INFO - Epoch [126][100/2506] lr: 1.670e-03, eta: 4:09:20, time: 0.416, data_time: 0.177, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0541, loss: 0.0541 +2024-07-18 20:58:58,536 - pyskl - INFO - Epoch [126][200/2506] lr: 1.664e-03, eta: 4:08:56, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0474, loss: 0.0474 +2024-07-18 20:59:21,852 - pyskl - INFO - Epoch [126][300/2506] lr: 1.659e-03, eta: 4:08:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0525, loss: 0.0525 +2024-07-18 20:59:45,164 - pyskl - INFO - Epoch [126][400/2506] lr: 1.654e-03, eta: 4:08:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0547, loss: 0.0547 +2024-07-18 21:00:08,526 - pyskl - INFO - Epoch [126][500/2506] lr: 1.649e-03, eta: 4:07:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0548, loss: 0.0548 +2024-07-18 21:00:31,946 - pyskl - INFO - Epoch [126][600/2506] lr: 1.644e-03, eta: 4:07:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0547, loss: 0.0547 +2024-07-18 21:00:55,295 - pyskl - INFO - Epoch [126][700/2506] lr: 1.638e-03, eta: 4:06:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0536, loss: 0.0536 +2024-07-18 21:01:18,722 - pyskl - INFO - Epoch [126][800/2506] lr: 1.633e-03, eta: 4:06:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0456, loss: 0.0456 +2024-07-18 21:01:42,164 - pyskl - INFO - Epoch [126][900/2506] lr: 1.628e-03, eta: 4:06:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0651, loss: 0.0651 +2024-07-18 21:02:05,534 - pyskl - INFO - Epoch [126][1000/2506] lr: 1.623e-03, eta: 4:05:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0519, loss: 0.0519 +2024-07-18 21:02:28,960 - pyskl - INFO - Epoch [126][1100/2506] lr: 1.618e-03, eta: 4:05:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0488, loss: 0.0488 +2024-07-18 21:02:52,359 - pyskl - INFO - Epoch [126][1200/2506] lr: 1.613e-03, eta: 4:04:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0439, loss: 0.0439 +2024-07-18 21:03:15,728 - pyskl - INFO - Epoch [126][1300/2506] lr: 1.607e-03, eta: 4:04:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0493, loss: 0.0493 +2024-07-18 21:03:39,073 - pyskl - INFO - Epoch [126][1400/2506] lr: 1.602e-03, eta: 4:04:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0442, loss: 0.0442 +2024-07-18 21:04:02,411 - pyskl - INFO - Epoch [126][1500/2506] lr: 1.597e-03, eta: 4:03:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0548, loss: 0.0548 +2024-07-18 21:04:25,786 - pyskl - INFO - Epoch [126][1600/2506] lr: 1.592e-03, eta: 4:03:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0396, loss: 0.0396 +2024-07-18 21:04:49,218 - pyskl - INFO - Epoch [126][1700/2506] lr: 1.587e-03, eta: 4:02:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0404, loss: 0.0404 +2024-07-18 21:05:12,598 - pyskl - INFO - Epoch [126][1800/2506] lr: 1.582e-03, eta: 4:02:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0493, loss: 0.0493 +2024-07-18 21:05:36,014 - pyskl - INFO - Epoch [126][1900/2506] lr: 1.577e-03, eta: 4:02:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0478, loss: 0.0478 +2024-07-18 21:05:59,373 - pyskl - INFO - Epoch [126][2000/2506] lr: 1.572e-03, eta: 4:01:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0546, loss: 0.0546 +2024-07-18 21:06:22,715 - pyskl - INFO - Epoch [126][2100/2506] lr: 1.567e-03, eta: 4:01:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0588, loss: 0.0588 +2024-07-18 21:06:46,064 - pyskl - INFO - Epoch [126][2200/2506] lr: 1.562e-03, eta: 4:00:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0448, loss: 0.0448 +2024-07-18 21:07:09,454 - pyskl - INFO - Epoch [126][2300/2506] lr: 1.557e-03, eta: 4:00:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0458, loss: 0.0458 +2024-07-18 21:07:32,811 - pyskl - INFO - Epoch [126][2400/2506] lr: 1.552e-03, eta: 4:00:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0560, loss: 0.0560 +2024-07-18 21:07:56,143 - pyskl - INFO - Epoch [126][2500/2506] lr: 1.547e-03, eta: 3:59:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0480, loss: 0.0480 +2024-07-18 21:07:57,970 - pyskl - INFO - Saving checkpoint at 126 epochs +2024-07-18 21:09:14,954 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 21:09:15,022 - pyskl - INFO - +top1_acc 0.9018 +top5_acc 0.9855 +2024-07-18 21:09:15,024 - pyskl - INFO - Epoch(val) [126][1031] top1_acc: 0.9018, top5_acc: 0.9855 +2024-07-18 21:09:56,681 - pyskl - INFO - Epoch [127][100/2506] lr: 1.541e-03, eta: 3:59:21, time: 0.417, data_time: 0.180, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0353, loss: 0.0353 +2024-07-18 21:10:19,933 - pyskl - INFO - Epoch [127][200/2506] lr: 1.536e-03, eta: 3:58:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0405, loss: 0.0405 +2024-07-18 21:10:43,191 - pyskl - INFO - Epoch [127][300/2506] lr: 1.531e-03, eta: 3:58:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0388, loss: 0.0388 +2024-07-18 21:11:06,482 - pyskl - INFO - Epoch [127][400/2506] lr: 1.526e-03, eta: 3:58:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0391, loss: 0.0391 +2024-07-18 21:11:29,975 - pyskl - INFO - Epoch [127][500/2506] lr: 1.521e-03, eta: 3:57:45, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0302, loss: 0.0302 +2024-07-18 21:11:53,381 - pyskl - INFO - Epoch [127][600/2506] lr: 1.516e-03, eta: 3:57:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0338, loss: 0.0338 +2024-07-18 21:12:16,733 - pyskl - INFO - Epoch [127][700/2506] lr: 1.511e-03, eta: 3:56:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0400, loss: 0.0400 +2024-07-18 21:12:40,156 - pyskl - INFO - Epoch [127][800/2506] lr: 1.506e-03, eta: 3:56:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0437, loss: 0.0437 +2024-07-18 21:13:03,619 - pyskl - INFO - Epoch [127][900/2506] lr: 1.501e-03, eta: 3:56:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0404, loss: 0.0404 +2024-07-18 21:13:27,008 - pyskl - INFO - Epoch [127][1000/2506] lr: 1.496e-03, eta: 3:55:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0460, loss: 0.0460 +2024-07-18 21:13:50,430 - pyskl - INFO - Epoch [127][1100/2506] lr: 1.491e-03, eta: 3:55:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0432, loss: 0.0432 +2024-07-18 21:14:13,844 - pyskl - INFO - Epoch [127][1200/2506] lr: 1.486e-03, eta: 3:54:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0306, loss: 0.0306 +2024-07-18 21:14:37,263 - pyskl - INFO - Epoch [127][1300/2506] lr: 1.481e-03, eta: 3:54:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0605, loss: 0.0605 +2024-07-18 21:15:00,694 - pyskl - INFO - Epoch [127][1400/2506] lr: 1.477e-03, eta: 3:54:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0634, loss: 0.0634 +2024-07-18 21:15:24,103 - pyskl - INFO - Epoch [127][1500/2506] lr: 1.472e-03, eta: 3:53:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0499, loss: 0.0499 +2024-07-18 21:15:47,494 - pyskl - INFO - Epoch [127][1600/2506] lr: 1.467e-03, eta: 3:53:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0434, loss: 0.0434 +2024-07-18 21:16:10,889 - pyskl - INFO - Epoch [127][1700/2506] lr: 1.462e-03, eta: 3:52:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0499, loss: 0.0499 +2024-07-18 21:16:34,290 - pyskl - INFO - Epoch [127][1800/2506] lr: 1.457e-03, eta: 3:52:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0561, loss: 0.0561 +2024-07-18 21:16:57,649 - pyskl - INFO - Epoch [127][1900/2506] lr: 1.452e-03, eta: 3:52:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0362, loss: 0.0362 +2024-07-18 21:17:21,027 - pyskl - INFO - Epoch [127][2000/2506] lr: 1.447e-03, eta: 3:51:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0377, loss: 0.0377 +2024-07-18 21:17:44,378 - pyskl - INFO - Epoch [127][2100/2506] lr: 1.442e-03, eta: 3:51:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0527, loss: 0.0527 +2024-07-18 21:18:07,700 - pyskl - INFO - Epoch [127][2200/2506] lr: 1.437e-03, eta: 3:50:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0544, loss: 0.0544 +2024-07-18 21:18:31,017 - pyskl - INFO - Epoch [127][2300/2506] lr: 1.432e-03, eta: 3:50:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0410, loss: 0.0410 +2024-07-18 21:18:54,372 - pyskl - INFO - Epoch [127][2400/2506] lr: 1.428e-03, eta: 3:50:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0377, loss: 0.0377 +2024-07-18 21:19:17,731 - pyskl - INFO - Epoch [127][2500/2506] lr: 1.423e-03, eta: 3:49:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0447, loss: 0.0447 +2024-07-18 21:19:19,550 - pyskl - INFO - Saving checkpoint at 127 epochs +2024-07-18 21:20:36,245 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 21:20:36,313 - pyskl - INFO - +top1_acc 0.9056 +top5_acc 0.9856 +2024-07-18 21:20:36,317 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_125.pth was removed +2024-07-18 21:20:36,442 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2024-07-18 21:20:36,442 - pyskl - INFO - Best top1_acc is 0.9056 at 127 epoch. +2024-07-18 21:20:36,444 - pyskl - INFO - Epoch(val) [127][1031] top1_acc: 0.9056, top5_acc: 0.9856 +2024-07-18 21:21:17,496 - pyskl - INFO - Epoch [128][100/2506] lr: 1.418e-03, eta: 3:49:23, time: 0.410, data_time: 0.174, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0262, loss: 0.0262 +2024-07-18 21:21:40,781 - pyskl - INFO - Epoch [128][200/2506] lr: 1.413e-03, eta: 3:48:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0322, loss: 0.0322 +2024-07-18 21:22:04,120 - pyskl - INFO - Epoch [128][300/2506] lr: 1.408e-03, eta: 3:48:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0273, loss: 0.0273 +2024-07-18 21:22:27,451 - pyskl - INFO - Epoch [128][400/2506] lr: 1.403e-03, eta: 3:48:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0254, loss: 0.0254 +2024-07-18 21:22:50,897 - pyskl - INFO - Epoch [128][500/2506] lr: 1.398e-03, eta: 3:47:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 +2024-07-18 21:23:14,285 - pyskl - INFO - Epoch [128][600/2506] lr: 1.394e-03, eta: 3:47:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0323, loss: 0.0323 +2024-07-18 21:23:37,643 - pyskl - INFO - Epoch [128][700/2506] lr: 1.389e-03, eta: 3:46:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0304, loss: 0.0304 +2024-07-18 21:24:01,122 - pyskl - INFO - Epoch [128][800/2506] lr: 1.384e-03, eta: 3:46:34, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0403, loss: 0.0403 +2024-07-18 21:24:24,682 - pyskl - INFO - Epoch [128][900/2506] lr: 1.379e-03, eta: 3:46:10, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0346, loss: 0.0346 +2024-07-18 21:24:48,099 - pyskl - INFO - Epoch [128][1000/2506] lr: 1.374e-03, eta: 3:45:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0330, loss: 0.0330 +2024-07-18 21:25:11,489 - pyskl - INFO - Epoch [128][1100/2506] lr: 1.370e-03, eta: 3:45:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0426, loss: 0.0426 +2024-07-18 21:25:34,888 - pyskl - INFO - Epoch [128][1200/2506] lr: 1.365e-03, eta: 3:44:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0354, loss: 0.0354 +2024-07-18 21:25:58,274 - pyskl - INFO - Epoch [128][1300/2506] lr: 1.360e-03, eta: 3:44:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0314, loss: 0.0314 +2024-07-18 21:26:21,620 - pyskl - INFO - Epoch [128][1400/2506] lr: 1.356e-03, eta: 3:44:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 +2024-07-18 21:26:44,936 - pyskl - INFO - Epoch [128][1500/2506] lr: 1.351e-03, eta: 3:43:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0294, loss: 0.0294 +2024-07-18 21:27:08,251 - pyskl - INFO - Epoch [128][1600/2506] lr: 1.346e-03, eta: 3:43:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0270, loss: 0.0270 +2024-07-18 21:27:31,570 - pyskl - INFO - Epoch [128][1700/2506] lr: 1.341e-03, eta: 3:42:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0286, loss: 0.0286 +2024-07-18 21:27:54,858 - pyskl - INFO - Epoch [128][1800/2506] lr: 1.337e-03, eta: 3:42:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0276, loss: 0.0276 +2024-07-18 21:28:18,166 - pyskl - INFO - Epoch [128][1900/2506] lr: 1.332e-03, eta: 3:42:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0282, loss: 0.0282 +2024-07-18 21:28:41,485 - pyskl - INFO - Epoch [128][2000/2506] lr: 1.327e-03, eta: 3:41:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0297, loss: 0.0297 +2024-07-18 21:29:04,812 - pyskl - INFO - Epoch [128][2100/2506] lr: 1.323e-03, eta: 3:41:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0280, loss: 0.0280 +2024-07-18 21:29:28,149 - pyskl - INFO - Epoch [128][2200/2506] lr: 1.318e-03, eta: 3:40:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0327, loss: 0.0327 +2024-07-18 21:29:51,510 - pyskl - INFO - Epoch [128][2300/2506] lr: 1.313e-03, eta: 3:40:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0348, loss: 0.0348 +2024-07-18 21:30:14,878 - pyskl - INFO - Epoch [128][2400/2506] lr: 1.309e-03, eta: 3:40:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0470, loss: 0.0470 +2024-07-18 21:30:38,228 - pyskl - INFO - Epoch [128][2500/2506] lr: 1.304e-03, eta: 3:39:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0386, loss: 0.0386 +2024-07-18 21:30:40,076 - pyskl - INFO - Saving checkpoint at 128 epochs +2024-07-18 21:31:57,071 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 21:31:57,138 - pyskl - INFO - +top1_acc 0.9027 +top5_acc 0.9856 +2024-07-18 21:31:57,140 - pyskl - INFO - Epoch(val) [128][1031] top1_acc: 0.9027, top5_acc: 0.9856 +2024-07-18 21:32:38,455 - pyskl - INFO - Epoch [129][100/2506] lr: 1.299e-03, eta: 3:39:24, time: 0.413, data_time: 0.177, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0358, loss: 0.0358 +2024-07-18 21:33:01,669 - pyskl - INFO - Epoch [129][200/2506] lr: 1.294e-03, eta: 3:38:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0269, loss: 0.0269 +2024-07-18 21:33:24,954 - pyskl - INFO - Epoch [129][300/2506] lr: 1.290e-03, eta: 3:38:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0422, loss: 0.0422 +2024-07-18 21:33:48,240 - pyskl - INFO - Epoch [129][400/2506] lr: 1.285e-03, eta: 3:38:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0619, loss: 0.0619 +2024-07-18 21:34:11,632 - pyskl - INFO - Epoch [129][500/2506] lr: 1.281e-03, eta: 3:37:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0267, loss: 0.0267 +2024-07-18 21:34:35,094 - pyskl - INFO - Epoch [129][600/2506] lr: 1.276e-03, eta: 3:37:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218 +2024-07-18 21:34:58,537 - pyskl - INFO - Epoch [129][700/2506] lr: 1.271e-03, eta: 3:36:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0360, loss: 0.0360 +2024-07-18 21:35:21,990 - pyskl - INFO - Epoch [129][800/2506] lr: 1.267e-03, eta: 3:36:35, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 +2024-07-18 21:35:45,568 - pyskl - INFO - Epoch [129][900/2506] lr: 1.262e-03, eta: 3:36:11, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0272, loss: 0.0272 +2024-07-18 21:36:09,004 - pyskl - INFO - Epoch [129][1000/2506] lr: 1.258e-03, eta: 3:35:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 +2024-07-18 21:36:32,353 - pyskl - INFO - Epoch [129][1100/2506] lr: 1.253e-03, eta: 3:35:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 +2024-07-18 21:36:55,854 - pyskl - INFO - Epoch [129][1200/2506] lr: 1.248e-03, eta: 3:34:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0315, loss: 0.0315 +2024-07-18 21:37:19,274 - pyskl - INFO - Epoch [129][1300/2506] lr: 1.244e-03, eta: 3:34:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218 +2024-07-18 21:37:42,632 - pyskl - INFO - Epoch [129][1400/2506] lr: 1.239e-03, eta: 3:34:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0215, loss: 0.0215 +2024-07-18 21:38:05,990 - pyskl - INFO - Epoch [129][1500/2506] lr: 1.235e-03, eta: 3:33:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 +2024-07-18 21:38:29,328 - pyskl - INFO - Epoch [129][1600/2506] lr: 1.230e-03, eta: 3:33:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0371, loss: 0.0371 +2024-07-18 21:38:52,621 - pyskl - INFO - Epoch [129][1700/2506] lr: 1.226e-03, eta: 3:32:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0299, loss: 0.0299 +2024-07-18 21:39:15,917 - pyskl - INFO - Epoch [129][1800/2506] lr: 1.221e-03, eta: 3:32:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0403, loss: 0.0403 +2024-07-18 21:39:39,208 - pyskl - INFO - Epoch [129][1900/2506] lr: 1.217e-03, eta: 3:32:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0290, loss: 0.0290 +2024-07-18 21:40:02,549 - pyskl - INFO - Epoch [129][2000/2506] lr: 1.212e-03, eta: 3:31:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0196, loss: 0.0196 +2024-07-18 21:40:25,866 - pyskl - INFO - Epoch [129][2100/2506] lr: 1.208e-03, eta: 3:31:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0197, loss: 0.0197 +2024-07-18 21:40:49,186 - pyskl - INFO - Epoch [129][2200/2506] lr: 1.203e-03, eta: 3:30:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0211, loss: 0.0211 +2024-07-18 21:41:12,531 - pyskl - INFO - Epoch [129][2300/2506] lr: 1.199e-03, eta: 3:30:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0201, loss: 0.0201 +2024-07-18 21:41:35,881 - pyskl - INFO - Epoch [129][2400/2506] lr: 1.194e-03, eta: 3:30:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0251, loss: 0.0251 +2024-07-18 21:41:59,217 - pyskl - INFO - Epoch [129][2500/2506] lr: 1.190e-03, eta: 3:29:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 +2024-07-18 21:42:01,093 - pyskl - INFO - Saving checkpoint at 129 epochs +2024-07-18 21:43:17,806 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 21:43:17,873 - pyskl - INFO - +top1_acc 0.9053 +top5_acc 0.9839 +2024-07-18 21:43:17,875 - pyskl - INFO - Epoch(val) [129][1031] top1_acc: 0.9053, top5_acc: 0.9839 +2024-07-18 21:43:59,108 - pyskl - INFO - Epoch [130][100/2506] lr: 1.185e-03, eta: 3:29:24, time: 0.412, data_time: 0.175, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0208, loss: 0.0208 +2024-07-18 21:44:22,409 - pyskl - INFO - Epoch [130][200/2506] lr: 1.181e-03, eta: 3:29:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0203, loss: 0.0203 +2024-07-18 21:44:45,740 - pyskl - INFO - Epoch [130][300/2506] lr: 1.176e-03, eta: 3:28:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 +2024-07-18 21:45:09,080 - pyskl - INFO - Epoch [130][400/2506] lr: 1.172e-03, eta: 3:28:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 +2024-07-18 21:45:32,621 - pyskl - INFO - Epoch [130][500/2506] lr: 1.168e-03, eta: 3:27:48, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0178, loss: 0.0178 +2024-07-18 21:45:56,100 - pyskl - INFO - Epoch [130][600/2506] lr: 1.163e-03, eta: 3:27:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0299, loss: 0.0299 +2024-07-18 21:46:19,476 - pyskl - INFO - Epoch [130][700/2506] lr: 1.159e-03, eta: 3:27:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0207, loss: 0.0207 +2024-07-18 21:46:42,799 - pyskl - INFO - Epoch [130][800/2506] lr: 1.154e-03, eta: 3:26:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0194, loss: 0.0194 +2024-07-18 21:47:06,457 - pyskl - INFO - Epoch [130][900/2506] lr: 1.150e-03, eta: 3:26:12, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0187, loss: 0.0187 +2024-07-18 21:47:29,935 - pyskl - INFO - Epoch [130][1000/2506] lr: 1.146e-03, eta: 3:25:48, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0149, loss: 0.0149 +2024-07-18 21:47:53,326 - pyskl - INFO - Epoch [130][1100/2506] lr: 1.141e-03, eta: 3:25:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 +2024-07-18 21:48:16,981 - pyskl - INFO - Epoch [130][1200/2506] lr: 1.137e-03, eta: 3:25:01, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0179, loss: 0.0179 +2024-07-18 21:48:40,479 - pyskl - INFO - Epoch [130][1300/2506] lr: 1.133e-03, eta: 3:24:37, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0214, loss: 0.0214 +2024-07-18 21:49:03,968 - pyskl - INFO - Epoch [130][1400/2506] lr: 1.128e-03, eta: 3:24:13, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0210, loss: 0.0210 +2024-07-18 21:49:27,345 - pyskl - INFO - Epoch [130][1500/2506] lr: 1.124e-03, eta: 3:23:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0198, loss: 0.0198 +2024-07-18 21:49:50,731 - pyskl - INFO - Epoch [130][1600/2506] lr: 1.120e-03, eta: 3:23:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0187, loss: 0.0187 +2024-07-18 21:50:14,128 - pyskl - INFO - Epoch [130][1700/2506] lr: 1.115e-03, eta: 3:23:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0213, loss: 0.0213 +2024-07-18 21:50:37,494 - pyskl - INFO - Epoch [130][1800/2506] lr: 1.111e-03, eta: 3:22:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0197, loss: 0.0197 +2024-07-18 21:51:00,880 - pyskl - INFO - Epoch [130][1900/2506] lr: 1.107e-03, eta: 3:22:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0156, loss: 0.0156 +2024-07-18 21:51:24,212 - pyskl - INFO - Epoch [130][2000/2506] lr: 1.102e-03, eta: 3:21:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 +2024-07-18 21:51:47,541 - pyskl - INFO - Epoch [130][2100/2506] lr: 1.098e-03, eta: 3:21:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 +2024-07-18 21:52:10,909 - pyskl - INFO - Epoch [130][2200/2506] lr: 1.094e-03, eta: 3:21:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0177, loss: 0.0177 +2024-07-18 21:52:34,280 - pyskl - INFO - Epoch [130][2300/2506] lr: 1.089e-03, eta: 3:20:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0172, loss: 0.0172 +2024-07-18 21:52:57,630 - pyskl - INFO - Epoch [130][2400/2506] lr: 1.085e-03, eta: 3:20:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0185, loss: 0.0185 +2024-07-18 21:53:20,976 - pyskl - INFO - Epoch [130][2500/2506] lr: 1.081e-03, eta: 3:19:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 +2024-07-18 21:53:22,819 - pyskl - INFO - Saving checkpoint at 130 epochs +2024-07-18 21:54:39,667 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 21:54:39,735 - pyskl - INFO - +top1_acc 0.9084 +top5_acc 0.9860 +2024-07-18 21:54:39,738 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_127.pth was removed +2024-07-18 21:54:39,869 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2024-07-18 21:54:39,869 - pyskl - INFO - Best top1_acc is 0.9084 at 130 epoch. +2024-07-18 21:54:39,872 - pyskl - INFO - Epoch(val) [130][1031] top1_acc: 0.9084, top5_acc: 0.9860 +2024-07-18 21:55:21,355 - pyskl - INFO - Epoch [131][100/2506] lr: 1.076e-03, eta: 3:19:26, time: 0.415, data_time: 0.178, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0195, loss: 0.0195 +2024-07-18 21:55:44,588 - pyskl - INFO - Epoch [131][200/2506] lr: 1.072e-03, eta: 3:19:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0168, loss: 0.0168 +2024-07-18 21:56:07,997 - pyskl - INFO - Epoch [131][300/2506] lr: 1.068e-03, eta: 3:18:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0204, loss: 0.0204 +2024-07-18 21:56:31,328 - pyskl - INFO - Epoch [131][400/2506] lr: 1.064e-03, eta: 3:18:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0215, loss: 0.0215 +2024-07-18 21:56:54,725 - pyskl - INFO - Epoch [131][500/2506] lr: 1.060e-03, eta: 3:17:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0154, loss: 0.0154 +2024-07-18 21:57:18,113 - pyskl - INFO - Epoch [131][600/2506] lr: 1.055e-03, eta: 3:17:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0134, loss: 0.0134 +2024-07-18 21:57:41,552 - pyskl - INFO - Epoch [131][700/2506] lr: 1.051e-03, eta: 3:17:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0138, loss: 0.0138 +2024-07-18 21:58:04,950 - pyskl - INFO - Epoch [131][800/2506] lr: 1.047e-03, eta: 3:16:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 +2024-07-18 21:58:28,585 - pyskl - INFO - Epoch [131][900/2506] lr: 1.043e-03, eta: 3:16:14, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0162, loss: 0.0162 +2024-07-18 21:58:52,089 - pyskl - INFO - Epoch [131][1000/2506] lr: 1.039e-03, eta: 3:15:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 +2024-07-18 21:59:15,529 - pyskl - INFO - Epoch [131][1100/2506] lr: 1.034e-03, eta: 3:15:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218 +2024-07-18 21:59:39,029 - pyskl - INFO - Epoch [131][1200/2506] lr: 1.030e-03, eta: 3:15:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0196, loss: 0.0196 +2024-07-18 22:00:02,501 - pyskl - INFO - Epoch [131][1300/2506] lr: 1.026e-03, eta: 3:14:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0162, loss: 0.0162 +2024-07-18 22:00:25,938 - pyskl - INFO - Epoch [131][1400/2506] lr: 1.022e-03, eta: 3:14:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0177, loss: 0.0177 +2024-07-18 22:00:49,292 - pyskl - INFO - Epoch [131][1500/2506] lr: 1.018e-03, eta: 3:13:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0167, loss: 0.0167 +2024-07-18 22:01:12,634 - pyskl - INFO - Epoch [131][1600/2506] lr: 1.014e-03, eta: 3:13:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0144, loss: 0.0144 +2024-07-18 22:01:35,922 - pyskl - INFO - Epoch [131][1700/2506] lr: 1.010e-03, eta: 3:13:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0188, loss: 0.0188 +2024-07-18 22:01:59,214 - pyskl - INFO - Epoch [131][1800/2506] lr: 1.006e-03, eta: 3:12:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0322, loss: 0.0322 +2024-07-18 22:02:22,586 - pyskl - INFO - Epoch [131][1900/2506] lr: 1.001e-03, eta: 3:12:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 +2024-07-18 22:02:45,886 - pyskl - INFO - Epoch [131][2000/2506] lr: 9.973e-04, eta: 3:11:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0180, loss: 0.0180 +2024-07-18 22:03:09,260 - pyskl - INFO - Epoch [131][2100/2506] lr: 9.933e-04, eta: 3:11:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0170, loss: 0.0170 +2024-07-18 22:03:32,676 - pyskl - INFO - Epoch [131][2200/2506] lr: 9.892e-04, eta: 3:11:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0162, loss: 0.0162 +2024-07-18 22:03:56,047 - pyskl - INFO - Epoch [131][2300/2506] lr: 9.851e-04, eta: 3:10:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0145, loss: 0.0145 +2024-07-18 22:04:19,392 - pyskl - INFO - Epoch [131][2400/2506] lr: 9.810e-04, eta: 3:10:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0179, loss: 0.0179 +2024-07-18 22:04:42,712 - pyskl - INFO - Epoch [131][2500/2506] lr: 9.770e-04, eta: 3:09:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0176, loss: 0.0176 +2024-07-18 22:04:44,499 - pyskl - INFO - Saving checkpoint at 131 epochs +2024-07-18 22:06:01,386 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 22:06:01,454 - pyskl - INFO - +top1_acc 0.9121 +top5_acc 0.9865 +2024-07-18 22:06:01,458 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_130.pth was removed +2024-07-18 22:06:01,581 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. +2024-07-18 22:06:01,582 - pyskl - INFO - Best top1_acc is 0.9121 at 131 epoch. +2024-07-18 22:06:01,584 - pyskl - INFO - Epoch(val) [131][1031] top1_acc: 0.9121, top5_acc: 0.9865 +2024-07-18 22:06:42,960 - pyskl - INFO - Epoch [132][100/2506] lr: 9.727e-04, eta: 3:09:27, time: 0.414, data_time: 0.177, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0134, loss: 0.0134 +2024-07-18 22:07:06,253 - pyskl - INFO - Epoch [132][200/2506] lr: 9.687e-04, eta: 3:09:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0160, loss: 0.0160 +2024-07-18 22:07:29,538 - pyskl - INFO - Epoch [132][300/2506] lr: 9.646e-04, eta: 3:08:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0140, loss: 0.0140 +2024-07-18 22:07:52,898 - pyskl - INFO - Epoch [132][400/2506] lr: 9.606e-04, eta: 3:08:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 +2024-07-18 22:08:16,289 - pyskl - INFO - Epoch [132][500/2506] lr: 9.566e-04, eta: 3:07:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0169, loss: 0.0169 +2024-07-18 22:08:39,657 - pyskl - INFO - Epoch [132][600/2506] lr: 9.526e-04, eta: 3:07:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0155, loss: 0.0155 +2024-07-18 22:09:03,028 - pyskl - INFO - Epoch [132][700/2506] lr: 9.486e-04, eta: 3:07:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0189, loss: 0.0189 +2024-07-18 22:09:26,436 - pyskl - INFO - Epoch [132][800/2506] lr: 9.446e-04, eta: 3:06:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0179, loss: 0.0179 +2024-07-18 22:09:49,960 - pyskl - INFO - Epoch [132][900/2506] lr: 9.406e-04, eta: 3:06:15, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0164, loss: 0.0164 +2024-07-18 22:10:13,374 - pyskl - INFO - Epoch [132][1000/2506] lr: 9.367e-04, eta: 3:05:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0134, loss: 0.0134 +2024-07-18 22:10:36,806 - pyskl - INFO - Epoch [132][1100/2506] lr: 9.327e-04, eta: 3:05:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0140, loss: 0.0140 +2024-07-18 22:11:00,349 - pyskl - INFO - Epoch [132][1200/2506] lr: 9.288e-04, eta: 3:05:03, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0186, loss: 0.0186 +2024-07-18 22:11:23,882 - pyskl - INFO - Epoch [132][1300/2506] lr: 9.248e-04, eta: 3:04:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0190, loss: 0.0190 +2024-07-18 22:11:47,374 - pyskl - INFO - Epoch [132][1400/2506] lr: 9.209e-04, eta: 3:04:15, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216 +2024-07-18 22:12:10,827 - pyskl - INFO - Epoch [132][1500/2506] lr: 9.169e-04, eta: 3:03:51, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0198, loss: 0.0198 +2024-07-18 22:12:34,260 - pyskl - INFO - Epoch [132][1600/2506] lr: 9.130e-04, eta: 3:03:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 +2024-07-18 22:12:57,697 - pyskl - INFO - Epoch [132][1700/2506] lr: 9.091e-04, eta: 3:03:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0182, loss: 0.0182 +2024-07-18 22:13:21,130 - pyskl - INFO - Epoch [132][1800/2506] lr: 9.052e-04, eta: 3:02:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0180, loss: 0.0180 +2024-07-18 22:13:44,568 - pyskl - INFO - Epoch [132][1900/2506] lr: 9.013e-04, eta: 3:02:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216 +2024-07-18 22:14:07,975 - pyskl - INFO - Epoch [132][2000/2506] lr: 8.974e-04, eta: 3:01:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0117, loss: 0.0117 +2024-07-18 22:14:31,392 - pyskl - INFO - Epoch [132][2100/2506] lr: 8.935e-04, eta: 3:01:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0151, loss: 0.0151 +2024-07-18 22:14:54,802 - pyskl - INFO - Epoch [132][2200/2506] lr: 8.896e-04, eta: 3:01:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0171, loss: 0.0171 +2024-07-18 22:15:18,142 - pyskl - INFO - Epoch [132][2300/2506] lr: 8.858e-04, eta: 3:00:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0130, loss: 0.0130 +2024-07-18 22:15:41,474 - pyskl - INFO - Epoch [132][2400/2506] lr: 8.819e-04, eta: 3:00:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0114, loss: 0.0114 +2024-07-18 22:16:04,808 - pyskl - INFO - Epoch [132][2500/2506] lr: 8.781e-04, eta: 2:59:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0147, loss: 0.0147 +2024-07-18 22:16:06,661 - pyskl - INFO - Saving checkpoint at 132 epochs +2024-07-18 22:17:23,358 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 22:17:23,425 - pyskl - INFO - +top1_acc 0.9075 +top5_acc 0.9852 +2024-07-18 22:17:23,427 - pyskl - INFO - Epoch(val) [132][1031] top1_acc: 0.9075, top5_acc: 0.9852 +2024-07-18 22:18:04,848 - pyskl - INFO - Epoch [133][100/2506] lr: 8.740e-04, eta: 2:59:28, time: 0.414, data_time: 0.177, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0157, loss: 0.0157 +2024-07-18 22:18:28,088 - pyskl - INFO - Epoch [133][200/2506] lr: 8.702e-04, eta: 2:59:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0114, loss: 0.0114 +2024-07-18 22:18:51,391 - pyskl - INFO - Epoch [133][300/2506] lr: 8.663e-04, eta: 2:58:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0094, loss: 0.0094 +2024-07-18 22:19:14,725 - pyskl - INFO - Epoch [133][400/2506] lr: 8.625e-04, eta: 2:58:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-07-18 22:19:38,087 - pyskl - INFO - Epoch [133][500/2506] lr: 8.587e-04, eta: 2:57:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0139, loss: 0.0139 +2024-07-18 22:20:01,385 - pyskl - INFO - Epoch [133][600/2506] lr: 8.549e-04, eta: 2:57:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0133, loss: 0.0133 +2024-07-18 22:20:24,738 - pyskl - INFO - Epoch [133][700/2506] lr: 8.511e-04, eta: 2:57:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0108, loss: 0.0108 +2024-07-18 22:20:48,176 - pyskl - INFO - Epoch [133][800/2506] lr: 8.473e-04, eta: 2:56:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0164, loss: 0.0164 +2024-07-18 22:21:11,612 - pyskl - INFO - Epoch [133][900/2506] lr: 8.435e-04, eta: 2:56:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0208, loss: 0.0208 +2024-07-18 22:21:34,938 - pyskl - INFO - Epoch [133][1000/2506] lr: 8.398e-04, eta: 2:55:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0146, loss: 0.0146 +2024-07-18 22:21:58,321 - pyskl - INFO - Epoch [133][1100/2506] lr: 8.360e-04, eta: 2:55:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0152, loss: 0.0152 +2024-07-18 22:22:21,781 - pyskl - INFO - Epoch [133][1200/2506] lr: 8.323e-04, eta: 2:55:04, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0138, loss: 0.0138 +2024-07-18 22:22:45,134 - pyskl - INFO - Epoch [133][1300/2506] lr: 8.285e-04, eta: 2:54:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0124, loss: 0.0124 +2024-07-18 22:23:08,445 - pyskl - INFO - Epoch [133][1400/2506] lr: 8.248e-04, eta: 2:54:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0131, loss: 0.0131 +2024-07-18 22:23:31,871 - pyskl - INFO - Epoch [133][1500/2506] lr: 8.211e-04, eta: 2:53:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0110, loss: 0.0110 +2024-07-18 22:23:55,186 - pyskl - INFO - Epoch [133][1600/2506] lr: 8.173e-04, eta: 2:53:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0102, loss: 0.0102 +2024-07-18 22:24:18,510 - pyskl - INFO - Epoch [133][1700/2506] lr: 8.136e-04, eta: 2:53:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0142, loss: 0.0142 +2024-07-18 22:24:41,857 - pyskl - INFO - Epoch [133][1800/2506] lr: 8.099e-04, eta: 2:52:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0108, loss: 0.0108 +2024-07-18 22:25:05,175 - pyskl - INFO - Epoch [133][1900/2506] lr: 8.062e-04, eta: 2:52:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0130, loss: 0.0130 +2024-07-18 22:25:28,501 - pyskl - INFO - Epoch [133][2000/2506] lr: 8.025e-04, eta: 2:51:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0159, loss: 0.0159 +2024-07-18 22:25:51,824 - pyskl - INFO - Epoch [133][2100/2506] lr: 7.989e-04, eta: 2:51:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0207, loss: 0.0207 +2024-07-18 22:26:15,076 - pyskl - INFO - Epoch [133][2200/2506] lr: 7.952e-04, eta: 2:51:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0183, loss: 0.0183 +2024-07-18 22:26:38,326 - pyskl - INFO - Epoch [133][2300/2506] lr: 7.915e-04, eta: 2:50:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0116, loss: 0.0116 +2024-07-18 22:27:01,597 - pyskl - INFO - Epoch [133][2400/2506] lr: 7.879e-04, eta: 2:50:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0109, loss: 0.0109 +2024-07-18 22:27:24,849 - pyskl - INFO - Epoch [133][2500/2506] lr: 7.842e-04, eta: 2:49:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0091, loss: 0.0091 +2024-07-18 22:27:26,680 - pyskl - INFO - Saving checkpoint at 133 epochs +2024-07-18 22:28:43,548 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 22:28:43,615 - pyskl - INFO - +top1_acc 0.9127 +top5_acc 0.9862 +2024-07-18 22:28:43,619 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_131.pth was removed +2024-07-18 22:28:43,742 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. +2024-07-18 22:28:43,743 - pyskl - INFO - Best top1_acc is 0.9127 at 133 epoch. +2024-07-18 22:28:43,745 - pyskl - INFO - Epoch(val) [133][1031] top1_acc: 0.9127, top5_acc: 0.9862 +2024-07-18 22:29:25,032 - pyskl - INFO - Epoch [134][100/2506] lr: 7.804e-04, eta: 2:49:28, time: 0.413, data_time: 0.177, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0090, loss: 0.0090 +2024-07-18 22:29:48,205 - pyskl - INFO - Epoch [134][200/2506] lr: 7.767e-04, eta: 2:49:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0112, loss: 0.0112 +2024-07-18 22:30:11,512 - pyskl - INFO - Epoch [134][300/2506] lr: 7.731e-04, eta: 2:48:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0114, loss: 0.0114 +2024-07-18 22:30:34,804 - pyskl - INFO - Epoch [134][400/2506] lr: 7.695e-04, eta: 2:48:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0113, loss: 0.0113 +2024-07-18 22:30:58,158 - pyskl - INFO - Epoch [134][500/2506] lr: 7.659e-04, eta: 2:47:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0178, loss: 0.0178 +2024-07-18 22:31:21,520 - pyskl - INFO - Epoch [134][600/2506] lr: 7.623e-04, eta: 2:47:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0114, loss: 0.0114 +2024-07-18 22:31:44,787 - pyskl - INFO - Epoch [134][700/2506] lr: 7.587e-04, eta: 2:47:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0139, loss: 0.0139 +2024-07-18 22:32:08,106 - pyskl - INFO - Epoch [134][800/2506] lr: 7.551e-04, eta: 2:46:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 0.0150, loss: 0.0150 +2024-07-18 22:32:31,665 - pyskl - INFO - Epoch [134][900/2506] lr: 7.516e-04, eta: 2:46:16, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0111, loss: 0.0111 +2024-07-18 22:32:55,117 - pyskl - INFO - Epoch [134][1000/2506] lr: 7.480e-04, eta: 2:45:52, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0122, loss: 0.0122 +2024-07-18 22:33:18,670 - pyskl - INFO - Epoch [134][1100/2506] lr: 7.444e-04, eta: 2:45:28, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0118, loss: 0.0118 +2024-07-18 22:33:42,226 - pyskl - INFO - Epoch [134][1200/2506] lr: 7.409e-04, eta: 2:45:04, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0108, loss: 0.0108 +2024-07-18 22:34:05,805 - pyskl - INFO - Epoch [134][1300/2506] lr: 7.374e-04, eta: 2:44:40, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-18 22:34:29,196 - pyskl - INFO - Epoch [134][1400/2506] lr: 7.338e-04, eta: 2:44:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0123, loss: 0.0123 +2024-07-18 22:34:52,519 - pyskl - INFO - Epoch [134][1500/2506] lr: 7.303e-04, eta: 2:43:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0094, loss: 0.0094 +2024-07-18 22:35:15,851 - pyskl - INFO - Epoch [134][1600/2506] lr: 7.268e-04, eta: 2:43:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0085, loss: 0.0085 +2024-07-18 22:35:39,198 - pyskl - INFO - Epoch [134][1700/2506] lr: 7.233e-04, eta: 2:43:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0100, loss: 0.0100 +2024-07-18 22:36:02,524 - pyskl - INFO - Epoch [134][1800/2506] lr: 7.198e-04, eta: 2:42:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0095, loss: 0.0095 +2024-07-18 22:36:25,831 - pyskl - INFO - Epoch [134][1900/2506] lr: 7.163e-04, eta: 2:42:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0107, loss: 0.0107 +2024-07-18 22:36:49,179 - pyskl - INFO - Epoch [134][2000/2506] lr: 7.128e-04, eta: 2:41:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-07-18 22:37:12,473 - pyskl - INFO - Epoch [134][2100/2506] lr: 7.093e-04, eta: 2:41:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0095, loss: 0.0095 +2024-07-18 22:37:35,902 - pyskl - INFO - Epoch [134][2200/2506] lr: 7.059e-04, eta: 2:41:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0112, loss: 0.0112 +2024-07-18 22:37:59,248 - pyskl - INFO - Epoch [134][2300/2506] lr: 7.024e-04, eta: 2:40:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0134, loss: 0.0134 +2024-07-18 22:38:22,657 - pyskl - INFO - Epoch [134][2400/2506] lr: 6.990e-04, eta: 2:40:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0112, loss: 0.0112 +2024-07-18 22:38:45,994 - pyskl - INFO - Epoch [134][2500/2506] lr: 6.955e-04, eta: 2:39:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0102, loss: 0.0102 +2024-07-18 22:38:47,818 - pyskl - INFO - Saving checkpoint at 134 epochs +2024-07-18 22:40:04,691 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 22:40:04,758 - pyskl - INFO - +top1_acc 0.9121 +top5_acc 0.9870 +2024-07-18 22:40:04,760 - pyskl - INFO - Epoch(val) [134][1031] top1_acc: 0.9121, top5_acc: 0.9870 +2024-07-18 22:40:45,982 - pyskl - INFO - Epoch [135][100/2506] lr: 6.919e-04, eta: 2:39:29, time: 0.412, data_time: 0.176, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-07-18 22:41:09,227 - pyskl - INFO - Epoch [135][200/2506] lr: 6.885e-04, eta: 2:39:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0098, loss: 0.0098 +2024-07-18 22:41:32,512 - pyskl - INFO - Epoch [135][300/2506] lr: 6.851e-04, eta: 2:38:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0081, loss: 0.0081 +2024-07-18 22:41:55,862 - pyskl - INFO - Epoch [135][400/2506] lr: 6.817e-04, eta: 2:38:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0101, loss: 0.0101 +2024-07-18 22:42:19,239 - pyskl - INFO - Epoch [135][500/2506] lr: 6.783e-04, eta: 2:37:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0133, loss: 0.0133 +2024-07-18 22:42:42,728 - pyskl - INFO - Epoch [135][600/2506] lr: 6.749e-04, eta: 2:37:29, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0092, loss: 0.0092 +2024-07-18 22:43:06,159 - pyskl - INFO - Epoch [135][700/2506] lr: 6.715e-04, eta: 2:37:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0090, loss: 0.0090 +2024-07-18 22:43:29,639 - pyskl - INFO - Epoch [135][800/2506] lr: 6.681e-04, eta: 2:36:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0103, loss: 0.0103 +2024-07-18 22:43:53,184 - pyskl - INFO - Epoch [135][900/2506] lr: 6.647e-04, eta: 2:36:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 +2024-07-18 22:44:16,558 - pyskl - INFO - Epoch [135][1000/2506] lr: 6.614e-04, eta: 2:35:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0143, loss: 0.0143 +2024-07-18 22:44:39,883 - pyskl - INFO - Epoch [135][1100/2506] lr: 6.580e-04, eta: 2:35:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0135, loss: 0.0135 +2024-07-18 22:45:03,295 - pyskl - INFO - Epoch [135][1200/2506] lr: 6.547e-04, eta: 2:35:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-07-18 22:45:26,857 - pyskl - INFO - Epoch [135][1300/2506] lr: 6.514e-04, eta: 2:34:41, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0085, loss: 0.0085 +2024-07-18 22:45:50,311 - pyskl - INFO - Epoch [135][1400/2506] lr: 6.480e-04, eta: 2:34:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 +2024-07-18 22:46:13,639 - pyskl - INFO - Epoch [135][1500/2506] lr: 6.447e-04, eta: 2:33:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0118, loss: 0.0118 +2024-07-18 22:46:36,931 - pyskl - INFO - Epoch [135][1600/2506] lr: 6.414e-04, eta: 2:33:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 +2024-07-18 22:47:00,215 - pyskl - INFO - Epoch [135][1700/2506] lr: 6.381e-04, eta: 2:33:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0082, loss: 0.0082 +2024-07-18 22:47:23,515 - pyskl - INFO - Epoch [135][1800/2506] lr: 6.348e-04, eta: 2:32:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0090, loss: 0.0090 +2024-07-18 22:47:46,795 - pyskl - INFO - Epoch [135][1900/2506] lr: 6.315e-04, eta: 2:32:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0141, loss: 0.0141 +2024-07-18 22:48:10,054 - pyskl - INFO - Epoch [135][2000/2506] lr: 6.283e-04, eta: 2:31:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0102, loss: 0.0102 +2024-07-18 22:48:33,331 - pyskl - INFO - Epoch [135][2100/2506] lr: 6.250e-04, eta: 2:31:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0099, loss: 0.0099 +2024-07-18 22:48:56,581 - pyskl - INFO - Epoch [135][2200/2506] lr: 6.217e-04, eta: 2:31:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0093, loss: 0.0093 +2024-07-18 22:49:19,829 - pyskl - INFO - Epoch [135][2300/2506] lr: 6.185e-04, eta: 2:30:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0110, loss: 0.0110 +2024-07-18 22:49:43,076 - pyskl - INFO - Epoch [135][2400/2506] lr: 6.153e-04, eta: 2:30:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0077, loss: 0.0077 +2024-07-18 22:50:06,361 - pyskl - INFO - Epoch [135][2500/2506] lr: 6.120e-04, eta: 2:29:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0072, loss: 0.0072 +2024-07-18 22:50:08,181 - pyskl - INFO - Saving checkpoint at 135 epochs +2024-07-18 22:51:24,955 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 22:51:25,022 - pyskl - INFO - +top1_acc 0.9124 +top5_acc 0.9872 +2024-07-18 22:51:25,024 - pyskl - INFO - Epoch(val) [135][1031] top1_acc: 0.9124, top5_acc: 0.9872 +2024-07-18 22:52:06,424 - pyskl - INFO - Epoch [136][100/2506] lr: 6.086e-04, eta: 2:29:30, time: 0.414, data_time: 0.177, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 +2024-07-18 22:52:29,662 - pyskl - INFO - Epoch [136][200/2506] lr: 6.054e-04, eta: 2:29:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0093, loss: 0.0093 +2024-07-18 22:52:52,950 - pyskl - INFO - Epoch [136][300/2506] lr: 6.022e-04, eta: 2:28:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0119, loss: 0.0119 +2024-07-18 22:53:16,257 - pyskl - INFO - Epoch [136][400/2506] lr: 5.990e-04, eta: 2:28:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-07-18 22:53:39,615 - pyskl - INFO - Epoch [136][500/2506] lr: 5.958e-04, eta: 2:27:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-07-18 22:54:03,013 - pyskl - INFO - Epoch [136][600/2506] lr: 5.926e-04, eta: 2:27:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0078, loss: 0.0078 +2024-07-18 22:54:26,409 - pyskl - INFO - Epoch [136][700/2506] lr: 5.894e-04, eta: 2:27:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 +2024-07-18 22:54:49,799 - pyskl - INFO - Epoch [136][800/2506] lr: 5.863e-04, eta: 2:26:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0081, loss: 0.0081 +2024-07-18 22:55:13,275 - pyskl - INFO - Epoch [136][900/2506] lr: 5.831e-04, eta: 2:26:18, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0082, loss: 0.0082 +2024-07-18 22:55:36,811 - pyskl - INFO - Epoch [136][1000/2506] lr: 5.800e-04, eta: 2:25:54, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-07-18 22:56:00,246 - pyskl - INFO - Epoch [136][1100/2506] lr: 5.768e-04, eta: 2:25:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0092, loss: 0.0092 +2024-07-18 22:56:23,717 - pyskl - INFO - Epoch [136][1200/2506] lr: 5.737e-04, eta: 2:25:06, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0082, loss: 0.0082 +2024-07-18 22:56:47,091 - pyskl - INFO - Epoch [136][1300/2506] lr: 5.706e-04, eta: 2:24:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0077, loss: 0.0077 +2024-07-18 22:57:10,383 - pyskl - INFO - Epoch [136][1400/2506] lr: 5.674e-04, eta: 2:24:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0154, loss: 0.0154 +2024-07-18 22:57:33,651 - pyskl - INFO - Epoch [136][1500/2506] lr: 5.643e-04, eta: 2:23:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0105, loss: 0.0105 +2024-07-18 22:57:56,913 - pyskl - INFO - Epoch [136][1600/2506] lr: 5.612e-04, eta: 2:23:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0105, loss: 0.0105 +2024-07-18 22:58:20,265 - pyskl - INFO - Epoch [136][1700/2506] lr: 5.581e-04, eta: 2:23:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0099, loss: 0.0099 +2024-07-18 22:58:43,651 - pyskl - INFO - Epoch [136][1800/2506] lr: 5.551e-04, eta: 2:22:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-18 22:59:06,954 - pyskl - INFO - Epoch [136][1900/2506] lr: 5.520e-04, eta: 2:22:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0107, loss: 0.0107 +2024-07-18 22:59:30,170 - pyskl - INFO - Epoch [136][2000/2506] lr: 5.489e-04, eta: 2:21:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 +2024-07-18 22:59:53,466 - pyskl - INFO - Epoch [136][2100/2506] lr: 5.459e-04, eta: 2:21:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0085, loss: 0.0085 +2024-07-18 23:00:16,779 - pyskl - INFO - Epoch [136][2200/2506] lr: 5.428e-04, eta: 2:21:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 +2024-07-18 23:00:40,043 - pyskl - INFO - Epoch [136][2300/2506] lr: 5.398e-04, eta: 2:20:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0109, loss: 0.0109 +2024-07-18 23:01:03,348 - pyskl - INFO - Epoch [136][2400/2506] lr: 5.367e-04, eta: 2:20:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-07-18 23:01:26,639 - pyskl - INFO - Epoch [136][2500/2506] lr: 5.337e-04, eta: 2:19:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0107, loss: 0.0107 +2024-07-18 23:01:28,490 - pyskl - INFO - Saving checkpoint at 136 epochs +2024-07-18 23:02:45,378 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 23:02:45,446 - pyskl - INFO - +top1_acc 0.9139 +top5_acc 0.9859 +2024-07-18 23:02:45,449 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_133.pth was removed +2024-07-18 23:02:45,575 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2024-07-18 23:02:45,575 - pyskl - INFO - Best top1_acc is 0.9139 at 136 epoch. +2024-07-18 23:02:45,577 - pyskl - INFO - Epoch(val) [136][1031] top1_acc: 0.9139, top5_acc: 0.9859 +2024-07-18 23:03:27,049 - pyskl - INFO - Epoch [137][100/2506] lr: 5.305e-04, eta: 2:19:30, time: 0.415, data_time: 0.178, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0099, loss: 0.0099 +2024-07-18 23:03:50,330 - pyskl - INFO - Epoch [137][200/2506] lr: 5.275e-04, eta: 2:19:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0107, loss: 0.0107 +2024-07-18 23:04:13,600 - pyskl - INFO - Epoch [137][300/2506] lr: 5.245e-04, eta: 2:18:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0094, loss: 0.0094 +2024-07-18 23:04:36,876 - pyskl - INFO - Epoch [137][400/2506] lr: 5.215e-04, eta: 2:18:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 +2024-07-18 23:05:00,206 - pyskl - INFO - Epoch [137][500/2506] lr: 5.185e-04, eta: 2:17:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-07-18 23:05:23,523 - pyskl - INFO - Epoch [137][600/2506] lr: 5.156e-04, eta: 2:17:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 +2024-07-18 23:05:46,910 - pyskl - INFO - Epoch [137][700/2506] lr: 5.126e-04, eta: 2:17:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 +2024-07-18 23:06:10,262 - pyskl - INFO - Epoch [137][800/2506] lr: 5.096e-04, eta: 2:16:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0078, loss: 0.0078 +2024-07-18 23:06:33,821 - pyskl - INFO - Epoch [137][900/2506] lr: 5.067e-04, eta: 2:16:18, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0078, loss: 0.0078 +2024-07-18 23:06:57,339 - pyskl - INFO - Epoch [137][1000/2506] lr: 5.038e-04, eta: 2:15:54, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0085, loss: 0.0085 +2024-07-18 23:07:20,719 - pyskl - INFO - Epoch [137][1100/2506] lr: 5.008e-04, eta: 2:15:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 +2024-07-18 23:07:44,153 - pyskl - INFO - Epoch [137][1200/2506] lr: 4.979e-04, eta: 2:15:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-07-18 23:08:07,684 - pyskl - INFO - Epoch [137][1300/2506] lr: 4.950e-04, eta: 2:14:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 +2024-07-18 23:08:31,165 - pyskl - INFO - Epoch [137][1400/2506] lr: 4.921e-04, eta: 2:14:18, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0085, loss: 0.0085 +2024-07-18 23:08:54,634 - pyskl - INFO - Epoch [137][1500/2506] lr: 4.892e-04, eta: 2:13:55, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0095, loss: 0.0095 +2024-07-18 23:09:18,071 - pyskl - INFO - Epoch [137][1600/2506] lr: 4.863e-04, eta: 2:13:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 +2024-07-18 23:09:41,497 - pyskl - INFO - Epoch [137][1700/2506] lr: 4.834e-04, eta: 2:13:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 +2024-07-18 23:10:04,969 - pyskl - INFO - Epoch [137][1800/2506] lr: 4.805e-04, eta: 2:12:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0094, loss: 0.0094 +2024-07-18 23:10:28,318 - pyskl - INFO - Epoch [137][1900/2506] lr: 4.777e-04, eta: 2:12:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0103, loss: 0.0103 +2024-07-18 23:10:51,638 - pyskl - INFO - Epoch [137][2000/2506] lr: 4.748e-04, eta: 2:11:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0067, loss: 0.0067 +2024-07-18 23:11:14,940 - pyskl - INFO - Epoch [137][2100/2506] lr: 4.720e-04, eta: 2:11:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0101, loss: 0.0101 +2024-07-18 23:11:38,256 - pyskl - INFO - Epoch [137][2200/2506] lr: 4.691e-04, eta: 2:11:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0097, loss: 0.0097 +2024-07-18 23:12:01,559 - pyskl - INFO - Epoch [137][2300/2506] lr: 4.663e-04, eta: 2:10:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0078, loss: 0.0078 +2024-07-18 23:12:24,872 - pyskl - INFO - Epoch [137][2400/2506] lr: 4.635e-04, eta: 2:10:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0092, loss: 0.0092 +2024-07-18 23:12:48,189 - pyskl - INFO - Epoch [137][2500/2506] lr: 4.607e-04, eta: 2:09:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0094, loss: 0.0094 +2024-07-18 23:12:50,044 - pyskl - INFO - Saving checkpoint at 137 epochs +2024-07-18 23:14:06,795 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 23:14:06,863 - pyskl - INFO - +top1_acc 0.9142 +top5_acc 0.9866 +2024-07-18 23:14:06,867 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_136.pth was removed +2024-07-18 23:14:06,990 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2024-07-18 23:14:06,990 - pyskl - INFO - Best top1_acc is 0.9142 at 137 epoch. +2024-07-18 23:14:06,992 - pyskl - INFO - Epoch(val) [137][1031] top1_acc: 0.9142, top5_acc: 0.9866 +2024-07-18 23:14:48,134 - pyskl - INFO - Epoch [138][100/2506] lr: 4.577e-04, eta: 2:09:31, time: 0.411, data_time: 0.175, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0077, loss: 0.0077 +2024-07-18 23:15:11,418 - pyskl - INFO - Epoch [138][200/2506] lr: 4.549e-04, eta: 2:09:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 +2024-07-18 23:15:34,738 - pyskl - INFO - Epoch [138][300/2506] lr: 4.521e-04, eta: 2:08:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0073, loss: 0.0073 +2024-07-18 23:15:58,064 - pyskl - INFO - Epoch [138][400/2506] lr: 4.493e-04, eta: 2:08:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-07-18 23:16:21,410 - pyskl - INFO - Epoch [138][500/2506] lr: 4.466e-04, eta: 2:07:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-07-18 23:16:44,935 - pyskl - INFO - Epoch [138][600/2506] lr: 4.438e-04, eta: 2:07:31, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0090, loss: 0.0090 +2024-07-18 23:17:08,528 - pyskl - INFO - Epoch [138][700/2506] lr: 4.410e-04, eta: 2:07:07, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 +2024-07-18 23:17:32,028 - pyskl - INFO - Epoch [138][800/2506] lr: 4.383e-04, eta: 2:06:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0097, loss: 0.0097 +2024-07-18 23:17:55,420 - pyskl - INFO - Epoch [138][900/2506] lr: 4.356e-04, eta: 2:06:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 +2024-07-18 23:18:18,789 - pyskl - INFO - Epoch [138][1000/2506] lr: 4.328e-04, eta: 2:05:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 +2024-07-18 23:18:42,147 - pyskl - INFO - Epoch [138][1100/2506] lr: 4.301e-04, eta: 2:05:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0092, loss: 0.0092 +2024-07-18 23:19:05,563 - pyskl - INFO - Epoch [138][1200/2506] lr: 4.274e-04, eta: 2:05:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 +2024-07-18 23:19:29,184 - pyskl - INFO - Epoch [138][1300/2506] lr: 4.247e-04, eta: 2:04:43, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-07-18 23:19:52,748 - pyskl - INFO - Epoch [138][1400/2506] lr: 4.220e-04, eta: 2:04:19, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-07-18 23:20:16,034 - pyskl - INFO - Epoch [138][1500/2506] lr: 4.193e-04, eta: 2:03:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 +2024-07-18 23:20:39,316 - pyskl - INFO - Epoch [138][1600/2506] lr: 4.166e-04, eta: 2:03:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 +2024-07-18 23:21:02,605 - pyskl - INFO - Epoch [138][1700/2506] lr: 4.140e-04, eta: 2:03:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0094, loss: 0.0094 +2024-07-18 23:21:25,844 - pyskl - INFO - Epoch [138][1800/2506] lr: 4.113e-04, eta: 2:02:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0093, loss: 0.0093 +2024-07-18 23:21:49,156 - pyskl - INFO - Epoch [138][1900/2506] lr: 4.086e-04, eta: 2:02:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 +2024-07-18 23:22:12,387 - pyskl - INFO - Epoch [138][2000/2506] lr: 4.060e-04, eta: 2:01:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 +2024-07-18 23:22:35,634 - pyskl - INFO - Epoch [138][2100/2506] lr: 4.034e-04, eta: 2:01:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-07-18 23:22:58,876 - pyskl - INFO - Epoch [138][2200/2506] lr: 4.007e-04, eta: 2:01:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-07-18 23:23:22,110 - pyskl - INFO - Epoch [138][2300/2506] lr: 3.981e-04, eta: 2:00:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 +2024-07-18 23:23:45,359 - pyskl - INFO - Epoch [138][2400/2506] lr: 3.955e-04, eta: 2:00:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0081, loss: 0.0081 +2024-07-18 23:24:08,585 - pyskl - INFO - Epoch [138][2500/2506] lr: 3.929e-04, eta: 1:59:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0085, loss: 0.0085 +2024-07-18 23:24:10,410 - pyskl - INFO - Saving checkpoint at 138 epochs +2024-07-18 23:25:27,078 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 23:25:27,145 - pyskl - INFO - +top1_acc 0.9161 +top5_acc 0.9865 +2024-07-18 23:25:27,149 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_137.pth was removed +2024-07-18 23:25:27,276 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. +2024-07-18 23:25:27,277 - pyskl - INFO - Best top1_acc is 0.9161 at 138 epoch. +2024-07-18 23:25:27,279 - pyskl - INFO - Epoch(val) [138][1031] top1_acc: 0.9161, top5_acc: 0.9865 +2024-07-18 23:26:08,534 - pyskl - INFO - Epoch [139][100/2506] lr: 3.901e-04, eta: 1:59:31, time: 0.413, data_time: 0.176, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 +2024-07-18 23:26:31,779 - pyskl - INFO - Epoch [139][200/2506] lr: 3.876e-04, eta: 1:59:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-07-18 23:26:55,148 - pyskl - INFO - Epoch [139][300/2506] lr: 3.850e-04, eta: 1:58:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 +2024-07-18 23:27:18,450 - pyskl - INFO - Epoch [139][400/2506] lr: 3.824e-04, eta: 1:58:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-07-18 23:27:41,766 - pyskl - INFO - Epoch [139][500/2506] lr: 3.799e-04, eta: 1:57:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-07-18 23:28:05,227 - pyskl - INFO - Epoch [139][600/2506] lr: 3.773e-04, eta: 1:57:31, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0090, loss: 0.0090 +2024-07-18 23:28:28,499 - pyskl - INFO - Epoch [139][700/2506] lr: 3.748e-04, eta: 1:57:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 +2024-07-18 23:28:51,815 - pyskl - INFO - Epoch [139][800/2506] lr: 3.722e-04, eta: 1:56:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 +2024-07-18 23:29:15,133 - pyskl - INFO - Epoch [139][900/2506] lr: 3.697e-04, eta: 1:56:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-07-18 23:29:38,639 - pyskl - INFO - Epoch [139][1000/2506] lr: 3.672e-04, eta: 1:55:56, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-07-18 23:30:02,007 - pyskl - INFO - Epoch [139][1100/2506] lr: 3.647e-04, eta: 1:55:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0092, loss: 0.0092 +2024-07-18 23:30:25,398 - pyskl - INFO - Epoch [139][1200/2506] lr: 3.622e-04, eta: 1:55:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-07-18 23:30:48,984 - pyskl - INFO - Epoch [139][1300/2506] lr: 3.597e-04, eta: 1:54:44, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 +2024-07-18 23:31:12,372 - pyskl - INFO - Epoch [139][1400/2506] lr: 3.572e-04, eta: 1:54:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0100, loss: 0.0100 +2024-07-18 23:31:35,740 - pyskl - INFO - Epoch [139][1500/2506] lr: 3.547e-04, eta: 1:53:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-07-18 23:31:59,075 - pyskl - INFO - Epoch [139][1600/2506] lr: 3.523e-04, eta: 1:53:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 +2024-07-18 23:32:22,310 - pyskl - INFO - Epoch [139][1700/2506] lr: 3.498e-04, eta: 1:53:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 +2024-07-18 23:32:45,554 - pyskl - INFO - Epoch [139][1800/2506] lr: 3.473e-04, eta: 1:52:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-07-18 23:33:08,793 - pyskl - INFO - Epoch [139][1900/2506] lr: 3.449e-04, eta: 1:52:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0072, loss: 0.0072 +2024-07-18 23:33:32,072 - pyskl - INFO - Epoch [139][2000/2506] lr: 3.425e-04, eta: 1:51:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0106, loss: 0.0106 +2024-07-18 23:33:55,371 - pyskl - INFO - Epoch [139][2100/2506] lr: 3.400e-04, eta: 1:51:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-07-18 23:34:18,637 - pyskl - INFO - Epoch [139][2200/2506] lr: 3.376e-04, eta: 1:51:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0081, loss: 0.0081 +2024-07-18 23:34:41,898 - pyskl - INFO - Epoch [139][2300/2506] lr: 3.352e-04, eta: 1:50:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0090, loss: 0.0090 +2024-07-18 23:35:05,153 - pyskl - INFO - Epoch [139][2400/2506] lr: 3.328e-04, eta: 1:50:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0082, loss: 0.0082 +2024-07-18 23:35:28,434 - pyskl - INFO - Epoch [139][2500/2506] lr: 3.304e-04, eta: 1:49:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 +2024-07-18 23:35:30,262 - pyskl - INFO - Saving checkpoint at 139 epochs +2024-07-18 23:36:47,042 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 23:36:47,110 - pyskl - INFO - +top1_acc 0.9157 +top5_acc 0.9874 +2024-07-18 23:36:47,112 - pyskl - INFO - Epoch(val) [139][1031] top1_acc: 0.9157, top5_acc: 0.9874 +2024-07-18 23:37:28,533 - pyskl - INFO - Epoch [140][100/2506] lr: 3.279e-04, eta: 1:49:32, time: 0.414, data_time: 0.178, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-07-18 23:37:51,729 - pyskl - INFO - Epoch [140][200/2506] lr: 3.255e-04, eta: 1:49:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 +2024-07-18 23:38:14,976 - pyskl - INFO - Epoch [140][300/2506] lr: 3.232e-04, eta: 1:48:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 +2024-07-18 23:38:38,243 - pyskl - INFO - Epoch [140][400/2506] lr: 3.208e-04, eta: 1:48:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-07-18 23:39:01,521 - pyskl - INFO - Epoch [140][500/2506] lr: 3.185e-04, eta: 1:47:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 +2024-07-18 23:39:25,050 - pyskl - INFO - Epoch [140][600/2506] lr: 3.161e-04, eta: 1:47:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-07-18 23:39:48,660 - pyskl - INFO - Epoch [140][700/2506] lr: 3.138e-04, eta: 1:47:08, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 +2024-07-18 23:40:12,299 - pyskl - INFO - Epoch [140][800/2506] lr: 3.115e-04, eta: 1:46:44, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 +2024-07-18 23:40:35,825 - pyskl - INFO - Epoch [140][900/2506] lr: 3.092e-04, eta: 1:46:20, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0102, loss: 0.0102 +2024-07-18 23:40:59,237 - pyskl - INFO - Epoch [140][1000/2506] lr: 3.069e-04, eta: 1:45:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0078, loss: 0.0078 +2024-07-18 23:41:22,587 - pyskl - INFO - Epoch [140][1100/2506] lr: 3.046e-04, eta: 1:45:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-07-18 23:41:45,970 - pyskl - INFO - Epoch [140][1200/2506] lr: 3.023e-04, eta: 1:45:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 +2024-07-18 23:42:09,486 - pyskl - INFO - Epoch [140][1300/2506] lr: 3.000e-04, eta: 1:44:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-07-18 23:42:32,983 - pyskl - INFO - Epoch [140][1400/2506] lr: 2.977e-04, eta: 1:44:20, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0073, loss: 0.0073 +2024-07-18 23:42:56,364 - pyskl - INFO - Epoch [140][1500/2506] lr: 2.955e-04, eta: 1:43:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 +2024-07-18 23:43:19,724 - pyskl - INFO - Epoch [140][1600/2506] lr: 2.932e-04, eta: 1:43:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 +2024-07-18 23:43:43,063 - pyskl - INFO - Epoch [140][1700/2506] lr: 2.910e-04, eta: 1:43:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-07-18 23:44:06,389 - pyskl - INFO - Epoch [140][1800/2506] lr: 2.887e-04, eta: 1:42:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 +2024-07-18 23:44:29,720 - pyskl - INFO - Epoch [140][1900/2506] lr: 2.865e-04, eta: 1:42:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0077, loss: 0.0077 +2024-07-18 23:44:53,055 - pyskl - INFO - Epoch [140][2000/2506] lr: 2.843e-04, eta: 1:41:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 +2024-07-18 23:45:16,353 - pyskl - INFO - Epoch [140][2100/2506] lr: 2.821e-04, eta: 1:41:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0072, loss: 0.0072 +2024-07-18 23:45:39,633 - pyskl - INFO - Epoch [140][2200/2506] lr: 2.799e-04, eta: 1:41:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 +2024-07-18 23:46:03,000 - pyskl - INFO - Epoch [140][2300/2506] lr: 2.777e-04, eta: 1:40:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-07-18 23:46:26,383 - pyskl - INFO - Epoch [140][2400/2506] lr: 2.755e-04, eta: 1:40:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-07-18 23:46:49,657 - pyskl - INFO - Epoch [140][2500/2506] lr: 2.733e-04, eta: 1:39:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 +2024-07-18 23:46:51,492 - pyskl - INFO - Saving checkpoint at 140 epochs +2024-07-18 23:48:08,143 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 23:48:08,210 - pyskl - INFO - +top1_acc 0.9152 +top5_acc 0.9867 +2024-07-18 23:48:08,212 - pyskl - INFO - Epoch(val) [140][1031] top1_acc: 0.9152, top5_acc: 0.9867 +2024-07-18 23:48:49,792 - pyskl - INFO - Epoch [141][100/2506] lr: 2.710e-04, eta: 1:39:32, time: 0.416, data_time: 0.177, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 +2024-07-18 23:49:13,218 - pyskl - INFO - Epoch [141][200/2506] lr: 2.688e-04, eta: 1:39:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0078, loss: 0.0078 +2024-07-18 23:49:36,600 - pyskl - INFO - Epoch [141][300/2506] lr: 2.667e-04, eta: 1:38:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-07-18 23:49:59,981 - pyskl - INFO - Epoch [141][400/2506] lr: 2.646e-04, eta: 1:38:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 +2024-07-18 23:50:23,320 - pyskl - INFO - Epoch [141][500/2506] lr: 2.624e-04, eta: 1:37:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-07-18 23:50:46,763 - pyskl - INFO - Epoch [141][600/2506] lr: 2.603e-04, eta: 1:37:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-07-18 23:51:10,141 - pyskl - INFO - Epoch [141][700/2506] lr: 2.582e-04, eta: 1:37:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-07-18 23:51:33,512 - pyskl - INFO - Epoch [141][800/2506] lr: 2.561e-04, eta: 1:36:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 +2024-07-18 23:51:56,894 - pyskl - INFO - Epoch [141][900/2506] lr: 2.540e-04, eta: 1:36:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-07-18 23:52:20,461 - pyskl - INFO - Epoch [141][1000/2506] lr: 2.519e-04, eta: 1:35:57, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 +2024-07-18 23:52:43,872 - pyskl - INFO - Epoch [141][1100/2506] lr: 2.498e-04, eta: 1:35:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 +2024-07-18 23:53:07,198 - pyskl - INFO - Epoch [141][1200/2506] lr: 2.477e-04, eta: 1:35:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 +2024-07-18 23:53:30,506 - pyskl - INFO - Epoch [141][1300/2506] lr: 2.457e-04, eta: 1:34:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 +2024-07-18 23:53:54,004 - pyskl - INFO - Epoch [141][1400/2506] lr: 2.436e-04, eta: 1:34:21, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 +2024-07-18 23:54:17,316 - pyskl - INFO - Epoch [141][1500/2506] lr: 2.416e-04, eta: 1:33:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-07-18 23:54:40,606 - pyskl - INFO - Epoch [141][1600/2506] lr: 2.395e-04, eta: 1:33:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 +2024-07-18 23:55:03,906 - pyskl - INFO - Epoch [141][1700/2506] lr: 2.375e-04, eta: 1:33:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 +2024-07-18 23:55:27,191 - pyskl - INFO - Epoch [141][1800/2506] lr: 2.355e-04, eta: 1:32:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 +2024-07-18 23:55:50,467 - pyskl - INFO - Epoch [141][1900/2506] lr: 2.334e-04, eta: 1:32:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-07-18 23:56:13,715 - pyskl - INFO - Epoch [141][2000/2506] lr: 2.314e-04, eta: 1:31:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-07-18 23:56:36,968 - pyskl - INFO - Epoch [141][2100/2506] lr: 2.294e-04, eta: 1:31:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-07-18 23:57:00,233 - pyskl - INFO - Epoch [141][2200/2506] lr: 2.275e-04, eta: 1:31:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0082, loss: 0.0082 +2024-07-18 23:57:23,492 - pyskl - INFO - Epoch [141][2300/2506] lr: 2.255e-04, eta: 1:30:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 +2024-07-18 23:57:46,758 - pyskl - INFO - Epoch [141][2400/2506] lr: 2.235e-04, eta: 1:30:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 +2024-07-18 23:58:10,006 - pyskl - INFO - Epoch [141][2500/2506] lr: 2.215e-04, eta: 1:29:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0073, loss: 0.0073 +2024-07-18 23:58:11,814 - pyskl - INFO - Saving checkpoint at 141 epochs +2024-07-18 23:59:28,624 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 23:59:28,692 - pyskl - INFO - +top1_acc 0.9158 +top5_acc 0.9869 +2024-07-18 23:59:28,694 - pyskl - INFO - Epoch(val) [141][1031] top1_acc: 0.9158, top5_acc: 0.9869 +2024-07-19 00:00:10,059 - pyskl - INFO - Epoch [142][100/2506] lr: 2.195e-04, eta: 1:29:33, time: 0.414, data_time: 0.177, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-07-19 00:00:33,270 - pyskl - INFO - Epoch [142][200/2506] lr: 2.175e-04, eta: 1:29:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0073, loss: 0.0073 +2024-07-19 00:00:56,928 - pyskl - INFO - Epoch [142][300/2506] lr: 2.156e-04, eta: 1:28:45, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0090, loss: 0.0090 +2024-07-19 00:01:20,317 - pyskl - INFO - Epoch [142][400/2506] lr: 2.137e-04, eta: 1:28:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 +2024-07-19 00:01:43,678 - pyskl - INFO - Epoch [142][500/2506] lr: 2.117e-04, eta: 1:27:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-07-19 00:02:07,107 - pyskl - INFO - Epoch [142][600/2506] lr: 2.098e-04, eta: 1:27:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-07-19 00:02:30,521 - pyskl - INFO - Epoch [142][700/2506] lr: 2.079e-04, eta: 1:27:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-07-19 00:02:53,899 - pyskl - INFO - Epoch [142][800/2506] lr: 2.060e-04, eta: 1:26:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0085, loss: 0.0085 +2024-07-19 00:03:17,311 - pyskl - INFO - Epoch [142][900/2506] lr: 2.042e-04, eta: 1:26:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 +2024-07-19 00:03:40,943 - pyskl - INFO - Epoch [142][1000/2506] lr: 2.023e-04, eta: 1:25:57, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-07-19 00:04:04,356 - pyskl - INFO - Epoch [142][1100/2506] lr: 2.004e-04, eta: 1:25:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 +2024-07-19 00:04:27,744 - pyskl - INFO - Epoch [142][1200/2506] lr: 1.986e-04, eta: 1:25:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0072, loss: 0.0072 +2024-07-19 00:04:51,114 - pyskl - INFO - Epoch [142][1300/2506] lr: 1.967e-04, eta: 1:24:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 +2024-07-19 00:05:14,525 - pyskl - INFO - Epoch [142][1400/2506] lr: 1.949e-04, eta: 1:24:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 +2024-07-19 00:05:38,010 - pyskl - INFO - Epoch [142][1500/2506] lr: 1.930e-04, eta: 1:23:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0072, loss: 0.0072 +2024-07-19 00:06:01,476 - pyskl - INFO - Epoch [142][1600/2506] lr: 1.912e-04, eta: 1:23:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-07-19 00:06:24,804 - pyskl - INFO - Epoch [142][1700/2506] lr: 1.894e-04, eta: 1:23:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-07-19 00:06:48,168 - pyskl - INFO - Epoch [142][1800/2506] lr: 1.876e-04, eta: 1:22:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 +2024-07-19 00:07:11,610 - pyskl - INFO - Epoch [142][1900/2506] lr: 1.858e-04, eta: 1:22:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 +2024-07-19 00:07:35,095 - pyskl - INFO - Epoch [142][2000/2506] lr: 1.840e-04, eta: 1:21:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-07-19 00:07:58,597 - pyskl - INFO - Epoch [142][2100/2506] lr: 1.822e-04, eta: 1:21:34, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 +2024-07-19 00:08:22,134 - pyskl - INFO - Epoch [142][2200/2506] lr: 1.804e-04, eta: 1:21:10, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 +2024-07-19 00:08:45,647 - pyskl - INFO - Epoch [142][2300/2506] lr: 1.787e-04, eta: 1:20:46, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 +2024-07-19 00:09:08,995 - pyskl - INFO - Epoch [142][2400/2506] lr: 1.769e-04, eta: 1:20:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0047, loss: 0.0047 +2024-07-19 00:09:32,321 - pyskl - INFO - Epoch [142][2500/2506] lr: 1.752e-04, eta: 1:19:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-07-19 00:09:34,217 - pyskl - INFO - Saving checkpoint at 142 epochs +2024-07-19 00:10:50,947 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-19 00:10:51,014 - pyskl - INFO - +top1_acc 0.9164 +top5_acc 0.9870 +2024-07-19 00:10:51,017 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_138.pth was removed +2024-07-19 00:10:51,141 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. +2024-07-19 00:10:51,142 - pyskl - INFO - Best top1_acc is 0.9164 at 142 epoch. +2024-07-19 00:10:51,143 - pyskl - INFO - Epoch(val) [142][1031] top1_acc: 0.9164, top5_acc: 0.9870 +2024-07-19 00:11:32,237 - pyskl - INFO - Epoch [143][100/2506] lr: 1.733e-04, eta: 1:19:33, time: 0.411, data_time: 0.175, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 +2024-07-19 00:11:55,464 - pyskl - INFO - Epoch [143][200/2506] lr: 1.716e-04, eta: 1:19:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-07-19 00:12:18,706 - pyskl - INFO - Epoch [143][300/2506] lr: 1.699e-04, eta: 1:18:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 +2024-07-19 00:12:41,963 - pyskl - INFO - Epoch [143][400/2506] lr: 1.682e-04, eta: 1:18:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 +2024-07-19 00:13:05,202 - pyskl - INFO - Epoch [143][500/2506] lr: 1.665e-04, eta: 1:17:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 +2024-07-19 00:13:28,584 - pyskl - INFO - Epoch [143][600/2506] lr: 1.648e-04, eta: 1:17:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 +2024-07-19 00:13:51,882 - pyskl - INFO - Epoch [143][700/2506] lr: 1.631e-04, eta: 1:17:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 +2024-07-19 00:14:15,152 - pyskl - INFO - Epoch [143][800/2506] lr: 1.614e-04, eta: 1:16:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0072, loss: 0.0072 +2024-07-19 00:14:38,475 - pyskl - INFO - Epoch [143][900/2506] lr: 1.597e-04, eta: 1:16:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 +2024-07-19 00:15:01,976 - pyskl - INFO - Epoch [143][1000/2506] lr: 1.581e-04, eta: 1:15:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 +2024-07-19 00:15:25,354 - pyskl - INFO - Epoch [143][1100/2506] lr: 1.564e-04, eta: 1:15:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 +2024-07-19 00:15:48,575 - pyskl - INFO - Epoch [143][1200/2506] lr: 1.548e-04, eta: 1:15:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 +2024-07-19 00:16:11,861 - pyskl - INFO - Epoch [143][1300/2506] lr: 1.531e-04, eta: 1:14:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 +2024-07-19 00:16:35,166 - pyskl - INFO - Epoch [143][1400/2506] lr: 1.515e-04, eta: 1:14:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0067, loss: 0.0067 +2024-07-19 00:16:58,480 - pyskl - INFO - Epoch [143][1500/2506] lr: 1.499e-04, eta: 1:13:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 +2024-07-19 00:17:21,790 - pyskl - INFO - Epoch [143][1600/2506] lr: 1.483e-04, eta: 1:13:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-07-19 00:17:45,070 - pyskl - INFO - Epoch [143][1700/2506] lr: 1.467e-04, eta: 1:13:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-07-19 00:18:08,348 - pyskl - INFO - Epoch [143][1800/2506] lr: 1.451e-04, eta: 1:12:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-07-19 00:18:31,746 - pyskl - INFO - Epoch [143][1900/2506] lr: 1.435e-04, eta: 1:12:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 +2024-07-19 00:18:55,111 - pyskl - INFO - Epoch [143][2000/2506] lr: 1.419e-04, eta: 1:11:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 +2024-07-19 00:19:18,537 - pyskl - INFO - Epoch [143][2100/2506] lr: 1.404e-04, eta: 1:11:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0073, loss: 0.0073 +2024-07-19 00:19:41,890 - pyskl - INFO - Epoch [143][2200/2506] lr: 1.388e-04, eta: 1:11:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0085, loss: 0.0085 +2024-07-19 00:20:05,289 - pyskl - INFO - Epoch [143][2300/2506] lr: 1.373e-04, eta: 1:10:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-07-19 00:20:28,680 - pyskl - INFO - Epoch [143][2400/2506] lr: 1.357e-04, eta: 1:10:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0077, loss: 0.0077 +2024-07-19 00:20:52,021 - pyskl - INFO - Epoch [143][2500/2506] lr: 1.342e-04, eta: 1:09:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-07-19 00:20:53,879 - pyskl - INFO - Saving checkpoint at 143 epochs +2024-07-19 00:22:10,702 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-19 00:22:10,769 - pyskl - INFO - +top1_acc 0.9142 +top5_acc 0.9864 +2024-07-19 00:22:10,771 - pyskl - INFO - Epoch(val) [143][1031] top1_acc: 0.9142, top5_acc: 0.9864 +2024-07-19 00:22:51,910 - pyskl - INFO - Epoch [144][100/2506] lr: 1.326e-04, eta: 1:09:34, time: 0.411, data_time: 0.175, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-07-19 00:23:15,184 - pyskl - INFO - Epoch [144][200/2506] lr: 1.311e-04, eta: 1:09:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0049, loss: 0.0049 +2024-07-19 00:23:38,445 - pyskl - INFO - Epoch [144][300/2506] lr: 1.296e-04, eta: 1:08:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-07-19 00:24:01,743 - pyskl - INFO - Epoch [144][400/2506] lr: 1.281e-04, eta: 1:08:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0072, loss: 0.0072 +2024-07-19 00:24:25,037 - pyskl - INFO - Epoch [144][500/2506] lr: 1.266e-04, eta: 1:07:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0072, loss: 0.0072 +2024-07-19 00:24:48,486 - pyskl - INFO - Epoch [144][600/2506] lr: 1.251e-04, eta: 1:07:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 +2024-07-19 00:25:11,850 - pyskl - INFO - Epoch [144][700/2506] lr: 1.236e-04, eta: 1:07:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 +2024-07-19 00:25:35,187 - pyskl - INFO - Epoch [144][800/2506] lr: 1.222e-04, eta: 1:06:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-07-19 00:25:58,521 - pyskl - INFO - Epoch [144][900/2506] lr: 1.207e-04, eta: 1:06:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-07-19 00:26:21,938 - pyskl - INFO - Epoch [144][1000/2506] lr: 1.193e-04, eta: 1:05:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0101, loss: 0.0101 +2024-07-19 00:26:45,163 - pyskl - INFO - Epoch [144][1100/2506] lr: 1.178e-04, eta: 1:05:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 +2024-07-19 00:27:08,536 - pyskl - INFO - Epoch [144][1200/2506] lr: 1.164e-04, eta: 1:05:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 +2024-07-19 00:27:31,895 - pyskl - INFO - Epoch [144][1300/2506] lr: 1.150e-04, eta: 1:04:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 +2024-07-19 00:27:55,283 - pyskl - INFO - Epoch [144][1400/2506] lr: 1.136e-04, eta: 1:04:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 +2024-07-19 00:28:18,659 - pyskl - INFO - Epoch [144][1500/2506] lr: 1.122e-04, eta: 1:03:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 +2024-07-19 00:28:41,954 - pyskl - INFO - Epoch [144][1600/2506] lr: 1.108e-04, eta: 1:03:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 +2024-07-19 00:29:05,250 - pyskl - INFO - Epoch [144][1700/2506] lr: 1.094e-04, eta: 1:03:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 +2024-07-19 00:29:28,571 - pyskl - INFO - Epoch [144][1800/2506] lr: 1.080e-04, eta: 1:02:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 +2024-07-19 00:29:51,860 - pyskl - INFO - Epoch [144][1900/2506] lr: 1.067e-04, eta: 1:02:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-07-19 00:30:15,201 - pyskl - INFO - Epoch [144][2000/2506] lr: 1.053e-04, eta: 1:01:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0134, loss: 0.0134 +2024-07-19 00:30:38,536 - pyskl - INFO - Epoch [144][2100/2506] lr: 1.040e-04, eta: 1:01:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-07-19 00:31:01,835 - pyskl - INFO - Epoch [144][2200/2506] lr: 1.026e-04, eta: 1:01:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0078, loss: 0.0078 +2024-07-19 00:31:25,071 - pyskl - INFO - Epoch [144][2300/2506] lr: 1.013e-04, eta: 1:00:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 +2024-07-19 00:31:48,349 - pyskl - INFO - Epoch [144][2400/2506] lr: 9.997e-05, eta: 1:00:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 +2024-07-19 00:32:11,638 - pyskl - INFO - Epoch [144][2500/2506] lr: 9.866e-05, eta: 0:59:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 +2024-07-19 00:32:13,422 - pyskl - INFO - Saving checkpoint at 144 epochs +2024-07-19 00:33:29,970 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-19 00:33:30,037 - pyskl - INFO - +top1_acc 0.9159 +top5_acc 0.9866 +2024-07-19 00:33:30,039 - pyskl - INFO - Epoch(val) [144][1031] top1_acc: 0.9159, top5_acc: 0.9866 +2024-07-19 00:34:11,336 - pyskl - INFO - Epoch [145][100/2506] lr: 9.727e-05, eta: 0:59:34, time: 0.413, data_time: 0.176, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 +2024-07-19 00:34:34,521 - pyskl - INFO - Epoch [145][200/2506] lr: 9.598e-05, eta: 0:59:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-07-19 00:34:57,758 - pyskl - INFO - Epoch [145][300/2506] lr: 9.469e-05, eta: 0:58:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 +2024-07-19 00:35:20,980 - pyskl - INFO - Epoch [145][400/2506] lr: 9.341e-05, eta: 0:58:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 +2024-07-19 00:35:44,217 - pyskl - INFO - Epoch [145][500/2506] lr: 9.214e-05, eta: 0:57:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 +2024-07-19 00:36:07,475 - pyskl - INFO - Epoch [145][600/2506] lr: 9.088e-05, eta: 0:57:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 +2024-07-19 00:36:30,964 - pyskl - INFO - Epoch [145][700/2506] lr: 8.963e-05, eta: 0:57:10, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 +2024-07-19 00:36:54,342 - pyskl - INFO - Epoch [145][800/2506] lr: 8.838e-05, eta: 0:56:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-07-19 00:37:17,654 - pyskl - INFO - Epoch [145][900/2506] lr: 8.715e-05, eta: 0:56:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 +2024-07-19 00:37:41,078 - pyskl - INFO - Epoch [145][1000/2506] lr: 8.592e-05, eta: 0:55:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-07-19 00:38:04,634 - pyskl - INFO - Epoch [145][1100/2506] lr: 8.470e-05, eta: 0:55:34, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 +2024-07-19 00:38:28,029 - pyskl - INFO - Epoch [145][1200/2506] lr: 8.349e-05, eta: 0:55:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 +2024-07-19 00:38:51,407 - pyskl - INFO - Epoch [145][1300/2506] lr: 8.229e-05, eta: 0:54:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0067, loss: 0.0067 +2024-07-19 00:39:14,762 - pyskl - INFO - Epoch [145][1400/2506] lr: 8.110e-05, eta: 0:54:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 +2024-07-19 00:39:38,060 - pyskl - INFO - Epoch [145][1500/2506] lr: 7.991e-05, eta: 0:53:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0081, loss: 0.0081 +2024-07-19 00:40:01,396 - pyskl - INFO - Epoch [145][1600/2506] lr: 7.874e-05, eta: 0:53:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 +2024-07-19 00:40:24,702 - pyskl - INFO - Epoch [145][1700/2506] lr: 7.757e-05, eta: 0:53:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 +2024-07-19 00:40:47,952 - pyskl - INFO - Epoch [145][1800/2506] lr: 7.641e-05, eta: 0:52:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 +2024-07-19 00:41:11,203 - pyskl - INFO - Epoch [145][1900/2506] lr: 7.526e-05, eta: 0:52:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-07-19 00:41:34,454 - pyskl - INFO - Epoch [145][2000/2506] lr: 7.412e-05, eta: 0:51:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 +2024-07-19 00:41:57,744 - pyskl - INFO - Epoch [145][2100/2506] lr: 7.299e-05, eta: 0:51:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-07-19 00:42:21,049 - pyskl - INFO - Epoch [145][2200/2506] lr: 7.187e-05, eta: 0:51:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 +2024-07-19 00:42:44,360 - pyskl - INFO - Epoch [145][2300/2506] lr: 7.076e-05, eta: 0:50:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 +2024-07-19 00:43:07,699 - pyskl - INFO - Epoch [145][2400/2506] lr: 6.965e-05, eta: 0:50:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 +2024-07-19 00:43:31,015 - pyskl - INFO - Epoch [145][2500/2506] lr: 6.855e-05, eta: 0:49:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 +2024-07-19 00:43:32,847 - pyskl - INFO - Saving checkpoint at 145 epochs +2024-07-19 00:44:49,162 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-19 00:44:49,230 - pyskl - INFO - +top1_acc 0.9154 +top5_acc 0.9872 +2024-07-19 00:44:49,232 - pyskl - INFO - Epoch(val) [145][1031] top1_acc: 0.9154, top5_acc: 0.9872 +2024-07-19 00:45:30,078 - pyskl - INFO - Epoch [146][100/2506] lr: 6.740e-05, eta: 0:49:34, time: 0.408, data_time: 0.172, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 +2024-07-19 00:45:53,329 - pyskl - INFO - Epoch [146][200/2506] lr: 6.632e-05, eta: 0:49:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 +2024-07-19 00:46:16,577 - pyskl - INFO - Epoch [146][300/2506] lr: 6.525e-05, eta: 0:48:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 +2024-07-19 00:46:39,829 - pyskl - INFO - Epoch [146][400/2506] lr: 6.419e-05, eta: 0:48:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 +2024-07-19 00:47:03,099 - pyskl - INFO - Epoch [146][500/2506] lr: 6.314e-05, eta: 0:47:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 +2024-07-19 00:47:26,388 - pyskl - INFO - Epoch [146][600/2506] lr: 6.209e-05, eta: 0:47:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 +2024-07-19 00:47:49,894 - pyskl - INFO - Epoch [146][700/2506] lr: 6.106e-05, eta: 0:47:11, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-07-19 00:48:13,213 - pyskl - INFO - Epoch [146][800/2506] lr: 6.003e-05, eta: 0:46:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 +2024-07-19 00:48:36,680 - pyskl - INFO - Epoch [146][900/2506] lr: 5.901e-05, eta: 0:46:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 +2024-07-19 00:49:00,210 - pyskl - INFO - Epoch [146][1000/2506] lr: 5.800e-05, eta: 0:45:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 +2024-07-19 00:49:23,836 - pyskl - INFO - Epoch [146][1100/2506] lr: 5.700e-05, eta: 0:45:35, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-07-19 00:49:47,463 - pyskl - INFO - Epoch [146][1200/2506] lr: 5.601e-05, eta: 0:45:11, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0085, loss: 0.0085 +2024-07-19 00:50:11,007 - pyskl - INFO - Epoch [146][1300/2506] lr: 5.502e-05, eta: 0:44:47, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 +2024-07-19 00:50:34,537 - pyskl - INFO - Epoch [146][1400/2506] lr: 5.405e-05, eta: 0:44:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 +2024-07-19 00:50:57,927 - pyskl - INFO - Epoch [146][1500/2506] lr: 5.308e-05, eta: 0:43:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-07-19 00:51:21,251 - pyskl - INFO - Epoch [146][1600/2506] lr: 5.213e-05, eta: 0:43:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0047, loss: 0.0047 +2024-07-19 00:51:44,619 - pyskl - INFO - Epoch [146][1700/2506] lr: 5.118e-05, eta: 0:43:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 +2024-07-19 00:52:07,967 - pyskl - INFO - Epoch [146][1800/2506] lr: 5.024e-05, eta: 0:42:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 +2024-07-19 00:52:31,254 - pyskl - INFO - Epoch [146][1900/2506] lr: 4.931e-05, eta: 0:42:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-07-19 00:52:54,604 - pyskl - INFO - Epoch [146][2000/2506] lr: 4.838e-05, eta: 0:41:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-07-19 00:53:17,938 - pyskl - INFO - Epoch [146][2100/2506] lr: 4.747e-05, eta: 0:41:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 +2024-07-19 00:53:41,284 - pyskl - INFO - Epoch [146][2200/2506] lr: 4.656e-05, eta: 0:41:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 +2024-07-19 00:54:04,657 - pyskl - INFO - Epoch [146][2300/2506] lr: 4.567e-05, eta: 0:40:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 +2024-07-19 00:54:28,000 - pyskl - INFO - Epoch [146][2400/2506] lr: 4.478e-05, eta: 0:40:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 +2024-07-19 00:54:51,423 - pyskl - INFO - Epoch [146][2500/2506] lr: 4.390e-05, eta: 0:40:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0072, loss: 0.0072 +2024-07-19 00:54:53,260 - pyskl - INFO - Saving checkpoint at 146 epochs +2024-07-19 00:56:09,990 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-19 00:56:10,058 - pyskl - INFO - +top1_acc 0.9150 +top5_acc 0.9867 +2024-07-19 00:56:10,060 - pyskl - INFO - Epoch(val) [146][1031] top1_acc: 0.9150, top5_acc: 0.9867 +2024-07-19 00:56:51,020 - pyskl - INFO - Epoch [147][100/2506] lr: 4.298e-05, eta: 0:39:35, time: 0.410, data_time: 0.173, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0073, loss: 0.0073 +2024-07-19 00:57:14,252 - pyskl - INFO - Epoch [147][200/2506] lr: 4.212e-05, eta: 0:39:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-07-19 00:57:37,578 - pyskl - INFO - Epoch [147][300/2506] lr: 4.126e-05, eta: 0:38:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-07-19 00:58:00,878 - pyskl - INFO - Epoch [147][400/2506] lr: 4.042e-05, eta: 0:38:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 +2024-07-19 00:58:24,181 - pyskl - INFO - Epoch [147][500/2506] lr: 3.959e-05, eta: 0:37:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 +2024-07-19 00:58:47,520 - pyskl - INFO - Epoch [147][600/2506] lr: 3.876e-05, eta: 0:37:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0042, loss: 0.0042 +2024-07-19 00:59:11,083 - pyskl - INFO - Epoch [147][700/2506] lr: 3.794e-05, eta: 0:37:11, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0072, loss: 0.0072 +2024-07-19 00:59:34,737 - pyskl - INFO - Epoch [147][800/2506] lr: 3.713e-05, eta: 0:36:47, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 +2024-07-19 00:59:58,433 - pyskl - INFO - Epoch [147][900/2506] lr: 3.633e-05, eta: 0:36:23, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0049, loss: 0.0049 +2024-07-19 01:00:22,024 - pyskl - INFO - Epoch [147][1000/2506] lr: 3.554e-05, eta: 0:35:59, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-07-19 01:00:45,508 - pyskl - INFO - Epoch [147][1100/2506] lr: 3.476e-05, eta: 0:35:35, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 +2024-07-19 01:01:08,907 - pyskl - INFO - Epoch [147][1200/2506] lr: 3.398e-05, eta: 0:35:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 +2024-07-19 01:01:32,353 - pyskl - INFO - Epoch [147][1300/2506] lr: 3.322e-05, eta: 0:34:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-07-19 01:01:55,799 - pyskl - INFO - Epoch [147][1400/2506] lr: 3.246e-05, eta: 0:34:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0090, loss: 0.0090 +2024-07-19 01:02:19,173 - pyskl - INFO - Epoch [147][1500/2506] lr: 3.171e-05, eta: 0:33:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-07-19 01:02:42,466 - pyskl - INFO - Epoch [147][1600/2506] lr: 3.097e-05, eta: 0:33:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 +2024-07-19 01:03:05,785 - pyskl - INFO - Epoch [147][1700/2506] lr: 3.024e-05, eta: 0:33:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 +2024-07-19 01:03:29,127 - pyskl - INFO - Epoch [147][1800/2506] lr: 2.952e-05, eta: 0:32:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-07-19 01:03:52,502 - pyskl - INFO - Epoch [147][1900/2506] lr: 2.881e-05, eta: 0:32:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 +2024-07-19 01:04:15,801 - pyskl - INFO - Epoch [147][2000/2506] lr: 2.810e-05, eta: 0:32:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-07-19 01:04:39,122 - pyskl - INFO - Epoch [147][2100/2506] lr: 2.741e-05, eta: 0:31:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 +2024-07-19 01:05:02,442 - pyskl - INFO - Epoch [147][2200/2506] lr: 2.672e-05, eta: 0:31:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 +2024-07-19 01:05:25,728 - pyskl - INFO - Epoch [147][2300/2506] lr: 2.604e-05, eta: 0:30:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0094, loss: 0.0094 +2024-07-19 01:05:49,043 - pyskl - INFO - Epoch [147][2400/2506] lr: 2.537e-05, eta: 0:30:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-07-19 01:06:12,331 - pyskl - INFO - Epoch [147][2500/2506] lr: 2.471e-05, eta: 0:30:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-07-19 01:06:14,162 - pyskl - INFO - Saving checkpoint at 147 epochs +2024-07-19 01:07:30,885 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-19 01:07:30,954 - pyskl - INFO - +top1_acc 0.9152 +top5_acc 0.9867 +2024-07-19 01:07:30,956 - pyskl - INFO - Epoch(val) [147][1031] top1_acc: 0.9152, top5_acc: 0.9867 +2024-07-19 01:08:12,083 - pyskl - INFO - Epoch [148][100/2506] lr: 2.402e-05, eta: 0:29:35, time: 0.411, data_time: 0.174, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0049, loss: 0.0049 +2024-07-19 01:08:35,313 - pyskl - INFO - Epoch [148][200/2506] lr: 2.338e-05, eta: 0:29:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 +2024-07-19 01:08:58,563 - pyskl - INFO - Epoch [148][300/2506] lr: 2.274e-05, eta: 0:28:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 +2024-07-19 01:09:21,853 - pyskl - INFO - Epoch [148][400/2506] lr: 2.212e-05, eta: 0:28:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0067, loss: 0.0067 +2024-07-19 01:09:45,148 - pyskl - INFO - Epoch [148][500/2506] lr: 2.150e-05, eta: 0:27:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-07-19 01:10:08,431 - pyskl - INFO - Epoch [148][600/2506] lr: 2.089e-05, eta: 0:27:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 +2024-07-19 01:10:31,924 - pyskl - INFO - Epoch [148][700/2506] lr: 2.029e-05, eta: 0:27:11, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 +2024-07-19 01:10:55,510 - pyskl - INFO - Epoch [148][800/2506] lr: 1.970e-05, eta: 0:26:47, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 +2024-07-19 01:11:19,048 - pyskl - INFO - Epoch [148][900/2506] lr: 1.912e-05, eta: 0:26:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 +2024-07-19 01:11:42,589 - pyskl - INFO - Epoch [148][1000/2506] lr: 1.855e-05, eta: 0:25:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 +2024-07-19 01:12:06,181 - pyskl - INFO - Epoch [148][1100/2506] lr: 1.798e-05, eta: 0:25:35, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 +2024-07-19 01:12:29,732 - pyskl - INFO - Epoch [148][1200/2506] lr: 1.743e-05, eta: 0:25:12, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 +2024-07-19 01:12:53,181 - pyskl - INFO - Epoch [148][1300/2506] lr: 1.688e-05, eta: 0:24:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 +2024-07-19 01:13:16,660 - pyskl - INFO - Epoch [148][1400/2506] lr: 1.634e-05, eta: 0:24:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0095, loss: 0.0095 +2024-07-19 01:13:40,190 - pyskl - INFO - Epoch [148][1500/2506] lr: 1.581e-05, eta: 0:24:00, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 +2024-07-19 01:14:03,555 - pyskl - INFO - Epoch [148][1600/2506] lr: 1.529e-05, eta: 0:23:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0047, loss: 0.0047 +2024-07-19 01:14:26,884 - pyskl - INFO - Epoch [148][1700/2506] lr: 1.478e-05, eta: 0:23:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0067, loss: 0.0067 +2024-07-19 01:14:50,276 - pyskl - INFO - Epoch [148][1800/2506] lr: 1.428e-05, eta: 0:22:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0117, loss: 0.0117 +2024-07-19 01:15:13,621 - pyskl - INFO - Epoch [148][1900/2506] lr: 1.378e-05, eta: 0:22:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 +2024-07-19 01:15:36,986 - pyskl - INFO - Epoch [148][2000/2506] lr: 1.329e-05, eta: 0:22:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 +2024-07-19 01:16:00,340 - pyskl - INFO - Epoch [148][2100/2506] lr: 1.282e-05, eta: 0:21:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 +2024-07-19 01:16:23,699 - pyskl - INFO - Epoch [148][2200/2506] lr: 1.235e-05, eta: 0:21:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 +2024-07-19 01:16:46,989 - pyskl - INFO - Epoch [148][2300/2506] lr: 1.189e-05, eta: 0:20:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 +2024-07-19 01:17:10,299 - pyskl - INFO - Epoch [148][2400/2506] lr: 1.144e-05, eta: 0:20:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 +2024-07-19 01:17:33,638 - pyskl - INFO - Epoch [148][2500/2506] lr: 1.100e-05, eta: 0:20:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-07-19 01:17:35,489 - pyskl - INFO - Saving checkpoint at 148 epochs +2024-07-19 01:18:52,086 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-19 01:18:52,154 - pyskl - INFO - +top1_acc 0.9159 +top5_acc 0.9870 +2024-07-19 01:18:52,157 - pyskl - INFO - Epoch(val) [148][1031] top1_acc: 0.9159, top5_acc: 0.9870 +2024-07-19 01:19:33,222 - pyskl - INFO - Epoch [149][100/2506] lr: 1.054e-05, eta: 0:19:35, time: 0.411, data_time: 0.174, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 +2024-07-19 01:19:56,467 - pyskl - INFO - Epoch [149][200/2506] lr: 1.011e-05, eta: 0:19:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0047, loss: 0.0047 +2024-07-19 01:20:19,771 - pyskl - INFO - Epoch [149][300/2506] lr: 9.696e-06, eta: 0:18:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 +2024-07-19 01:20:43,068 - pyskl - INFO - Epoch [149][400/2506] lr: 9.289e-06, eta: 0:18:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 +2024-07-19 01:21:06,366 - pyskl - INFO - Epoch [149][500/2506] lr: 8.890e-06, eta: 0:17:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 +2024-07-19 01:21:29,677 - pyskl - INFO - Epoch [149][600/2506] lr: 8.501e-06, eta: 0:17:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-07-19 01:21:53,226 - pyskl - INFO - Epoch [149][700/2506] lr: 8.120e-06, eta: 0:17:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 +2024-07-19 01:22:16,596 - pyskl - INFO - Epoch [149][800/2506] lr: 7.748e-06, eta: 0:16:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 +2024-07-19 01:22:39,905 - pyskl - INFO - Epoch [149][900/2506] lr: 7.384e-06, eta: 0:16:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 +2024-07-19 01:23:03,312 - pyskl - INFO - Epoch [149][1000/2506] lr: 7.030e-06, eta: 0:16:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 +2024-07-19 01:23:26,691 - pyskl - INFO - Epoch [149][1100/2506] lr: 6.684e-06, eta: 0:15:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 +2024-07-19 01:23:50,059 - pyskl - INFO - Epoch [149][1200/2506] lr: 6.346e-06, eta: 0:15:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 +2024-07-19 01:24:13,435 - pyskl - INFO - Epoch [149][1300/2506] lr: 6.018e-06, eta: 0:14:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-07-19 01:24:36,968 - pyskl - INFO - Epoch [149][1400/2506] lr: 5.698e-06, eta: 0:14:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 +2024-07-19 01:25:00,455 - pyskl - INFO - Epoch [149][1500/2506] lr: 5.387e-06, eta: 0:14:00, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 +2024-07-19 01:25:23,843 - pyskl - INFO - Epoch [149][1600/2506] lr: 5.085e-06, eta: 0:13:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 +2024-07-19 01:25:47,203 - pyskl - INFO - Epoch [149][1700/2506] lr: 4.791e-06, eta: 0:13:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-07-19 01:26:10,595 - pyskl - INFO - Epoch [149][1800/2506] lr: 4.506e-06, eta: 0:12:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 +2024-07-19 01:26:34,018 - pyskl - INFO - Epoch [149][1900/2506] lr: 4.230e-06, eta: 0:12:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 +2024-07-19 01:26:57,342 - pyskl - INFO - Epoch [149][2000/2506] lr: 3.963e-06, eta: 0:12:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-07-19 01:27:20,620 - pyskl - INFO - Epoch [149][2100/2506] lr: 3.704e-06, eta: 0:11:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 +2024-07-19 01:27:43,913 - pyskl - INFO - Epoch [149][2200/2506] lr: 3.454e-06, eta: 0:11:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 +2024-07-19 01:28:07,223 - pyskl - INFO - Epoch [149][2300/2506] lr: 3.213e-06, eta: 0:10:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 +2024-07-19 01:28:30,590 - pyskl - INFO - Epoch [149][2400/2506] lr: 2.981e-06, eta: 0:10:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 +2024-07-19 01:28:53,904 - pyskl - INFO - Epoch [149][2500/2506] lr: 2.757e-06, eta: 0:10:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0072, loss: 0.0072 +2024-07-19 01:28:55,743 - pyskl - INFO - Saving checkpoint at 149 epochs +2024-07-19 01:30:12,002 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-19 01:30:12,069 - pyskl - INFO - +top1_acc 0.9153 +top5_acc 0.9872 +2024-07-19 01:30:12,071 - pyskl - INFO - Epoch(val) [149][1031] top1_acc: 0.9153, top5_acc: 0.9872 +2024-07-19 01:30:53,177 - pyskl - INFO - Epoch [150][100/2506] lr: 2.529e-06, eta: 0:09:35, time: 0.411, data_time: 0.175, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-07-19 01:31:16,405 - pyskl - INFO - Epoch [150][200/2506] lr: 2.323e-06, eta: 0:09:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 +2024-07-19 01:31:39,644 - pyskl - INFO - Epoch [150][300/2506] lr: 2.126e-06, eta: 0:08:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 +2024-07-19 01:32:02,902 - pyskl - INFO - Epoch [150][400/2506] lr: 1.938e-06, eta: 0:08:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 +2024-07-19 01:32:26,168 - pyskl - INFO - Epoch [150][500/2506] lr: 1.758e-06, eta: 0:08:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-07-19 01:32:49,443 - pyskl - INFO - Epoch [150][600/2506] lr: 1.588e-06, eta: 0:07:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-07-19 01:33:12,801 - pyskl - INFO - Epoch [150][700/2506] lr: 1.425e-06, eta: 0:07:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-07-19 01:33:36,082 - pyskl - INFO - Epoch [150][800/2506] lr: 1.272e-06, eta: 0:06:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 +2024-07-19 01:33:59,356 - pyskl - INFO - Epoch [150][900/2506] lr: 1.127e-06, eta: 0:06:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0067, loss: 0.0067 +2024-07-19 01:34:22,694 - pyskl - INFO - Epoch [150][1000/2506] lr: 9.914e-07, eta: 0:06:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-07-19 01:34:46,159 - pyskl - INFO - Epoch [150][1100/2506] lr: 8.642e-07, eta: 0:05:36, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 +2024-07-19 01:35:09,568 - pyskl - INFO - Epoch [150][1200/2506] lr: 7.457e-07, eta: 0:05:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 +2024-07-19 01:35:32,946 - pyskl - INFO - Epoch [150][1300/2506] lr: 6.360e-07, eta: 0:04:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0091, loss: 0.0091 +2024-07-19 01:35:56,298 - pyskl - INFO - Epoch [150][1400/2506] lr: 5.350e-07, eta: 0:04:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 +2024-07-19 01:36:19,673 - pyskl - INFO - Epoch [150][1500/2506] lr: 4.427e-07, eta: 0:04:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 +2024-07-19 01:36:43,183 - pyskl - INFO - Epoch [150][1600/2506] lr: 3.591e-07, eta: 0:03:36, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 +2024-07-19 01:37:06,586 - pyskl - INFO - Epoch [150][1700/2506] lr: 2.843e-07, eta: 0:03:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 +2024-07-19 01:37:29,899 - pyskl - INFO - Epoch [150][1800/2506] lr: 2.182e-07, eta: 0:02:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 +2024-07-19 01:37:53,184 - pyskl - INFO - Epoch [150][1900/2506] lr: 1.608e-07, eta: 0:02:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 +2024-07-19 01:38:16,552 - pyskl - INFO - Epoch [150][2000/2506] lr: 1.122e-07, eta: 0:02:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 +2024-07-19 01:38:39,924 - pyskl - INFO - Epoch [150][2100/2506] lr: 7.231e-08, eta: 0:01:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 +2024-07-19 01:39:03,216 - pyskl - INFO - Epoch [150][2200/2506] lr: 4.114e-08, eta: 0:01:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0098, loss: 0.0098 +2024-07-19 01:39:26,589 - pyskl - INFO - Epoch [150][2300/2506] lr: 1.871e-08, eta: 0:00:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 +2024-07-19 01:39:49,901 - pyskl - INFO - Epoch [150][2400/2506] lr: 4.998e-09, eta: 0:00:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 +2024-07-19 01:40:13,368 - pyskl - INFO - Epoch [150][2500/2506] lr: 2.139e-11, eta: 0:00:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 +2024-07-19 01:40:15,165 - pyskl - INFO - Saving checkpoint at 150 epochs +2024-07-19 01:41:31,774 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-19 01:41:31,842 - pyskl - INFO - +top1_acc 0.9139 +top5_acc 0.9864 +2024-07-19 01:41:31,844 - pyskl - INFO - Epoch(val) [150][1031] top1_acc: 0.9139, top5_acc: 0.9864 +2024-07-19 01:41:39,562 - pyskl - INFO - 16487 videos remain after valid thresholding +2024-07-19 01:51:40,176 - pyskl - INFO - Testing results of the last checkpoint +2024-07-19 01:51:40,177 - pyskl - INFO - top1_acc: 0.9165 +2024-07-19 01:51:40,177 - pyskl - INFO - top5_acc: 0.9874 +2024-07-19 01:51:40,178 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_aclnet/ntu60_xsub/k_1/best_top1_acc_epoch_142.pth +2024-07-19 02:01:41,922 - pyskl - INFO - Testing results of the best checkpoint +2024-07-19 02:01:41,922 - pyskl - INFO - top1_acc: 0.9182 +2024-07-19 02:01:41,922 - pyskl - INFO - top5_acc: 0.9874