diff --git "a/ntu120_xset/j_1/20231223_131457.log" "b/ntu120_xset/j_1/20231223_131457.log" new file mode 100644--- /dev/null +++ "b/ntu120_xset/j_1/20231223_131457.log" @@ -0,0 +1,6347 @@ +2023-12-23 13:14:57,945 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.7.11 (default, Jul 27 2021, 14:32:16) [GCC 7.5.0] +CUDA available: True +GPU 0: NVIDIA GeForce RTX 3080 +CUDA_HOME: /usr +NVCC: Cuda compilation tools, release 10.1, V10.1.24 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.2) 9.4.0 +PyTorch: 1.11.0 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.4-Product Build 20210904 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.5.2 (Git Hash a9302535553c73243c632ad3c4c80beec3d19a1e) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - LAPACK is enabled (usually provided by MKL) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.3 + - 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 8.2 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.3, CUDNN_VERSION=8.2.0, 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 -DEDGE_PROFILER_USE_KINETO -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-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=1.11.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=OFF, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, + +TorchVision: 0.12.0 +OpenCV: 4.8.1 +MMCV: 1.5.0 +MMCV Compiler: GCC 7.3 +MMCV CUDA Compiler: 11.3 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2023-12-23 13:14:58,700 - pyskl - INFO - Config: modality = 'j' +graph = 'nturgb+d' +work_dir = './work_dirs/test_prototype/ntu120_xset/j_1' +model = dict( + type='RecognizerGCN_7_1_1', + backbone=dict( + type='GCN_7_1_2', + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict(type='SimpleHead_7_4_2', num_classes=120, in_channels=384)) +dataset_type = 'PoseDataset' +ann_file = '/data1/medical/hao.wang/reproduction/hongda.liu/pyskl_data/nturgbd/ntu120_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['j']), + 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=['j']), + 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=['j']), + 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= + '/data1/medical/hao.wang/reproduction/hongda.liu/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_train'), + val=dict( + type='PoseDataset', + ann_file= + '/data1/medical/hao.wang/reproduction/hongda.liu/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + 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='xset_val'), + test=dict( + type='PoseDataset', + ann_file= + '/data1/medical/hao.wang/reproduction/hongda.liu/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + 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='xset_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2023-12-23 13:14:58,701 - pyskl - INFO - Set random seed to 270710891, deterministic: False +2023-12-23 13:15:09,692 - pyskl - INFO - 54468 videos remain after valid thresholding +2023-12-23 13:15:25,311 - pyskl - INFO - 59477 videos remain after valid thresholding +2023-12-23 13:15:25,335 - pyskl - INFO - Start running, host: hao.wang@gdp, work_dir: /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1 +2023-12-23 13:15:25,336 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2023-12-23 13:15:25,336 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2023-12-23 13:15:25,336 - pyskl - INFO - Checkpoints will be saved to /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1 by HardDiskBackend. +2023-12-23 13:16:17,331 - pyskl - INFO - Epoch [1][100/3405] lr: 2.500e-02, eta: 3 days, 1:44:50, time: 0.520, data_time: 0.263, memory: 5251, top1_acc: 0.0156, top5_acc: 0.0712, loss_cls: 6.7329, loss: 6.7329 +2023-12-23 13:16:41,869 - pyskl - INFO - Epoch [1][200/3405] lr: 2.500e-02, eta: 2 days, 6:15:57, time: 0.245, data_time: 0.000, memory: 5251, top1_acc: 0.0262, top5_acc: 0.1156, loss_cls: 6.3974, loss: 6.3974 +2023-12-23 13:17:06,854 - pyskl - INFO - Epoch [1][300/3405] lr: 2.500e-02, eta: 1 day, 23:58:43, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.0419, top5_acc: 0.1638, loss_cls: 6.2158, loss: 6.2158 +2023-12-23 13:17:32,021 - pyskl - INFO - Epoch [1][400/3405] lr: 2.500e-02, eta: 1 day, 20:53:44, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.0362, top5_acc: 0.1569, loss_cls: 6.1786, loss: 6.1786 +2023-12-23 13:17:58,057 - pyskl - INFO - Epoch [1][500/3405] lr: 2.500e-02, eta: 1 day, 19:17:23, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.0469, top5_acc: 0.1825, loss_cls: 6.0888, loss: 6.0888 +2023-12-23 13:18:24,234 - pyskl - INFO - Epoch [1][600/3405] lr: 2.500e-02, eta: 1 day, 18:15:00, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.0537, top5_acc: 0.1925, loss_cls: 6.0963, loss: 6.0963 +2023-12-23 13:18:50,171 - pyskl - INFO - Epoch [1][700/3405] lr: 2.500e-02, eta: 1 day, 17:27:24, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.0619, top5_acc: 0.2381, loss_cls: 6.2647, loss: 6.2647 +2023-12-23 13:19:15,862 - pyskl - INFO - Epoch [1][800/3405] lr: 2.500e-02, eta: 1 day, 16:48:58, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.0556, top5_acc: 0.2450, loss_cls: 6.6178, loss: 6.6178 +2023-12-23 13:19:41,470 - pyskl - INFO - Epoch [1][900/3405] lr: 2.500e-02, eta: 1 day, 16:18:13, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.0850, top5_acc: 0.2787, loss_cls: 6.9824, loss: 6.9824 +2023-12-23 13:20:06,880 - pyskl - INFO - Epoch [1][1000/3405] lr: 2.500e-02, eta: 1 day, 15:51:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.0663, top5_acc: 0.2562, loss_cls: 6.9329, loss: 6.9329 +2023-12-23 13:20:32,507 - pyskl - INFO - Epoch [1][1100/3405] lr: 2.500e-02, eta: 1 day, 15:31:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.0894, top5_acc: 0.3175, loss_cls: 6.7600, loss: 6.7600 +2023-12-23 13:20:58,161 - pyskl - INFO - Epoch [1][1200/3405] lr: 2.500e-02, eta: 1 day, 15:15:19, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.0938, top5_acc: 0.3231, loss_cls: 6.6155, loss: 6.6155 +2023-12-23 13:21:24,000 - pyskl - INFO - Epoch [1][1300/3405] lr: 2.500e-02, eta: 1 day, 15:02:29, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.1087, top5_acc: 0.3475, loss_cls: 6.3804, loss: 6.3804 +2023-12-23 13:21:49,783 - pyskl - INFO - Epoch [1][1400/3405] lr: 2.500e-02, eta: 1 day, 14:51:04, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.1125, top5_acc: 0.3812, loss_cls: 6.1610, loss: 6.1610 +2023-12-23 13:22:16,427 - pyskl - INFO - Epoch [1][1500/3405] lr: 2.500e-02, eta: 1 day, 14:45:59, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.1288, top5_acc: 0.4069, loss_cls: 5.9498, loss: 5.9498 +2023-12-23 13:22:42,174 - pyskl - INFO - Epoch [1][1600/3405] lr: 2.500e-02, eta: 1 day, 14:36:44, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.1506, top5_acc: 0.4231, loss_cls: 5.8062, loss: 5.8062 +2023-12-23 13:23:07,852 - pyskl - INFO - Epoch [1][1700/3405] lr: 2.500e-02, eta: 1 day, 14:28:10, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.1588, top5_acc: 0.4569, loss_cls: 5.5463, loss: 5.5463 +2023-12-23 13:23:33,721 - pyskl - INFO - Epoch [1][1800/3405] lr: 2.500e-02, eta: 1 day, 14:21:25, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.1881, top5_acc: 0.4844, loss_cls: 5.3980, loss: 5.3980 +2023-12-23 13:23:59,229 - pyskl - INFO - Epoch [1][1900/3405] lr: 2.500e-02, eta: 1 day, 14:13:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.1862, top5_acc: 0.5175, loss_cls: 5.2509, loss: 5.2509 +2023-12-23 13:24:25,035 - pyskl - INFO - Epoch [1][2000/3405] lr: 2.500e-02, eta: 1 day, 14:08:00, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.1881, top5_acc: 0.5006, loss_cls: 5.1731, loss: 5.1731 +2023-12-23 13:24:50,497 - pyskl - INFO - Epoch [1][2100/3405] lr: 2.500e-02, eta: 1 day, 14:01:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.1944, top5_acc: 0.5244, loss_cls: 5.0195, loss: 5.0195 +2023-12-23 13:25:16,222 - pyskl - INFO - Epoch [1][2200/3405] lr: 2.500e-02, eta: 1 day, 13:56:23, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.2400, top5_acc: 0.5850, loss_cls: 4.8581, loss: 4.8581 +2023-12-23 13:25:41,994 - pyskl - INFO - Epoch [1][2300/3405] lr: 2.500e-02, eta: 1 day, 13:51:56, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.2344, top5_acc: 0.5669, loss_cls: 4.8476, loss: 4.8476 +2023-12-23 13:26:07,441 - pyskl - INFO - Epoch [1][2400/3405] lr: 2.500e-02, eta: 1 day, 13:46:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.2125, top5_acc: 0.5625, loss_cls: 4.8468, loss: 4.8468 +2023-12-23 13:26:33,042 - pyskl - INFO - Epoch [1][2500/3405] lr: 2.500e-02, eta: 1 day, 13:42:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.2800, top5_acc: 0.6081, loss_cls: 4.6304, loss: 4.6304 +2023-12-23 13:26:58,442 - pyskl - INFO - Epoch [1][2600/3405] lr: 2.500e-02, eta: 1 day, 13:37:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.2506, top5_acc: 0.6100, loss_cls: 4.6806, loss: 4.6806 +2023-12-23 13:27:24,016 - pyskl - INFO - Epoch [1][2700/3405] lr: 2.500e-02, eta: 1 day, 13:33:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.2562, top5_acc: 0.5962, loss_cls: 4.6632, loss: 4.6632 +2023-12-23 13:27:49,585 - pyskl - INFO - Epoch [1][2800/3405] lr: 2.500e-02, eta: 1 day, 13:30:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.2700, top5_acc: 0.6400, loss_cls: 4.5354, loss: 4.5354 +2023-12-23 13:28:14,896 - pyskl - INFO - Epoch [1][2900/3405] lr: 2.500e-02, eta: 1 day, 13:26:01, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.3000, top5_acc: 0.6325, loss_cls: 4.4788, loss: 4.4788 +2023-12-23 13:28:40,235 - pyskl - INFO - Epoch [1][3000/3405] lr: 2.500e-02, eta: 1 day, 13:22:11, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.3006, top5_acc: 0.6569, loss_cls: 4.4361, loss: 4.4361 +2023-12-23 13:29:05,650 - pyskl - INFO - Epoch [1][3100/3405] lr: 2.500e-02, eta: 1 day, 13:18:48, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.3056, top5_acc: 0.6694, loss_cls: 4.3999, loss: 4.3999 +2023-12-23 13:29:31,424 - pyskl - INFO - Epoch [1][3200/3405] lr: 2.500e-02, eta: 1 day, 13:16:32, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.3156, top5_acc: 0.6706, loss_cls: 4.3797, loss: 4.3797 +2023-12-23 13:29:56,898 - pyskl - INFO - Epoch [1][3300/3405] lr: 2.500e-02, eta: 1 day, 13:13:37, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.3150, top5_acc: 0.6887, loss_cls: 4.3274, loss: 4.3274 +2023-12-23 13:30:22,766 - pyskl - INFO - Epoch [1][3400/3405] lr: 2.500e-02, eta: 1 day, 13:11:50, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.3100, top5_acc: 0.6556, loss_cls: 4.3898, loss: 4.3898 +2023-12-23 13:30:24,857 - pyskl - INFO - Saving checkpoint at 1 epochs +2023-12-23 13:34:50,949 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 13:34:51,616 - pyskl - INFO - +top1_acc 0.3271 +top5_acc 0.6783 +2023-12-23 13:34:51,834 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2023-12-23 13:34:51,836 - pyskl - INFO - Best top1_acc is 0.3271 at 1 epoch. +2023-12-23 13:34:51,859 - pyskl - INFO - Epoch(val) [1][3718] top1_acc: 0.3271, top5_acc: 0.6783 +2023-12-23 13:35:44,886 - pyskl - INFO - Epoch [2][100/3405] lr: 2.500e-02, eta: 1 day, 14:12:24, time: 0.530, data_time: 0.275, memory: 5251, top1_acc: 0.3344, top5_acc: 0.7219, loss_cls: 4.2259, loss: 4.2259 +2023-12-23 13:36:10,937 - pyskl - INFO - Epoch [2][200/3405] lr: 2.500e-02, eta: 1 day, 14:09:27, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.3525, top5_acc: 0.7037, loss_cls: 4.2650, loss: 4.2650 +2023-12-23 13:36:37,436 - pyskl - INFO - Epoch [2][300/3405] lr: 2.500e-02, eta: 1 day, 14:07:39, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.3706, top5_acc: 0.7144, loss_cls: 4.1720, loss: 4.1720 +2023-12-23 13:37:03,709 - pyskl - INFO - Epoch [2][400/3405] lr: 2.500e-02, eta: 1 day, 14:05:26, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.3581, top5_acc: 0.7163, loss_cls: 4.1637, loss: 4.1637 +2023-12-23 13:37:29,924 - pyskl - INFO - Epoch [2][500/3405] lr: 2.500e-02, eta: 1 day, 14:03:10, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.3894, top5_acc: 0.7338, loss_cls: 4.0758, loss: 4.0758 +2023-12-23 13:37:55,454 - pyskl - INFO - Epoch [2][600/3405] lr: 2.500e-02, eta: 1 day, 13:59:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.3544, top5_acc: 0.7163, loss_cls: 4.2204, loss: 4.2204 +2023-12-23 13:38:20,720 - pyskl - INFO - Epoch [2][700/3405] lr: 2.500e-02, eta: 1 day, 13:55:34, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.3725, top5_acc: 0.7444, loss_cls: 4.1285, loss: 4.1285 +2023-12-23 13:38:46,015 - pyskl - INFO - Epoch [2][800/3405] lr: 2.500e-02, eta: 1 day, 13:51:48, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.3681, top5_acc: 0.7219, loss_cls: 4.1578, loss: 4.1578 +2023-12-23 13:39:11,500 - pyskl - INFO - Epoch [2][900/3405] lr: 2.500e-02, eta: 1 day, 13:48:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.3850, top5_acc: 0.7400, loss_cls: 4.1001, loss: 4.1001 +2023-12-23 13:39:36,981 - pyskl - INFO - Epoch [2][1000/3405] lr: 2.500e-02, eta: 1 day, 13:45:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.4113, top5_acc: 0.7531, loss_cls: 4.0148, loss: 4.0148 +2023-12-23 13:40:02,397 - pyskl - INFO - Epoch [2][1100/3405] lr: 2.500e-02, eta: 1 day, 13:42:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.3881, top5_acc: 0.7462, loss_cls: 4.0598, loss: 4.0598 +2023-12-23 13:40:27,910 - pyskl - INFO - Epoch [2][1200/3405] lr: 2.499e-02, eta: 1 day, 13:39:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.4037, top5_acc: 0.7481, loss_cls: 4.0191, loss: 4.0191 +2023-12-23 13:40:53,292 - pyskl - INFO - Epoch [2][1300/3405] lr: 2.499e-02, eta: 1 day, 13:36:31, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.4163, top5_acc: 0.7594, loss_cls: 3.9771, loss: 3.9771 +2023-12-23 13:41:18,862 - pyskl - INFO - Epoch [2][1400/3405] lr: 2.499e-02, eta: 1 day, 13:33:59, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.4200, top5_acc: 0.7725, loss_cls: 3.9157, loss: 3.9157 +2023-12-23 13:41:44,274 - pyskl - INFO - Epoch [2][1500/3405] lr: 2.499e-02, eta: 1 day, 13:31:16, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.4313, top5_acc: 0.7619, loss_cls: 3.9704, loss: 3.9704 +2023-12-23 13:42:10,015 - pyskl - INFO - Epoch [2][1600/3405] lr: 2.499e-02, eta: 1 day, 13:29:12, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.4119, top5_acc: 0.7594, loss_cls: 3.9491, loss: 3.9491 +2023-12-23 13:42:35,682 - pyskl - INFO - Epoch [2][1700/3405] lr: 2.499e-02, eta: 1 day, 13:27:05, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.4125, top5_acc: 0.7675, loss_cls: 3.9593, loss: 3.9593 +2023-12-23 13:43:01,214 - pyskl - INFO - Epoch [2][1800/3405] lr: 2.499e-02, eta: 1 day, 13:24:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.4219, top5_acc: 0.7725, loss_cls: 3.9390, loss: 3.9390 +2023-12-23 13:43:26,648 - pyskl - INFO - Epoch [2][1900/3405] lr: 2.499e-02, eta: 1 day, 13:22:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.4506, top5_acc: 0.7825, loss_cls: 3.8436, loss: 3.8436 +2023-12-23 13:43:52,244 - pyskl - INFO - Epoch [2][2000/3405] lr: 2.499e-02, eta: 1 day, 13:20:24, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.4512, top5_acc: 0.7894, loss_cls: 3.8371, loss: 3.8371 +2023-12-23 13:44:17,877 - pyskl - INFO - Epoch [2][2100/3405] lr: 2.499e-02, eta: 1 day, 13:18:28, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.4406, top5_acc: 0.7850, loss_cls: 3.8527, loss: 3.8527 +2023-12-23 13:44:43,446 - pyskl - INFO - Epoch [2][2200/3405] lr: 2.499e-02, eta: 1 day, 13:16:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.4331, top5_acc: 0.7994, loss_cls: 3.8450, loss: 3.8450 +2023-12-23 13:45:08,853 - pyskl - INFO - Epoch [2][2300/3405] lr: 2.499e-02, eta: 1 day, 13:14:21, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.4700, top5_acc: 0.7837, loss_cls: 3.8142, loss: 3.8142 +2023-12-23 13:45:34,221 - pyskl - INFO - Epoch [2][2400/3405] lr: 2.499e-02, eta: 1 day, 13:12:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.4669, top5_acc: 0.8144, loss_cls: 3.7264, loss: 3.7264 +2023-12-23 13:45:59,819 - pyskl - INFO - Epoch [2][2500/3405] lr: 2.499e-02, eta: 1 day, 13:10:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.4531, top5_acc: 0.8031, loss_cls: 3.8213, loss: 3.8213 +2023-12-23 13:46:25,776 - pyskl - INFO - Epoch [2][2600/3405] lr: 2.499e-02, eta: 1 day, 13:09:14, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.4631, top5_acc: 0.8106, loss_cls: 3.7702, loss: 3.7702 +2023-12-23 13:46:51,081 - pyskl - INFO - Epoch [2][2700/3405] lr: 2.499e-02, eta: 1 day, 13:07:08, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.4719, top5_acc: 0.7906, loss_cls: 3.7433, loss: 3.7433 +2023-12-23 13:47:17,231 - pyskl - INFO - Epoch [2][2800/3405] lr: 2.499e-02, eta: 1 day, 13:06:15, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.4863, top5_acc: 0.8063, loss_cls: 3.7131, loss: 3.7131 +2023-12-23 13:47:42,718 - pyskl - INFO - Epoch [2][2900/3405] lr: 2.499e-02, eta: 1 day, 13:04:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.4825, top5_acc: 0.8125, loss_cls: 3.7062, loss: 3.7062 +2023-12-23 13:48:08,211 - pyskl - INFO - Epoch [2][3000/3405] lr: 2.499e-02, eta: 1 day, 13:02:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.4763, top5_acc: 0.8075, loss_cls: 3.7448, loss: 3.7448 +2023-12-23 13:48:33,957 - pyskl - INFO - Epoch [2][3100/3405] lr: 2.499e-02, eta: 1 day, 13:01:26, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.5119, top5_acc: 0.8175, loss_cls: 3.6787, loss: 3.6787 +2023-12-23 13:48:59,452 - pyskl - INFO - Epoch [2][3200/3405] lr: 2.499e-02, eta: 1 day, 12:59:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.4750, top5_acc: 0.8231, loss_cls: 3.6514, loss: 3.6514 +2023-12-23 13:49:24,764 - pyskl - INFO - Epoch [2][3300/3405] lr: 2.499e-02, eta: 1 day, 12:57:58, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.4806, top5_acc: 0.8181, loss_cls: 3.7066, loss: 3.7066 +2023-12-23 13:49:50,382 - pyskl - INFO - Epoch [2][3400/3405] lr: 2.499e-02, eta: 1 day, 12:56:34, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.4900, top5_acc: 0.8125, loss_cls: 3.6704, loss: 3.6704 +2023-12-23 13:49:52,311 - pyskl - INFO - Saving checkpoint at 2 epochs +2023-12-23 13:54:18,725 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 13:54:19,355 - pyskl - INFO - +top1_acc 0.5321 +top5_acc 0.8413 +2023-12-23 13:54:19,360 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_1.pth was removed +2023-12-23 13:54:19,586 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2023-12-23 13:54:19,588 - pyskl - INFO - Best top1_acc is 0.5321 at 2 epoch. +2023-12-23 13:54:19,613 - pyskl - INFO - Epoch(val) [2][3718] top1_acc: 0.5321, top5_acc: 0.8413 +2023-12-23 13:55:12,796 - pyskl - INFO - Epoch [3][100/3405] lr: 2.499e-02, eta: 1 day, 13:27:03, time: 0.532, data_time: 0.277, memory: 5251, top1_acc: 0.5006, top5_acc: 0.8325, loss_cls: 3.6139, loss: 3.6139 +2023-12-23 13:55:38,757 - pyskl - INFO - Epoch [3][200/3405] lr: 2.499e-02, eta: 1 day, 13:25:39, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.4963, top5_acc: 0.8413, loss_cls: 3.6039, loss: 3.6039 +2023-12-23 13:56:04,532 - pyskl - INFO - Epoch [3][300/3405] lr: 2.499e-02, eta: 1 day, 13:24:03, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.5131, top5_acc: 0.8369, loss_cls: 3.5952, loss: 3.5952 +2023-12-23 13:56:30,689 - pyskl - INFO - Epoch [3][400/3405] lr: 2.499e-02, eta: 1 day, 13:22:56, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.5288, top5_acc: 0.8400, loss_cls: 3.5627, loss: 3.5627 +2023-12-23 13:56:56,629 - pyskl - INFO - Epoch [3][500/3405] lr: 2.499e-02, eta: 1 day, 13:21:35, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.4975, top5_acc: 0.8194, loss_cls: 3.6586, loss: 3.6586 +2023-12-23 13:57:22,097 - pyskl - INFO - Epoch [3][600/3405] lr: 2.499e-02, eta: 1 day, 13:19:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.4925, top5_acc: 0.8387, loss_cls: 3.6140, loss: 3.6140 +2023-12-23 13:57:47,591 - pyskl - INFO - Epoch [3][700/3405] lr: 2.499e-02, eta: 1 day, 13:17:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.4925, top5_acc: 0.8281, loss_cls: 3.6556, loss: 3.6556 +2023-12-23 13:58:12,848 - pyskl - INFO - Epoch [3][800/3405] lr: 2.499e-02, eta: 1 day, 13:15:55, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.5169, top5_acc: 0.8462, loss_cls: 3.5489, loss: 3.5489 +2023-12-23 13:58:38,126 - pyskl - INFO - Epoch [3][900/3405] lr: 2.499e-02, eta: 1 day, 13:13:58, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.5175, top5_acc: 0.8144, loss_cls: 3.5784, loss: 3.5784 +2023-12-23 13:59:03,553 - pyskl - INFO - Epoch [3][1000/3405] lr: 2.499e-02, eta: 1 day, 13:12:13, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.5300, top5_acc: 0.8363, loss_cls: 3.5141, loss: 3.5141 +2023-12-23 13:59:28,782 - pyskl - INFO - Epoch [3][1100/3405] lr: 2.499e-02, eta: 1 day, 13:10:17, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.4788, top5_acc: 0.8094, loss_cls: 3.7267, loss: 3.7267 +2023-12-23 13:59:53,899 - pyskl - INFO - Epoch [3][1200/3405] lr: 2.498e-02, eta: 1 day, 13:08:16, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.5050, top5_acc: 0.8350, loss_cls: 3.6096, loss: 3.6096 +2023-12-23 14:00:19,053 - pyskl - INFO - Epoch [3][1300/3405] lr: 2.498e-02, eta: 1 day, 13:06:21, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5119, top5_acc: 0.8387, loss_cls: 3.5571, loss: 3.5571 +2023-12-23 14:00:44,222 - pyskl - INFO - Epoch [3][1400/3405] lr: 2.498e-02, eta: 1 day, 13:04:28, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5000, top5_acc: 0.8250, loss_cls: 3.6369, loss: 3.6369 +2023-12-23 14:01:09,401 - pyskl - INFO - Epoch [3][1500/3405] lr: 2.498e-02, eta: 1 day, 13:02:38, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5175, top5_acc: 0.8325, loss_cls: 3.5706, loss: 3.5706 +2023-12-23 14:01:34,565 - pyskl - INFO - Epoch [3][1600/3405] lr: 2.498e-02, eta: 1 day, 13:00:49, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5325, top5_acc: 0.8500, loss_cls: 3.4870, loss: 3.4870 +2023-12-23 14:01:59,731 - pyskl - INFO - Epoch [3][1700/3405] lr: 2.498e-02, eta: 1 day, 12:59:02, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5162, top5_acc: 0.8475, loss_cls: 3.5698, loss: 3.5698 +2023-12-23 14:02:24,888 - pyskl - INFO - Epoch [3][1800/3405] lr: 2.498e-02, eta: 1 day, 12:57:17, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5231, top5_acc: 0.8344, loss_cls: 3.5798, loss: 3.5798 +2023-12-23 14:02:50,056 - pyskl - INFO - Epoch [3][1900/3405] lr: 2.498e-02, eta: 1 day, 12:55:34, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5269, top5_acc: 0.8512, loss_cls: 3.5172, loss: 3.5172 +2023-12-23 14:03:15,214 - pyskl - INFO - Epoch [3][2000/3405] lr: 2.498e-02, eta: 1 day, 12:53:52, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5419, top5_acc: 0.8506, loss_cls: 3.4888, loss: 3.4888 +2023-12-23 14:03:40,366 - pyskl - INFO - Epoch [3][2100/3405] lr: 2.498e-02, eta: 1 day, 12:52:11, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5531, top5_acc: 0.8562, loss_cls: 3.4170, loss: 3.4170 +2023-12-23 14:04:05,541 - pyskl - INFO - Epoch [3][2200/3405] lr: 2.498e-02, eta: 1 day, 12:50:34, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5256, top5_acc: 0.8581, loss_cls: 3.4870, loss: 3.4870 +2023-12-23 14:04:30,696 - pyskl - INFO - Epoch [3][2300/3405] lr: 2.498e-02, eta: 1 day, 12:48:57, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5494, top5_acc: 0.8488, loss_cls: 3.4649, loss: 3.4649 +2023-12-23 14:04:55,873 - pyskl - INFO - Epoch [3][2400/3405] lr: 2.498e-02, eta: 1 day, 12:47:23, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5513, top5_acc: 0.8744, loss_cls: 3.4128, loss: 3.4128 +2023-12-23 14:05:21,114 - pyskl - INFO - Epoch [3][2500/3405] lr: 2.498e-02, eta: 1 day, 12:45:54, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5262, top5_acc: 0.8488, loss_cls: 3.5170, loss: 3.5170 +2023-12-23 14:05:46,367 - pyskl - INFO - Epoch [3][2600/3405] lr: 2.498e-02, eta: 1 day, 12:44:26, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.5350, top5_acc: 0.8562, loss_cls: 3.4999, loss: 3.4999 +2023-12-23 14:06:11,587 - pyskl - INFO - Epoch [3][2700/3405] lr: 2.498e-02, eta: 1 day, 12:42:59, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5544, top5_acc: 0.8512, loss_cls: 3.4503, loss: 3.4503 +2023-12-23 14:06:36,819 - pyskl - INFO - Epoch [3][2800/3405] lr: 2.498e-02, eta: 1 day, 12:41:33, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5444, top5_acc: 0.8594, loss_cls: 3.4513, loss: 3.4513 +2023-12-23 14:07:02,081 - pyskl - INFO - Epoch [3][2900/3405] lr: 2.498e-02, eta: 1 day, 12:40:10, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.5606, top5_acc: 0.8544, loss_cls: 3.4504, loss: 3.4504 +2023-12-23 14:07:27,350 - pyskl - INFO - Epoch [3][3000/3405] lr: 2.498e-02, eta: 1 day, 12:38:48, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.5450, top5_acc: 0.8556, loss_cls: 3.4413, loss: 3.4413 +2023-12-23 14:07:52,773 - pyskl - INFO - Epoch [3][3100/3405] lr: 2.498e-02, eta: 1 day, 12:37:36, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.5444, top5_acc: 0.8638, loss_cls: 3.4734, loss: 3.4734 +2023-12-23 14:08:18,117 - pyskl - INFO - Epoch [3][3200/3405] lr: 2.498e-02, eta: 1 day, 12:36:20, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.5506, top5_acc: 0.8538, loss_cls: 3.4535, loss: 3.4535 +2023-12-23 14:08:43,967 - pyskl - INFO - Epoch [3][3300/3405] lr: 2.498e-02, eta: 1 day, 12:35:31, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.5587, top5_acc: 0.8694, loss_cls: 3.4379, loss: 3.4379 +2023-12-23 14:09:09,457 - pyskl - INFO - Epoch [3][3400/3405] lr: 2.498e-02, eta: 1 day, 12:34:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.5413, top5_acc: 0.8562, loss_cls: 3.4678, loss: 3.4678 +2023-12-23 14:09:11,431 - pyskl - INFO - Saving checkpoint at 3 epochs +2023-12-23 14:13:38,553 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 14:13:39,178 - pyskl - INFO - +top1_acc 0.5595 +top5_acc 0.8544 +2023-12-23 14:13:39,183 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_2.pth was removed +2023-12-23 14:13:39,441 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2023-12-23 14:13:39,443 - pyskl - INFO - Best top1_acc is 0.5595 at 3 epoch. +2023-12-23 14:13:39,470 - pyskl - INFO - Epoch(val) [3][3718] top1_acc: 0.5595, top5_acc: 0.8544 +2023-12-23 14:14:34,246 - pyskl - INFO - Epoch [4][100/3405] lr: 2.497e-02, eta: 1 day, 12:55:54, time: 0.548, data_time: 0.290, memory: 5251, top1_acc: 0.5663, top5_acc: 0.8644, loss_cls: 3.3913, loss: 3.3913 +2023-12-23 14:14:59,910 - pyskl - INFO - Epoch [4][200/3405] lr: 2.497e-02, eta: 1 day, 12:54:43, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.5600, top5_acc: 0.8800, loss_cls: 3.3856, loss: 3.3856 +2023-12-23 14:15:26,117 - pyskl - INFO - Epoch [4][300/3405] lr: 2.497e-02, eta: 1 day, 12:54:00, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.5781, top5_acc: 0.8788, loss_cls: 3.3086, loss: 3.3086 +2023-12-23 14:15:52,538 - pyskl - INFO - Epoch [4][400/3405] lr: 2.497e-02, eta: 1 day, 12:53:27, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.5531, top5_acc: 0.8669, loss_cls: 3.3826, loss: 3.3826 +2023-12-23 14:16:18,855 - pyskl - INFO - Epoch [4][500/3405] lr: 2.497e-02, eta: 1 day, 12:52:49, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.5681, top5_acc: 0.8781, loss_cls: 3.3817, loss: 3.3817 +2023-12-23 14:16:45,399 - pyskl - INFO - Epoch [4][600/3405] lr: 2.497e-02, eta: 1 day, 12:52:23, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.5581, top5_acc: 0.8575, loss_cls: 3.4001, loss: 3.4001 +2023-12-23 14:17:10,864 - pyskl - INFO - Epoch [4][700/3405] lr: 2.497e-02, eta: 1 day, 12:51:06, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.5650, top5_acc: 0.8700, loss_cls: 3.3841, loss: 3.3841 +2023-12-23 14:17:36,426 - pyskl - INFO - Epoch [4][800/3405] lr: 2.497e-02, eta: 1 day, 12:49:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.5769, top5_acc: 0.8819, loss_cls: 3.3233, loss: 3.3233 +2023-12-23 14:18:01,955 - pyskl - INFO - Epoch [4][900/3405] lr: 2.497e-02, eta: 1 day, 12:48:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.5375, top5_acc: 0.8581, loss_cls: 3.4269, loss: 3.4269 +2023-12-23 14:18:27,276 - pyskl - INFO - Epoch [4][1000/3405] lr: 2.497e-02, eta: 1 day, 12:47:23, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.5900, top5_acc: 0.8725, loss_cls: 3.3304, loss: 3.3304 +2023-12-23 14:18:52,589 - pyskl - INFO - Epoch [4][1100/3405] lr: 2.497e-02, eta: 1 day, 12:46:04, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.5919, top5_acc: 0.8962, loss_cls: 3.2816, loss: 3.2816 +2023-12-23 14:19:17,996 - pyskl - INFO - Epoch [4][1200/3405] lr: 2.497e-02, eta: 1 day, 12:44:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.5619, top5_acc: 0.8756, loss_cls: 3.3648, loss: 3.3648 +2023-12-23 14:19:43,495 - pyskl - INFO - Epoch [4][1300/3405] lr: 2.497e-02, eta: 1 day, 12:43:40, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.5556, top5_acc: 0.8681, loss_cls: 3.4048, loss: 3.4048 +2023-12-23 14:20:09,298 - pyskl - INFO - Epoch [4][1400/3405] lr: 2.497e-02, eta: 1 day, 12:42:44, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.5663, top5_acc: 0.8756, loss_cls: 3.3600, loss: 3.3600 +2023-12-23 14:20:34,913 - pyskl - INFO - Epoch [4][1500/3405] lr: 2.497e-02, eta: 1 day, 12:41:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6044, top5_acc: 0.8831, loss_cls: 3.2920, loss: 3.2920 +2023-12-23 14:21:00,563 - pyskl - INFO - Epoch [4][1600/3405] lr: 2.497e-02, eta: 1 day, 12:40:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.5794, top5_acc: 0.8788, loss_cls: 3.3241, loss: 3.3241 +2023-12-23 14:21:25,950 - pyskl - INFO - Epoch [4][1700/3405] lr: 2.497e-02, eta: 1 day, 12:39:28, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.5669, top5_acc: 0.8894, loss_cls: 3.3510, loss: 3.3510 +2023-12-23 14:21:51,354 - pyskl - INFO - Epoch [4][1800/3405] lr: 2.497e-02, eta: 1 day, 12:38:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.5744, top5_acc: 0.8712, loss_cls: 3.3627, loss: 3.3627 +2023-12-23 14:22:17,810 - pyskl - INFO - Epoch [4][1900/3405] lr: 2.497e-02, eta: 1 day, 12:37:51, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.5919, top5_acc: 0.8756, loss_cls: 3.3178, loss: 3.3178 +2023-12-23 14:22:44,460 - pyskl - INFO - Epoch [4][2000/3405] lr: 2.496e-02, eta: 1 day, 12:37:33, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.5850, top5_acc: 0.8788, loss_cls: 3.3113, loss: 3.3113 +2023-12-23 14:23:09,676 - pyskl - INFO - Epoch [4][2100/3405] lr: 2.496e-02, eta: 1 day, 12:36:17, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5887, top5_acc: 0.8950, loss_cls: 3.2843, loss: 3.2843 +2023-12-23 14:23:35,011 - pyskl - INFO - Epoch [4][2200/3405] lr: 2.496e-02, eta: 1 day, 12:35:06, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6038, top5_acc: 0.8856, loss_cls: 3.2651, loss: 3.2651 +2023-12-23 14:24:00,307 - pyskl - INFO - Epoch [4][2300/3405] lr: 2.496e-02, eta: 1 day, 12:33:55, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.5763, top5_acc: 0.8731, loss_cls: 3.3421, loss: 3.3421 +2023-12-23 14:24:25,792 - pyskl - INFO - Epoch [4][2400/3405] lr: 2.496e-02, eta: 1 day, 12:32:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.5856, top5_acc: 0.8788, loss_cls: 3.3009, loss: 3.3009 +2023-12-23 14:24:51,388 - pyskl - INFO - Epoch [4][2500/3405] lr: 2.496e-02, eta: 1 day, 12:31:53, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.5813, top5_acc: 0.8762, loss_cls: 3.3217, loss: 3.3217 +2023-12-23 14:25:16,831 - pyskl - INFO - Epoch [4][2600/3405] lr: 2.496e-02, eta: 1 day, 12:30:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.5875, top5_acc: 0.8775, loss_cls: 3.3019, loss: 3.3019 +2023-12-23 14:25:42,183 - pyskl - INFO - Epoch [4][2700/3405] lr: 2.496e-02, eta: 1 day, 12:29:42, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6006, top5_acc: 0.8819, loss_cls: 3.2631, loss: 3.2631 +2023-12-23 14:26:07,484 - pyskl - INFO - Epoch [4][2800/3405] lr: 2.496e-02, eta: 1 day, 12:28:34, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.5931, top5_acc: 0.8850, loss_cls: 3.2727, loss: 3.2727 +2023-12-23 14:26:32,862 - pyskl - INFO - Epoch [4][2900/3405] lr: 2.496e-02, eta: 1 day, 12:27:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.5606, top5_acc: 0.8656, loss_cls: 3.3803, loss: 3.3803 +2023-12-23 14:26:58,338 - pyskl - INFO - Epoch [4][3000/3405] lr: 2.496e-02, eta: 1 day, 12:26:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.5913, top5_acc: 0.8850, loss_cls: 3.2833, loss: 3.2833 +2023-12-23 14:27:24,277 - pyskl - INFO - Epoch [4][3100/3405] lr: 2.496e-02, eta: 1 day, 12:25:47, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.5900, top5_acc: 0.8869, loss_cls: 3.2834, loss: 3.2834 +2023-12-23 14:27:49,833 - pyskl - INFO - Epoch [4][3200/3405] lr: 2.496e-02, eta: 1 day, 12:24:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.5725, top5_acc: 0.8744, loss_cls: 3.3702, loss: 3.3702 +2023-12-23 14:28:15,541 - pyskl - INFO - Epoch [4][3300/3405] lr: 2.496e-02, eta: 1 day, 12:24:00, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.5925, top5_acc: 0.8838, loss_cls: 3.2944, loss: 3.2944 +2023-12-23 14:28:41,430 - pyskl - INFO - Epoch [4][3400/3405] lr: 2.496e-02, eta: 1 day, 12:23:17, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.5837, top5_acc: 0.8656, loss_cls: 3.3584, loss: 3.3584 +2023-12-23 14:28:43,564 - pyskl - INFO - Saving checkpoint at 4 epochs +2023-12-23 14:33:10,714 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 14:33:11,330 - pyskl - INFO - +top1_acc 0.5708 +top5_acc 0.8605 +2023-12-23 14:33:11,334 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_3.pth was removed +2023-12-23 14:33:11,574 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2023-12-23 14:33:11,575 - pyskl - INFO - Best top1_acc is 0.5708 at 4 epoch. +2023-12-23 14:33:11,600 - pyskl - INFO - Epoch(val) [4][3718] top1_acc: 0.5708, top5_acc: 0.8605 +2023-12-23 14:34:05,098 - pyskl - INFO - Epoch [5][100/3405] lr: 2.496e-02, eta: 1 day, 12:38:25, time: 0.535, data_time: 0.279, memory: 5251, top1_acc: 0.6006, top5_acc: 0.8756, loss_cls: 3.2710, loss: 3.2710 +2023-12-23 14:34:30,873 - pyskl - INFO - Epoch [5][200/3405] lr: 2.495e-02, eta: 1 day, 12:37:30, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.6194, top5_acc: 0.8938, loss_cls: 3.2045, loss: 3.2045 +2023-12-23 14:34:57,198 - pyskl - INFO - Epoch [5][300/3405] lr: 2.495e-02, eta: 1 day, 12:36:56, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.5919, top5_acc: 0.8700, loss_cls: 3.3238, loss: 3.3238 +2023-12-23 14:35:23,198 - pyskl - INFO - Epoch [5][400/3405] lr: 2.495e-02, eta: 1 day, 12:36:11, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.5975, top5_acc: 0.8912, loss_cls: 3.2712, loss: 3.2712 +2023-12-23 14:35:49,076 - pyskl - INFO - Epoch [5][500/3405] lr: 2.495e-02, eta: 1 day, 12:35:22, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.6019, top5_acc: 0.8962, loss_cls: 3.2449, loss: 3.2449 +2023-12-23 14:36:14,615 - pyskl - INFO - Epoch [5][600/3405] lr: 2.495e-02, eta: 1 day, 12:34:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.5969, top5_acc: 0.8875, loss_cls: 3.2765, loss: 3.2765 +2023-12-23 14:36:40,017 - pyskl - INFO - Epoch [5][700/3405] lr: 2.495e-02, eta: 1 day, 12:33:16, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.5994, top5_acc: 0.8906, loss_cls: 3.2684, loss: 3.2684 +2023-12-23 14:37:05,466 - pyskl - INFO - Epoch [5][800/3405] lr: 2.495e-02, eta: 1 day, 12:32:13, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.5956, top5_acc: 0.8856, loss_cls: 3.2666, loss: 3.2666 +2023-12-23 14:37:30,853 - pyskl - INFO - Epoch [5][900/3405] lr: 2.495e-02, eta: 1 day, 12:31:08, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6050, top5_acc: 0.8956, loss_cls: 3.2347, loss: 3.2347 +2023-12-23 14:37:56,336 - pyskl - INFO - Epoch [5][1000/3405] lr: 2.495e-02, eta: 1 day, 12:30:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6062, top5_acc: 0.8775, loss_cls: 3.2508, loss: 3.2508 +2023-12-23 14:38:21,751 - pyskl - INFO - Epoch [5][1100/3405] lr: 2.495e-02, eta: 1 day, 12:29:05, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6081, top5_acc: 0.8738, loss_cls: 3.3086, loss: 3.3086 +2023-12-23 14:38:47,500 - pyskl - INFO - Epoch [5][1200/3405] lr: 2.495e-02, eta: 1 day, 12:28:14, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6181, top5_acc: 0.8931, loss_cls: 3.2216, loss: 3.2216 +2023-12-23 14:39:12,747 - pyskl - INFO - Epoch [5][1300/3405] lr: 2.495e-02, eta: 1 day, 12:27:06, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5994, top5_acc: 0.8800, loss_cls: 3.2708, loss: 3.2708 +2023-12-23 14:39:37,949 - pyskl - INFO - Epoch [5][1400/3405] lr: 2.495e-02, eta: 1 day, 12:25:58, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6038, top5_acc: 0.8925, loss_cls: 3.2364, loss: 3.2364 +2023-12-23 14:40:03,161 - pyskl - INFO - Epoch [5][1500/3405] lr: 2.495e-02, eta: 1 day, 12:24:51, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5875, top5_acc: 0.8950, loss_cls: 3.2700, loss: 3.2700 +2023-12-23 14:40:28,353 - pyskl - INFO - Epoch [5][1600/3405] lr: 2.495e-02, eta: 1 day, 12:23:43, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6225, top5_acc: 0.8950, loss_cls: 3.1923, loss: 3.1923 +2023-12-23 14:40:53,516 - pyskl - INFO - Epoch [5][1700/3405] lr: 2.494e-02, eta: 1 day, 12:22:36, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6269, top5_acc: 0.8925, loss_cls: 3.2051, loss: 3.2051 +2023-12-23 14:41:18,681 - pyskl - INFO - Epoch [5][1800/3405] lr: 2.494e-02, eta: 1 day, 12:21:28, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5994, top5_acc: 0.8706, loss_cls: 3.2841, loss: 3.2841 +2023-12-23 14:41:43,850 - pyskl - INFO - Epoch [5][1900/3405] lr: 2.494e-02, eta: 1 day, 12:20:22, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6094, top5_acc: 0.8962, loss_cls: 3.2296, loss: 3.2296 +2023-12-23 14:42:09,000 - pyskl - INFO - Epoch [5][2000/3405] lr: 2.494e-02, eta: 1 day, 12:19:15, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6244, top5_acc: 0.8950, loss_cls: 3.1834, loss: 3.1834 +2023-12-23 14:42:34,167 - pyskl - INFO - Epoch [5][2100/3405] lr: 2.494e-02, eta: 1 day, 12:18:10, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5938, top5_acc: 0.8938, loss_cls: 3.2125, loss: 3.2125 +2023-12-23 14:42:59,369 - pyskl - INFO - Epoch [5][2200/3405] lr: 2.494e-02, eta: 1 day, 12:17:06, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5975, top5_acc: 0.8906, loss_cls: 3.2518, loss: 3.2518 +2023-12-23 14:43:24,577 - pyskl - INFO - Epoch [5][2300/3405] lr: 2.494e-02, eta: 1 day, 12:16:03, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6206, top5_acc: 0.8912, loss_cls: 3.1959, loss: 3.1959 +2023-12-23 14:43:49,786 - pyskl - INFO - Epoch [5][2400/3405] lr: 2.494e-02, eta: 1 day, 12:15:00, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6206, top5_acc: 0.8831, loss_cls: 3.2141, loss: 3.2141 +2023-12-23 14:44:14,960 - pyskl - INFO - Epoch [5][2500/3405] lr: 2.494e-02, eta: 1 day, 12:13:57, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6200, top5_acc: 0.9012, loss_cls: 3.2159, loss: 3.2159 +2023-12-23 14:44:40,124 - pyskl - INFO - Epoch [5][2600/3405] lr: 2.494e-02, eta: 1 day, 12:12:53, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6150, top5_acc: 0.8975, loss_cls: 3.2049, loss: 3.2049 +2023-12-23 14:45:05,284 - pyskl - INFO - Epoch [5][2700/3405] lr: 2.494e-02, eta: 1 day, 12:11:50, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6312, top5_acc: 0.9031, loss_cls: 3.1798, loss: 3.1798 +2023-12-23 14:45:30,464 - pyskl - INFO - Epoch [5][2800/3405] lr: 2.494e-02, eta: 1 day, 12:10:49, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6181, top5_acc: 0.8888, loss_cls: 3.2243, loss: 3.2243 +2023-12-23 14:45:55,640 - pyskl - INFO - Epoch [5][2900/3405] lr: 2.494e-02, eta: 1 day, 12:09:47, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6194, top5_acc: 0.8988, loss_cls: 3.2044, loss: 3.2044 +2023-12-23 14:46:21,076 - pyskl - INFO - Epoch [5][3000/3405] lr: 2.493e-02, eta: 1 day, 12:08:54, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.5837, top5_acc: 0.8781, loss_cls: 3.3116, loss: 3.3116 +2023-12-23 14:46:46,445 - pyskl - INFO - Epoch [5][3100/3405] lr: 2.493e-02, eta: 1 day, 12:07:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6306, top5_acc: 0.8938, loss_cls: 3.1916, loss: 3.1916 +2023-12-23 14:47:11,894 - pyskl - INFO - Epoch [5][3200/3405] lr: 2.493e-02, eta: 1 day, 12:07:07, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6194, top5_acc: 0.8888, loss_cls: 3.2257, loss: 3.2257 +2023-12-23 14:47:37,390 - pyskl - INFO - Epoch [5][3300/3405] lr: 2.493e-02, eta: 1 day, 12:06:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.5906, top5_acc: 0.8800, loss_cls: 3.3177, loss: 3.3177 +2023-12-23 14:48:03,228 - pyskl - INFO - Epoch [5][3400/3405] lr: 2.493e-02, eta: 1 day, 12:05:36, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.6138, top5_acc: 0.9137, loss_cls: 3.1629, loss: 3.1629 +2023-12-23 14:48:05,122 - pyskl - INFO - Saving checkpoint at 5 epochs +2023-12-23 14:52:32,615 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 14:52:33,229 - pyskl - INFO - +top1_acc 0.5972 +top5_acc 0.8841 +2023-12-23 14:52:33,234 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_4.pth was removed +2023-12-23 14:52:33,448 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2023-12-23 14:52:33,450 - pyskl - INFO - Best top1_acc is 0.5972 at 5 epoch. +2023-12-23 14:52:33,475 - pyskl - INFO - Epoch(val) [5][3718] top1_acc: 0.5972, top5_acc: 0.8841 +2023-12-23 14:53:26,861 - pyskl - INFO - Epoch [6][100/3405] lr: 2.493e-02, eta: 1 day, 12:17:30, time: 0.534, data_time: 0.272, memory: 5251, top1_acc: 0.6125, top5_acc: 0.8975, loss_cls: 3.1942, loss: 3.1942 +2023-12-23 14:53:53,176 - pyskl - INFO - Epoch [6][200/3405] lr: 2.493e-02, eta: 1 day, 12:16:59, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.6294, top5_acc: 0.9213, loss_cls: 3.1241, loss: 3.1241 +2023-12-23 14:54:19,577 - pyskl - INFO - Epoch [6][300/3405] lr: 2.493e-02, eta: 1 day, 12:16:31, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.6125, top5_acc: 0.8888, loss_cls: 3.2419, loss: 3.2419 +2023-12-23 14:54:45,761 - pyskl - INFO - Epoch [6][400/3405] lr: 2.493e-02, eta: 1 day, 12:15:57, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.6450, top5_acc: 0.9050, loss_cls: 3.1367, loss: 3.1367 +2023-12-23 14:55:11,168 - pyskl - INFO - Epoch [6][500/3405] lr: 2.493e-02, eta: 1 day, 12:15:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6231, top5_acc: 0.9019, loss_cls: 3.1606, loss: 3.1606 +2023-12-23 14:55:36,838 - pyskl - INFO - Epoch [6][600/3405] lr: 2.493e-02, eta: 1 day, 12:14:12, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6238, top5_acc: 0.9075, loss_cls: 3.1327, loss: 3.1327 +2023-12-23 14:56:02,381 - pyskl - INFO - Epoch [6][700/3405] lr: 2.493e-02, eta: 1 day, 12:13:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6294, top5_acc: 0.9087, loss_cls: 3.1292, loss: 3.1292 +2023-12-23 14:56:28,055 - pyskl - INFO - Epoch [6][800/3405] lr: 2.492e-02, eta: 1 day, 12:12:32, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6062, top5_acc: 0.8975, loss_cls: 3.2111, loss: 3.2111 +2023-12-23 14:56:53,719 - pyskl - INFO - Epoch [6][900/3405] lr: 2.492e-02, eta: 1 day, 12:11:44, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6300, top5_acc: 0.9000, loss_cls: 3.1638, loss: 3.1638 +2023-12-23 14:57:19,404 - pyskl - INFO - Epoch [6][1000/3405] lr: 2.492e-02, eta: 1 day, 12:10:57, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6256, top5_acc: 0.9106, loss_cls: 3.1711, loss: 3.1711 +2023-12-23 14:57:44,955 - pyskl - INFO - Epoch [6][1100/3405] lr: 2.492e-02, eta: 1 day, 12:10:06, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6100, top5_acc: 0.8869, loss_cls: 3.2305, loss: 3.2305 +2023-12-23 14:58:10,420 - pyskl - INFO - Epoch [6][1200/3405] lr: 2.492e-02, eta: 1 day, 12:09:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6138, top5_acc: 0.8956, loss_cls: 3.1961, loss: 3.1961 +2023-12-23 14:58:35,789 - pyskl - INFO - Epoch [6][1300/3405] lr: 2.492e-02, eta: 1 day, 12:08:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6369, top5_acc: 0.9106, loss_cls: 3.1287, loss: 3.1287 +2023-12-23 14:59:01,170 - pyskl - INFO - Epoch [6][1400/3405] lr: 2.492e-02, eta: 1 day, 12:07:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6269, top5_acc: 0.9069, loss_cls: 3.1597, loss: 3.1597 +2023-12-23 14:59:26,408 - pyskl - INFO - Epoch [6][1500/3405] lr: 2.492e-02, eta: 1 day, 12:06:27, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6300, top5_acc: 0.9156, loss_cls: 3.1288, loss: 3.1288 +2023-12-23 14:59:51,675 - pyskl - INFO - Epoch [6][1600/3405] lr: 2.492e-02, eta: 1 day, 12:05:31, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6262, top5_acc: 0.8962, loss_cls: 3.2026, loss: 3.2026 +2023-12-23 15:00:17,006 - pyskl - INFO - Epoch [6][1700/3405] lr: 2.492e-02, eta: 1 day, 12:04:36, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6206, top5_acc: 0.8975, loss_cls: 3.2041, loss: 3.2041 +2023-12-23 15:00:42,411 - pyskl - INFO - Epoch [6][1800/3405] lr: 2.492e-02, eta: 1 day, 12:03:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6350, top5_acc: 0.9169, loss_cls: 3.1089, loss: 3.1089 +2023-12-23 15:01:07,753 - pyskl - INFO - Epoch [6][1900/3405] lr: 2.492e-02, eta: 1 day, 12:02:50, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6062, top5_acc: 0.8975, loss_cls: 3.2362, loss: 3.2362 +2023-12-23 15:01:33,900 - pyskl - INFO - Epoch [6][2000/3405] lr: 2.491e-02, eta: 1 day, 12:02:17, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.6375, top5_acc: 0.9000, loss_cls: 3.1406, loss: 3.1406 +2023-12-23 15:02:00,092 - pyskl - INFO - Epoch [6][2100/3405] lr: 2.491e-02, eta: 1 day, 12:01:46, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.6319, top5_acc: 0.9050, loss_cls: 3.1440, loss: 3.1440 +2023-12-23 15:02:25,604 - pyskl - INFO - Epoch [6][2200/3405] lr: 2.491e-02, eta: 1 day, 12:00:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6106, top5_acc: 0.9019, loss_cls: 3.1738, loss: 3.1738 +2023-12-23 15:02:51,147 - pyskl - INFO - Epoch [6][2300/3405] lr: 2.491e-02, eta: 1 day, 12:00:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6262, top5_acc: 0.9044, loss_cls: 3.1572, loss: 3.1572 +2023-12-23 15:03:16,542 - pyskl - INFO - Epoch [6][2400/3405] lr: 2.491e-02, eta: 1 day, 11:59:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6262, top5_acc: 0.9056, loss_cls: 3.1517, loss: 3.1517 +2023-12-23 15:03:42,036 - pyskl - INFO - Epoch [6][2500/3405] lr: 2.491e-02, eta: 1 day, 11:58:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6381, top5_acc: 0.9056, loss_cls: 3.1361, loss: 3.1361 +2023-12-23 15:04:07,575 - pyskl - INFO - Epoch [6][2600/3405] lr: 2.491e-02, eta: 1 day, 11:57:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6494, top5_acc: 0.9144, loss_cls: 3.0888, loss: 3.0888 +2023-12-23 15:04:33,150 - pyskl - INFO - Epoch [6][2700/3405] lr: 2.491e-02, eta: 1 day, 11:56:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6344, top5_acc: 0.8981, loss_cls: 3.1481, loss: 3.1481 +2023-12-23 15:04:58,860 - pyskl - INFO - Epoch [6][2800/3405] lr: 2.491e-02, eta: 1 day, 11:56:15, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6494, top5_acc: 0.9044, loss_cls: 3.1223, loss: 3.1223 +2023-12-23 15:05:24,492 - pyskl - INFO - Epoch [6][2900/3405] lr: 2.491e-02, eta: 1 day, 11:55:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6225, top5_acc: 0.8981, loss_cls: 3.1618, loss: 3.1618 +2023-12-23 15:05:50,295 - pyskl - INFO - Epoch [6][3000/3405] lr: 2.491e-02, eta: 1 day, 11:54:51, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.6250, top5_acc: 0.9038, loss_cls: 3.1506, loss: 3.1506 +2023-12-23 15:06:15,692 - pyskl - INFO - Epoch [6][3100/3405] lr: 2.490e-02, eta: 1 day, 11:54:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6312, top5_acc: 0.9125, loss_cls: 3.1420, loss: 3.1420 +2023-12-23 15:06:41,089 - pyskl - INFO - Epoch [6][3200/3405] lr: 2.490e-02, eta: 1 day, 11:53:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6613, top5_acc: 0.9131, loss_cls: 3.0844, loss: 3.0844 +2023-12-23 15:07:06,970 - pyskl - INFO - Epoch [6][3300/3405] lr: 2.490e-02, eta: 1 day, 11:52:35, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.6400, top5_acc: 0.9025, loss_cls: 3.1252, loss: 3.1252 +2023-12-23 15:07:33,044 - pyskl - INFO - Epoch [6][3400/3405] lr: 2.490e-02, eta: 1 day, 11:52:02, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.6181, top5_acc: 0.9100, loss_cls: 3.1336, loss: 3.1336 +2023-12-23 15:07:35,004 - pyskl - INFO - Saving checkpoint at 6 epochs +2023-12-23 15:12:02,576 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 15:12:03,189 - pyskl - INFO - +top1_acc 0.6463 +top5_acc 0.9112 +2023-12-23 15:12:03,195 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_5.pth was removed +2023-12-23 15:12:03,410 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2023-12-23 15:12:03,411 - pyskl - INFO - Best top1_acc is 0.6463 at 6 epoch. +2023-12-23 15:12:03,437 - pyskl - INFO - Epoch(val) [6][3718] top1_acc: 0.6463, top5_acc: 0.9112 +2023-12-23 15:12:56,567 - pyskl - INFO - Epoch [7][100/3405] lr: 2.490e-02, eta: 1 day, 12:01:43, time: 0.531, data_time: 0.275, memory: 5251, top1_acc: 0.6544, top5_acc: 0.9187, loss_cls: 3.0233, loss: 3.0233 +2023-12-23 15:13:22,177 - pyskl - INFO - Epoch [7][200/3405] lr: 2.490e-02, eta: 1 day, 12:00:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6769, top5_acc: 0.9213, loss_cls: 3.0229, loss: 3.0229 +2023-12-23 15:13:48,433 - pyskl - INFO - Epoch [7][300/3405] lr: 2.490e-02, eta: 1 day, 12:00:25, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.6319, top5_acc: 0.9125, loss_cls: 3.1093, loss: 3.1093 +2023-12-23 15:14:14,670 - pyskl - INFO - Epoch [7][400/3405] lr: 2.490e-02, eta: 1 day, 11:59:53, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.6400, top5_acc: 0.9144, loss_cls: 3.1140, loss: 3.1140 +2023-12-23 15:14:40,082 - pyskl - INFO - Epoch [7][500/3405] lr: 2.490e-02, eta: 1 day, 11:59:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6444, top5_acc: 0.8950, loss_cls: 3.1618, loss: 3.1618 +2023-12-23 15:15:05,341 - pyskl - INFO - Epoch [7][600/3405] lr: 2.490e-02, eta: 1 day, 11:58:08, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6488, top5_acc: 0.9044, loss_cls: 3.0900, loss: 3.0900 +2023-12-23 15:15:30,728 - pyskl - INFO - Epoch [7][700/3405] lr: 2.489e-02, eta: 1 day, 11:57:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6306, top5_acc: 0.9081, loss_cls: 3.1407, loss: 3.1407 +2023-12-23 15:15:56,466 - pyskl - INFO - Epoch [7][800/3405] lr: 2.489e-02, eta: 1 day, 11:56:35, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6331, top5_acc: 0.9075, loss_cls: 3.1191, loss: 3.1191 +2023-12-23 15:16:21,942 - pyskl - INFO - Epoch [7][900/3405] lr: 2.489e-02, eta: 1 day, 11:55:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6506, top5_acc: 0.9256, loss_cls: 3.0443, loss: 3.0443 +2023-12-23 15:16:47,173 - pyskl - INFO - Epoch [7][1000/3405] lr: 2.489e-02, eta: 1 day, 11:54:53, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6312, top5_acc: 0.9062, loss_cls: 3.1266, loss: 3.1266 +2023-12-23 15:17:12,414 - pyskl - INFO - Epoch [7][1100/3405] lr: 2.489e-02, eta: 1 day, 11:53:59, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6369, top5_acc: 0.9075, loss_cls: 3.0877, loss: 3.0877 +2023-12-23 15:17:38,130 - pyskl - INFO - Epoch [7][1200/3405] lr: 2.489e-02, eta: 1 day, 11:53:17, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6412, top5_acc: 0.9125, loss_cls: 3.0765, loss: 3.0765 +2023-12-23 15:18:03,719 - pyskl - INFO - Epoch [7][1300/3405] lr: 2.489e-02, eta: 1 day, 11:52:32, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6475, top5_acc: 0.9113, loss_cls: 3.1232, loss: 3.1232 +2023-12-23 15:18:28,926 - pyskl - INFO - Epoch [7][1400/3405] lr: 2.489e-02, eta: 1 day, 11:51:39, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6350, top5_acc: 0.9050, loss_cls: 3.1195, loss: 3.1195 +2023-12-23 15:18:54,362 - pyskl - INFO - Epoch [7][1500/3405] lr: 2.489e-02, eta: 1 day, 11:50:51, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6481, top5_acc: 0.9019, loss_cls: 3.1086, loss: 3.1086 +2023-12-23 15:19:19,760 - pyskl - INFO - Epoch [7][1600/3405] lr: 2.489e-02, eta: 1 day, 11:50:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6319, top5_acc: 0.9050, loss_cls: 3.1077, loss: 3.1077 +2023-12-23 15:19:45,134 - pyskl - INFO - Epoch [7][1700/3405] lr: 2.488e-02, eta: 1 day, 11:49:13, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6419, top5_acc: 0.9200, loss_cls: 3.0709, loss: 3.0709 +2023-12-23 15:20:10,490 - pyskl - INFO - Epoch [7][1800/3405] lr: 2.488e-02, eta: 1 day, 11:48:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6219, top5_acc: 0.9050, loss_cls: 3.1620, loss: 3.1620 +2023-12-23 15:20:35,911 - pyskl - INFO - Epoch [7][1900/3405] lr: 2.488e-02, eta: 1 day, 11:47:36, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6575, top5_acc: 0.9131, loss_cls: 3.0619, loss: 3.0619 +2023-12-23 15:21:01,382 - pyskl - INFO - Epoch [7][2000/3405] lr: 2.488e-02, eta: 1 day, 11:46:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6606, top5_acc: 0.9094, loss_cls: 3.0813, loss: 3.0813 +2023-12-23 15:21:26,833 - pyskl - INFO - Epoch [7][2100/3405] lr: 2.488e-02, eta: 1 day, 11:46:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6094, top5_acc: 0.8994, loss_cls: 3.1847, loss: 3.1847 +2023-12-23 15:21:52,004 - pyskl - INFO - Epoch [7][2200/3405] lr: 2.488e-02, eta: 1 day, 11:45:11, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6238, top5_acc: 0.9081, loss_cls: 3.1390, loss: 3.1390 +2023-12-23 15:22:17,184 - pyskl - INFO - Epoch [7][2300/3405] lr: 2.488e-02, eta: 1 day, 11:44:19, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6394, top5_acc: 0.9050, loss_cls: 3.1407, loss: 3.1407 +2023-12-23 15:22:42,356 - pyskl - INFO - Epoch [7][2400/3405] lr: 2.488e-02, eta: 1 day, 11:43:28, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6250, top5_acc: 0.9062, loss_cls: 3.1408, loss: 3.1408 +2023-12-23 15:23:07,556 - pyskl - INFO - Epoch [7][2500/3405] lr: 2.488e-02, eta: 1 day, 11:42:36, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6488, top5_acc: 0.9175, loss_cls: 3.0669, loss: 3.0669 +2023-12-23 15:23:33,100 - pyskl - INFO - Epoch [7][2600/3405] lr: 2.487e-02, eta: 1 day, 11:41:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6787, top5_acc: 0.9275, loss_cls: 2.9895, loss: 2.9895 +2023-12-23 15:23:58,455 - pyskl - INFO - Epoch [7][2700/3405] lr: 2.487e-02, eta: 1 day, 11:41:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6375, top5_acc: 0.9150, loss_cls: 3.1300, loss: 3.1300 +2023-12-23 15:24:23,733 - pyskl - INFO - Epoch [7][2800/3405] lr: 2.487e-02, eta: 1 day, 11:40:17, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6388, top5_acc: 0.9044, loss_cls: 3.1203, loss: 3.1203 +2023-12-23 15:24:49,217 - pyskl - INFO - Epoch [7][2900/3405] lr: 2.487e-02, eta: 1 day, 11:39:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6475, top5_acc: 0.9069, loss_cls: 3.0879, loss: 3.0879 +2023-12-23 15:25:14,685 - pyskl - INFO - Epoch [7][3000/3405] lr: 2.487e-02, eta: 1 day, 11:38:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6394, top5_acc: 0.9175, loss_cls: 3.0750, loss: 3.0750 +2023-12-23 15:25:40,227 - pyskl - INFO - Epoch [7][3100/3405] lr: 2.487e-02, eta: 1 day, 11:38:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6388, top5_acc: 0.8881, loss_cls: 3.1534, loss: 3.1534 +2023-12-23 15:26:05,711 - pyskl - INFO - Epoch [7][3200/3405] lr: 2.487e-02, eta: 1 day, 11:37:22, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6500, top5_acc: 0.9056, loss_cls: 3.0893, loss: 3.0893 +2023-12-23 15:26:31,250 - pyskl - INFO - Epoch [7][3300/3405] lr: 2.487e-02, eta: 1 day, 11:36:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6644, top5_acc: 0.9175, loss_cls: 3.0614, loss: 3.0614 +2023-12-23 15:26:56,790 - pyskl - INFO - Epoch [7][3400/3405] lr: 2.487e-02, eta: 1 day, 11:35:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6550, top5_acc: 0.9187, loss_cls: 3.0452, loss: 3.0452 +2023-12-23 15:26:58,832 - pyskl - INFO - Saving checkpoint at 7 epochs +2023-12-23 15:31:25,398 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 15:31:26,014 - pyskl - INFO - +top1_acc 0.6632 +top5_acc 0.9135 +2023-12-23 15:31:26,019 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_6.pth was removed +2023-12-23 15:31:26,316 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2023-12-23 15:31:26,318 - pyskl - INFO - Best top1_acc is 0.6632 at 7 epoch. +2023-12-23 15:31:26,343 - pyskl - INFO - Epoch(val) [7][3718] top1_acc: 0.6632, top5_acc: 0.9135 +2023-12-23 15:32:19,581 - pyskl - INFO - Epoch [8][100/3405] lr: 2.486e-02, eta: 1 day, 11:44:10, time: 0.532, data_time: 0.275, memory: 5251, top1_acc: 0.6719, top5_acc: 0.9250, loss_cls: 2.9988, loss: 2.9988 +2023-12-23 15:32:45,474 - pyskl - INFO - Epoch [8][200/3405] lr: 2.486e-02, eta: 1 day, 11:43:32, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.6594, top5_acc: 0.9206, loss_cls: 3.0356, loss: 3.0356 +2023-12-23 15:33:11,655 - pyskl - INFO - Epoch [8][300/3405] lr: 2.486e-02, eta: 1 day, 11:43:01, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.6425, top5_acc: 0.9044, loss_cls: 3.1104, loss: 3.1104 +2023-12-23 15:33:37,756 - pyskl - INFO - Epoch [8][400/3405] lr: 2.486e-02, eta: 1 day, 11:42:28, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.6512, top5_acc: 0.9044, loss_cls: 3.1075, loss: 3.1075 +2023-12-23 15:34:03,426 - pyskl - INFO - Epoch [8][500/3405] lr: 2.486e-02, eta: 1 day, 11:41:47, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6619, top5_acc: 0.9237, loss_cls: 2.9963, loss: 2.9963 +2023-12-23 15:34:28,831 - pyskl - INFO - Epoch [8][600/3405] lr: 2.486e-02, eta: 1 day, 11:41:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6494, top5_acc: 0.9213, loss_cls: 3.0629, loss: 3.0629 +2023-12-23 15:34:54,185 - pyskl - INFO - Epoch [8][700/3405] lr: 2.486e-02, eta: 1 day, 11:40:13, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6531, top5_acc: 0.9125, loss_cls: 3.0743, loss: 3.0743 +2023-12-23 15:35:19,595 - pyskl - INFO - Epoch [8][800/3405] lr: 2.486e-02, eta: 1 day, 11:39:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6650, top5_acc: 0.9156, loss_cls: 3.0593, loss: 3.0593 +2023-12-23 15:35:44,937 - pyskl - INFO - Epoch [8][900/3405] lr: 2.486e-02, eta: 1 day, 11:38:39, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6625, top5_acc: 0.9056, loss_cls: 3.0830, loss: 3.0830 +2023-12-23 15:36:10,412 - pyskl - INFO - Epoch [8][1000/3405] lr: 2.485e-02, eta: 1 day, 11:37:55, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6519, top5_acc: 0.9175, loss_cls: 3.0645, loss: 3.0645 +2023-12-23 15:36:35,831 - pyskl - INFO - Epoch [8][1100/3405] lr: 2.485e-02, eta: 1 day, 11:37:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6388, top5_acc: 0.9062, loss_cls: 3.1115, loss: 3.1115 +2023-12-23 15:37:01,177 - pyskl - INFO - Epoch [8][1200/3405] lr: 2.485e-02, eta: 1 day, 11:36:22, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6737, top5_acc: 0.9081, loss_cls: 3.0402, loss: 3.0402 +2023-12-23 15:37:26,806 - pyskl - INFO - Epoch [8][1300/3405] lr: 2.485e-02, eta: 1 day, 11:35:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6656, top5_acc: 0.9181, loss_cls: 3.0578, loss: 3.0578 +2023-12-23 15:37:52,279 - pyskl - INFO - Epoch [8][1400/3405] lr: 2.485e-02, eta: 1 day, 11:34:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6406, top5_acc: 0.9144, loss_cls: 3.1024, loss: 3.1024 +2023-12-23 15:38:17,634 - pyskl - INFO - Epoch [8][1500/3405] lr: 2.485e-02, eta: 1 day, 11:34:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6475, top5_acc: 0.9213, loss_cls: 3.0744, loss: 3.0744 +2023-12-23 15:38:42,827 - pyskl - INFO - Epoch [8][1600/3405] lr: 2.485e-02, eta: 1 day, 11:33:22, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6331, top5_acc: 0.9106, loss_cls: 3.1054, loss: 3.1054 +2023-12-23 15:39:08,066 - pyskl - INFO - Epoch [8][1700/3405] lr: 2.485e-02, eta: 1 day, 11:32:34, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6619, top5_acc: 0.9219, loss_cls: 3.0646, loss: 3.0646 +2023-12-23 15:39:33,294 - pyskl - INFO - Epoch [8][1800/3405] lr: 2.484e-02, eta: 1 day, 11:31:46, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6538, top5_acc: 0.9062, loss_cls: 3.0597, loss: 3.0597 +2023-12-23 15:39:58,506 - pyskl - INFO - Epoch [8][1900/3405] lr: 2.484e-02, eta: 1 day, 11:30:58, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6694, top5_acc: 0.9237, loss_cls: 3.0242, loss: 3.0242 +2023-12-23 15:40:23,724 - pyskl - INFO - Epoch [8][2000/3405] lr: 2.484e-02, eta: 1 day, 11:30:10, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6587, top5_acc: 0.9163, loss_cls: 3.0477, loss: 3.0477 +2023-12-23 15:40:48,952 - pyskl - INFO - Epoch [8][2100/3405] lr: 2.484e-02, eta: 1 day, 11:29:23, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6556, top5_acc: 0.9250, loss_cls: 3.0358, loss: 3.0358 +2023-12-23 15:41:14,137 - pyskl - INFO - Epoch [8][2200/3405] lr: 2.484e-02, eta: 1 day, 11:28:34, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6631, top5_acc: 0.9106, loss_cls: 3.0564, loss: 3.0564 +2023-12-23 15:41:39,336 - pyskl - INFO - Epoch [8][2300/3405] lr: 2.484e-02, eta: 1 day, 11:27:47, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6462, top5_acc: 0.9237, loss_cls: 3.0738, loss: 3.0738 +2023-12-23 15:42:04,561 - pyskl - INFO - Epoch [8][2400/3405] lr: 2.484e-02, eta: 1 day, 11:27:00, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6525, top5_acc: 0.9156, loss_cls: 3.0437, loss: 3.0437 +2023-12-23 15:42:29,791 - pyskl - INFO - Epoch [8][2500/3405] lr: 2.484e-02, eta: 1 day, 11:26:13, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6606, top5_acc: 0.9081, loss_cls: 3.0758, loss: 3.0758 +2023-12-23 15:42:55,047 - pyskl - INFO - Epoch [8][2600/3405] lr: 2.484e-02, eta: 1 day, 11:25:27, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6787, top5_acc: 0.9237, loss_cls: 2.9803, loss: 2.9803 +2023-12-23 15:43:20,307 - pyskl - INFO - Epoch [8][2700/3405] lr: 2.483e-02, eta: 1 day, 11:24:41, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6725, top5_acc: 0.9175, loss_cls: 3.0583, loss: 3.0583 +2023-12-23 15:43:45,571 - pyskl - INFO - Epoch [8][2800/3405] lr: 2.483e-02, eta: 1 day, 11:23:55, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6644, top5_acc: 0.9150, loss_cls: 3.0552, loss: 3.0552 +2023-12-23 15:44:11,190 - pyskl - INFO - Epoch [8][2900/3405] lr: 2.483e-02, eta: 1 day, 11:23:16, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6400, top5_acc: 0.9075, loss_cls: 3.1163, loss: 3.1163 +2023-12-23 15:44:36,936 - pyskl - INFO - Epoch [8][3000/3405] lr: 2.483e-02, eta: 1 day, 11:22:39, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6438, top5_acc: 0.9094, loss_cls: 3.1535, loss: 3.1535 +2023-12-23 15:45:02,451 - pyskl - INFO - Epoch [8][3100/3405] lr: 2.483e-02, eta: 1 day, 11:21:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6625, top5_acc: 0.9237, loss_cls: 3.0334, loss: 3.0334 +2023-12-23 15:45:27,908 - pyskl - INFO - Epoch [8][3200/3405] lr: 2.483e-02, eta: 1 day, 11:21:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6319, top5_acc: 0.8981, loss_cls: 3.1385, loss: 3.1385 +2023-12-23 15:45:53,483 - pyskl - INFO - Epoch [8][3300/3405] lr: 2.483e-02, eta: 1 day, 11:20:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6538, top5_acc: 0.9131, loss_cls: 3.0792, loss: 3.0792 +2023-12-23 15:46:19,019 - pyskl - INFO - Epoch [8][3400/3405] lr: 2.483e-02, eta: 1 day, 11:19:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6594, top5_acc: 0.9181, loss_cls: 3.0570, loss: 3.0570 +2023-12-23 15:46:20,905 - pyskl - INFO - Saving checkpoint at 8 epochs +2023-12-23 15:50:48,182 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 15:50:48,790 - pyskl - INFO - +top1_acc 0.6205 +top5_acc 0.8847 +2023-12-23 15:50:48,815 - pyskl - INFO - Epoch(val) [8][3718] top1_acc: 0.6205, top5_acc: 0.8847 +2023-12-23 15:51:41,458 - pyskl - INFO - Epoch [9][100/3405] lr: 2.482e-02, eta: 1 day, 11:26:52, time: 0.526, data_time: 0.271, memory: 5251, top1_acc: 0.6594, top5_acc: 0.9194, loss_cls: 3.0403, loss: 3.0403 +2023-12-23 15:52:06,994 - pyskl - INFO - Epoch [9][200/3405] lr: 2.482e-02, eta: 1 day, 11:26:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6587, top5_acc: 0.9187, loss_cls: 3.0378, loss: 3.0378 +2023-12-23 15:52:33,296 - pyskl - INFO - Epoch [9][300/3405] lr: 2.482e-02, eta: 1 day, 11:25:42, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.6669, top5_acc: 0.9181, loss_cls: 3.0181, loss: 3.0181 +2023-12-23 15:52:59,279 - pyskl - INFO - Epoch [9][400/3405] lr: 2.482e-02, eta: 1 day, 11:25:09, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.6619, top5_acc: 0.9163, loss_cls: 3.0767, loss: 3.0767 +2023-12-23 15:53:24,966 - pyskl - INFO - Epoch [9][500/3405] lr: 2.482e-02, eta: 1 day, 11:24:30, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6781, top5_acc: 0.9169, loss_cls: 3.0309, loss: 3.0309 +2023-12-23 15:53:50,150 - pyskl - INFO - Epoch [9][600/3405] lr: 2.482e-02, eta: 1 day, 11:23:43, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6606, top5_acc: 0.9206, loss_cls: 3.0281, loss: 3.0281 +2023-12-23 15:54:15,334 - pyskl - INFO - Epoch [9][700/3405] lr: 2.482e-02, eta: 1 day, 11:22:56, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6769, top5_acc: 0.9206, loss_cls: 2.9909, loss: 2.9909 +2023-12-23 15:54:40,551 - pyskl - INFO - Epoch [9][800/3405] lr: 2.481e-02, eta: 1 day, 11:22:09, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6713, top5_acc: 0.9225, loss_cls: 3.0179, loss: 3.0179 +2023-12-23 15:55:05,790 - pyskl - INFO - Epoch [9][900/3405] lr: 2.481e-02, eta: 1 day, 11:21:23, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6813, top5_acc: 0.9169, loss_cls: 3.0235, loss: 3.0235 +2023-12-23 15:55:31,027 - pyskl - INFO - Epoch [9][1000/3405] lr: 2.481e-02, eta: 1 day, 11:20:37, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6775, top5_acc: 0.9187, loss_cls: 3.0116, loss: 3.0116 +2023-12-23 15:55:56,305 - pyskl - INFO - Epoch [9][1100/3405] lr: 2.481e-02, eta: 1 day, 11:19:52, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6562, top5_acc: 0.9156, loss_cls: 3.0613, loss: 3.0613 +2023-12-23 15:56:21,721 - pyskl - INFO - Epoch [9][1200/3405] lr: 2.481e-02, eta: 1 day, 11:19:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6656, top5_acc: 0.9244, loss_cls: 2.9915, loss: 2.9915 +2023-12-23 15:56:47,146 - pyskl - INFO - Epoch [9][1300/3405] lr: 2.481e-02, eta: 1 day, 11:18:28, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6594, top5_acc: 0.9081, loss_cls: 3.0445, loss: 3.0445 +2023-12-23 15:57:12,624 - pyskl - INFO - Epoch [9][1400/3405] lr: 2.481e-02, eta: 1 day, 11:17:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6488, top5_acc: 0.9163, loss_cls: 3.0790, loss: 3.0790 +2023-12-23 15:57:38,640 - pyskl - INFO - Epoch [9][1500/3405] lr: 2.481e-02, eta: 1 day, 11:17:14, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.6587, top5_acc: 0.9187, loss_cls: 3.0337, loss: 3.0337 +2023-12-23 15:58:04,568 - pyskl - INFO - Epoch [9][1600/3405] lr: 2.480e-02, eta: 1 day, 11:16:41, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.6713, top5_acc: 0.9106, loss_cls: 3.0262, loss: 3.0262 +2023-12-23 15:58:29,954 - pyskl - INFO - Epoch [9][1700/3405] lr: 2.480e-02, eta: 1 day, 11:15:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6438, top5_acc: 0.9106, loss_cls: 3.0752, loss: 3.0752 +2023-12-23 15:58:55,430 - pyskl - INFO - Epoch [9][1800/3405] lr: 2.480e-02, eta: 1 day, 11:15:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6687, top5_acc: 0.9187, loss_cls: 2.9850, loss: 2.9850 +2023-12-23 15:59:20,809 - pyskl - INFO - Epoch [9][1900/3405] lr: 2.480e-02, eta: 1 day, 11:14:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6613, top5_acc: 0.9156, loss_cls: 3.0256, loss: 3.0256 +2023-12-23 15:59:46,374 - pyskl - INFO - Epoch [9][2000/3405] lr: 2.480e-02, eta: 1 day, 11:13:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6700, top5_acc: 0.9281, loss_cls: 2.9831, loss: 2.9831 +2023-12-23 16:00:11,810 - pyskl - INFO - Epoch [9][2100/3405] lr: 2.480e-02, eta: 1 day, 11:13:15, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6619, top5_acc: 0.9194, loss_cls: 3.0204, loss: 3.0204 +2023-12-23 16:00:37,509 - pyskl - INFO - Epoch [9][2200/3405] lr: 2.480e-02, eta: 1 day, 11:12:38, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6769, top5_acc: 0.9125, loss_cls: 3.0195, loss: 3.0195 +2023-12-23 16:01:03,733 - pyskl - INFO - Epoch [9][2300/3405] lr: 2.479e-02, eta: 1 day, 11:12:10, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.6681, top5_acc: 0.9244, loss_cls: 3.0328, loss: 3.0328 +2023-12-23 16:01:29,198 - pyskl - INFO - Epoch [9][2400/3405] lr: 2.479e-02, eta: 1 day, 11:11:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6594, top5_acc: 0.9144, loss_cls: 3.0445, loss: 3.0445 +2023-12-23 16:01:54,657 - pyskl - INFO - Epoch [9][2500/3405] lr: 2.479e-02, eta: 1 day, 11:10:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6794, top5_acc: 0.9250, loss_cls: 2.9863, loss: 2.9863 +2023-12-23 16:02:19,999 - pyskl - INFO - Epoch [9][2600/3405] lr: 2.479e-02, eta: 1 day, 11:10:07, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6869, top5_acc: 0.9250, loss_cls: 2.9832, loss: 2.9832 +2023-12-23 16:02:45,265 - pyskl - INFO - Epoch [9][2700/3405] lr: 2.479e-02, eta: 1 day, 11:09:23, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6425, top5_acc: 0.9237, loss_cls: 3.0993, loss: 3.0993 +2023-12-23 16:03:10,839 - pyskl - INFO - Epoch [9][2800/3405] lr: 2.479e-02, eta: 1 day, 11:08:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6737, top5_acc: 0.9181, loss_cls: 3.0472, loss: 3.0472 +2023-12-23 16:03:36,343 - pyskl - INFO - Epoch [9][2900/3405] lr: 2.479e-02, eta: 1 day, 11:08:06, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6606, top5_acc: 0.9206, loss_cls: 3.0199, loss: 3.0199 +2023-12-23 16:04:02,283 - pyskl - INFO - Epoch [9][3000/3405] lr: 2.478e-02, eta: 1 day, 11:07:33, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.6813, top5_acc: 0.9231, loss_cls: 2.9829, loss: 2.9829 +2023-12-23 16:04:27,946 - pyskl - INFO - Epoch [9][3100/3405] lr: 2.478e-02, eta: 1 day, 11:06:57, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6694, top5_acc: 0.9187, loss_cls: 3.0340, loss: 3.0340 +2023-12-23 16:04:53,645 - pyskl - INFO - Epoch [9][3200/3405] lr: 2.478e-02, eta: 1 day, 11:06:20, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6744, top5_acc: 0.9181, loss_cls: 3.0005, loss: 3.0005 +2023-12-23 16:05:19,396 - pyskl - INFO - Epoch [9][3300/3405] lr: 2.478e-02, eta: 1 day, 11:05:45, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6725, top5_acc: 0.9131, loss_cls: 3.0042, loss: 3.0042 +2023-12-23 16:05:44,885 - pyskl - INFO - Epoch [9][3400/3405] lr: 2.478e-02, eta: 1 day, 11:05:06, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6794, top5_acc: 0.9206, loss_cls: 2.9864, loss: 2.9864 +2023-12-23 16:05:46,994 - pyskl - INFO - Saving checkpoint at 9 epochs +2023-12-23 16:10:14,659 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 16:10:15,272 - pyskl - INFO - +top1_acc 0.6260 +top5_acc 0.8989 +2023-12-23 16:10:15,299 - pyskl - INFO - Epoch(val) [9][3718] top1_acc: 0.6260, top5_acc: 0.8989 +2023-12-23 16:11:08,249 - pyskl - INFO - Epoch [10][100/3405] lr: 2.478e-02, eta: 1 day, 11:11:14, time: 0.529, data_time: 0.269, memory: 5251, top1_acc: 0.6869, top5_acc: 0.9294, loss_cls: 2.9480, loss: 2.9480 +2023-12-23 16:11:33,772 - pyskl - INFO - Epoch [10][200/3405] lr: 2.478e-02, eta: 1 day, 11:10:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6831, top5_acc: 0.9331, loss_cls: 2.9455, loss: 2.9455 +2023-12-23 16:12:00,048 - pyskl - INFO - Epoch [10][300/3405] lr: 2.477e-02, eta: 1 day, 11:10:06, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.6887, top5_acc: 0.9294, loss_cls: 2.9372, loss: 2.9372 +2023-12-23 16:12:26,072 - pyskl - INFO - Epoch [10][400/3405] lr: 2.477e-02, eta: 1 day, 11:09:34, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.6669, top5_acc: 0.9175, loss_cls: 3.0181, loss: 3.0181 +2023-12-23 16:12:51,988 - pyskl - INFO - Epoch [10][500/3405] lr: 2.477e-02, eta: 1 day, 11:09:00, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.6925, top5_acc: 0.9300, loss_cls: 2.9520, loss: 2.9520 +2023-12-23 16:13:17,414 - pyskl - INFO - Epoch [10][600/3405] lr: 2.477e-02, eta: 1 day, 11:08:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6594, top5_acc: 0.9313, loss_cls: 3.0289, loss: 3.0289 +2023-12-23 16:13:42,907 - pyskl - INFO - Epoch [10][700/3405] lr: 2.477e-02, eta: 1 day, 11:07:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6800, top5_acc: 0.9306, loss_cls: 2.9700, loss: 2.9700 +2023-12-23 16:14:08,357 - pyskl - INFO - Epoch [10][800/3405] lr: 2.477e-02, eta: 1 day, 11:06:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6663, top5_acc: 0.9169, loss_cls: 3.0189, loss: 3.0189 +2023-12-23 16:14:34,556 - pyskl - INFO - Epoch [10][900/3405] lr: 2.477e-02, eta: 1 day, 11:06:29, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.6844, top5_acc: 0.9231, loss_cls: 2.9860, loss: 2.9860 +2023-12-23 16:14:59,758 - pyskl - INFO - Epoch [10][1000/3405] lr: 2.476e-02, eta: 1 day, 11:05:45, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6756, top5_acc: 0.9337, loss_cls: 2.9587, loss: 2.9587 +2023-12-23 16:15:24,902 - pyskl - INFO - Epoch [10][1100/3405] lr: 2.476e-02, eta: 1 day, 11:05:00, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6681, top5_acc: 0.9275, loss_cls: 3.0119, loss: 3.0119 +2023-12-23 16:15:50,075 - pyskl - INFO - Epoch [10][1200/3405] lr: 2.476e-02, eta: 1 day, 11:04:16, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6725, top5_acc: 0.9213, loss_cls: 2.9997, loss: 2.9997 +2023-12-23 16:16:15,283 - pyskl - INFO - Epoch [10][1300/3405] lr: 2.476e-02, eta: 1 day, 11:03:32, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6894, top5_acc: 0.9237, loss_cls: 2.9550, loss: 2.9550 +2023-12-23 16:16:40,505 - pyskl - INFO - Epoch [10][1400/3405] lr: 2.476e-02, eta: 1 day, 11:02:49, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6500, top5_acc: 0.9125, loss_cls: 3.0824, loss: 3.0824 +2023-12-23 16:17:05,741 - pyskl - INFO - Epoch [10][1500/3405] lr: 2.476e-02, eta: 1 day, 11:02:06, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6887, top5_acc: 0.9250, loss_cls: 2.9577, loss: 2.9577 +2023-12-23 16:17:30,964 - pyskl - INFO - Epoch [10][1600/3405] lr: 2.475e-02, eta: 1 day, 11:01:23, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6719, top5_acc: 0.9119, loss_cls: 3.0333, loss: 3.0333 +2023-12-23 16:17:56,241 - pyskl - INFO - Epoch [10][1700/3405] lr: 2.475e-02, eta: 1 day, 11:00:41, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6719, top5_acc: 0.9187, loss_cls: 3.0302, loss: 3.0302 +2023-12-23 16:18:21,505 - pyskl - INFO - Epoch [10][1800/3405] lr: 2.475e-02, eta: 1 day, 10:59:58, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6719, top5_acc: 0.9300, loss_cls: 3.0192, loss: 3.0192 +2023-12-23 16:18:46,824 - pyskl - INFO - Epoch [10][1900/3405] lr: 2.475e-02, eta: 1 day, 10:59:17, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6613, top5_acc: 0.9219, loss_cls: 3.0269, loss: 3.0269 +2023-12-23 16:19:12,144 - pyskl - INFO - Epoch [10][2000/3405] lr: 2.475e-02, eta: 1 day, 10:58:36, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6837, top5_acc: 0.9337, loss_cls: 2.9436, loss: 2.9436 +2023-12-23 16:19:37,367 - pyskl - INFO - Epoch [10][2100/3405] lr: 2.475e-02, eta: 1 day, 10:57:53, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6863, top5_acc: 0.9231, loss_cls: 2.9441, loss: 2.9441 +2023-12-23 16:20:02,629 - pyskl - INFO - Epoch [10][2200/3405] lr: 2.475e-02, eta: 1 day, 10:57:11, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6737, top5_acc: 0.9137, loss_cls: 3.0044, loss: 3.0044 +2023-12-23 16:20:27,884 - pyskl - INFO - Epoch [10][2300/3405] lr: 2.474e-02, eta: 1 day, 10:56:29, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6706, top5_acc: 0.9144, loss_cls: 3.0358, loss: 3.0358 +2023-12-23 16:20:53,136 - pyskl - INFO - Epoch [10][2400/3405] lr: 2.474e-02, eta: 1 day, 10:55:47, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6725, top5_acc: 0.9144, loss_cls: 3.0379, loss: 3.0379 +2023-12-23 16:21:18,470 - pyskl - INFO - Epoch [10][2500/3405] lr: 2.474e-02, eta: 1 day, 10:55:07, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6694, top5_acc: 0.9313, loss_cls: 2.9842, loss: 2.9842 +2023-12-23 16:21:43,913 - pyskl - INFO - Epoch [10][2600/3405] lr: 2.474e-02, eta: 1 day, 10:54:28, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6863, top5_acc: 0.9287, loss_cls: 2.9555, loss: 2.9555 +2023-12-23 16:22:09,402 - pyskl - INFO - Epoch [10][2700/3405] lr: 2.474e-02, eta: 1 day, 10:53:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6713, top5_acc: 0.9175, loss_cls: 3.0183, loss: 3.0183 +2023-12-23 16:22:35,149 - pyskl - INFO - Epoch [10][2800/3405] lr: 2.474e-02, eta: 1 day, 10:53:15, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6744, top5_acc: 0.9269, loss_cls: 3.0415, loss: 3.0415 +2023-12-23 16:23:00,723 - pyskl - INFO - Epoch [10][2900/3405] lr: 2.473e-02, eta: 1 day, 10:52:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6456, top5_acc: 0.9194, loss_cls: 3.0564, loss: 3.0564 +2023-12-23 16:23:26,161 - pyskl - INFO - Epoch [10][3000/3405] lr: 2.473e-02, eta: 1 day, 10:52:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6506, top5_acc: 0.9144, loss_cls: 3.0685, loss: 3.0685 +2023-12-23 16:23:51,610 - pyskl - INFO - Epoch [10][3100/3405] lr: 2.473e-02, eta: 1 day, 10:51:21, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6675, top5_acc: 0.9225, loss_cls: 3.0396, loss: 3.0396 +2023-12-23 16:24:17,194 - pyskl - INFO - Epoch [10][3200/3405] lr: 2.473e-02, eta: 1 day, 10:50:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6469, top5_acc: 0.9087, loss_cls: 3.0689, loss: 3.0689 +2023-12-23 16:24:42,888 - pyskl - INFO - Epoch [10][3300/3405] lr: 2.473e-02, eta: 1 day, 10:50:10, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6669, top5_acc: 0.9150, loss_cls: 3.0385, loss: 3.0385 +2023-12-23 16:25:08,441 - pyskl - INFO - Epoch [10][3400/3405] lr: 2.473e-02, eta: 1 day, 10:49:33, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6850, top5_acc: 0.9319, loss_cls: 2.9542, loss: 2.9542 +2023-12-23 16:25:10,467 - pyskl - INFO - Saving checkpoint at 10 epochs +2023-12-23 16:29:36,730 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 16:29:37,341 - pyskl - INFO - +top1_acc 0.6715 +top5_acc 0.9147 +2023-12-23 16:29:37,346 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_7.pth was removed +2023-12-23 16:29:37,560 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2023-12-23 16:29:37,561 - pyskl - INFO - Best top1_acc is 0.6715 at 10 epoch. +2023-12-23 16:29:37,586 - pyskl - INFO - Epoch(val) [10][3718] top1_acc: 0.6715, top5_acc: 0.9147 +2023-12-23 16:30:29,970 - pyskl - INFO - Epoch [11][100/3405] lr: 2.473e-02, eta: 1 day, 10:54:51, time: 0.524, data_time: 0.269, memory: 5251, top1_acc: 0.6944, top5_acc: 0.9369, loss_cls: 2.9351, loss: 2.9351 +2023-12-23 16:30:55,854 - pyskl - INFO - Epoch [11][200/3405] lr: 2.472e-02, eta: 1 day, 10:54:18, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.6731, top5_acc: 0.9125, loss_cls: 3.0240, loss: 3.0240 +2023-12-23 16:31:21,914 - pyskl - INFO - Epoch [11][300/3405] lr: 2.472e-02, eta: 1 day, 10:53:47, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.6994, top5_acc: 0.9319, loss_cls: 2.9229, loss: 2.9229 +2023-12-23 16:31:47,951 - pyskl - INFO - Epoch [11][400/3405] lr: 2.472e-02, eta: 1 day, 10:53:16, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.6769, top5_acc: 0.9231, loss_cls: 2.9997, loss: 2.9997 +2023-12-23 16:32:13,726 - pyskl - INFO - Epoch [11][500/3405] lr: 2.472e-02, eta: 1 day, 10:52:41, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.6887, top5_acc: 0.9325, loss_cls: 2.9320, loss: 2.9320 +2023-12-23 16:32:39,315 - pyskl - INFO - Epoch [11][600/3405] lr: 2.472e-02, eta: 1 day, 10:52:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6744, top5_acc: 0.9281, loss_cls: 2.9890, loss: 2.9890 +2023-12-23 16:33:04,744 - pyskl - INFO - Epoch [11][700/3405] lr: 2.472e-02, eta: 1 day, 10:51:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7031, top5_acc: 0.9450, loss_cls: 2.8838, loss: 2.8838 +2023-12-23 16:33:30,083 - pyskl - INFO - Epoch [11][800/3405] lr: 2.471e-02, eta: 1 day, 10:50:45, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6800, top5_acc: 0.9256, loss_cls: 3.0047, loss: 3.0047 +2023-12-23 16:33:55,493 - pyskl - INFO - Epoch [11][900/3405] lr: 2.471e-02, eta: 1 day, 10:50:05, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6637, top5_acc: 0.9313, loss_cls: 3.0011, loss: 3.0011 +2023-12-23 16:34:20,892 - pyskl - INFO - Epoch [11][1000/3405] lr: 2.471e-02, eta: 1 day, 10:49:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6919, top5_acc: 0.9125, loss_cls: 2.9916, loss: 2.9916 +2023-12-23 16:34:46,291 - pyskl - INFO - Epoch [11][1100/3405] lr: 2.471e-02, eta: 1 day, 10:48:47, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6956, top5_acc: 0.9306, loss_cls: 2.9346, loss: 2.9346 +2023-12-23 16:35:11,655 - pyskl - INFO - Epoch [11][1200/3405] lr: 2.471e-02, eta: 1 day, 10:48:07, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6656, top5_acc: 0.9213, loss_cls: 3.0263, loss: 3.0263 +2023-12-23 16:35:36,971 - pyskl - INFO - Epoch [11][1300/3405] lr: 2.471e-02, eta: 1 day, 10:47:27, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6631, top5_acc: 0.9194, loss_cls: 3.0069, loss: 3.0069 +2023-12-23 16:36:02,259 - pyskl - INFO - Epoch [11][1400/3405] lr: 2.470e-02, eta: 1 day, 10:46:46, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6681, top5_acc: 0.9200, loss_cls: 3.0204, loss: 3.0204 +2023-12-23 16:36:27,678 - pyskl - INFO - Epoch [11][1500/3405] lr: 2.470e-02, eta: 1 day, 10:46:08, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6950, top5_acc: 0.9256, loss_cls: 2.9487, loss: 2.9487 +2023-12-23 16:36:53,022 - pyskl - INFO - Epoch [11][1600/3405] lr: 2.470e-02, eta: 1 day, 10:45:28, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6956, top5_acc: 0.9250, loss_cls: 2.9472, loss: 2.9472 +2023-12-23 16:37:19,746 - pyskl - INFO - Epoch [11][1700/3405] lr: 2.470e-02, eta: 1 day, 10:45:07, time: 0.267, data_time: 0.000, memory: 5251, top1_acc: 0.6794, top5_acc: 0.9287, loss_cls: 2.9843, loss: 2.9843 +2023-12-23 16:37:46,348 - pyskl - INFO - Epoch [11][1800/3405] lr: 2.470e-02, eta: 1 day, 10:44:44, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.6994, top5_acc: 0.9256, loss_cls: 2.9219, loss: 2.9219 +2023-12-23 16:38:13,059 - pyskl - INFO - Epoch [11][1900/3405] lr: 2.470e-02, eta: 1 day, 10:44:23, time: 0.267, data_time: 0.000, memory: 5251, top1_acc: 0.6775, top5_acc: 0.9187, loss_cls: 3.0072, loss: 3.0072 +2023-12-23 16:38:39,911 - pyskl - INFO - Epoch [11][2000/3405] lr: 2.469e-02, eta: 1 day, 10:44:03, time: 0.269, data_time: 0.000, memory: 5251, top1_acc: 0.6694, top5_acc: 0.9206, loss_cls: 3.0065, loss: 3.0065 +2023-12-23 16:39:06,693 - pyskl - INFO - Epoch [11][2100/3405] lr: 2.469e-02, eta: 1 day, 10:43:42, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 0.6806, top5_acc: 0.9200, loss_cls: 3.0106, loss: 3.0106 +2023-12-23 16:39:33,506 - pyskl - INFO - Epoch [11][2200/3405] lr: 2.469e-02, eta: 1 day, 10:43:22, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 0.6600, top5_acc: 0.9156, loss_cls: 3.0295, loss: 3.0295 +2023-12-23 16:40:00,362 - pyskl - INFO - Epoch [11][2300/3405] lr: 2.469e-02, eta: 1 day, 10:43:02, time: 0.269, data_time: 0.000, memory: 5251, top1_acc: 0.6950, top5_acc: 0.9325, loss_cls: 2.9400, loss: 2.9400 +2023-12-23 16:40:27,235 - pyskl - INFO - Epoch [11][2400/3405] lr: 2.469e-02, eta: 1 day, 10:42:43, time: 0.269, data_time: 0.000, memory: 5251, top1_acc: 0.6819, top5_acc: 0.9219, loss_cls: 2.9884, loss: 2.9884 +2023-12-23 16:40:54,093 - pyskl - INFO - Epoch [11][2500/3405] lr: 2.469e-02, eta: 1 day, 10:42:23, time: 0.269, data_time: 0.000, memory: 5251, top1_acc: 0.6844, top5_acc: 0.9200, loss_cls: 2.9831, loss: 2.9831 +2023-12-23 16:41:20,912 - pyskl - INFO - Epoch [11][2600/3405] lr: 2.468e-02, eta: 1 day, 10:42:03, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 0.6675, top5_acc: 0.9263, loss_cls: 2.9952, loss: 2.9952 +2023-12-23 16:41:46,603 - pyskl - INFO - Epoch [11][2700/3405] lr: 2.468e-02, eta: 1 day, 10:41:28, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6975, top5_acc: 0.9287, loss_cls: 2.9396, loss: 2.9396 +2023-12-23 16:42:12,437 - pyskl - INFO - Epoch [11][2800/3405] lr: 2.468e-02, eta: 1 day, 10:40:55, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.6781, top5_acc: 0.9337, loss_cls: 2.9759, loss: 2.9759 +2023-12-23 16:42:38,020 - pyskl - INFO - Epoch [11][2900/3405] lr: 2.468e-02, eta: 1 day, 10:40:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6944, top5_acc: 0.9294, loss_cls: 2.9081, loss: 2.9081 +2023-12-23 16:43:03,296 - pyskl - INFO - Epoch [11][3000/3405] lr: 2.468e-02, eta: 1 day, 10:39:39, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6713, top5_acc: 0.9194, loss_cls: 3.0052, loss: 3.0052 +2023-12-23 16:43:29,001 - pyskl - INFO - Epoch [11][3100/3405] lr: 2.468e-02, eta: 1 day, 10:39:05, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6600, top5_acc: 0.9175, loss_cls: 3.0392, loss: 3.0392 +2023-12-23 16:43:54,883 - pyskl - INFO - Epoch [11][3200/3405] lr: 2.467e-02, eta: 1 day, 10:38:32, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.6869, top5_acc: 0.9250, loss_cls: 2.9752, loss: 2.9752 +2023-12-23 16:44:20,960 - pyskl - INFO - Epoch [11][3300/3405] lr: 2.467e-02, eta: 1 day, 10:38:03, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.6894, top5_acc: 0.9275, loss_cls: 2.9681, loss: 2.9681 +2023-12-23 16:44:46,668 - pyskl - INFO - Epoch [11][3400/3405] lr: 2.467e-02, eta: 1 day, 10:37:28, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6781, top5_acc: 0.9206, loss_cls: 2.9983, loss: 2.9983 +2023-12-23 16:44:48,582 - pyskl - INFO - Saving checkpoint at 11 epochs +2023-12-23 16:49:15,293 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 16:49:15,906 - pyskl - INFO - +top1_acc 0.6525 +top5_acc 0.9079 +2023-12-23 16:49:15,930 - pyskl - INFO - Epoch(val) [11][3718] top1_acc: 0.6525, top5_acc: 0.9079 +2023-12-23 16:50:08,843 - pyskl - INFO - Epoch [12][100/3405] lr: 2.467e-02, eta: 1 day, 10:42:19, time: 0.529, data_time: 0.273, memory: 5251, top1_acc: 0.6950, top5_acc: 0.9331, loss_cls: 2.9255, loss: 2.9255 +2023-12-23 16:50:34,580 - pyskl - INFO - Epoch [12][200/3405] lr: 2.467e-02, eta: 1 day, 10:41:44, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6806, top5_acc: 0.9281, loss_cls: 2.9908, loss: 2.9908 +2023-12-23 16:51:00,562 - pyskl - INFO - Epoch [12][300/3405] lr: 2.466e-02, eta: 1 day, 10:41:12, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.6937, top5_acc: 0.9331, loss_cls: 2.9218, loss: 2.9218 +2023-12-23 16:51:26,519 - pyskl - INFO - Epoch [12][400/3405] lr: 2.466e-02, eta: 1 day, 10:40:40, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.6825, top5_acc: 0.9387, loss_cls: 2.9078, loss: 2.9078 +2023-12-23 16:51:51,955 - pyskl - INFO - Epoch [12][500/3405] lr: 2.466e-02, eta: 1 day, 10:40:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7006, top5_acc: 0.9300, loss_cls: 2.9243, loss: 2.9243 +2023-12-23 16:52:18,039 - pyskl - INFO - Epoch [12][600/3405] lr: 2.466e-02, eta: 1 day, 10:39:32, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.6863, top5_acc: 0.9294, loss_cls: 2.9453, loss: 2.9453 +2023-12-23 16:52:43,856 - pyskl - INFO - Epoch [12][700/3405] lr: 2.466e-02, eta: 1 day, 10:38:58, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.6950, top5_acc: 0.9244, loss_cls: 2.9058, loss: 2.9058 +2023-12-23 16:53:09,421 - pyskl - INFO - Epoch [12][800/3405] lr: 2.466e-02, eta: 1 day, 10:38:22, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6675, top5_acc: 0.9375, loss_cls: 2.9724, loss: 2.9724 +2023-12-23 16:53:34,689 - pyskl - INFO - Epoch [12][900/3405] lr: 2.465e-02, eta: 1 day, 10:37:41, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7031, top5_acc: 0.9387, loss_cls: 2.8974, loss: 2.8974 +2023-12-23 16:54:00,029 - pyskl - INFO - Epoch [12][1000/3405] lr: 2.465e-02, eta: 1 day, 10:37:02, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6944, top5_acc: 0.9275, loss_cls: 2.9534, loss: 2.9534 +2023-12-23 16:54:25,660 - pyskl - INFO - Epoch [12][1100/3405] lr: 2.465e-02, eta: 1 day, 10:36:26, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6963, top5_acc: 0.9337, loss_cls: 2.9416, loss: 2.9416 +2023-12-23 16:54:50,954 - pyskl - INFO - Epoch [12][1200/3405] lr: 2.465e-02, eta: 1 day, 10:35:47, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7031, top5_acc: 0.9300, loss_cls: 2.9452, loss: 2.9452 +2023-12-23 16:55:16,163 - pyskl - INFO - Epoch [12][1300/3405] lr: 2.465e-02, eta: 1 day, 10:35:06, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6719, top5_acc: 0.9294, loss_cls: 2.9744, loss: 2.9744 +2023-12-23 16:55:41,467 - pyskl - INFO - Epoch [12][1400/3405] lr: 2.464e-02, eta: 1 day, 10:34:27, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6837, top5_acc: 0.9287, loss_cls: 2.9622, loss: 2.9622 +2023-12-23 16:56:06,886 - pyskl - INFO - Epoch [12][1500/3405] lr: 2.464e-02, eta: 1 day, 10:33:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6863, top5_acc: 0.9275, loss_cls: 2.9733, loss: 2.9733 +2023-12-23 16:56:32,200 - pyskl - INFO - Epoch [12][1600/3405] lr: 2.464e-02, eta: 1 day, 10:33:09, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6650, top5_acc: 0.9169, loss_cls: 3.0503, loss: 3.0503 +2023-12-23 16:56:57,584 - pyskl - INFO - Epoch [12][1700/3405] lr: 2.464e-02, eta: 1 day, 10:32:31, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6875, top5_acc: 0.9269, loss_cls: 2.9673, loss: 2.9673 +2023-12-23 16:57:23,148 - pyskl - INFO - Epoch [12][1800/3405] lr: 2.464e-02, eta: 1 day, 10:31:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7194, top5_acc: 0.9369, loss_cls: 2.8692, loss: 2.8692 +2023-12-23 16:57:48,595 - pyskl - INFO - Epoch [12][1900/3405] lr: 2.464e-02, eta: 1 day, 10:31:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6775, top5_acc: 0.9244, loss_cls: 3.0120, loss: 3.0120 +2023-12-23 16:58:14,063 - pyskl - INFO - Epoch [12][2000/3405] lr: 2.463e-02, eta: 1 day, 10:30:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7037, top5_acc: 0.9313, loss_cls: 2.9182, loss: 2.9182 +2023-12-23 16:58:40,318 - pyskl - INFO - Epoch [12][2100/3405] lr: 2.463e-02, eta: 1 day, 10:30:13, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.7050, top5_acc: 0.9375, loss_cls: 2.8948, loss: 2.8948 +2023-12-23 16:59:05,655 - pyskl - INFO - Epoch [12][2200/3405] lr: 2.463e-02, eta: 1 day, 10:29:34, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6819, top5_acc: 0.9256, loss_cls: 2.9441, loss: 2.9441 +2023-12-23 16:59:31,243 - pyskl - INFO - Epoch [12][2300/3405] lr: 2.463e-02, eta: 1 day, 10:28:59, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6694, top5_acc: 0.9169, loss_cls: 3.0051, loss: 3.0051 +2023-12-23 16:59:56,726 - pyskl - INFO - Epoch [12][2400/3405] lr: 2.463e-02, eta: 1 day, 10:28:22, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6719, top5_acc: 0.9150, loss_cls: 2.9847, loss: 2.9847 +2023-12-23 17:00:22,226 - pyskl - INFO - Epoch [12][2500/3405] lr: 2.462e-02, eta: 1 day, 10:27:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6863, top5_acc: 0.9281, loss_cls: 2.9493, loss: 2.9493 +2023-12-23 17:00:47,883 - pyskl - INFO - Epoch [12][2600/3405] lr: 2.462e-02, eta: 1 day, 10:27:11, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6819, top5_acc: 0.9313, loss_cls: 2.9770, loss: 2.9770 +2023-12-23 17:01:14,280 - pyskl - INFO - Epoch [12][2700/3405] lr: 2.462e-02, eta: 1 day, 10:26:45, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.6894, top5_acc: 0.9375, loss_cls: 2.9088, loss: 2.9088 +2023-12-23 17:01:41,039 - pyskl - INFO - Epoch [12][2800/3405] lr: 2.462e-02, eta: 1 day, 10:26:24, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 0.6944, top5_acc: 0.9256, loss_cls: 2.9562, loss: 2.9562 +2023-12-23 17:02:06,957 - pyskl - INFO - Epoch [12][2900/3405] lr: 2.462e-02, eta: 1 day, 10:25:52, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.6675, top5_acc: 0.9300, loss_cls: 2.9913, loss: 2.9913 +2023-12-23 17:02:32,534 - pyskl - INFO - Epoch [12][3000/3405] lr: 2.462e-02, eta: 1 day, 10:25:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6944, top5_acc: 0.9331, loss_cls: 2.9272, loss: 2.9272 +2023-12-23 17:02:58,456 - pyskl - INFO - Epoch [12][3100/3405] lr: 2.461e-02, eta: 1 day, 10:24:46, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7044, top5_acc: 0.9331, loss_cls: 2.9117, loss: 2.9117 +2023-12-23 17:03:24,085 - pyskl - INFO - Epoch [12][3200/3405] lr: 2.461e-02, eta: 1 day, 10:24:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6625, top5_acc: 0.9225, loss_cls: 3.0168, loss: 3.0168 +2023-12-23 17:03:49,702 - pyskl - INFO - Epoch [12][3300/3405] lr: 2.461e-02, eta: 1 day, 10:23:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6956, top5_acc: 0.9269, loss_cls: 2.9078, loss: 2.9078 +2023-12-23 17:04:15,598 - pyskl - INFO - Epoch [12][3400/3405] lr: 2.461e-02, eta: 1 day, 10:23:05, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.6925, top5_acc: 0.9225, loss_cls: 2.9416, loss: 2.9416 +2023-12-23 17:04:17,528 - pyskl - INFO - Saving checkpoint at 12 epochs +2023-12-23 17:08:45,653 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 17:08:46,296 - pyskl - INFO - +top1_acc 0.6740 +top5_acc 0.9181 +2023-12-23 17:08:46,301 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_10.pth was removed +2023-12-23 17:08:46,522 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2023-12-23 17:08:46,523 - pyskl - INFO - Best top1_acc is 0.6740 at 12 epoch. +2023-12-23 17:08:46,549 - pyskl - INFO - Epoch(val) [12][3718] top1_acc: 0.6740, top5_acc: 0.9181 +2023-12-23 17:09:39,654 - pyskl - INFO - Epoch [13][100/3405] lr: 2.461e-02, eta: 1 day, 10:27:29, time: 0.531, data_time: 0.274, memory: 5251, top1_acc: 0.6925, top5_acc: 0.9325, loss_cls: 2.9274, loss: 2.9274 +2023-12-23 17:10:05,336 - pyskl - INFO - Epoch [13][200/3405] lr: 2.460e-02, eta: 1 day, 10:26:54, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6806, top5_acc: 0.9300, loss_cls: 2.9403, loss: 2.9403 +2023-12-23 17:10:31,599 - pyskl - INFO - Epoch [13][300/3405] lr: 2.460e-02, eta: 1 day, 10:26:26, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.6775, top5_acc: 0.9225, loss_cls: 2.9722, loss: 2.9722 +2023-12-23 17:10:57,331 - pyskl - INFO - Epoch [13][400/3405] lr: 2.460e-02, eta: 1 day, 10:25:52, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6906, top5_acc: 0.9369, loss_cls: 2.9368, loss: 2.9368 +2023-12-23 17:11:23,120 - pyskl - INFO - Epoch [13][500/3405] lr: 2.460e-02, eta: 1 day, 10:25:19, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7056, top5_acc: 0.9369, loss_cls: 2.8830, loss: 2.8830 +2023-12-23 17:11:48,612 - pyskl - INFO - Epoch [13][600/3405] lr: 2.460e-02, eta: 1 day, 10:24:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6963, top5_acc: 0.9325, loss_cls: 2.9301, loss: 2.9301 +2023-12-23 17:12:13,927 - pyskl - INFO - Epoch [13][700/3405] lr: 2.459e-02, eta: 1 day, 10:24:03, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6906, top5_acc: 0.9331, loss_cls: 2.9445, loss: 2.9445 +2023-12-23 17:12:39,437 - pyskl - INFO - Epoch [13][800/3405] lr: 2.459e-02, eta: 1 day, 10:23:27, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6713, top5_acc: 0.9319, loss_cls: 2.9643, loss: 2.9643 +2023-12-23 17:13:04,886 - pyskl - INFO - Epoch [13][900/3405] lr: 2.459e-02, eta: 1 day, 10:22:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6856, top5_acc: 0.9244, loss_cls: 2.9596, loss: 2.9596 +2023-12-23 17:13:30,203 - pyskl - INFO - Epoch [13][1000/3405] lr: 2.459e-02, eta: 1 day, 10:22:12, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6769, top5_acc: 0.9294, loss_cls: 2.9782, loss: 2.9782 +2023-12-23 17:13:55,448 - pyskl - INFO - Epoch [13][1100/3405] lr: 2.459e-02, eta: 1 day, 10:21:32, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6969, top5_acc: 0.9319, loss_cls: 2.9101, loss: 2.9101 +2023-12-23 17:14:20,777 - pyskl - INFO - Epoch [13][1200/3405] lr: 2.458e-02, eta: 1 day, 10:20:54, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9375, loss_cls: 2.8957, loss: 2.8957 +2023-12-23 17:14:46,276 - pyskl - INFO - Epoch [13][1300/3405] lr: 2.458e-02, eta: 1 day, 10:20:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6794, top5_acc: 0.9231, loss_cls: 3.0072, loss: 3.0072 +2023-12-23 17:15:11,745 - pyskl - INFO - Epoch [13][1400/3405] lr: 2.458e-02, eta: 1 day, 10:19:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7056, top5_acc: 0.9356, loss_cls: 2.9042, loss: 2.9042 +2023-12-23 17:15:37,166 - pyskl - INFO - Epoch [13][1500/3405] lr: 2.458e-02, eta: 1 day, 10:19:05, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6950, top5_acc: 0.9250, loss_cls: 2.9354, loss: 2.9354 +2023-12-23 17:16:02,491 - pyskl - INFO - Epoch [13][1600/3405] lr: 2.458e-02, eta: 1 day, 10:18:27, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6713, top5_acc: 0.9244, loss_cls: 3.0021, loss: 3.0021 +2023-12-23 17:16:27,930 - pyskl - INFO - Epoch [13][1700/3405] lr: 2.457e-02, eta: 1 day, 10:17:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6900, top5_acc: 0.9256, loss_cls: 2.9483, loss: 2.9483 +2023-12-23 17:16:53,612 - pyskl - INFO - Epoch [13][1800/3405] lr: 2.457e-02, eta: 1 day, 10:17:16, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6969, top5_acc: 0.9244, loss_cls: 2.9318, loss: 2.9318 +2023-12-23 17:17:19,088 - pyskl - INFO - Epoch [13][1900/3405] lr: 2.457e-02, eta: 1 day, 10:16:40, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6950, top5_acc: 0.9287, loss_cls: 2.9418, loss: 2.9418 +2023-12-23 17:17:44,689 - pyskl - INFO - Epoch [13][2000/3405] lr: 2.457e-02, eta: 1 day, 10:16:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6887, top5_acc: 0.9275, loss_cls: 2.9696, loss: 2.9696 +2023-12-23 17:18:09,967 - pyskl - INFO - Epoch [13][2100/3405] lr: 2.457e-02, eta: 1 day, 10:15:27, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6813, top5_acc: 0.9313, loss_cls: 2.9533, loss: 2.9533 +2023-12-23 17:18:35,250 - pyskl - INFO - Epoch [13][2200/3405] lr: 2.456e-02, eta: 1 day, 10:14:49, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7081, top5_acc: 0.9437, loss_cls: 2.8848, loss: 2.8848 +2023-12-23 17:19:00,815 - pyskl - INFO - Epoch [13][2300/3405] lr: 2.456e-02, eta: 1 day, 10:14:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6956, top5_acc: 0.9337, loss_cls: 2.9285, loss: 2.9285 +2023-12-23 17:19:26,528 - pyskl - INFO - Epoch [13][2400/3405] lr: 2.456e-02, eta: 1 day, 10:13:40, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6950, top5_acc: 0.9319, loss_cls: 2.9181, loss: 2.9181 +2023-12-23 17:19:51,856 - pyskl - INFO - Epoch [13][2500/3405] lr: 2.456e-02, eta: 1 day, 10:13:03, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6994, top5_acc: 0.9306, loss_cls: 2.9264, loss: 2.9264 +2023-12-23 17:20:17,520 - pyskl - INFO - Epoch [13][2600/3405] lr: 2.456e-02, eta: 1 day, 10:12:29, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6913, top5_acc: 0.9169, loss_cls: 2.9662, loss: 2.9662 +2023-12-23 17:20:43,112 - pyskl - INFO - Epoch [13][2700/3405] lr: 2.455e-02, eta: 1 day, 10:11:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6919, top5_acc: 0.9431, loss_cls: 2.9273, loss: 2.9273 +2023-12-23 17:21:09,051 - pyskl - INFO - Epoch [13][2800/3405] lr: 2.455e-02, eta: 1 day, 10:11:24, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.6950, top5_acc: 0.9437, loss_cls: 2.8758, loss: 2.8758 +2023-12-23 17:21:34,772 - pyskl - INFO - Epoch [13][2900/3405] lr: 2.455e-02, eta: 1 day, 10:10:51, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6675, top5_acc: 0.9231, loss_cls: 3.0112, loss: 3.0112 +2023-12-23 17:22:00,522 - pyskl - INFO - Epoch [13][3000/3405] lr: 2.455e-02, eta: 1 day, 10:10:18, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7081, top5_acc: 0.9344, loss_cls: 2.9049, loss: 2.9049 +2023-12-23 17:22:25,796 - pyskl - INFO - Epoch [13][3100/3405] lr: 2.455e-02, eta: 1 day, 10:09:40, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6781, top5_acc: 0.9356, loss_cls: 2.9302, loss: 2.9302 +2023-12-23 17:22:51,066 - pyskl - INFO - Epoch [13][3200/3405] lr: 2.454e-02, eta: 1 day, 10:09:02, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6969, top5_acc: 0.9413, loss_cls: 2.9002, loss: 2.9002 +2023-12-23 17:23:16,369 - pyskl - INFO - Epoch [13][3300/3405] lr: 2.454e-02, eta: 1 day, 10:08:25, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7037, top5_acc: 0.9300, loss_cls: 2.9153, loss: 2.9153 +2023-12-23 17:23:41,707 - pyskl - INFO - Epoch [13][3400/3405] lr: 2.454e-02, eta: 1 day, 10:07:48, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6725, top5_acc: 0.9294, loss_cls: 2.9747, loss: 2.9747 +2023-12-23 17:23:43,618 - pyskl - INFO - Saving checkpoint at 13 epochs +2023-12-23 17:28:11,617 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 17:28:12,241 - pyskl - INFO - +top1_acc 0.6550 +top5_acc 0.9041 +2023-12-23 17:28:12,267 - pyskl - INFO - Epoch(val) [13][3718] top1_acc: 0.6550, top5_acc: 0.9041 +2023-12-23 17:29:05,763 - pyskl - INFO - Epoch [14][100/3405] lr: 2.454e-02, eta: 1 day, 10:11:52, time: 0.535, data_time: 0.278, memory: 5251, top1_acc: 0.6931, top5_acc: 0.9387, loss_cls: 2.9091, loss: 2.9091 +2023-12-23 17:29:31,264 - pyskl - INFO - Epoch [14][200/3405] lr: 2.454e-02, eta: 1 day, 10:11:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9381, loss_cls: 2.8708, loss: 2.8708 +2023-12-23 17:29:57,627 - pyskl - INFO - Epoch [14][300/3405] lr: 2.453e-02, eta: 1 day, 10:10:50, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.6856, top5_acc: 0.9231, loss_cls: 2.9169, loss: 2.9169 +2023-12-23 17:30:23,362 - pyskl - INFO - Epoch [14][400/3405] lr: 2.453e-02, eta: 1 day, 10:10:16, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6931, top5_acc: 0.9300, loss_cls: 2.9490, loss: 2.9490 +2023-12-23 17:30:48,904 - pyskl - INFO - Epoch [14][500/3405] lr: 2.453e-02, eta: 1 day, 10:09:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7150, top5_acc: 0.9450, loss_cls: 2.8554, loss: 2.8554 +2023-12-23 17:31:14,454 - pyskl - INFO - Epoch [14][600/3405] lr: 2.453e-02, eta: 1 day, 10:09:06, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6950, top5_acc: 0.9319, loss_cls: 2.9273, loss: 2.9273 +2023-12-23 17:31:39,807 - pyskl - INFO - Epoch [14][700/3405] lr: 2.452e-02, eta: 1 day, 10:08:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6800, top5_acc: 0.9219, loss_cls: 2.9952, loss: 2.9952 +2023-12-23 17:32:05,163 - pyskl - INFO - Epoch [14][800/3405] lr: 2.452e-02, eta: 1 day, 10:07:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7006, top5_acc: 0.9387, loss_cls: 2.8779, loss: 2.8779 +2023-12-23 17:32:30,430 - pyskl - INFO - Epoch [14][900/3405] lr: 2.452e-02, eta: 1 day, 10:07:14, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6906, top5_acc: 0.9363, loss_cls: 2.9370, loss: 2.9370 +2023-12-23 17:32:55,896 - pyskl - INFO - Epoch [14][1000/3405] lr: 2.452e-02, eta: 1 day, 10:06:38, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6987, top5_acc: 0.9325, loss_cls: 2.9141, loss: 2.9141 +2023-12-23 17:33:21,478 - pyskl - INFO - Epoch [14][1100/3405] lr: 2.452e-02, eta: 1 day, 10:06:03, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7075, top5_acc: 0.9381, loss_cls: 2.8830, loss: 2.8830 +2023-12-23 17:33:46,879 - pyskl - INFO - Epoch [14][1200/3405] lr: 2.451e-02, eta: 1 day, 10:05:27, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7056, top5_acc: 0.9256, loss_cls: 2.9160, loss: 2.9160 +2023-12-23 17:34:12,277 - pyskl - INFO - Epoch [14][1300/3405] lr: 2.451e-02, eta: 1 day, 10:04:51, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6794, top5_acc: 0.9331, loss_cls: 2.9814, loss: 2.9814 +2023-12-23 17:34:37,718 - pyskl - INFO - Epoch [14][1400/3405] lr: 2.451e-02, eta: 1 day, 10:04:15, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7150, top5_acc: 0.9344, loss_cls: 2.8992, loss: 2.8992 +2023-12-23 17:35:03,153 - pyskl - INFO - Epoch [14][1500/3405] lr: 2.451e-02, eta: 1 day, 10:03:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6881, top5_acc: 0.9300, loss_cls: 2.9474, loss: 2.9474 +2023-12-23 17:35:28,520 - pyskl - INFO - Epoch [14][1600/3405] lr: 2.451e-02, eta: 1 day, 10:03:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7125, top5_acc: 0.9294, loss_cls: 2.9176, loss: 2.9176 +2023-12-23 17:35:53,873 - pyskl - INFO - Epoch [14][1700/3405] lr: 2.450e-02, eta: 1 day, 10:02:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7137, top5_acc: 0.9350, loss_cls: 2.8868, loss: 2.8868 +2023-12-23 17:36:19,455 - pyskl - INFO - Epoch [14][1800/3405] lr: 2.450e-02, eta: 1 day, 10:01:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6963, top5_acc: 0.9206, loss_cls: 2.9616, loss: 2.9616 +2023-12-23 17:36:44,865 - pyskl - INFO - Epoch [14][1900/3405] lr: 2.450e-02, eta: 1 day, 10:01:15, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6944, top5_acc: 0.9344, loss_cls: 2.9278, loss: 2.9278 +2023-12-23 17:37:10,368 - pyskl - INFO - Epoch [14][2000/3405] lr: 2.450e-02, eta: 1 day, 10:00:40, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6850, top5_acc: 0.9269, loss_cls: 2.9620, loss: 2.9620 +2023-12-23 17:37:35,812 - pyskl - INFO - Epoch [14][2100/3405] lr: 2.450e-02, eta: 1 day, 10:00:05, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6900, top5_acc: 0.9319, loss_cls: 2.9217, loss: 2.9217 +2023-12-23 17:38:01,197 - pyskl - INFO - Epoch [14][2200/3405] lr: 2.449e-02, eta: 1 day, 9:59:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6987, top5_acc: 0.9275, loss_cls: 2.9271, loss: 2.9271 +2023-12-23 17:38:26,677 - pyskl - INFO - Epoch [14][2300/3405] lr: 2.449e-02, eta: 1 day, 9:58:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6994, top5_acc: 0.9300, loss_cls: 2.9538, loss: 2.9538 +2023-12-23 17:38:51,967 - pyskl - INFO - Epoch [14][2400/3405] lr: 2.449e-02, eta: 1 day, 9:58:17, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6906, top5_acc: 0.9281, loss_cls: 2.9344, loss: 2.9344 +2023-12-23 17:39:17,438 - pyskl - INFO - Epoch [14][2500/3405] lr: 2.449e-02, eta: 1 day, 9:57:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6987, top5_acc: 0.9313, loss_cls: 2.9087, loss: 2.9087 +2023-12-23 17:39:43,197 - pyskl - INFO - Epoch [14][2600/3405] lr: 2.448e-02, eta: 1 day, 9:57:09, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.6869, top5_acc: 0.9213, loss_cls: 2.9687, loss: 2.9687 +2023-12-23 17:40:08,351 - pyskl - INFO - Epoch [14][2700/3405] lr: 2.448e-02, eta: 1 day, 9:56:31, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7100, top5_acc: 0.9481, loss_cls: 2.8671, loss: 2.8671 +2023-12-23 17:40:33,491 - pyskl - INFO - Epoch [14][2800/3405] lr: 2.448e-02, eta: 1 day, 9:55:53, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6781, top5_acc: 0.9300, loss_cls: 2.9572, loss: 2.9572 +2023-12-23 17:40:58,809 - pyskl - INFO - Epoch [14][2900/3405] lr: 2.448e-02, eta: 1 day, 9:55:16, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7006, top5_acc: 0.9237, loss_cls: 2.9176, loss: 2.9176 +2023-12-23 17:41:24,390 - pyskl - INFO - Epoch [14][3000/3405] lr: 2.448e-02, eta: 1 day, 9:54:43, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6869, top5_acc: 0.9237, loss_cls: 2.9707, loss: 2.9707 +2023-12-23 17:41:50,156 - pyskl - INFO - Epoch [14][3100/3405] lr: 2.447e-02, eta: 1 day, 9:54:11, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7050, top5_acc: 0.9294, loss_cls: 2.9072, loss: 2.9072 +2023-12-23 17:42:15,781 - pyskl - INFO - Epoch [14][3200/3405] lr: 2.447e-02, eta: 1 day, 9:53:37, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7037, top5_acc: 0.9287, loss_cls: 2.9221, loss: 2.9221 +2023-12-23 17:42:41,379 - pyskl - INFO - Epoch [14][3300/3405] lr: 2.447e-02, eta: 1 day, 9:53:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6937, top5_acc: 0.9350, loss_cls: 2.9365, loss: 2.9365 +2023-12-23 17:43:06,881 - pyskl - INFO - Epoch [14][3400/3405] lr: 2.447e-02, eta: 1 day, 9:52:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7013, top5_acc: 0.9425, loss_cls: 2.9020, loss: 2.9020 +2023-12-23 17:43:08,786 - pyskl - INFO - Saving checkpoint at 14 epochs +2023-12-23 17:47:36,888 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 17:47:37,535 - pyskl - INFO - +top1_acc 0.6653 +top5_acc 0.9130 +2023-12-23 17:47:37,575 - pyskl - INFO - Epoch(val) [14][3718] top1_acc: 0.6653, top5_acc: 0.9130 +2023-12-23 17:48:32,643 - pyskl - INFO - Epoch [15][100/3405] lr: 2.446e-02, eta: 1 day, 9:56:27, time: 0.551, data_time: 0.294, memory: 5251, top1_acc: 0.7169, top5_acc: 0.9450, loss_cls: 2.8623, loss: 2.8623 +2023-12-23 17:48:58,025 - pyskl - INFO - Epoch [15][200/3405] lr: 2.446e-02, eta: 1 day, 9:55:51, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9375, loss_cls: 2.8257, loss: 2.8257 +2023-12-23 17:49:24,173 - pyskl - INFO - Epoch [15][300/3405] lr: 2.446e-02, eta: 1 day, 9:55:22, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7156, top5_acc: 0.9363, loss_cls: 2.8515, loss: 2.8515 +2023-12-23 17:49:49,923 - pyskl - INFO - Epoch [15][400/3405] lr: 2.446e-02, eta: 1 day, 9:54:50, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7175, top5_acc: 0.9363, loss_cls: 2.8612, loss: 2.8612 +2023-12-23 17:50:15,308 - pyskl - INFO - Epoch [15][500/3405] lr: 2.446e-02, eta: 1 day, 9:54:14, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6750, top5_acc: 0.9369, loss_cls: 2.9401, loss: 2.9401 +2023-12-23 17:50:40,604 - pyskl - INFO - Epoch [15][600/3405] lr: 2.445e-02, eta: 1 day, 9:53:37, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7144, top5_acc: 0.9319, loss_cls: 2.8897, loss: 2.8897 +2023-12-23 17:51:05,868 - pyskl - INFO - Epoch [15][700/3405] lr: 2.445e-02, eta: 1 day, 9:53:00, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9331, loss_cls: 2.8809, loss: 2.8809 +2023-12-23 17:51:31,415 - pyskl - INFO - Epoch [15][800/3405] lr: 2.445e-02, eta: 1 day, 9:52:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9375, loss_cls: 2.8819, loss: 2.8819 +2023-12-23 17:51:56,905 - pyskl - INFO - Epoch [15][900/3405] lr: 2.445e-02, eta: 1 day, 9:51:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9394, loss_cls: 2.8605, loss: 2.8605 +2023-12-23 17:52:22,403 - pyskl - INFO - Epoch [15][1000/3405] lr: 2.444e-02, eta: 1 day, 9:51:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7000, top5_acc: 0.9231, loss_cls: 2.9285, loss: 2.9285 +2023-12-23 17:52:47,750 - pyskl - INFO - Epoch [15][1100/3405] lr: 2.444e-02, eta: 1 day, 9:50:40, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7056, top5_acc: 0.9387, loss_cls: 2.8635, loss: 2.8635 +2023-12-23 17:53:13,117 - pyskl - INFO - Epoch [15][1200/3405] lr: 2.444e-02, eta: 1 day, 9:50:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7169, top5_acc: 0.9337, loss_cls: 2.8614, loss: 2.8614 +2023-12-23 17:53:38,471 - pyskl - INFO - Epoch [15][1300/3405] lr: 2.444e-02, eta: 1 day, 9:49:28, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6894, top5_acc: 0.9325, loss_cls: 2.9269, loss: 2.9269 +2023-12-23 17:54:03,823 - pyskl - INFO - Epoch [15][1400/3405] lr: 2.443e-02, eta: 1 day, 9:48:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6975, top5_acc: 0.9431, loss_cls: 2.8980, loss: 2.8980 +2023-12-23 17:54:29,171 - pyskl - INFO - Epoch [15][1500/3405] lr: 2.443e-02, eta: 1 day, 9:48:16, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7037, top5_acc: 0.9350, loss_cls: 2.8963, loss: 2.8963 +2023-12-23 17:54:54,559 - pyskl - INFO - Epoch [15][1600/3405] lr: 2.443e-02, eta: 1 day, 9:47:41, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6881, top5_acc: 0.9237, loss_cls: 2.9375, loss: 2.9375 +2023-12-23 17:55:19,856 - pyskl - INFO - Epoch [15][1700/3405] lr: 2.443e-02, eta: 1 day, 9:47:04, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7219, top5_acc: 0.9494, loss_cls: 2.8413, loss: 2.8413 +2023-12-23 17:55:45,196 - pyskl - INFO - Epoch [15][1800/3405] lr: 2.443e-02, eta: 1 day, 9:46:28, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6769, top5_acc: 0.9237, loss_cls: 2.9579, loss: 2.9579 +2023-12-23 17:56:10,532 - pyskl - INFO - Epoch [15][1900/3405] lr: 2.442e-02, eta: 1 day, 9:45:52, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6837, top5_acc: 0.9344, loss_cls: 2.9909, loss: 2.9909 +2023-12-23 17:56:35,887 - pyskl - INFO - Epoch [15][2000/3405] lr: 2.442e-02, eta: 1 day, 9:45:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6919, top5_acc: 0.9244, loss_cls: 2.9244, loss: 2.9244 +2023-12-23 17:57:01,426 - pyskl - INFO - Epoch [15][2100/3405] lr: 2.442e-02, eta: 1 day, 9:44:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7131, top5_acc: 0.9356, loss_cls: 2.8815, loss: 2.8815 +2023-12-23 17:57:26,726 - pyskl - INFO - Epoch [15][2200/3405] lr: 2.442e-02, eta: 1 day, 9:44:07, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7019, top5_acc: 0.9319, loss_cls: 2.9219, loss: 2.9219 +2023-12-23 17:57:52,056 - pyskl - INFO - Epoch [15][2300/3405] lr: 2.441e-02, eta: 1 day, 9:43:31, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9431, loss_cls: 2.8136, loss: 2.8136 +2023-12-23 17:58:17,365 - pyskl - INFO - Epoch [15][2400/3405] lr: 2.441e-02, eta: 1 day, 9:42:55, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7006, top5_acc: 0.9294, loss_cls: 2.9244, loss: 2.9244 +2023-12-23 17:58:42,855 - pyskl - INFO - Epoch [15][2500/3405] lr: 2.441e-02, eta: 1 day, 9:42:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6913, top5_acc: 0.9319, loss_cls: 2.9268, loss: 2.9268 +2023-12-23 17:59:08,404 - pyskl - INFO - Epoch [15][2600/3405] lr: 2.441e-02, eta: 1 day, 9:41:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6825, top5_acc: 0.9300, loss_cls: 2.9722, loss: 2.9722 +2023-12-23 17:59:33,797 - pyskl - INFO - Epoch [15][2700/3405] lr: 2.440e-02, eta: 1 day, 9:41:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6863, top5_acc: 0.9306, loss_cls: 2.9591, loss: 2.9591 +2023-12-23 17:59:59,634 - pyskl - INFO - Epoch [15][2800/3405] lr: 2.440e-02, eta: 1 day, 9:40:41, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.6869, top5_acc: 0.9275, loss_cls: 2.9387, loss: 2.9387 +2023-12-23 18:00:25,427 - pyskl - INFO - Epoch [15][2900/3405] lr: 2.440e-02, eta: 1 day, 9:40:10, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7181, top5_acc: 0.9425, loss_cls: 2.8263, loss: 2.8263 +2023-12-23 18:00:51,072 - pyskl - INFO - Epoch [15][3000/3405] lr: 2.440e-02, eta: 1 day, 9:39:37, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6681, top5_acc: 0.9163, loss_cls: 3.0265, loss: 3.0265 +2023-12-23 18:01:16,495 - pyskl - INFO - Epoch [15][3100/3405] lr: 2.440e-02, eta: 1 day, 9:39:03, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6931, top5_acc: 0.9363, loss_cls: 2.9217, loss: 2.9217 +2023-12-23 18:01:42,027 - pyskl - INFO - Epoch [15][3200/3405] lr: 2.439e-02, eta: 1 day, 9:38:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6744, top5_acc: 0.9169, loss_cls: 3.0218, loss: 3.0218 +2023-12-23 18:02:07,580 - pyskl - INFO - Epoch [15][3300/3405] lr: 2.439e-02, eta: 1 day, 9:37:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7025, top5_acc: 0.9281, loss_cls: 2.9203, loss: 2.9203 +2023-12-23 18:02:33,041 - pyskl - INFO - Epoch [15][3400/3405] lr: 2.439e-02, eta: 1 day, 9:37:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7212, top5_acc: 0.9325, loss_cls: 2.8902, loss: 2.8902 +2023-12-23 18:02:35,049 - pyskl - INFO - Saving checkpoint at 15 epochs +2023-12-23 18:07:04,027 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 18:07:04,638 - pyskl - INFO - +top1_acc 0.6685 +top5_acc 0.9186 +2023-12-23 18:07:04,663 - pyskl - INFO - Epoch(val) [15][3718] top1_acc: 0.6685, top5_acc: 0.9186 +2023-12-23 18:07:57,730 - pyskl - INFO - Epoch [16][100/3405] lr: 2.439e-02, eta: 1 day, 9:40:42, time: 0.531, data_time: 0.275, memory: 5251, top1_acc: 0.7137, top5_acc: 0.9306, loss_cls: 2.8854, loss: 2.8854 +2023-12-23 18:08:23,524 - pyskl - INFO - Epoch [16][200/3405] lr: 2.438e-02, eta: 1 day, 9:40:10, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7087, top5_acc: 0.9387, loss_cls: 2.8544, loss: 2.8544 +2023-12-23 18:08:49,417 - pyskl - INFO - Epoch [16][300/3405] lr: 2.438e-02, eta: 1 day, 9:39:40, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7063, top5_acc: 0.9313, loss_cls: 2.8971, loss: 2.8971 +2023-12-23 18:09:15,759 - pyskl - INFO - Epoch [16][400/3405] lr: 2.438e-02, eta: 1 day, 9:39:13, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.7050, top5_acc: 0.9363, loss_cls: 2.8765, loss: 2.8765 +2023-12-23 18:09:41,619 - pyskl - INFO - Epoch [16][500/3405] lr: 2.438e-02, eta: 1 day, 9:38:42, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7000, top5_acc: 0.9263, loss_cls: 2.9194, loss: 2.9194 +2023-12-23 18:10:07,015 - pyskl - INFO - Epoch [16][600/3405] lr: 2.437e-02, eta: 1 day, 9:38:07, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7019, top5_acc: 0.9219, loss_cls: 2.9380, loss: 2.9380 +2023-12-23 18:10:32,384 - pyskl - INFO - Epoch [16][700/3405] lr: 2.437e-02, eta: 1 day, 9:37:31, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6863, top5_acc: 0.9287, loss_cls: 2.9426, loss: 2.9426 +2023-12-23 18:10:57,716 - pyskl - INFO - Epoch [16][800/3405] lr: 2.437e-02, eta: 1 day, 9:36:56, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9419, loss_cls: 2.8230, loss: 2.8230 +2023-12-23 18:11:23,167 - pyskl - INFO - Epoch [16][900/3405] lr: 2.437e-02, eta: 1 day, 9:36:21, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7013, top5_acc: 0.9394, loss_cls: 2.9121, loss: 2.9121 +2023-12-23 18:11:48,805 - pyskl - INFO - Epoch [16][1000/3405] lr: 2.436e-02, eta: 1 day, 9:35:48, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9331, loss_cls: 2.8819, loss: 2.8819 +2023-12-23 18:12:14,356 - pyskl - INFO - Epoch [16][1100/3405] lr: 2.436e-02, eta: 1 day, 9:35:15, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7131, top5_acc: 0.9456, loss_cls: 2.8820, loss: 2.8820 +2023-12-23 18:12:39,698 - pyskl - INFO - Epoch [16][1200/3405] lr: 2.436e-02, eta: 1 day, 9:34:40, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9375, loss_cls: 2.8471, loss: 2.8471 +2023-12-23 18:13:04,944 - pyskl - INFO - Epoch [16][1300/3405] lr: 2.436e-02, eta: 1 day, 9:34:03, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7000, top5_acc: 0.9406, loss_cls: 2.9052, loss: 2.9052 +2023-12-23 18:13:30,277 - pyskl - INFO - Epoch [16][1400/3405] lr: 2.435e-02, eta: 1 day, 9:33:28, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7150, top5_acc: 0.9375, loss_cls: 2.8590, loss: 2.8590 +2023-12-23 18:13:56,051 - pyskl - INFO - Epoch [16][1500/3405] lr: 2.435e-02, eta: 1 day, 9:32:56, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7013, top5_acc: 0.9225, loss_cls: 2.8998, loss: 2.8998 +2023-12-23 18:14:21,653 - pyskl - INFO - Epoch [16][1600/3405] lr: 2.435e-02, eta: 1 day, 9:32:24, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7044, top5_acc: 0.9487, loss_cls: 2.8770, loss: 2.8770 +2023-12-23 18:14:47,361 - pyskl - INFO - Epoch [16][1700/3405] lr: 2.435e-02, eta: 1 day, 9:31:51, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6887, top5_acc: 0.9219, loss_cls: 2.9656, loss: 2.9656 +2023-12-23 18:15:12,869 - pyskl - INFO - Epoch [16][1800/3405] lr: 2.434e-02, eta: 1 day, 9:31:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7037, top5_acc: 0.9275, loss_cls: 2.9083, loss: 2.9083 +2023-12-23 18:15:38,309 - pyskl - INFO - Epoch [16][1900/3405] lr: 2.434e-02, eta: 1 day, 9:30:43, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6881, top5_acc: 0.9300, loss_cls: 2.9385, loss: 2.9385 +2023-12-23 18:16:03,699 - pyskl - INFO - Epoch [16][2000/3405] lr: 2.434e-02, eta: 1 day, 9:30:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7113, top5_acc: 0.9287, loss_cls: 2.9010, loss: 2.9010 +2023-12-23 18:16:29,362 - pyskl - INFO - Epoch [16][2100/3405] lr: 2.434e-02, eta: 1 day, 9:29:37, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7000, top5_acc: 0.9369, loss_cls: 2.9099, loss: 2.9099 +2023-12-23 18:16:55,139 - pyskl - INFO - Epoch [16][2200/3405] lr: 2.433e-02, eta: 1 day, 9:29:05, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.6987, top5_acc: 0.9281, loss_cls: 2.9409, loss: 2.9409 +2023-12-23 18:17:20,661 - pyskl - INFO - Epoch [16][2300/3405] lr: 2.433e-02, eta: 1 day, 9:28:32, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7087, top5_acc: 0.9313, loss_cls: 2.9024, loss: 2.9024 +2023-12-23 18:17:46,108 - pyskl - INFO - Epoch [16][2400/3405] lr: 2.433e-02, eta: 1 day, 9:27:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9444, loss_cls: 2.8705, loss: 2.8705 +2023-12-23 18:18:11,793 - pyskl - INFO - Epoch [16][2500/3405] lr: 2.433e-02, eta: 1 day, 9:27:26, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9400, loss_cls: 2.8492, loss: 2.8492 +2023-12-23 18:18:37,057 - pyskl - INFO - Epoch [16][2600/3405] lr: 2.432e-02, eta: 1 day, 9:26:50, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7269, top5_acc: 0.9363, loss_cls: 2.8737, loss: 2.8737 +2023-12-23 18:19:02,189 - pyskl - INFO - Epoch [16][2700/3405] lr: 2.432e-02, eta: 1 day, 9:26:13, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7013, top5_acc: 0.9269, loss_cls: 2.9225, loss: 2.9225 +2023-12-23 18:19:27,358 - pyskl - INFO - Epoch [16][2800/3405] lr: 2.432e-02, eta: 1 day, 9:25:37, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7219, top5_acc: 0.9431, loss_cls: 2.8276, loss: 2.8276 +2023-12-23 18:19:53,041 - pyskl - INFO - Epoch [16][2900/3405] lr: 2.432e-02, eta: 1 day, 9:25:05, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6813, top5_acc: 0.9281, loss_cls: 2.9630, loss: 2.9630 +2023-12-23 18:20:18,527 - pyskl - INFO - Epoch [16][3000/3405] lr: 2.431e-02, eta: 1 day, 9:24:32, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7031, top5_acc: 0.9425, loss_cls: 2.8710, loss: 2.8710 +2023-12-23 18:20:43,937 - pyskl - INFO - Epoch [16][3100/3405] lr: 2.431e-02, eta: 1 day, 9:23:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6925, top5_acc: 0.9337, loss_cls: 2.9285, loss: 2.9285 +2023-12-23 18:21:09,229 - pyskl - INFO - Epoch [16][3200/3405] lr: 2.431e-02, eta: 1 day, 9:23:22, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7125, top5_acc: 0.9381, loss_cls: 2.8689, loss: 2.8689 +2023-12-23 18:21:34,508 - pyskl - INFO - Epoch [16][3300/3405] lr: 2.431e-02, eta: 1 day, 9:22:47, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7106, top5_acc: 0.9350, loss_cls: 2.8898, loss: 2.8898 +2023-12-23 18:21:59,981 - pyskl - INFO - Epoch [16][3400/3405] lr: 2.430e-02, eta: 1 day, 9:22:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9437, loss_cls: 2.8215, loss: 2.8215 +2023-12-23 18:22:01,935 - pyskl - INFO - Saving checkpoint at 16 epochs +2023-12-23 18:26:31,051 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 18:26:31,658 - pyskl - INFO - +top1_acc 0.6895 +top5_acc 0.9230 +2023-12-23 18:26:31,668 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_12.pth was removed +2023-12-23 18:26:31,881 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. +2023-12-23 18:26:31,882 - pyskl - INFO - Best top1_acc is 0.6895 at 16 epoch. +2023-12-23 18:26:31,907 - pyskl - INFO - Epoch(val) [16][3718] top1_acc: 0.6895, top5_acc: 0.9230 +2023-12-23 18:27:24,759 - pyskl - INFO - Epoch [17][100/3405] lr: 2.430e-02, eta: 1 day, 9:25:17, time: 0.528, data_time: 0.271, memory: 5251, top1_acc: 0.7206, top5_acc: 0.9363, loss_cls: 2.8374, loss: 2.8374 +2023-12-23 18:27:50,924 - pyskl - INFO - Epoch [17][200/3405] lr: 2.430e-02, eta: 1 day, 9:24:49, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.7181, top5_acc: 0.9437, loss_cls: 2.8509, loss: 2.8509 +2023-12-23 18:28:16,472 - pyskl - INFO - Epoch [17][300/3405] lr: 2.430e-02, eta: 1 day, 9:24:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7113, top5_acc: 0.9437, loss_cls: 2.8538, loss: 2.8538 +2023-12-23 18:28:42,484 - pyskl - INFO - Epoch [17][400/3405] lr: 2.429e-02, eta: 1 day, 9:23:46, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9381, loss_cls: 2.8582, loss: 2.8582 +2023-12-23 18:29:08,092 - pyskl - INFO - Epoch [17][500/3405] lr: 2.429e-02, eta: 1 day, 9:23:13, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7081, top5_acc: 0.9331, loss_cls: 2.9269, loss: 2.9269 +2023-12-23 18:29:33,697 - pyskl - INFO - Epoch [17][600/3405] lr: 2.429e-02, eta: 1 day, 9:22:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9437, loss_cls: 2.8416, loss: 2.8416 +2023-12-23 18:29:59,063 - pyskl - INFO - Epoch [17][700/3405] lr: 2.429e-02, eta: 1 day, 9:22:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7137, top5_acc: 0.9356, loss_cls: 2.8550, loss: 2.8550 +2023-12-23 18:30:24,546 - pyskl - INFO - Epoch [17][800/3405] lr: 2.428e-02, eta: 1 day, 9:21:32, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7175, top5_acc: 0.9413, loss_cls: 2.8357, loss: 2.8357 +2023-12-23 18:30:49,934 - pyskl - INFO - Epoch [17][900/3405] lr: 2.428e-02, eta: 1 day, 9:20:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7206, top5_acc: 0.9319, loss_cls: 2.8655, loss: 2.8655 +2023-12-23 18:31:15,328 - pyskl - INFO - Epoch [17][1000/3405] lr: 2.428e-02, eta: 1 day, 9:20:23, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7031, top5_acc: 0.9237, loss_cls: 2.9078, loss: 2.9078 +2023-12-23 18:31:40,864 - pyskl - INFO - Epoch [17][1100/3405] lr: 2.428e-02, eta: 1 day, 9:19:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7000, top5_acc: 0.9350, loss_cls: 2.9024, loss: 2.9024 +2023-12-23 18:32:06,385 - pyskl - INFO - Epoch [17][1200/3405] lr: 2.427e-02, eta: 1 day, 9:19:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9475, loss_cls: 2.8448, loss: 2.8448 +2023-12-23 18:32:31,768 - pyskl - INFO - Epoch [17][1300/3405] lr: 2.427e-02, eta: 1 day, 9:18:43, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7194, top5_acc: 0.9394, loss_cls: 2.8339, loss: 2.8339 +2023-12-23 18:32:57,089 - pyskl - INFO - Epoch [17][1400/3405] lr: 2.427e-02, eta: 1 day, 9:18:08, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6813, top5_acc: 0.9244, loss_cls: 2.9657, loss: 2.9657 +2023-12-23 18:33:22,384 - pyskl - INFO - Epoch [17][1500/3405] lr: 2.427e-02, eta: 1 day, 9:17:33, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7238, top5_acc: 0.9406, loss_cls: 2.8320, loss: 2.8320 +2023-12-23 18:33:47,718 - pyskl - INFO - Epoch [17][1600/3405] lr: 2.426e-02, eta: 1 day, 9:16:58, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9463, loss_cls: 2.8095, loss: 2.8095 +2023-12-23 18:34:13,085 - pyskl - INFO - Epoch [17][1700/3405] lr: 2.426e-02, eta: 1 day, 9:16:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6987, top5_acc: 0.9437, loss_cls: 2.8786, loss: 2.8786 +2023-12-23 18:34:38,449 - pyskl - INFO - Epoch [17][1800/3405] lr: 2.426e-02, eta: 1 day, 9:15:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6944, top5_acc: 0.9256, loss_cls: 2.9296, loss: 2.9296 +2023-12-23 18:35:03,683 - pyskl - INFO - Epoch [17][1900/3405] lr: 2.426e-02, eta: 1 day, 9:15:14, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7081, top5_acc: 0.9337, loss_cls: 2.8892, loss: 2.8892 +2023-12-23 18:35:29,059 - pyskl - INFO - Epoch [17][2000/3405] lr: 2.425e-02, eta: 1 day, 9:14:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9344, loss_cls: 2.8640, loss: 2.8640 +2023-12-23 18:35:54,317 - pyskl - INFO - Epoch [17][2100/3405] lr: 2.425e-02, eta: 1 day, 9:14:05, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6981, top5_acc: 0.9294, loss_cls: 2.9283, loss: 2.9283 +2023-12-23 18:36:19,544 - pyskl - INFO - Epoch [17][2200/3405] lr: 2.425e-02, eta: 1 day, 9:13:30, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7100, top5_acc: 0.9375, loss_cls: 2.8880, loss: 2.8880 +2023-12-23 18:36:44,862 - pyskl - INFO - Epoch [17][2300/3405] lr: 2.425e-02, eta: 1 day, 9:12:55, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7137, top5_acc: 0.9394, loss_cls: 2.9049, loss: 2.9049 +2023-12-23 18:37:10,417 - pyskl - INFO - Epoch [17][2400/3405] lr: 2.424e-02, eta: 1 day, 9:12:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7056, top5_acc: 0.9313, loss_cls: 2.9188, loss: 2.9188 +2023-12-23 18:37:36,309 - pyskl - INFO - Epoch [17][2500/3405] lr: 2.424e-02, eta: 1 day, 9:11:53, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7013, top5_acc: 0.9263, loss_cls: 2.8875, loss: 2.8875 +2023-12-23 18:38:01,601 - pyskl - INFO - Epoch [17][2600/3405] lr: 2.424e-02, eta: 1 day, 9:11:18, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6900, top5_acc: 0.9275, loss_cls: 2.9456, loss: 2.9456 +2023-12-23 18:38:27,132 - pyskl - INFO - Epoch [17][2700/3405] lr: 2.423e-02, eta: 1 day, 9:10:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6869, top5_acc: 0.9287, loss_cls: 2.9704, loss: 2.9704 +2023-12-23 18:38:52,554 - pyskl - INFO - Epoch [17][2800/3405] lr: 2.423e-02, eta: 1 day, 9:10:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7069, top5_acc: 0.9306, loss_cls: 2.8924, loss: 2.8924 +2023-12-23 18:39:18,128 - pyskl - INFO - Epoch [17][2900/3405] lr: 2.423e-02, eta: 1 day, 9:09:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7131, top5_acc: 0.9369, loss_cls: 2.8640, loss: 2.8640 +2023-12-23 18:39:43,578 - pyskl - INFO - Epoch [17][3000/3405] lr: 2.423e-02, eta: 1 day, 9:09:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7238, top5_acc: 0.9369, loss_cls: 2.8453, loss: 2.8453 +2023-12-23 18:40:09,044 - pyskl - INFO - Epoch [17][3100/3405] lr: 2.422e-02, eta: 1 day, 9:08:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7219, top5_acc: 0.9325, loss_cls: 2.8485, loss: 2.8485 +2023-12-23 18:40:34,360 - pyskl - INFO - Epoch [17][3200/3405] lr: 2.422e-02, eta: 1 day, 9:07:59, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7156, top5_acc: 0.9263, loss_cls: 2.8787, loss: 2.8787 +2023-12-23 18:40:59,580 - pyskl - INFO - Epoch [17][3300/3405] lr: 2.422e-02, eta: 1 day, 9:07:24, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7019, top5_acc: 0.9419, loss_cls: 2.8902, loss: 2.8902 +2023-12-23 18:41:24,916 - pyskl - INFO - Epoch [17][3400/3405] lr: 2.422e-02, eta: 1 day, 9:06:50, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9387, loss_cls: 2.8416, loss: 2.8416 +2023-12-23 18:41:26,848 - pyskl - INFO - Saving checkpoint at 17 epochs +2023-12-23 18:45:55,628 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 18:45:56,237 - pyskl - INFO - +top1_acc 0.6562 +top5_acc 0.9166 +2023-12-23 18:45:56,262 - pyskl - INFO - Epoch(val) [17][3718] top1_acc: 0.6562, top5_acc: 0.9166 +2023-12-23 18:46:48,703 - pyskl - INFO - Epoch [18][100/3405] lr: 2.421e-02, eta: 1 day, 9:09:36, time: 0.524, data_time: 0.271, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9463, loss_cls: 2.7994, loss: 2.7994 +2023-12-23 18:47:14,660 - pyskl - INFO - Epoch [18][200/3405] lr: 2.421e-02, eta: 1 day, 9:09:06, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7212, top5_acc: 0.9419, loss_cls: 2.8490, loss: 2.8490 +2023-12-23 18:47:40,596 - pyskl - INFO - Epoch [18][300/3405] lr: 2.421e-02, eta: 1 day, 9:08:36, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7206, top5_acc: 0.9469, loss_cls: 2.8338, loss: 2.8338 +2023-12-23 18:48:06,485 - pyskl - INFO - Epoch [18][400/3405] lr: 2.421e-02, eta: 1 day, 9:08:06, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7194, top5_acc: 0.9513, loss_cls: 2.8205, loss: 2.8205 +2023-12-23 18:48:32,200 - pyskl - INFO - Epoch [18][500/3405] lr: 2.420e-02, eta: 1 day, 9:07:35, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7175, top5_acc: 0.9381, loss_cls: 2.8566, loss: 2.8566 +2023-12-23 18:48:57,713 - pyskl - INFO - Epoch [18][600/3405] lr: 2.420e-02, eta: 1 day, 9:07:02, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9337, loss_cls: 2.8666, loss: 2.8666 +2023-12-23 18:49:23,038 - pyskl - INFO - Epoch [18][700/3405] lr: 2.420e-02, eta: 1 day, 9:06:27, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7113, top5_acc: 0.9300, loss_cls: 2.8841, loss: 2.8841 +2023-12-23 18:49:48,439 - pyskl - INFO - Epoch [18][800/3405] lr: 2.419e-02, eta: 1 day, 9:05:54, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7063, top5_acc: 0.9381, loss_cls: 2.8849, loss: 2.8849 +2023-12-23 18:50:14,013 - pyskl - INFO - Epoch [18][900/3405] lr: 2.419e-02, eta: 1 day, 9:05:21, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7037, top5_acc: 0.9350, loss_cls: 2.8889, loss: 2.8889 +2023-12-23 18:50:39,465 - pyskl - INFO - Epoch [18][1000/3405] lr: 2.419e-02, eta: 1 day, 9:04:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7137, top5_acc: 0.9325, loss_cls: 2.8583, loss: 2.8583 +2023-12-23 18:51:04,930 - pyskl - INFO - Epoch [18][1100/3405] lr: 2.419e-02, eta: 1 day, 9:04:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7044, top5_acc: 0.9363, loss_cls: 2.8810, loss: 2.8810 +2023-12-23 18:51:30,318 - pyskl - INFO - Epoch [18][1200/3405] lr: 2.418e-02, eta: 1 day, 9:03:41, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7156, top5_acc: 0.9375, loss_cls: 2.8951, loss: 2.8951 +2023-12-23 18:51:55,697 - pyskl - INFO - Epoch [18][1300/3405] lr: 2.418e-02, eta: 1 day, 9:03:07, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7212, top5_acc: 0.9337, loss_cls: 2.8434, loss: 2.8434 +2023-12-23 18:52:21,792 - pyskl - INFO - Epoch [18][1400/3405] lr: 2.418e-02, eta: 1 day, 9:02:39, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.6975, top5_acc: 0.9350, loss_cls: 2.9185, loss: 2.9185 +2023-12-23 18:52:48,058 - pyskl - INFO - Epoch [18][1500/3405] lr: 2.418e-02, eta: 1 day, 9:02:12, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.6969, top5_acc: 0.9381, loss_cls: 2.8873, loss: 2.8873 +2023-12-23 18:53:13,590 - pyskl - INFO - Epoch [18][1600/3405] lr: 2.417e-02, eta: 1 day, 9:01:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9463, loss_cls: 2.8367, loss: 2.8367 +2023-12-23 18:53:39,039 - pyskl - INFO - Epoch [18][1700/3405] lr: 2.417e-02, eta: 1 day, 9:01:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9400, loss_cls: 2.8050, loss: 2.8050 +2023-12-23 18:54:04,413 - pyskl - INFO - Epoch [18][1800/3405] lr: 2.417e-02, eta: 1 day, 9:00:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9413, loss_cls: 2.8454, loss: 2.8454 +2023-12-23 18:54:29,777 - pyskl - INFO - Epoch [18][1900/3405] lr: 2.416e-02, eta: 1 day, 8:59:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7100, top5_acc: 0.9381, loss_cls: 2.9058, loss: 2.9058 +2023-12-23 18:54:55,209 - pyskl - INFO - Epoch [18][2000/3405] lr: 2.416e-02, eta: 1 day, 8:59:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9356, loss_cls: 2.8249, loss: 2.8249 +2023-12-23 18:55:20,567 - pyskl - INFO - Epoch [18][2100/3405] lr: 2.416e-02, eta: 1 day, 8:58:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6950, top5_acc: 0.9363, loss_cls: 2.9040, loss: 2.9040 +2023-12-23 18:55:46,019 - pyskl - INFO - Epoch [18][2200/3405] lr: 2.416e-02, eta: 1 day, 8:58:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7106, top5_acc: 0.9437, loss_cls: 2.8487, loss: 2.8487 +2023-12-23 18:56:11,286 - pyskl - INFO - Epoch [18][2300/3405] lr: 2.415e-02, eta: 1 day, 8:57:45, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7119, top5_acc: 0.9413, loss_cls: 2.8474, loss: 2.8474 +2023-12-23 18:56:36,884 - pyskl - INFO - Epoch [18][2400/3405] lr: 2.415e-02, eta: 1 day, 8:57:13, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7031, top5_acc: 0.9356, loss_cls: 2.9034, loss: 2.9034 +2023-12-23 18:57:02,473 - pyskl - INFO - Epoch [18][2500/3405] lr: 2.415e-02, eta: 1 day, 8:56:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7131, top5_acc: 0.9350, loss_cls: 2.8974, loss: 2.8974 +2023-12-23 18:57:27,736 - pyskl - INFO - Epoch [18][2600/3405] lr: 2.414e-02, eta: 1 day, 8:56:06, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7050, top5_acc: 0.9350, loss_cls: 2.8840, loss: 2.8840 +2023-12-23 18:57:53,037 - pyskl - INFO - Epoch [18][2700/3405] lr: 2.414e-02, eta: 1 day, 8:55:32, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9394, loss_cls: 2.8599, loss: 2.8599 +2023-12-23 18:58:18,662 - pyskl - INFO - Epoch [18][2800/3405] lr: 2.414e-02, eta: 1 day, 8:55:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7013, top5_acc: 0.9263, loss_cls: 2.9283, loss: 2.9283 +2023-12-23 18:58:44,653 - pyskl - INFO - Epoch [18][2900/3405] lr: 2.414e-02, eta: 1 day, 8:54:32, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9394, loss_cls: 2.8515, loss: 2.8515 +2023-12-23 18:59:10,225 - pyskl - INFO - Epoch [18][3000/3405] lr: 2.413e-02, eta: 1 day, 8:54:00, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9425, loss_cls: 2.8566, loss: 2.8566 +2023-12-23 18:59:35,973 - pyskl - INFO - Epoch [18][3100/3405] lr: 2.413e-02, eta: 1 day, 8:53:29, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7156, top5_acc: 0.9406, loss_cls: 2.8262, loss: 2.8262 +2023-12-23 19:00:01,629 - pyskl - INFO - Epoch [18][3200/3405] lr: 2.413e-02, eta: 1 day, 8:52:58, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7006, top5_acc: 0.9381, loss_cls: 2.8836, loss: 2.8836 +2023-12-23 19:00:27,471 - pyskl - INFO - Epoch [18][3300/3405] lr: 2.413e-02, eta: 1 day, 8:52:28, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7100, top5_acc: 0.9437, loss_cls: 2.8425, loss: 2.8425 +2023-12-23 19:00:53,723 - pyskl - INFO - Epoch [18][3400/3405] lr: 2.412e-02, eta: 1 day, 8:52:01, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.7131, top5_acc: 0.9331, loss_cls: 2.8909, loss: 2.8909 +2023-12-23 19:00:55,742 - pyskl - INFO - Saving checkpoint at 18 epochs +2023-12-23 19:05:24,993 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 19:05:25,590 - pyskl - INFO - +top1_acc 0.6828 +top5_acc 0.9209 +2023-12-23 19:05:25,615 - pyskl - INFO - Epoch(val) [18][3718] top1_acc: 0.6828, top5_acc: 0.9209 +2023-12-23 19:06:18,020 - pyskl - INFO - Epoch [19][100/3405] lr: 2.412e-02, eta: 1 day, 8:54:35, time: 0.524, data_time: 0.270, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9381, loss_cls: 2.8590, loss: 2.8590 +2023-12-23 19:06:43,228 - pyskl - INFO - Epoch [19][200/3405] lr: 2.412e-02, eta: 1 day, 8:54:00, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9537, loss_cls: 2.7697, loss: 2.7697 +2023-12-23 19:07:08,957 - pyskl - INFO - Epoch [19][300/3405] lr: 2.411e-02, eta: 1 day, 8:53:29, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9406, loss_cls: 2.7974, loss: 2.7974 +2023-12-23 19:07:34,842 - pyskl - INFO - Epoch [19][400/3405] lr: 2.411e-02, eta: 1 day, 8:52:59, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7319, top5_acc: 0.9463, loss_cls: 2.7970, loss: 2.7970 +2023-12-23 19:08:00,421 - pyskl - INFO - Epoch [19][500/3405] lr: 2.411e-02, eta: 1 day, 8:52:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6900, top5_acc: 0.9369, loss_cls: 2.9211, loss: 2.9211 +2023-12-23 19:08:26,132 - pyskl - INFO - Epoch [19][600/3405] lr: 2.411e-02, eta: 1 day, 8:51:56, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9394, loss_cls: 2.8277, loss: 2.8277 +2023-12-23 19:08:51,609 - pyskl - INFO - Epoch [19][700/3405] lr: 2.410e-02, eta: 1 day, 8:51:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7031, top5_acc: 0.9413, loss_cls: 2.8718, loss: 2.8718 +2023-12-23 19:09:17,180 - pyskl - INFO - Epoch [19][800/3405] lr: 2.410e-02, eta: 1 day, 8:50:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9369, loss_cls: 2.8409, loss: 2.8409 +2023-12-23 19:09:42,545 - pyskl - INFO - Epoch [19][900/3405] lr: 2.410e-02, eta: 1 day, 8:50:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9425, loss_cls: 2.8400, loss: 2.8400 +2023-12-23 19:10:08,064 - pyskl - INFO - Epoch [19][1000/3405] lr: 2.409e-02, eta: 1 day, 8:49:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9513, loss_cls: 2.8078, loss: 2.8078 +2023-12-23 19:10:33,649 - pyskl - INFO - Epoch [19][1100/3405] lr: 2.409e-02, eta: 1 day, 8:49:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7269, top5_acc: 0.9350, loss_cls: 2.8289, loss: 2.8289 +2023-12-23 19:11:00,222 - pyskl - INFO - Epoch [19][1200/3405] lr: 2.409e-02, eta: 1 day, 8:48:49, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.7175, top5_acc: 0.9369, loss_cls: 2.8520, loss: 2.8520 +2023-12-23 19:11:25,716 - pyskl - INFO - Epoch [19][1300/3405] lr: 2.409e-02, eta: 1 day, 8:48:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9506, loss_cls: 2.8124, loss: 2.8124 +2023-12-23 19:11:51,140 - pyskl - INFO - Epoch [19][1400/3405] lr: 2.408e-02, eta: 1 day, 8:47:43, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7100, top5_acc: 0.9306, loss_cls: 2.9028, loss: 2.9028 +2023-12-23 19:12:16,522 - pyskl - INFO - Epoch [19][1500/3405] lr: 2.408e-02, eta: 1 day, 8:47:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7175, top5_acc: 0.9387, loss_cls: 2.8498, loss: 2.8498 +2023-12-23 19:12:42,173 - pyskl - INFO - Epoch [19][1600/3405] lr: 2.408e-02, eta: 1 day, 8:46:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9469, loss_cls: 2.8386, loss: 2.8386 +2023-12-23 19:13:07,653 - pyskl - INFO - Epoch [19][1700/3405] lr: 2.407e-02, eta: 1 day, 8:46:06, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7106, top5_acc: 0.9306, loss_cls: 2.9040, loss: 2.9040 +2023-12-23 19:13:33,001 - pyskl - INFO - Epoch [19][1800/3405] lr: 2.407e-02, eta: 1 day, 8:45:33, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6863, top5_acc: 0.9194, loss_cls: 2.9644, loss: 2.9644 +2023-12-23 19:13:58,382 - pyskl - INFO - Epoch [19][1900/3405] lr: 2.407e-02, eta: 1 day, 8:45:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7150, top5_acc: 0.9350, loss_cls: 2.8776, loss: 2.8776 +2023-12-23 19:14:23,825 - pyskl - INFO - Epoch [19][2000/3405] lr: 2.406e-02, eta: 1 day, 8:44:27, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7181, top5_acc: 0.9369, loss_cls: 2.8527, loss: 2.8527 +2023-12-23 19:14:49,344 - pyskl - INFO - Epoch [19][2100/3405] lr: 2.406e-02, eta: 1 day, 8:43:55, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7144, top5_acc: 0.9387, loss_cls: 2.8576, loss: 2.8576 +2023-12-23 19:15:14,948 - pyskl - INFO - Epoch [19][2200/3405] lr: 2.406e-02, eta: 1 day, 8:43:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7156, top5_acc: 0.9413, loss_cls: 2.8346, loss: 2.8346 +2023-12-23 19:15:40,341 - pyskl - INFO - Epoch [19][2300/3405] lr: 2.406e-02, eta: 1 day, 8:42:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7100, top5_acc: 0.9513, loss_cls: 2.8588, loss: 2.8588 +2023-12-23 19:16:06,219 - pyskl - INFO - Epoch [19][2400/3405] lr: 2.405e-02, eta: 1 day, 8:42:21, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7106, top5_acc: 0.9275, loss_cls: 2.8887, loss: 2.8887 +2023-12-23 19:16:31,637 - pyskl - INFO - Epoch [19][2500/3405] lr: 2.405e-02, eta: 1 day, 8:41:48, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7106, top5_acc: 0.9356, loss_cls: 2.8834, loss: 2.8834 +2023-12-23 19:16:56,927 - pyskl - INFO - Epoch [19][2600/3405] lr: 2.405e-02, eta: 1 day, 8:41:14, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9413, loss_cls: 2.8580, loss: 2.8580 +2023-12-23 19:17:22,461 - pyskl - INFO - Epoch [19][2700/3405] lr: 2.404e-02, eta: 1 day, 8:40:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6919, top5_acc: 0.9350, loss_cls: 2.9371, loss: 2.9371 +2023-12-23 19:17:47,988 - pyskl - INFO - Epoch [19][2800/3405] lr: 2.404e-02, eta: 1 day, 8:40:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9456, loss_cls: 2.8588, loss: 2.8588 +2023-12-23 19:18:13,237 - pyskl - INFO - Epoch [19][2900/3405] lr: 2.404e-02, eta: 1 day, 8:39:37, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7150, top5_acc: 0.9419, loss_cls: 2.8856, loss: 2.8856 +2023-12-23 19:18:38,524 - pyskl - INFO - Epoch [19][3000/3405] lr: 2.404e-02, eta: 1 day, 8:39:03, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7181, top5_acc: 0.9344, loss_cls: 2.8525, loss: 2.8525 +2023-12-23 19:19:03,771 - pyskl - INFO - Epoch [19][3100/3405] lr: 2.403e-02, eta: 1 day, 8:38:29, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7175, top5_acc: 0.9306, loss_cls: 2.8741, loss: 2.8741 +2023-12-23 19:19:29,031 - pyskl - INFO - Epoch [19][3200/3405] lr: 2.403e-02, eta: 1 day, 8:37:55, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9344, loss_cls: 2.8390, loss: 2.8390 +2023-12-23 19:19:54,267 - pyskl - INFO - Epoch [19][3300/3405] lr: 2.403e-02, eta: 1 day, 8:37:22, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7013, top5_acc: 0.9400, loss_cls: 2.8843, loss: 2.8843 +2023-12-23 19:20:20,013 - pyskl - INFO - Epoch [19][3400/3405] lr: 2.402e-02, eta: 1 day, 8:36:51, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6937, top5_acc: 0.9269, loss_cls: 2.9143, loss: 2.9143 +2023-12-23 19:20:21,958 - pyskl - INFO - Saving checkpoint at 19 epochs +2023-12-23 19:24:49,857 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 19:24:50,433 - pyskl - INFO - +top1_acc 0.6827 +top5_acc 0.9249 +2023-12-23 19:24:50,461 - pyskl - INFO - Epoch(val) [19][3718] top1_acc: 0.6827, top5_acc: 0.9249 +2023-12-23 19:25:43,847 - pyskl - INFO - Epoch [20][100/3405] lr: 2.402e-02, eta: 1 day, 8:39:21, time: 0.534, data_time: 0.276, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9437, loss_cls: 2.8405, loss: 2.8405 +2023-12-23 19:26:09,451 - pyskl - INFO - Epoch [20][200/3405] lr: 2.402e-02, eta: 1 day, 8:38:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7113, top5_acc: 0.9463, loss_cls: 2.8531, loss: 2.8531 +2023-12-23 19:26:35,191 - pyskl - INFO - Epoch [20][300/3405] lr: 2.401e-02, eta: 1 day, 8:38:19, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7244, top5_acc: 0.9481, loss_cls: 2.8068, loss: 2.8068 +2023-12-23 19:27:01,648 - pyskl - INFO - Epoch [20][400/3405] lr: 2.401e-02, eta: 1 day, 8:37:53, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.7169, top5_acc: 0.9356, loss_cls: 2.8426, loss: 2.8426 +2023-12-23 19:27:27,197 - pyskl - INFO - Epoch [20][500/3405] lr: 2.401e-02, eta: 1 day, 8:37:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7219, top5_acc: 0.9419, loss_cls: 2.8366, loss: 2.8366 +2023-12-23 19:27:52,634 - pyskl - INFO - Epoch [20][600/3405] lr: 2.401e-02, eta: 1 day, 8:36:48, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7331, top5_acc: 0.9456, loss_cls: 2.8132, loss: 2.8132 +2023-12-23 19:28:17,970 - pyskl - INFO - Epoch [20][700/3405] lr: 2.400e-02, eta: 1 day, 8:36:15, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7131, top5_acc: 0.9413, loss_cls: 2.8774, loss: 2.8774 +2023-12-23 19:28:43,483 - pyskl - INFO - Epoch [20][800/3405] lr: 2.400e-02, eta: 1 day, 8:35:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7244, top5_acc: 0.9406, loss_cls: 2.8453, loss: 2.8453 +2023-12-23 19:29:08,900 - pyskl - INFO - Epoch [20][900/3405] lr: 2.400e-02, eta: 1 day, 8:35:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7119, top5_acc: 0.9419, loss_cls: 2.8655, loss: 2.8655 +2023-12-23 19:29:34,336 - pyskl - INFO - Epoch [20][1000/3405] lr: 2.399e-02, eta: 1 day, 8:34:38, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7025, top5_acc: 0.9356, loss_cls: 2.8944, loss: 2.8944 +2023-12-23 19:29:59,693 - pyskl - INFO - Epoch [20][1100/3405] lr: 2.399e-02, eta: 1 day, 8:34:05, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6863, top5_acc: 0.9387, loss_cls: 2.9101, loss: 2.9101 +2023-12-23 19:30:25,018 - pyskl - INFO - Epoch [20][1200/3405] lr: 2.399e-02, eta: 1 day, 8:33:31, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7063, top5_acc: 0.9400, loss_cls: 2.8632, loss: 2.8632 +2023-12-23 19:30:50,512 - pyskl - INFO - Epoch [20][1300/3405] lr: 2.398e-02, eta: 1 day, 8:32:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6925, top5_acc: 0.9381, loss_cls: 2.8994, loss: 2.8994 +2023-12-23 19:31:16,449 - pyskl - INFO - Epoch [20][1400/3405] lr: 2.398e-02, eta: 1 day, 8:32:30, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7087, top5_acc: 0.9400, loss_cls: 2.8651, loss: 2.8651 +2023-12-23 19:31:42,272 - pyskl - INFO - Epoch [20][1500/3405] lr: 2.398e-02, eta: 1 day, 8:32:00, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9475, loss_cls: 2.7984, loss: 2.7984 +2023-12-23 19:32:07,675 - pyskl - INFO - Epoch [20][1600/3405] lr: 2.398e-02, eta: 1 day, 8:31:27, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7238, top5_acc: 0.9344, loss_cls: 2.8230, loss: 2.8230 +2023-12-23 19:32:33,289 - pyskl - INFO - Epoch [20][1700/3405] lr: 2.397e-02, eta: 1 day, 8:30:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7119, top5_acc: 0.9463, loss_cls: 2.8264, loss: 2.8264 +2023-12-23 19:32:59,237 - pyskl - INFO - Epoch [20][1800/3405] lr: 2.397e-02, eta: 1 day, 8:30:27, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9400, loss_cls: 2.8117, loss: 2.8117 +2023-12-23 19:33:24,477 - pyskl - INFO - Epoch [20][1900/3405] lr: 2.397e-02, eta: 1 day, 8:29:54, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7269, top5_acc: 0.9363, loss_cls: 2.8177, loss: 2.8177 +2023-12-23 19:33:49,776 - pyskl - INFO - Epoch [20][2000/3405] lr: 2.396e-02, eta: 1 day, 8:29:20, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7106, top5_acc: 0.9369, loss_cls: 2.8604, loss: 2.8604 +2023-12-23 19:34:15,072 - pyskl - INFO - Epoch [20][2100/3405] lr: 2.396e-02, eta: 1 day, 8:28:47, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7181, top5_acc: 0.9450, loss_cls: 2.8436, loss: 2.8436 +2023-12-23 19:34:40,374 - pyskl - INFO - Epoch [20][2200/3405] lr: 2.396e-02, eta: 1 day, 8:28:14, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9519, loss_cls: 2.7942, loss: 2.7942 +2023-12-23 19:35:05,872 - pyskl - INFO - Epoch [20][2300/3405] lr: 2.395e-02, eta: 1 day, 8:27:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7025, top5_acc: 0.9294, loss_cls: 2.9305, loss: 2.9305 +2023-12-23 19:35:31,629 - pyskl - INFO - Epoch [20][2400/3405] lr: 2.395e-02, eta: 1 day, 8:27:12, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7212, top5_acc: 0.9444, loss_cls: 2.8515, loss: 2.8515 +2023-12-23 19:35:57,200 - pyskl - INFO - Epoch [20][2500/3405] lr: 2.395e-02, eta: 1 day, 8:26:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7181, top5_acc: 0.9444, loss_cls: 2.8324, loss: 2.8324 +2023-12-23 19:36:22,845 - pyskl - INFO - Epoch [20][2600/3405] lr: 2.394e-02, eta: 1 day, 8:26:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9525, loss_cls: 2.7606, loss: 2.7606 +2023-12-23 19:36:48,172 - pyskl - INFO - Epoch [20][2700/3405] lr: 2.394e-02, eta: 1 day, 8:25:37, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7063, top5_acc: 0.9325, loss_cls: 2.8750, loss: 2.8750 +2023-12-23 19:37:13,539 - pyskl - INFO - Epoch [20][2800/3405] lr: 2.394e-02, eta: 1 day, 8:25:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7144, top5_acc: 0.9381, loss_cls: 2.8757, loss: 2.8757 +2023-12-23 19:37:38,880 - pyskl - INFO - Epoch [20][2900/3405] lr: 2.394e-02, eta: 1 day, 8:24:31, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9494, loss_cls: 2.8077, loss: 2.8077 +2023-12-23 19:38:04,221 - pyskl - INFO - Epoch [20][3000/3405] lr: 2.393e-02, eta: 1 day, 8:23:58, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6994, top5_acc: 0.9381, loss_cls: 2.8970, loss: 2.8970 +2023-12-23 19:38:29,546 - pyskl - INFO - Epoch [20][3100/3405] lr: 2.393e-02, eta: 1 day, 8:23:25, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9394, loss_cls: 2.8289, loss: 2.8289 +2023-12-23 19:38:54,815 - pyskl - INFO - Epoch [20][3200/3405] lr: 2.393e-02, eta: 1 day, 8:22:52, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9437, loss_cls: 2.8503, loss: 2.8503 +2023-12-23 19:39:20,061 - pyskl - INFO - Epoch [20][3300/3405] lr: 2.392e-02, eta: 1 day, 8:22:19, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7131, top5_acc: 0.9344, loss_cls: 2.8764, loss: 2.8764 +2023-12-23 19:39:45,830 - pyskl - INFO - Epoch [20][3400/3405] lr: 2.392e-02, eta: 1 day, 8:21:49, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7063, top5_acc: 0.9375, loss_cls: 2.8596, loss: 2.8596 +2023-12-23 19:39:47,873 - pyskl - INFO - Saving checkpoint at 20 epochs +2023-12-23 19:44:15,231 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 19:44:15,906 - pyskl - INFO - +top1_acc 0.7057 +top5_acc 0.9306 +2023-12-23 19:44:15,911 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_16.pth was removed +2023-12-23 19:44:16,117 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. +2023-12-23 19:44:16,118 - pyskl - INFO - Best top1_acc is 0.7057 at 20 epoch. +2023-12-23 19:44:16,143 - pyskl - INFO - Epoch(val) [20][3718] top1_acc: 0.7057, top5_acc: 0.9306 +2023-12-23 19:45:08,743 - pyskl - INFO - Epoch [21][100/3405] lr: 2.392e-02, eta: 1 day, 8:24:03, time: 0.526, data_time: 0.269, memory: 5251, top1_acc: 0.7219, top5_acc: 0.9394, loss_cls: 2.8217, loss: 2.8217 +2023-12-23 19:45:33,984 - pyskl - INFO - Epoch [21][200/3405] lr: 2.391e-02, eta: 1 day, 8:23:30, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9444, loss_cls: 2.7892, loss: 2.7892 +2023-12-23 19:45:59,856 - pyskl - INFO - Epoch [21][300/3405] lr: 2.391e-02, eta: 1 day, 8:23:00, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9369, loss_cls: 2.8622, loss: 2.8622 +2023-12-23 19:46:25,862 - pyskl - INFO - Epoch [21][400/3405] lr: 2.391e-02, eta: 1 day, 8:22:32, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9444, loss_cls: 2.8068, loss: 2.8068 +2023-12-23 19:46:51,616 - pyskl - INFO - Epoch [21][500/3405] lr: 2.390e-02, eta: 1 day, 8:22:01, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9444, loss_cls: 2.8353, loss: 2.8353 +2023-12-23 19:47:17,306 - pyskl - INFO - Epoch [21][600/3405] lr: 2.390e-02, eta: 1 day, 8:21:31, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9537, loss_cls: 2.7611, loss: 2.7611 +2023-12-23 19:47:42,812 - pyskl - INFO - Epoch [21][700/3405] lr: 2.390e-02, eta: 1 day, 8:20:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7206, top5_acc: 0.9419, loss_cls: 2.8388, loss: 2.8388 +2023-12-23 19:48:08,287 - pyskl - INFO - Epoch [21][800/3405] lr: 2.389e-02, eta: 1 day, 8:20:27, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9300, loss_cls: 2.8794, loss: 2.8794 +2023-12-23 19:48:33,778 - pyskl - INFO - Epoch [21][900/3405] lr: 2.389e-02, eta: 1 day, 8:19:55, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9375, loss_cls: 2.8362, loss: 2.8362 +2023-12-23 19:48:59,188 - pyskl - INFO - Epoch [21][1000/3405] lr: 2.389e-02, eta: 1 day, 8:19:23, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7025, top5_acc: 0.9381, loss_cls: 2.8767, loss: 2.8767 +2023-12-23 19:49:24,614 - pyskl - INFO - Epoch [21][1100/3405] lr: 2.388e-02, eta: 1 day, 8:18:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9487, loss_cls: 2.8023, loss: 2.8023 +2023-12-23 19:49:49,863 - pyskl - INFO - Epoch [21][1200/3405] lr: 2.388e-02, eta: 1 day, 8:18:17, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9394, loss_cls: 2.8268, loss: 2.8268 +2023-12-23 19:50:15,123 - pyskl - INFO - Epoch [21][1300/3405] lr: 2.388e-02, eta: 1 day, 8:17:44, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9425, loss_cls: 2.8446, loss: 2.8446 +2023-12-23 19:50:40,470 - pyskl - INFO - Epoch [21][1400/3405] lr: 2.388e-02, eta: 1 day, 8:17:11, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7212, top5_acc: 0.9400, loss_cls: 2.8354, loss: 2.8354 +2023-12-23 19:51:05,858 - pyskl - INFO - Epoch [21][1500/3405] lr: 2.387e-02, eta: 1 day, 8:16:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7081, top5_acc: 0.9363, loss_cls: 2.8967, loss: 2.8967 +2023-12-23 19:51:31,277 - pyskl - INFO - Epoch [21][1600/3405] lr: 2.387e-02, eta: 1 day, 8:16:07, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9487, loss_cls: 2.8170, loss: 2.8170 +2023-12-23 19:51:56,637 - pyskl - INFO - Epoch [21][1700/3405] lr: 2.387e-02, eta: 1 day, 8:15:34, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7175, top5_acc: 0.9375, loss_cls: 2.8391, loss: 2.8391 +2023-12-23 19:52:21,925 - pyskl - INFO - Epoch [21][1800/3405] lr: 2.386e-02, eta: 1 day, 8:15:01, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9381, loss_cls: 2.8244, loss: 2.8244 +2023-12-23 19:52:47,315 - pyskl - INFO - Epoch [21][1900/3405] lr: 2.386e-02, eta: 1 day, 8:14:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7181, top5_acc: 0.9381, loss_cls: 2.8468, loss: 2.8468 +2023-12-23 19:53:12,758 - pyskl - INFO - Epoch [21][2000/3405] lr: 2.386e-02, eta: 1 day, 8:13:57, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7087, top5_acc: 0.9337, loss_cls: 2.8884, loss: 2.8884 +2023-12-23 19:53:38,162 - pyskl - INFO - Epoch [21][2100/3405] lr: 2.385e-02, eta: 1 day, 8:13:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9337, loss_cls: 2.8564, loss: 2.8564 +2023-12-23 19:54:03,533 - pyskl - INFO - Epoch [21][2200/3405] lr: 2.385e-02, eta: 1 day, 8:12:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9606, loss_cls: 2.7623, loss: 2.7623 +2023-12-23 19:54:29,253 - pyskl - INFO - Epoch [21][2300/3405] lr: 2.385e-02, eta: 1 day, 8:12:22, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9431, loss_cls: 2.8518, loss: 2.8518 +2023-12-23 19:54:54,737 - pyskl - INFO - Epoch [21][2400/3405] lr: 2.384e-02, eta: 1 day, 8:11:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7169, top5_acc: 0.9413, loss_cls: 2.8854, loss: 2.8854 +2023-12-23 19:55:20,151 - pyskl - INFO - Epoch [21][2500/3405] lr: 2.384e-02, eta: 1 day, 8:11:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9344, loss_cls: 2.8663, loss: 2.8663 +2023-12-23 19:55:45,601 - pyskl - INFO - Epoch [21][2600/3405] lr: 2.384e-02, eta: 1 day, 8:10:47, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7244, top5_acc: 0.9431, loss_cls: 2.8171, loss: 2.8171 +2023-12-23 19:56:11,348 - pyskl - INFO - Epoch [21][2700/3405] lr: 2.383e-02, eta: 1 day, 8:10:17, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7037, top5_acc: 0.9481, loss_cls: 2.8376, loss: 2.8376 +2023-12-23 19:56:36,862 - pyskl - INFO - Epoch [21][2800/3405] lr: 2.383e-02, eta: 1 day, 8:09:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9437, loss_cls: 2.8232, loss: 2.8232 +2023-12-23 19:57:02,188 - pyskl - INFO - Epoch [21][2900/3405] lr: 2.383e-02, eta: 1 day, 8:09:13, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7019, top5_acc: 0.9375, loss_cls: 2.8832, loss: 2.8832 +2023-12-23 19:57:27,546 - pyskl - INFO - Epoch [21][3000/3405] lr: 2.382e-02, eta: 1 day, 8:08:41, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7181, top5_acc: 0.9469, loss_cls: 2.8423, loss: 2.8423 +2023-12-23 19:57:52,857 - pyskl - INFO - Epoch [21][3100/3405] lr: 2.382e-02, eta: 1 day, 8:08:08, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9394, loss_cls: 2.8329, loss: 2.8329 +2023-12-23 19:58:18,122 - pyskl - INFO - Epoch [21][3200/3405] lr: 2.382e-02, eta: 1 day, 8:07:35, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6981, top5_acc: 0.9275, loss_cls: 2.9306, loss: 2.9306 +2023-12-23 19:58:43,811 - pyskl - INFO - Epoch [21][3300/3405] lr: 2.381e-02, eta: 1 day, 8:07:05, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7469, top5_acc: 0.9437, loss_cls: 2.7961, loss: 2.7961 +2023-12-23 19:59:09,627 - pyskl - INFO - Epoch [21][3400/3405] lr: 2.381e-02, eta: 1 day, 8:06:36, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9600, loss_cls: 2.7405, loss: 2.7405 +2023-12-23 19:59:11,925 - pyskl - INFO - Saving checkpoint at 21 epochs +2023-12-23 20:03:39,525 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 20:03:40,165 - pyskl - INFO - +top1_acc 0.6888 +top5_acc 0.9211 +2023-12-23 20:03:40,191 - pyskl - INFO - Epoch(val) [21][3718] top1_acc: 0.6888, top5_acc: 0.9211 +2023-12-23 20:04:32,547 - pyskl - INFO - Epoch [22][100/3405] lr: 2.381e-02, eta: 1 day, 8:08:40, time: 0.523, data_time: 0.267, memory: 5251, top1_acc: 0.7181, top5_acc: 0.9519, loss_cls: 2.8105, loss: 2.8105 +2023-12-23 20:04:58,044 - pyskl - INFO - Epoch [22][200/3405] lr: 2.380e-02, eta: 1 day, 8:08:08, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9431, loss_cls: 2.7930, loss: 2.7930 +2023-12-23 20:05:24,040 - pyskl - INFO - Epoch [22][300/3405] lr: 2.380e-02, eta: 1 day, 8:07:40, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9437, loss_cls: 2.8087, loss: 2.8087 +2023-12-23 20:05:49,999 - pyskl - INFO - Epoch [22][400/3405] lr: 2.380e-02, eta: 1 day, 8:07:11, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7194, top5_acc: 0.9450, loss_cls: 2.8427, loss: 2.8427 +2023-12-23 20:06:15,383 - pyskl - INFO - Epoch [22][500/3405] lr: 2.379e-02, eta: 1 day, 8:06:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7019, top5_acc: 0.9350, loss_cls: 2.8975, loss: 2.8975 +2023-12-23 20:06:40,685 - pyskl - INFO - Epoch [22][600/3405] lr: 2.379e-02, eta: 1 day, 8:06:06, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9469, loss_cls: 2.8289, loss: 2.8289 +2023-12-23 20:07:06,467 - pyskl - INFO - Epoch [22][700/3405] lr: 2.379e-02, eta: 1 day, 8:05:36, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9413, loss_cls: 2.8486, loss: 2.8486 +2023-12-23 20:07:33,000 - pyskl - INFO - Epoch [22][800/3405] lr: 2.378e-02, eta: 1 day, 8:05:11, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9413, loss_cls: 2.8641, loss: 2.8641 +2023-12-23 20:07:58,704 - pyskl - INFO - Epoch [22][900/3405] lr: 2.378e-02, eta: 1 day, 8:04:41, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9469, loss_cls: 2.7921, loss: 2.7921 +2023-12-23 20:08:24,138 - pyskl - INFO - Epoch [22][1000/3405] lr: 2.378e-02, eta: 1 day, 8:04:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9400, loss_cls: 2.8496, loss: 2.8496 +2023-12-23 20:08:49,396 - pyskl - INFO - Epoch [22][1100/3405] lr: 2.377e-02, eta: 1 day, 8:03:36, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9475, loss_cls: 2.7959, loss: 2.7959 +2023-12-23 20:09:14,690 - pyskl - INFO - Epoch [22][1200/3405] lr: 2.377e-02, eta: 1 day, 8:03:03, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9481, loss_cls: 2.7550, loss: 2.7550 +2023-12-23 20:09:39,958 - pyskl - INFO - Epoch [22][1300/3405] lr: 2.377e-02, eta: 1 day, 8:02:30, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9387, loss_cls: 2.8283, loss: 2.8283 +2023-12-23 20:10:05,202 - pyskl - INFO - Epoch [22][1400/3405] lr: 2.376e-02, eta: 1 day, 8:01:57, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7238, top5_acc: 0.9419, loss_cls: 2.8269, loss: 2.8269 +2023-12-23 20:10:30,422 - pyskl - INFO - Epoch [22][1500/3405] lr: 2.376e-02, eta: 1 day, 8:01:24, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7081, top5_acc: 0.9325, loss_cls: 2.8848, loss: 2.8848 +2023-12-23 20:10:55,892 - pyskl - INFO - Epoch [22][1600/3405] lr: 2.376e-02, eta: 1 day, 8:00:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9494, loss_cls: 2.8118, loss: 2.8118 +2023-12-23 20:11:21,764 - pyskl - INFO - Epoch [22][1700/3405] lr: 2.375e-02, eta: 1 day, 8:00:24, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7150, top5_acc: 0.9313, loss_cls: 2.8628, loss: 2.8628 +2023-12-23 20:11:47,071 - pyskl - INFO - Epoch [22][1800/3405] lr: 2.375e-02, eta: 1 day, 7:59:51, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7125, top5_acc: 0.9363, loss_cls: 2.8556, loss: 2.8556 +2023-12-23 20:12:12,304 - pyskl - INFO - Epoch [22][1900/3405] lr: 2.375e-02, eta: 1 day, 7:59:18, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7137, top5_acc: 0.9437, loss_cls: 2.8578, loss: 2.8578 +2023-12-23 20:12:37,537 - pyskl - INFO - Epoch [22][2000/3405] lr: 2.374e-02, eta: 1 day, 7:58:46, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9387, loss_cls: 2.8411, loss: 2.8411 +2023-12-23 20:13:02,779 - pyskl - INFO - Epoch [22][2100/3405] lr: 2.374e-02, eta: 1 day, 7:58:13, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9363, loss_cls: 2.8621, loss: 2.8621 +2023-12-23 20:13:28,048 - pyskl - INFO - Epoch [22][2200/3405] lr: 2.374e-02, eta: 1 day, 7:57:40, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7106, top5_acc: 0.9469, loss_cls: 2.8217, loss: 2.8217 +2023-12-23 20:13:53,943 - pyskl - INFO - Epoch [22][2300/3405] lr: 2.373e-02, eta: 1 day, 7:57:11, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7106, top5_acc: 0.9325, loss_cls: 2.8833, loss: 2.8833 +2023-12-23 20:14:20,341 - pyskl - INFO - Epoch [22][2400/3405] lr: 2.373e-02, eta: 1 day, 7:56:45, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.7238, top5_acc: 0.9494, loss_cls: 2.8066, loss: 2.8066 +2023-12-23 20:14:46,061 - pyskl - INFO - Epoch [22][2500/3405] lr: 2.373e-02, eta: 1 day, 7:56:15, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9375, loss_cls: 2.7725, loss: 2.7725 +2023-12-23 20:15:11,972 - pyskl - INFO - Epoch [22][2600/3405] lr: 2.372e-02, eta: 1 day, 7:55:47, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9381, loss_cls: 2.8288, loss: 2.8288 +2023-12-23 20:15:38,251 - pyskl - INFO - Epoch [22][2700/3405] lr: 2.372e-02, eta: 1 day, 7:55:20, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.7087, top5_acc: 0.9444, loss_cls: 2.8256, loss: 2.8256 +2023-12-23 20:16:04,432 - pyskl - INFO - Epoch [22][2800/3405] lr: 2.372e-02, eta: 1 day, 7:54:53, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9425, loss_cls: 2.8289, loss: 2.8289 +2023-12-23 20:16:30,290 - pyskl - INFO - Epoch [22][2900/3405] lr: 2.371e-02, eta: 1 day, 7:54:24, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9587, loss_cls: 2.7756, loss: 2.7756 +2023-12-23 20:16:56,134 - pyskl - INFO - Epoch [22][3000/3405] lr: 2.371e-02, eta: 1 day, 7:53:55, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9500, loss_cls: 2.8308, loss: 2.8308 +2023-12-23 20:17:21,597 - pyskl - INFO - Epoch [22][3100/3405] lr: 2.371e-02, eta: 1 day, 7:53:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9475, loss_cls: 2.7768, loss: 2.7768 +2023-12-23 20:17:47,459 - pyskl - INFO - Epoch [22][3200/3405] lr: 2.370e-02, eta: 1 day, 7:52:54, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9469, loss_cls: 2.8067, loss: 2.8067 +2023-12-23 20:18:13,275 - pyskl - INFO - Epoch [22][3300/3405] lr: 2.370e-02, eta: 1 day, 7:52:25, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9481, loss_cls: 2.7797, loss: 2.7797 +2023-12-23 20:18:39,007 - pyskl - INFO - Epoch [22][3400/3405] lr: 2.370e-02, eta: 1 day, 7:51:55, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9413, loss_cls: 2.8286, loss: 2.8286 +2023-12-23 20:18:40,994 - pyskl - INFO - Saving checkpoint at 22 epochs +2023-12-23 20:23:10,052 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 20:23:10,660 - pyskl - INFO - +top1_acc 0.7064 +top5_acc 0.9294 +2023-12-23 20:23:10,665 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_20.pth was removed +2023-12-23 20:23:10,888 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. +2023-12-23 20:23:10,890 - pyskl - INFO - Best top1_acc is 0.7064 at 22 epoch. +2023-12-23 20:23:10,916 - pyskl - INFO - Epoch(val) [22][3718] top1_acc: 0.7064, top5_acc: 0.9294 +2023-12-23 20:24:03,754 - pyskl - INFO - Epoch [23][100/3405] lr: 2.369e-02, eta: 1 day, 7:53:54, time: 0.528, data_time: 0.270, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9500, loss_cls: 2.7848, loss: 2.7848 +2023-12-23 20:24:29,793 - pyskl - INFO - Epoch [23][200/3405] lr: 2.369e-02, eta: 1 day, 7:53:26, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9475, loss_cls: 2.7016, loss: 2.7016 +2023-12-23 20:24:55,936 - pyskl - INFO - Epoch [23][300/3405] lr: 2.369e-02, eta: 1 day, 7:52:58, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9450, loss_cls: 2.7906, loss: 2.7906 +2023-12-23 20:25:21,675 - pyskl - INFO - Epoch [23][400/3405] lr: 2.368e-02, eta: 1 day, 7:52:28, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9450, loss_cls: 2.8261, loss: 2.8261 +2023-12-23 20:25:47,092 - pyskl - INFO - Epoch [23][500/3405] lr: 2.368e-02, eta: 1 day, 7:51:57, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6987, top5_acc: 0.9400, loss_cls: 2.8924, loss: 2.8924 +2023-12-23 20:26:12,350 - pyskl - INFO - Epoch [23][600/3405] lr: 2.368e-02, eta: 1 day, 7:51:24, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9519, loss_cls: 2.8035, loss: 2.8035 +2023-12-23 20:26:37,560 - pyskl - INFO - Epoch [23][700/3405] lr: 2.367e-02, eta: 1 day, 7:50:51, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7238, top5_acc: 0.9513, loss_cls: 2.8186, loss: 2.8186 +2023-12-23 20:27:02,760 - pyskl - INFO - Epoch [23][800/3405] lr: 2.367e-02, eta: 1 day, 7:50:18, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9337, loss_cls: 2.8475, loss: 2.8475 +2023-12-23 20:27:28,007 - pyskl - INFO - Epoch [23][900/3405] lr: 2.367e-02, eta: 1 day, 7:49:45, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7244, top5_acc: 0.9437, loss_cls: 2.8217, loss: 2.8217 +2023-12-23 20:27:53,243 - pyskl - INFO - Epoch [23][1000/3405] lr: 2.366e-02, eta: 1 day, 7:49:13, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7206, top5_acc: 0.9381, loss_cls: 2.8294, loss: 2.8294 +2023-12-23 20:28:18,464 - pyskl - INFO - Epoch [23][1100/3405] lr: 2.366e-02, eta: 1 day, 7:48:40, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7063, top5_acc: 0.9450, loss_cls: 2.8652, loss: 2.8652 +2023-12-23 20:28:43,695 - pyskl - INFO - Epoch [23][1200/3405] lr: 2.366e-02, eta: 1 day, 7:48:07, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9381, loss_cls: 2.8398, loss: 2.8398 +2023-12-23 20:29:08,912 - pyskl - INFO - Epoch [23][1300/3405] lr: 2.365e-02, eta: 1 day, 7:47:34, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7319, top5_acc: 0.9519, loss_cls: 2.8166, loss: 2.8166 +2023-12-23 20:29:34,118 - pyskl - INFO - Epoch [23][1400/3405] lr: 2.365e-02, eta: 1 day, 7:47:02, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9487, loss_cls: 2.7778, loss: 2.7778 +2023-12-23 20:29:59,368 - pyskl - INFO - Epoch [23][1500/3405] lr: 2.364e-02, eta: 1 day, 7:46:29, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7238, top5_acc: 0.9450, loss_cls: 2.8116, loss: 2.8116 +2023-12-23 20:30:24,546 - pyskl - INFO - Epoch [23][1600/3405] lr: 2.364e-02, eta: 1 day, 7:45:56, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7244, top5_acc: 0.9469, loss_cls: 2.7959, loss: 2.7959 +2023-12-23 20:30:49,723 - pyskl - INFO - Epoch [23][1700/3405] lr: 2.364e-02, eta: 1 day, 7:45:23, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7100, top5_acc: 0.9419, loss_cls: 2.8189, loss: 2.8189 +2023-12-23 20:31:15,075 - pyskl - INFO - Epoch [23][1800/3405] lr: 2.363e-02, eta: 1 day, 7:44:51, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9394, loss_cls: 2.8192, loss: 2.8192 +2023-12-23 20:31:40,582 - pyskl - INFO - Epoch [23][1900/3405] lr: 2.363e-02, eta: 1 day, 7:44:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7194, top5_acc: 0.9400, loss_cls: 2.8409, loss: 2.8409 +2023-12-23 20:32:05,949 - pyskl - INFO - Epoch [23][2000/3405] lr: 2.363e-02, eta: 1 day, 7:43:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7212, top5_acc: 0.9469, loss_cls: 2.8229, loss: 2.8229 +2023-12-23 20:32:31,353 - pyskl - INFO - Epoch [23][2100/3405] lr: 2.362e-02, eta: 1 day, 7:43:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7081, top5_acc: 0.9400, loss_cls: 2.8601, loss: 2.8601 +2023-12-23 20:32:56,944 - pyskl - INFO - Epoch [23][2200/3405] lr: 2.362e-02, eta: 1 day, 7:42:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7106, top5_acc: 0.9356, loss_cls: 2.8934, loss: 2.8934 +2023-12-23 20:33:22,785 - pyskl - INFO - Epoch [23][2300/3405] lr: 2.362e-02, eta: 1 day, 7:42:18, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9406, loss_cls: 2.8343, loss: 2.8343 +2023-12-23 20:33:48,536 - pyskl - INFO - Epoch [23][2400/3405] lr: 2.361e-02, eta: 1 day, 7:41:48, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9469, loss_cls: 2.7618, loss: 2.7618 +2023-12-23 20:34:15,217 - pyskl - INFO - Epoch [23][2500/3405] lr: 2.361e-02, eta: 1 day, 7:41:24, time: 0.267, data_time: 0.000, memory: 5251, top1_acc: 0.7319, top5_acc: 0.9481, loss_cls: 2.8103, loss: 2.8103 +2023-12-23 20:34:41,415 - pyskl - INFO - Epoch [23][2600/3405] lr: 2.361e-02, eta: 1 day, 7:40:57, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.7081, top5_acc: 0.9344, loss_cls: 2.9203, loss: 2.9203 +2023-12-23 20:35:07,107 - pyskl - INFO - Epoch [23][2700/3405] lr: 2.360e-02, eta: 1 day, 7:40:27, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7081, top5_acc: 0.9381, loss_cls: 2.8567, loss: 2.8567 +2023-12-23 20:35:32,923 - pyskl - INFO - Epoch [23][2800/3405] lr: 2.360e-02, eta: 1 day, 7:39:58, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9437, loss_cls: 2.8280, loss: 2.8280 +2023-12-23 20:35:58,736 - pyskl - INFO - Epoch [23][2900/3405] lr: 2.360e-02, eta: 1 day, 7:39:28, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9456, loss_cls: 2.7718, loss: 2.7718 +2023-12-23 20:36:24,533 - pyskl - INFO - Epoch [23][3000/3405] lr: 2.359e-02, eta: 1 day, 7:38:59, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7194, top5_acc: 0.9469, loss_cls: 2.8391, loss: 2.8391 +2023-12-23 20:36:50,087 - pyskl - INFO - Epoch [23][3100/3405] lr: 2.359e-02, eta: 1 day, 7:38:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7181, top5_acc: 0.9387, loss_cls: 2.8510, loss: 2.8510 +2023-12-23 20:37:16,190 - pyskl - INFO - Epoch [23][3200/3405] lr: 2.358e-02, eta: 1 day, 7:38:01, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9456, loss_cls: 2.7901, loss: 2.7901 +2023-12-23 20:37:42,013 - pyskl - INFO - Epoch [23][3300/3405] lr: 2.358e-02, eta: 1 day, 7:37:32, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9387, loss_cls: 2.7975, loss: 2.7975 +2023-12-23 20:38:08,280 - pyskl - INFO - Epoch [23][3400/3405] lr: 2.358e-02, eta: 1 day, 7:37:05, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.7219, top5_acc: 0.9431, loss_cls: 2.8489, loss: 2.8489 +2023-12-23 20:38:10,482 - pyskl - INFO - Saving checkpoint at 23 epochs +2023-12-23 20:42:41,018 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 20:42:41,629 - pyskl - INFO - +top1_acc 0.7031 +top5_acc 0.9292 +2023-12-23 20:42:41,654 - pyskl - INFO - Epoch(val) [23][3718] top1_acc: 0.7031, top5_acc: 0.9292 +2023-12-23 20:43:34,446 - pyskl - INFO - Epoch [24][100/3405] lr: 2.357e-02, eta: 1 day, 7:38:56, time: 0.528, data_time: 0.272, memory: 5251, top1_acc: 0.7219, top5_acc: 0.9463, loss_cls: 2.8161, loss: 2.8161 +2023-12-23 20:43:59,734 - pyskl - INFO - Epoch [24][200/3405] lr: 2.357e-02, eta: 1 day, 7:38:24, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9563, loss_cls: 2.7017, loss: 2.7017 +2023-12-23 20:44:25,626 - pyskl - INFO - Epoch [24][300/3405] lr: 2.357e-02, eta: 1 day, 7:37:55, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9419, loss_cls: 2.8125, loss: 2.8125 +2023-12-23 20:44:51,684 - pyskl - INFO - Epoch [24][400/3405] lr: 2.356e-02, eta: 1 day, 7:37:27, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9537, loss_cls: 2.7171, loss: 2.7171 +2023-12-23 20:45:17,359 - pyskl - INFO - Epoch [24][500/3405] lr: 2.356e-02, eta: 1 day, 7:36:57, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9437, loss_cls: 2.8274, loss: 2.8274 +2023-12-23 20:45:42,617 - pyskl - INFO - Epoch [24][600/3405] lr: 2.356e-02, eta: 1 day, 7:36:25, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9469, loss_cls: 2.7737, loss: 2.7737 +2023-12-23 20:46:07,830 - pyskl - INFO - Epoch [24][700/3405] lr: 2.355e-02, eta: 1 day, 7:35:52, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7144, top5_acc: 0.9487, loss_cls: 2.8336, loss: 2.8336 +2023-12-23 20:46:33,044 - pyskl - INFO - Epoch [24][800/3405] lr: 2.355e-02, eta: 1 day, 7:35:20, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9487, loss_cls: 2.7569, loss: 2.7569 +2023-12-23 20:46:58,227 - pyskl - INFO - Epoch [24][900/3405] lr: 2.355e-02, eta: 1 day, 7:34:47, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9500, loss_cls: 2.7556, loss: 2.7556 +2023-12-23 20:47:23,467 - pyskl - INFO - Epoch [24][1000/3405] lr: 2.354e-02, eta: 1 day, 7:34:15, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9494, loss_cls: 2.8041, loss: 2.8041 +2023-12-23 20:47:48,679 - pyskl - INFO - Epoch [24][1100/3405] lr: 2.354e-02, eta: 1 day, 7:33:42, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9387, loss_cls: 2.8616, loss: 2.8616 +2023-12-23 20:48:14,312 - pyskl - INFO - Epoch [24][1200/3405] lr: 2.353e-02, eta: 1 day, 7:33:12, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9450, loss_cls: 2.7963, loss: 2.7963 +2023-12-23 20:48:39,867 - pyskl - INFO - Epoch [24][1300/3405] lr: 2.353e-02, eta: 1 day, 7:32:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9375, loss_cls: 2.7750, loss: 2.7750 +2023-12-23 20:49:05,271 - pyskl - INFO - Epoch [24][1400/3405] lr: 2.353e-02, eta: 1 day, 7:32:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9463, loss_cls: 2.7801, loss: 2.7801 +2023-12-23 20:49:30,721 - pyskl - INFO - Epoch [24][1500/3405] lr: 2.352e-02, eta: 1 day, 7:31:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9494, loss_cls: 2.7471, loss: 2.7471 +2023-12-23 20:49:56,143 - pyskl - INFO - Epoch [24][1600/3405] lr: 2.352e-02, eta: 1 day, 7:31:08, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9450, loss_cls: 2.8175, loss: 2.8175 +2023-12-23 20:50:21,458 - pyskl - INFO - Epoch [24][1700/3405] lr: 2.352e-02, eta: 1 day, 7:30:36, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7119, top5_acc: 0.9375, loss_cls: 2.8583, loss: 2.8583 +2023-12-23 20:50:47,072 - pyskl - INFO - Epoch [24][1800/3405] lr: 2.351e-02, eta: 1 day, 7:30:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9444, loss_cls: 2.8138, loss: 2.8138 +2023-12-23 20:51:13,785 - pyskl - INFO - Epoch [24][1900/3405] lr: 2.351e-02, eta: 1 day, 7:29:41, time: 0.267, data_time: 0.000, memory: 5251, top1_acc: 0.7238, top5_acc: 0.9406, loss_cls: 2.8118, loss: 2.8118 +2023-12-23 20:51:40,505 - pyskl - INFO - Epoch [24][2000/3405] lr: 2.351e-02, eta: 1 day, 7:29:17, time: 0.267, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9525, loss_cls: 2.7973, loss: 2.7973 +2023-12-23 20:52:07,261 - pyskl - INFO - Epoch [24][2100/3405] lr: 2.350e-02, eta: 1 day, 7:28:53, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9375, loss_cls: 2.7736, loss: 2.7736 +2023-12-23 20:52:32,852 - pyskl - INFO - Epoch [24][2200/3405] lr: 2.350e-02, eta: 1 day, 7:28:22, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7244, top5_acc: 0.9431, loss_cls: 2.8030, loss: 2.8030 +2023-12-23 20:52:58,336 - pyskl - INFO - Epoch [24][2300/3405] lr: 2.349e-02, eta: 1 day, 7:27:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9431, loss_cls: 2.8180, loss: 2.8180 +2023-12-23 20:53:23,769 - pyskl - INFO - Epoch [24][2400/3405] lr: 2.349e-02, eta: 1 day, 7:27:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7113, top5_acc: 0.9431, loss_cls: 2.8543, loss: 2.8543 +2023-12-23 20:53:49,277 - pyskl - INFO - Epoch [24][2500/3405] lr: 2.349e-02, eta: 1 day, 7:26:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9444, loss_cls: 2.8272, loss: 2.8272 +2023-12-23 20:54:15,210 - pyskl - INFO - Epoch [24][2600/3405] lr: 2.348e-02, eta: 1 day, 7:26:21, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9425, loss_cls: 2.7729, loss: 2.7729 +2023-12-23 20:54:40,924 - pyskl - INFO - Epoch [24][2700/3405] lr: 2.348e-02, eta: 1 day, 7:25:52, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9419, loss_cls: 2.8411, loss: 2.8411 +2023-12-23 20:55:06,626 - pyskl - INFO - Epoch [24][2800/3405] lr: 2.348e-02, eta: 1 day, 7:25:22, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9519, loss_cls: 2.7686, loss: 2.7686 +2023-12-23 20:55:31,987 - pyskl - INFO - Epoch [24][2900/3405] lr: 2.347e-02, eta: 1 day, 7:24:51, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9475, loss_cls: 2.8039, loss: 2.8039 +2023-12-23 20:55:57,918 - pyskl - INFO - Epoch [24][3000/3405] lr: 2.347e-02, eta: 1 day, 7:24:22, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7075, top5_acc: 0.9406, loss_cls: 2.8628, loss: 2.8628 +2023-12-23 20:56:23,563 - pyskl - INFO - Epoch [24][3100/3405] lr: 2.347e-02, eta: 1 day, 7:23:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7244, top5_acc: 0.9387, loss_cls: 2.8271, loss: 2.8271 +2023-12-23 20:56:49,598 - pyskl - INFO - Epoch [24][3200/3405] lr: 2.346e-02, eta: 1 day, 7:23:24, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9437, loss_cls: 2.8220, loss: 2.8220 +2023-12-23 20:57:15,312 - pyskl - INFO - Epoch [24][3300/3405] lr: 2.346e-02, eta: 1 day, 7:22:55, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9437, loss_cls: 2.8313, loss: 2.8313 +2023-12-23 20:57:41,373 - pyskl - INFO - Epoch [24][3400/3405] lr: 2.345e-02, eta: 1 day, 7:22:27, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9381, loss_cls: 2.8019, loss: 2.8019 +2023-12-23 20:57:43,362 - pyskl - INFO - Saving checkpoint at 24 epochs +2023-12-23 21:02:12,622 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 21:02:13,237 - pyskl - INFO - +top1_acc 0.7068 +top5_acc 0.9335 +2023-12-23 21:02:13,242 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_22.pth was removed +2023-12-23 21:02:13,470 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_24.pth. +2023-12-23 21:02:13,471 - pyskl - INFO - Best top1_acc is 0.7068 at 24 epoch. +2023-12-23 21:02:13,498 - pyskl - INFO - Epoch(val) [24][3718] top1_acc: 0.7068, top5_acc: 0.9335 +2023-12-23 21:03:05,751 - pyskl - INFO - Epoch [25][100/3405] lr: 2.345e-02, eta: 1 day, 7:24:08, time: 0.522, data_time: 0.270, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9525, loss_cls: 2.7703, loss: 2.7703 +2023-12-23 21:03:31,374 - pyskl - INFO - Epoch [25][200/3405] lr: 2.345e-02, eta: 1 day, 7:23:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9556, loss_cls: 2.7199, loss: 2.7199 +2023-12-23 21:03:57,518 - pyskl - INFO - Epoch [25][300/3405] lr: 2.344e-02, eta: 1 day, 7:23:11, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9481, loss_cls: 2.8166, loss: 2.8166 +2023-12-23 21:04:23,465 - pyskl - INFO - Epoch [25][400/3405] lr: 2.344e-02, eta: 1 day, 7:22:42, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9519, loss_cls: 2.8089, loss: 2.8089 +2023-12-23 21:04:49,085 - pyskl - INFO - Epoch [25][500/3405] lr: 2.344e-02, eta: 1 day, 7:22:12, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9500, loss_cls: 2.7556, loss: 2.7556 +2023-12-23 21:05:14,877 - pyskl - INFO - Epoch [25][600/3405] lr: 2.343e-02, eta: 1 day, 7:21:43, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9456, loss_cls: 2.7672, loss: 2.7672 +2023-12-23 21:05:40,339 - pyskl - INFO - Epoch [25][700/3405] lr: 2.343e-02, eta: 1 day, 7:21:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9544, loss_cls: 2.7576, loss: 2.7576 +2023-12-23 21:06:05,707 - pyskl - INFO - Epoch [25][800/3405] lr: 2.342e-02, eta: 1 day, 7:20:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9394, loss_cls: 2.8300, loss: 2.8300 +2023-12-23 21:06:31,121 - pyskl - INFO - Epoch [25][900/3405] lr: 2.342e-02, eta: 1 day, 7:20:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7037, top5_acc: 0.9294, loss_cls: 2.8853, loss: 2.8853 +2023-12-23 21:06:56,518 - pyskl - INFO - Epoch [25][1000/3405] lr: 2.342e-02, eta: 1 day, 7:19:38, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7169, top5_acc: 0.9337, loss_cls: 2.8680, loss: 2.8680 +2023-12-23 21:07:22,022 - pyskl - INFO - Epoch [25][1100/3405] lr: 2.341e-02, eta: 1 day, 7:19:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9513, loss_cls: 2.8218, loss: 2.8218 +2023-12-23 21:07:47,486 - pyskl - INFO - Epoch [25][1200/3405] lr: 2.341e-02, eta: 1 day, 7:18:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7269, top5_acc: 0.9475, loss_cls: 2.7913, loss: 2.7913 +2023-12-23 21:08:13,020 - pyskl - INFO - Epoch [25][1300/3405] lr: 2.341e-02, eta: 1 day, 7:18:06, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9487, loss_cls: 2.7873, loss: 2.7873 +2023-12-23 21:08:38,645 - pyskl - INFO - Epoch [25][1400/3405] lr: 2.340e-02, eta: 1 day, 7:17:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9475, loss_cls: 2.7824, loss: 2.7824 +2023-12-23 21:09:04,000 - pyskl - INFO - Epoch [25][1500/3405] lr: 2.340e-02, eta: 1 day, 7:17:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9425, loss_cls: 2.8198, loss: 2.8198 +2023-12-23 21:09:29,247 - pyskl - INFO - Epoch [25][1600/3405] lr: 2.339e-02, eta: 1 day, 7:16:32, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9513, loss_cls: 2.7655, loss: 2.7655 +2023-12-23 21:09:54,658 - pyskl - INFO - Epoch [25][1700/3405] lr: 2.339e-02, eta: 1 day, 7:16:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9506, loss_cls: 2.7110, loss: 2.7110 +2023-12-23 21:10:20,242 - pyskl - INFO - Epoch [25][1800/3405] lr: 2.339e-02, eta: 1 day, 7:15:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7181, top5_acc: 0.9419, loss_cls: 2.8520, loss: 2.8520 +2023-12-23 21:10:45,706 - pyskl - INFO - Epoch [25][1900/3405] lr: 2.338e-02, eta: 1 day, 7:15:00, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9531, loss_cls: 2.8046, loss: 2.8046 +2023-12-23 21:11:11,006 - pyskl - INFO - Epoch [25][2000/3405] lr: 2.338e-02, eta: 1 day, 7:14:28, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7181, top5_acc: 0.9450, loss_cls: 2.8310, loss: 2.8310 +2023-12-23 21:11:36,736 - pyskl - INFO - Epoch [25][2100/3405] lr: 2.338e-02, eta: 1 day, 7:13:59, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9481, loss_cls: 2.7764, loss: 2.7764 +2023-12-23 21:12:02,512 - pyskl - INFO - Epoch [25][2200/3405] lr: 2.337e-02, eta: 1 day, 7:13:30, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9387, loss_cls: 2.8212, loss: 2.8212 +2023-12-23 21:12:27,997 - pyskl - INFO - Epoch [25][2300/3405] lr: 2.337e-02, eta: 1 day, 7:12:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7206, top5_acc: 0.9375, loss_cls: 2.8332, loss: 2.8332 +2023-12-23 21:12:53,581 - pyskl - INFO - Epoch [25][2400/3405] lr: 2.336e-02, eta: 1 day, 7:12:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7244, top5_acc: 0.9350, loss_cls: 2.8721, loss: 2.8721 +2023-12-23 21:13:19,172 - pyskl - INFO - Epoch [25][2500/3405] lr: 2.336e-02, eta: 1 day, 7:11:59, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9406, loss_cls: 2.8060, loss: 2.8060 +2023-12-23 21:13:45,387 - pyskl - INFO - Epoch [25][2600/3405] lr: 2.336e-02, eta: 1 day, 7:11:32, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9513, loss_cls: 2.7716, loss: 2.7716 +2023-12-23 21:14:11,440 - pyskl - INFO - Epoch [25][2700/3405] lr: 2.335e-02, eta: 1 day, 7:11:04, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9419, loss_cls: 2.7594, loss: 2.7594 +2023-12-23 21:14:37,224 - pyskl - INFO - Epoch [25][2800/3405] lr: 2.335e-02, eta: 1 day, 7:10:35, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7244, top5_acc: 0.9369, loss_cls: 2.8406, loss: 2.8406 +2023-12-23 21:15:02,666 - pyskl - INFO - Epoch [25][2900/3405] lr: 2.334e-02, eta: 1 day, 7:10:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9500, loss_cls: 2.8041, loss: 2.8041 +2023-12-23 21:15:28,202 - pyskl - INFO - Epoch [25][3000/3405] lr: 2.334e-02, eta: 1 day, 7:09:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9425, loss_cls: 2.7867, loss: 2.7867 +2023-12-23 21:15:53,882 - pyskl - INFO - Epoch [25][3100/3405] lr: 2.334e-02, eta: 1 day, 7:09:04, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9456, loss_cls: 2.8339, loss: 2.8339 +2023-12-23 21:16:19,527 - pyskl - INFO - Epoch [25][3200/3405] lr: 2.333e-02, eta: 1 day, 7:08:35, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9413, loss_cls: 2.7868, loss: 2.7868 +2023-12-23 21:16:45,602 - pyskl - INFO - Epoch [25][3300/3405] lr: 2.333e-02, eta: 1 day, 7:08:07, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7144, top5_acc: 0.9456, loss_cls: 2.8344, loss: 2.8344 +2023-12-23 21:17:11,486 - pyskl - INFO - Epoch [25][3400/3405] lr: 2.333e-02, eta: 1 day, 7:07:38, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9506, loss_cls: 2.7324, loss: 2.7324 +2023-12-23 21:17:13,434 - pyskl - INFO - Saving checkpoint at 25 epochs +2023-12-23 21:21:44,289 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 21:21:44,900 - pyskl - INFO - +top1_acc 0.6984 +top5_acc 0.9281 +2023-12-23 21:21:44,928 - pyskl - INFO - Epoch(val) [25][3718] top1_acc: 0.6984, top5_acc: 0.9281 +2023-12-23 21:22:38,265 - pyskl - INFO - Epoch [26][100/3405] lr: 2.332e-02, eta: 1 day, 7:09:19, time: 0.533, data_time: 0.276, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9500, loss_cls: 2.7548, loss: 2.7548 +2023-12-23 21:23:03,916 - pyskl - INFO - Epoch [26][200/3405] lr: 2.332e-02, eta: 1 day, 7:08:49, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7219, top5_acc: 0.9544, loss_cls: 2.7879, loss: 2.7879 +2023-12-23 21:23:30,039 - pyskl - INFO - Epoch [26][300/3405] lr: 2.331e-02, eta: 1 day, 7:08:22, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9450, loss_cls: 2.8078, loss: 2.8078 +2023-12-23 21:23:55,936 - pyskl - INFO - Epoch [26][400/3405] lr: 2.331e-02, eta: 1 day, 7:07:53, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9487, loss_cls: 2.7962, loss: 2.7962 +2023-12-23 21:24:21,577 - pyskl - INFO - Epoch [26][500/3405] lr: 2.331e-02, eta: 1 day, 7:07:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9563, loss_cls: 2.7498, loss: 2.7498 +2023-12-23 21:24:47,258 - pyskl - INFO - Epoch [26][600/3405] lr: 2.330e-02, eta: 1 day, 7:06:53, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9500, loss_cls: 2.7688, loss: 2.7688 +2023-12-23 21:25:13,547 - pyskl - INFO - Epoch [26][700/3405] lr: 2.330e-02, eta: 1 day, 7:06:27, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9437, loss_cls: 2.7605, loss: 2.7605 +2023-12-23 21:25:39,106 - pyskl - INFO - Epoch [26][800/3405] lr: 2.329e-02, eta: 1 day, 7:05:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9437, loss_cls: 2.8012, loss: 2.8012 +2023-12-23 21:26:04,651 - pyskl - INFO - Epoch [26][900/3405] lr: 2.329e-02, eta: 1 day, 7:05:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7031, top5_acc: 0.9481, loss_cls: 2.8602, loss: 2.8602 +2023-12-23 21:26:30,352 - pyskl - INFO - Epoch [26][1000/3405] lr: 2.329e-02, eta: 1 day, 7:04:56, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9531, loss_cls: 2.7568, loss: 2.7568 +2023-12-23 21:26:55,827 - pyskl - INFO - Epoch [26][1100/3405] lr: 2.328e-02, eta: 1 day, 7:04:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9356, loss_cls: 2.8145, loss: 2.8145 +2023-12-23 21:27:21,179 - pyskl - INFO - Epoch [26][1200/3405] lr: 2.328e-02, eta: 1 day, 7:03:54, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9519, loss_cls: 2.7665, loss: 2.7665 +2023-12-23 21:27:46,425 - pyskl - INFO - Epoch [26][1300/3405] lr: 2.328e-02, eta: 1 day, 7:03:23, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7244, top5_acc: 0.9519, loss_cls: 2.8190, loss: 2.8190 +2023-12-23 21:28:11,668 - pyskl - INFO - Epoch [26][1400/3405] lr: 2.327e-02, eta: 1 day, 7:02:51, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9425, loss_cls: 2.7867, loss: 2.7867 +2023-12-23 21:28:37,110 - pyskl - INFO - Epoch [26][1500/3405] lr: 2.327e-02, eta: 1 day, 7:02:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7175, top5_acc: 0.9337, loss_cls: 2.8774, loss: 2.8774 +2023-12-23 21:29:02,610 - pyskl - INFO - Epoch [26][1600/3405] lr: 2.326e-02, eta: 1 day, 7:01:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9525, loss_cls: 2.7579, loss: 2.7579 +2023-12-23 21:29:28,219 - pyskl - INFO - Epoch [26][1700/3405] lr: 2.326e-02, eta: 1 day, 7:01:20, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9500, loss_cls: 2.7807, loss: 2.7807 +2023-12-23 21:29:53,552 - pyskl - INFO - Epoch [26][1800/3405] lr: 2.326e-02, eta: 1 day, 7:00:48, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9537, loss_cls: 2.7665, loss: 2.7665 +2023-12-23 21:30:18,927 - pyskl - INFO - Epoch [26][1900/3405] lr: 2.325e-02, eta: 1 day, 7:00:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6981, top5_acc: 0.9419, loss_cls: 2.8704, loss: 2.8704 +2023-12-23 21:30:44,818 - pyskl - INFO - Epoch [26][2000/3405] lr: 2.325e-02, eta: 1 day, 6:59:49, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7106, top5_acc: 0.9350, loss_cls: 2.8681, loss: 2.8681 +2023-12-23 21:31:10,450 - pyskl - INFO - Epoch [26][2100/3405] lr: 2.324e-02, eta: 1 day, 6:59:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9419, loss_cls: 2.7851, loss: 2.7851 +2023-12-23 21:31:35,889 - pyskl - INFO - Epoch [26][2200/3405] lr: 2.324e-02, eta: 1 day, 6:58:48, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9431, loss_cls: 2.8352, loss: 2.8352 +2023-12-23 21:32:01,420 - pyskl - INFO - Epoch [26][2300/3405] lr: 2.324e-02, eta: 1 day, 6:58:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7100, top5_acc: 0.9494, loss_cls: 2.8649, loss: 2.8649 +2023-12-23 21:32:26,992 - pyskl - INFO - Epoch [26][2400/3405] lr: 2.323e-02, eta: 1 day, 6:57:48, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9356, loss_cls: 2.8262, loss: 2.8262 +2023-12-23 21:32:52,959 - pyskl - INFO - Epoch [26][2500/3405] lr: 2.323e-02, eta: 1 day, 6:57:20, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7150, top5_acc: 0.9381, loss_cls: 2.8603, loss: 2.8603 +2023-12-23 21:33:18,594 - pyskl - INFO - Epoch [26][2600/3405] lr: 2.322e-02, eta: 1 day, 6:56:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7150, top5_acc: 0.9481, loss_cls: 2.8488, loss: 2.8488 +2023-12-23 21:33:44,664 - pyskl - INFO - Epoch [26][2700/3405] lr: 2.322e-02, eta: 1 day, 6:56:22, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9494, loss_cls: 2.7842, loss: 2.7842 +2023-12-23 21:34:10,227 - pyskl - INFO - Epoch [26][2800/3405] lr: 2.322e-02, eta: 1 day, 6:55:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9444, loss_cls: 2.7989, loss: 2.7989 +2023-12-23 21:34:35,864 - pyskl - INFO - Epoch [26][2900/3405] lr: 2.321e-02, eta: 1 day, 6:55:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9444, loss_cls: 2.7793, loss: 2.7793 +2023-12-23 21:35:01,725 - pyskl - INFO - Epoch [26][3000/3405] lr: 2.321e-02, eta: 1 day, 6:54:54, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9469, loss_cls: 2.8168, loss: 2.8168 +2023-12-23 21:35:27,454 - pyskl - INFO - Epoch [26][3100/3405] lr: 2.320e-02, eta: 1 day, 6:54:25, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9494, loss_cls: 2.8133, loss: 2.8133 +2023-12-23 21:35:53,132 - pyskl - INFO - Epoch [26][3200/3405] lr: 2.320e-02, eta: 1 day, 6:53:55, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7175, top5_acc: 0.9331, loss_cls: 2.8437, loss: 2.8437 +2023-12-23 21:36:19,024 - pyskl - INFO - Epoch [26][3300/3405] lr: 2.320e-02, eta: 1 day, 6:53:27, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7269, top5_acc: 0.9350, loss_cls: 2.8432, loss: 2.8432 +2023-12-23 21:36:45,181 - pyskl - INFO - Epoch [26][3400/3405] lr: 2.319e-02, eta: 1 day, 6:53:00, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9463, loss_cls: 2.7828, loss: 2.7828 +2023-12-23 21:36:47,311 - pyskl - INFO - Saving checkpoint at 26 epochs +2023-12-23 21:41:16,337 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 21:41:16,988 - pyskl - INFO - +top1_acc 0.7064 +top5_acc 0.9292 +2023-12-23 21:41:17,013 - pyskl - INFO - Epoch(val) [26][3718] top1_acc: 0.7064, top5_acc: 0.9292 +2023-12-23 21:42:09,519 - pyskl - INFO - Epoch [27][100/3405] lr: 2.319e-02, eta: 1 day, 6:54:31, time: 0.525, data_time: 0.274, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9387, loss_cls: 2.8080, loss: 2.8080 +2023-12-23 21:42:35,464 - pyskl - INFO - Epoch [27][200/3405] lr: 2.318e-02, eta: 1 day, 6:54:02, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9456, loss_cls: 2.7786, loss: 2.7786 +2023-12-23 21:43:02,421 - pyskl - INFO - Epoch [27][300/3405] lr: 2.318e-02, eta: 1 day, 6:53:39, time: 0.270, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9525, loss_cls: 2.7207, loss: 2.7207 +2023-12-23 21:43:29,604 - pyskl - INFO - Epoch [27][400/3405] lr: 2.318e-02, eta: 1 day, 6:53:16, time: 0.272, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9494, loss_cls: 2.7867, loss: 2.7867 +2023-12-23 21:43:56,456 - pyskl - INFO - Epoch [27][500/3405] lr: 2.317e-02, eta: 1 day, 6:52:52, time: 0.269, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9437, loss_cls: 2.7922, loss: 2.7922 +2023-12-23 21:44:23,068 - pyskl - INFO - Epoch [27][600/3405] lr: 2.317e-02, eta: 1 day, 6:52:27, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9431, loss_cls: 2.7682, loss: 2.7682 +2023-12-23 21:44:48,688 - pyskl - INFO - Epoch [27][700/3405] lr: 2.316e-02, eta: 1 day, 6:51:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9475, loss_cls: 2.7368, loss: 2.7368 +2023-12-23 21:45:14,224 - pyskl - INFO - Epoch [27][800/3405] lr: 2.316e-02, eta: 1 day, 6:51:27, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9556, loss_cls: 2.7322, loss: 2.7322 +2023-12-23 21:45:39,722 - pyskl - INFO - Epoch [27][900/3405] lr: 2.316e-02, eta: 1 day, 6:50:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7137, top5_acc: 0.9469, loss_cls: 2.8115, loss: 2.8115 +2023-12-23 21:46:05,028 - pyskl - INFO - Epoch [27][1000/3405] lr: 2.315e-02, eta: 1 day, 6:50:25, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9350, loss_cls: 2.8092, loss: 2.8092 +2023-12-23 21:46:30,645 - pyskl - INFO - Epoch [27][1100/3405] lr: 2.315e-02, eta: 1 day, 6:49:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7156, top5_acc: 0.9319, loss_cls: 2.8453, loss: 2.8453 +2023-12-23 21:46:56,376 - pyskl - INFO - Epoch [27][1200/3405] lr: 2.314e-02, eta: 1 day, 6:49:26, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9537, loss_cls: 2.7635, loss: 2.7635 +2023-12-23 21:47:22,301 - pyskl - INFO - Epoch [27][1300/3405] lr: 2.314e-02, eta: 1 day, 6:48:58, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9337, loss_cls: 2.8377, loss: 2.8377 +2023-12-23 21:47:47,999 - pyskl - INFO - Epoch [27][1400/3405] lr: 2.314e-02, eta: 1 day, 6:48:28, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9387, loss_cls: 2.8024, loss: 2.8024 +2023-12-23 21:48:13,247 - pyskl - INFO - Epoch [27][1500/3405] lr: 2.313e-02, eta: 1 day, 6:47:57, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9519, loss_cls: 2.7579, loss: 2.7579 +2023-12-23 21:48:38,618 - pyskl - INFO - Epoch [27][1600/3405] lr: 2.313e-02, eta: 1 day, 6:47:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9413, loss_cls: 2.7880, loss: 2.7880 +2023-12-23 21:49:04,135 - pyskl - INFO - Epoch [27][1700/3405] lr: 2.312e-02, eta: 1 day, 6:46:55, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7206, top5_acc: 0.9306, loss_cls: 2.8635, loss: 2.8635 +2023-12-23 21:49:29,559 - pyskl - INFO - Epoch [27][1800/3405] lr: 2.312e-02, eta: 1 day, 6:46:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9319, loss_cls: 2.8541, loss: 2.8541 +2023-12-23 21:49:54,873 - pyskl - INFO - Epoch [27][1900/3405] lr: 2.312e-02, eta: 1 day, 6:45:54, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9413, loss_cls: 2.7941, loss: 2.7941 +2023-12-23 21:50:20,824 - pyskl - INFO - Epoch [27][2000/3405] lr: 2.311e-02, eta: 1 day, 6:45:25, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7075, top5_acc: 0.9437, loss_cls: 2.8597, loss: 2.8597 +2023-12-23 21:50:46,766 - pyskl - INFO - Epoch [27][2100/3405] lr: 2.311e-02, eta: 1 day, 6:44:57, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9544, loss_cls: 2.7677, loss: 2.7677 +2023-12-23 21:51:12,432 - pyskl - INFO - Epoch [27][2200/3405] lr: 2.310e-02, eta: 1 day, 6:44:28, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9381, loss_cls: 2.8245, loss: 2.8245 +2023-12-23 21:51:37,779 - pyskl - INFO - Epoch [27][2300/3405] lr: 2.310e-02, eta: 1 day, 6:43:57, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7238, top5_acc: 0.9463, loss_cls: 2.7933, loss: 2.7933 +2023-12-23 21:52:03,489 - pyskl - INFO - Epoch [27][2400/3405] lr: 2.310e-02, eta: 1 day, 6:43:27, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9537, loss_cls: 2.7742, loss: 2.7742 +2023-12-23 21:52:29,382 - pyskl - INFO - Epoch [27][2500/3405] lr: 2.309e-02, eta: 1 day, 6:42:59, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7125, top5_acc: 0.9313, loss_cls: 2.8875, loss: 2.8875 +2023-12-23 21:52:54,919 - pyskl - INFO - Epoch [27][2600/3405] lr: 2.309e-02, eta: 1 day, 6:42:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7175, top5_acc: 0.9419, loss_cls: 2.8501, loss: 2.8501 +2023-12-23 21:53:21,022 - pyskl - INFO - Epoch [27][2700/3405] lr: 2.308e-02, eta: 1 day, 6:42:01, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9419, loss_cls: 2.8031, loss: 2.8031 +2023-12-23 21:53:46,911 - pyskl - INFO - Epoch [27][2800/3405] lr: 2.308e-02, eta: 1 day, 6:41:33, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9556, loss_cls: 2.7159, loss: 2.7159 +2023-12-23 21:54:12,876 - pyskl - INFO - Epoch [27][2900/3405] lr: 2.307e-02, eta: 1 day, 6:41:05, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9500, loss_cls: 2.7731, loss: 2.7731 +2023-12-23 21:54:38,604 - pyskl - INFO - Epoch [27][3000/3405] lr: 2.307e-02, eta: 1 day, 6:40:36, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9450, loss_cls: 2.7911, loss: 2.7911 +2023-12-23 21:55:04,210 - pyskl - INFO - Epoch [27][3100/3405] lr: 2.307e-02, eta: 1 day, 6:40:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7212, top5_acc: 0.9400, loss_cls: 2.8425, loss: 2.8425 +2023-12-23 21:55:30,075 - pyskl - INFO - Epoch [27][3200/3405] lr: 2.306e-02, eta: 1 day, 6:39:37, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7244, top5_acc: 0.9381, loss_cls: 2.8212, loss: 2.8212 +2023-12-23 21:55:55,916 - pyskl - INFO - Epoch [27][3300/3405] lr: 2.306e-02, eta: 1 day, 6:39:09, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9394, loss_cls: 2.8077, loss: 2.8077 +2023-12-23 21:56:21,777 - pyskl - INFO - Epoch [27][3400/3405] lr: 2.305e-02, eta: 1 day, 6:38:40, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9550, loss_cls: 2.7584, loss: 2.7584 +2023-12-23 21:56:23,938 - pyskl - INFO - Saving checkpoint at 27 epochs +2023-12-23 22:00:51,623 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 22:00:52,226 - pyskl - INFO - +top1_acc 0.7089 +top5_acc 0.9386 +2023-12-23 22:00:52,231 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_24.pth was removed +2023-12-23 22:00:52,442 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_27.pth. +2023-12-23 22:00:52,443 - pyskl - INFO - Best top1_acc is 0.7089 at 27 epoch. +2023-12-23 22:00:52,468 - pyskl - INFO - Epoch(val) [27][3718] top1_acc: 0.7089, top5_acc: 0.9386 +2023-12-23 22:01:44,719 - pyskl - INFO - Epoch [28][100/3405] lr: 2.305e-02, eta: 1 day, 6:40:04, time: 0.522, data_time: 0.265, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9531, loss_cls: 2.7477, loss: 2.7477 +2023-12-23 22:02:10,685 - pyskl - INFO - Epoch [28][200/3405] lr: 2.305e-02, eta: 1 day, 6:39:36, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9500, loss_cls: 2.7309, loss: 2.7309 +2023-12-23 22:02:36,737 - pyskl - INFO - Epoch [28][300/3405] lr: 2.304e-02, eta: 1 day, 6:39:08, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9444, loss_cls: 2.8009, loss: 2.8009 +2023-12-23 22:03:02,693 - pyskl - INFO - Epoch [28][400/3405] lr: 2.304e-02, eta: 1 day, 6:38:40, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9594, loss_cls: 2.7341, loss: 2.7341 +2023-12-23 22:03:28,368 - pyskl - INFO - Epoch [28][500/3405] lr: 2.303e-02, eta: 1 day, 6:38:11, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9456, loss_cls: 2.7493, loss: 2.7493 +2023-12-23 22:03:53,811 - pyskl - INFO - Epoch [28][600/3405] lr: 2.303e-02, eta: 1 day, 6:37:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9469, loss_cls: 2.8157, loss: 2.8157 +2023-12-23 22:04:19,377 - pyskl - INFO - Epoch [28][700/3405] lr: 2.303e-02, eta: 1 day, 6:37:10, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9500, loss_cls: 2.7277, loss: 2.7277 +2023-12-23 22:04:44,736 - pyskl - INFO - Epoch [28][800/3405] lr: 2.302e-02, eta: 1 day, 6:36:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9544, loss_cls: 2.7423, loss: 2.7423 +2023-12-23 22:05:10,361 - pyskl - INFO - Epoch [28][900/3405] lr: 2.302e-02, eta: 1 day, 6:36:10, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7331, top5_acc: 0.9537, loss_cls: 2.7755, loss: 2.7755 +2023-12-23 22:05:35,784 - pyskl - INFO - Epoch [28][1000/3405] lr: 2.301e-02, eta: 1 day, 6:35:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9475, loss_cls: 2.7581, loss: 2.7581 +2023-12-23 22:06:01,172 - pyskl - INFO - Epoch [28][1100/3405] lr: 2.301e-02, eta: 1 day, 6:35:08, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7238, top5_acc: 0.9506, loss_cls: 2.8157, loss: 2.8157 +2023-12-23 22:06:26,423 - pyskl - INFO - Epoch [28][1200/3405] lr: 2.300e-02, eta: 1 day, 6:34:37, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9525, loss_cls: 2.7622, loss: 2.7622 +2023-12-23 22:06:51,828 - pyskl - INFO - Epoch [28][1300/3405] lr: 2.300e-02, eta: 1 day, 6:34:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7219, top5_acc: 0.9444, loss_cls: 2.8061, loss: 2.8061 +2023-12-23 22:07:17,087 - pyskl - INFO - Epoch [28][1400/3405] lr: 2.300e-02, eta: 1 day, 6:33:35, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9419, loss_cls: 2.7751, loss: 2.7751 +2023-12-23 22:07:42,418 - pyskl - INFO - Epoch [28][1500/3405] lr: 2.299e-02, eta: 1 day, 6:33:04, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9575, loss_cls: 2.7226, loss: 2.7226 +2023-12-23 22:08:07,741 - pyskl - INFO - Epoch [28][1600/3405] lr: 2.299e-02, eta: 1 day, 6:32:33, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7212, top5_acc: 0.9500, loss_cls: 2.7756, loss: 2.7756 +2023-12-23 22:08:33,251 - pyskl - INFO - Epoch [28][1700/3405] lr: 2.298e-02, eta: 1 day, 6:32:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7087, top5_acc: 0.9431, loss_cls: 2.8722, loss: 2.8722 +2023-12-23 22:08:58,638 - pyskl - INFO - Epoch [28][1800/3405] lr: 2.298e-02, eta: 1 day, 6:31:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9481, loss_cls: 2.7610, loss: 2.7610 +2023-12-23 22:09:24,145 - pyskl - INFO - Epoch [28][1900/3405] lr: 2.298e-02, eta: 1 day, 6:31:02, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9500, loss_cls: 2.7682, loss: 2.7682 +2023-12-23 22:09:49,329 - pyskl - INFO - Epoch [28][2000/3405] lr: 2.297e-02, eta: 1 day, 6:30:31, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9469, loss_cls: 2.7627, loss: 2.7627 +2023-12-23 22:10:14,475 - pyskl - INFO - Epoch [28][2100/3405] lr: 2.297e-02, eta: 1 day, 6:29:59, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9475, loss_cls: 2.8190, loss: 2.8190 +2023-12-23 22:10:39,632 - pyskl - INFO - Epoch [28][2200/3405] lr: 2.296e-02, eta: 1 day, 6:29:27, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9400, loss_cls: 2.8320, loss: 2.8320 +2023-12-23 22:11:04,907 - pyskl - INFO - Epoch [28][2300/3405] lr: 2.296e-02, eta: 1 day, 6:28:56, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7175, top5_acc: 0.9413, loss_cls: 2.8381, loss: 2.8381 +2023-12-23 22:11:30,730 - pyskl - INFO - Epoch [28][2400/3405] lr: 2.295e-02, eta: 1 day, 6:28:28, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9556, loss_cls: 2.7469, loss: 2.7469 +2023-12-23 22:11:56,339 - pyskl - INFO - Epoch [28][2500/3405] lr: 2.295e-02, eta: 1 day, 6:27:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9413, loss_cls: 2.8273, loss: 2.8273 +2023-12-23 22:12:22,132 - pyskl - INFO - Epoch [28][2600/3405] lr: 2.295e-02, eta: 1 day, 6:27:29, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9487, loss_cls: 2.7993, loss: 2.7993 +2023-12-23 22:12:47,468 - pyskl - INFO - Epoch [28][2700/3405] lr: 2.294e-02, eta: 1 day, 6:26:58, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7194, top5_acc: 0.9363, loss_cls: 2.8435, loss: 2.8435 +2023-12-23 22:13:12,755 - pyskl - INFO - Epoch [28][2800/3405] lr: 2.294e-02, eta: 1 day, 6:26:27, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9375, loss_cls: 2.8463, loss: 2.8463 +2023-12-23 22:13:38,225 - pyskl - INFO - Epoch [28][2900/3405] lr: 2.293e-02, eta: 1 day, 6:25:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9431, loss_cls: 2.7832, loss: 2.7832 +2023-12-23 22:14:03,733 - pyskl - INFO - Epoch [28][3000/3405] lr: 2.293e-02, eta: 1 day, 6:25:27, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9513, loss_cls: 2.7648, loss: 2.7648 +2023-12-23 22:14:29,532 - pyskl - INFO - Epoch [28][3100/3405] lr: 2.292e-02, eta: 1 day, 6:24:59, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9494, loss_cls: 2.8174, loss: 2.8174 +2023-12-23 22:14:55,100 - pyskl - INFO - Epoch [28][3200/3405] lr: 2.292e-02, eta: 1 day, 6:24:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9481, loss_cls: 2.7846, loss: 2.7846 +2023-12-23 22:15:21,179 - pyskl - INFO - Epoch [28][3300/3405] lr: 2.292e-02, eta: 1 day, 6:24:01, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9444, loss_cls: 2.7963, loss: 2.7963 +2023-12-23 22:15:47,230 - pyskl - INFO - Epoch [28][3400/3405] lr: 2.291e-02, eta: 1 day, 6:23:34, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9425, loss_cls: 2.8237, loss: 2.8237 +2023-12-23 22:15:49,489 - pyskl - INFO - Saving checkpoint at 28 epochs +2023-12-23 22:20:18,445 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 22:20:19,048 - pyskl - INFO - +top1_acc 0.6823 +top5_acc 0.9201 +2023-12-23 22:20:19,073 - pyskl - INFO - Epoch(val) [28][3718] top1_acc: 0.6823, top5_acc: 0.9201 +2023-12-23 22:21:11,167 - pyskl - INFO - Epoch [29][100/3405] lr: 2.291e-02, eta: 1 day, 6:24:52, time: 0.521, data_time: 0.267, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9481, loss_cls: 2.7711, loss: 2.7711 +2023-12-23 22:21:36,623 - pyskl - INFO - Epoch [29][200/3405] lr: 2.290e-02, eta: 1 day, 6:24:22, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9531, loss_cls: 2.7346, loss: 2.7346 +2023-12-23 22:22:02,758 - pyskl - INFO - Epoch [29][300/3405] lr: 2.290e-02, eta: 1 day, 6:23:55, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9387, loss_cls: 2.7509, loss: 2.7509 +2023-12-23 22:22:28,718 - pyskl - INFO - Epoch [29][400/3405] lr: 2.289e-02, eta: 1 day, 6:23:27, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9425, loss_cls: 2.7924, loss: 2.7924 +2023-12-23 22:22:54,365 - pyskl - INFO - Epoch [29][500/3405] lr: 2.289e-02, eta: 1 day, 6:22:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9581, loss_cls: 2.7282, loss: 2.7282 +2023-12-23 22:23:19,901 - pyskl - INFO - Epoch [29][600/3405] lr: 2.289e-02, eta: 1 day, 6:22:27, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9519, loss_cls: 2.7426, loss: 2.7426 +2023-12-23 22:23:45,106 - pyskl - INFO - Epoch [29][700/3405] lr: 2.288e-02, eta: 1 day, 6:21:56, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9456, loss_cls: 2.8224, loss: 2.8224 +2023-12-23 22:24:10,347 - pyskl - INFO - Epoch [29][800/3405] lr: 2.288e-02, eta: 1 day, 6:21:25, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9506, loss_cls: 2.7328, loss: 2.7328 +2023-12-23 22:24:35,559 - pyskl - INFO - Epoch [29][900/3405] lr: 2.287e-02, eta: 1 day, 6:20:53, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9450, loss_cls: 2.8035, loss: 2.8035 +2023-12-23 22:25:00,778 - pyskl - INFO - Epoch [29][1000/3405] lr: 2.287e-02, eta: 1 day, 6:20:22, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9487, loss_cls: 2.7720, loss: 2.7720 +2023-12-23 22:25:26,401 - pyskl - INFO - Epoch [29][1100/3405] lr: 2.286e-02, eta: 1 day, 6:19:53, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9394, loss_cls: 2.7730, loss: 2.7730 +2023-12-23 22:25:51,655 - pyskl - INFO - Epoch [29][1200/3405] lr: 2.286e-02, eta: 1 day, 6:19:22, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9437, loss_cls: 2.7829, loss: 2.7829 +2023-12-23 22:26:16,915 - pyskl - INFO - Epoch [29][1300/3405] lr: 2.286e-02, eta: 1 day, 6:18:51, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9394, loss_cls: 2.8082, loss: 2.8082 +2023-12-23 22:26:42,182 - pyskl - INFO - Epoch [29][1400/3405] lr: 2.285e-02, eta: 1 day, 6:18:20, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9437, loss_cls: 2.7941, loss: 2.7941 +2023-12-23 22:27:07,413 - pyskl - INFO - Epoch [29][1500/3405] lr: 2.285e-02, eta: 1 day, 6:17:48, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9400, loss_cls: 2.8016, loss: 2.8016 +2023-12-23 22:27:32,611 - pyskl - INFO - Epoch [29][1600/3405] lr: 2.284e-02, eta: 1 day, 6:17:17, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9481, loss_cls: 2.7631, loss: 2.7631 +2023-12-23 22:27:57,824 - pyskl - INFO - Epoch [29][1700/3405] lr: 2.284e-02, eta: 1 day, 6:16:46, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9550, loss_cls: 2.7241, loss: 2.7241 +2023-12-23 22:28:23,375 - pyskl - INFO - Epoch [29][1800/3405] lr: 2.283e-02, eta: 1 day, 6:16:16, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9481, loss_cls: 2.8030, loss: 2.8030 +2023-12-23 22:28:48,957 - pyskl - INFO - Epoch [29][1900/3405] lr: 2.283e-02, eta: 1 day, 6:15:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9531, loss_cls: 2.7283, loss: 2.7283 +2023-12-23 22:29:14,383 - pyskl - INFO - Epoch [29][2000/3405] lr: 2.283e-02, eta: 1 day, 6:15:16, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9525, loss_cls: 2.7928, loss: 2.7928 +2023-12-23 22:29:39,966 - pyskl - INFO - Epoch [29][2100/3405] lr: 2.282e-02, eta: 1 day, 6:14:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9444, loss_cls: 2.7971, loss: 2.7971 +2023-12-23 22:30:05,414 - pyskl - INFO - Epoch [29][2200/3405] lr: 2.282e-02, eta: 1 day, 6:14:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9463, loss_cls: 2.7854, loss: 2.7854 +2023-12-23 22:30:31,341 - pyskl - INFO - Epoch [29][2300/3405] lr: 2.281e-02, eta: 1 day, 6:13:48, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9494, loss_cls: 2.7576, loss: 2.7576 +2023-12-23 22:30:57,425 - pyskl - INFO - Epoch [29][2400/3405] lr: 2.281e-02, eta: 1 day, 6:13:21, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9394, loss_cls: 2.7894, loss: 2.7894 +2023-12-23 22:31:22,888 - pyskl - INFO - Epoch [29][2500/3405] lr: 2.280e-02, eta: 1 day, 6:12:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9469, loss_cls: 2.7895, loss: 2.7895 +2023-12-23 22:31:48,490 - pyskl - INFO - Epoch [29][2600/3405] lr: 2.280e-02, eta: 1 day, 6:12:21, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9469, loss_cls: 2.7410, loss: 2.7410 +2023-12-23 22:32:13,757 - pyskl - INFO - Epoch [29][2700/3405] lr: 2.280e-02, eta: 1 day, 6:11:51, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9525, loss_cls: 2.7688, loss: 2.7688 +2023-12-23 22:32:39,009 - pyskl - INFO - Epoch [29][2800/3405] lr: 2.279e-02, eta: 1 day, 6:11:20, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9437, loss_cls: 2.8077, loss: 2.8077 +2023-12-23 22:33:04,612 - pyskl - INFO - Epoch [29][2900/3405] lr: 2.279e-02, eta: 1 day, 6:10:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9544, loss_cls: 2.7275, loss: 2.7275 +2023-12-23 22:33:30,261 - pyskl - INFO - Epoch [29][3000/3405] lr: 2.278e-02, eta: 1 day, 6:10:21, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9525, loss_cls: 2.7683, loss: 2.7683 +2023-12-23 22:33:56,080 - pyskl - INFO - Epoch [29][3100/3405] lr: 2.278e-02, eta: 1 day, 6:09:52, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9587, loss_cls: 2.7012, loss: 2.7012 +2023-12-23 22:34:21,801 - pyskl - INFO - Epoch [29][3200/3405] lr: 2.277e-02, eta: 1 day, 6:09:24, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9356, loss_cls: 2.8423, loss: 2.8423 +2023-12-23 22:34:47,793 - pyskl - INFO - Epoch [29][3300/3405] lr: 2.277e-02, eta: 1 day, 6:08:56, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9494, loss_cls: 2.7829, loss: 2.7829 +2023-12-23 22:35:13,887 - pyskl - INFO - Epoch [29][3400/3405] lr: 2.276e-02, eta: 1 day, 6:08:28, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9531, loss_cls: 2.7203, loss: 2.7203 +2023-12-23 22:35:16,150 - pyskl - INFO - Saving checkpoint at 29 epochs +2023-12-23 22:39:44,896 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 22:39:45,499 - pyskl - INFO - +top1_acc 0.7073 +top5_acc 0.9322 +2023-12-23 22:39:45,524 - pyskl - INFO - Epoch(val) [29][3718] top1_acc: 0.7073, top5_acc: 0.9322 +2023-12-23 22:40:37,419 - pyskl - INFO - Epoch [30][100/3405] lr: 2.276e-02, eta: 1 day, 6:09:42, time: 0.519, data_time: 0.265, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9519, loss_cls: 2.7898, loss: 2.7898 +2023-12-23 22:41:02,831 - pyskl - INFO - Epoch [30][200/3405] lr: 2.276e-02, eta: 1 day, 6:09:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9575, loss_cls: 2.7159, loss: 2.7159 +2023-12-23 22:41:28,546 - pyskl - INFO - Epoch [30][300/3405] lr: 2.275e-02, eta: 1 day, 6:08:42, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9425, loss_cls: 2.7977, loss: 2.7977 +2023-12-23 22:41:54,358 - pyskl - INFO - Epoch [30][400/3405] lr: 2.275e-02, eta: 1 day, 6:08:14, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9575, loss_cls: 2.7530, loss: 2.7530 +2023-12-23 22:42:20,002 - pyskl - INFO - Epoch [30][500/3405] lr: 2.274e-02, eta: 1 day, 6:07:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9531, loss_cls: 2.7243, loss: 2.7243 +2023-12-23 22:42:45,489 - pyskl - INFO - Epoch [30][600/3405] lr: 2.274e-02, eta: 1 day, 6:07:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9569, loss_cls: 2.7165, loss: 2.7165 +2023-12-23 22:43:10,954 - pyskl - INFO - Epoch [30][700/3405] lr: 2.273e-02, eta: 1 day, 6:06:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9500, loss_cls: 2.7921, loss: 2.7921 +2023-12-23 22:43:37,383 - pyskl - INFO - Epoch [30][800/3405] lr: 2.273e-02, eta: 1 day, 6:06:18, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9513, loss_cls: 2.7620, loss: 2.7620 +2023-12-23 22:44:03,024 - pyskl - INFO - Epoch [30][900/3405] lr: 2.272e-02, eta: 1 day, 6:05:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9475, loss_cls: 2.7561, loss: 2.7561 +2023-12-23 22:44:28,477 - pyskl - INFO - Epoch [30][1000/3405] lr: 2.272e-02, eta: 1 day, 6:05:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9437, loss_cls: 2.7996, loss: 2.7996 +2023-12-23 22:44:54,015 - pyskl - INFO - Epoch [30][1100/3405] lr: 2.272e-02, eta: 1 day, 6:04:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9487, loss_cls: 2.7422, loss: 2.7422 +2023-12-23 22:45:19,514 - pyskl - INFO - Epoch [30][1200/3405] lr: 2.271e-02, eta: 1 day, 6:04:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9550, loss_cls: 2.7553, loss: 2.7553 +2023-12-23 22:45:45,194 - pyskl - INFO - Epoch [30][1300/3405] lr: 2.271e-02, eta: 1 day, 6:03:50, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9500, loss_cls: 2.7857, loss: 2.7857 +2023-12-23 22:46:10,521 - pyskl - INFO - Epoch [30][1400/3405] lr: 2.270e-02, eta: 1 day, 6:03:20, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9400, loss_cls: 2.7646, loss: 2.7646 +2023-12-23 22:46:36,062 - pyskl - INFO - Epoch [30][1500/3405] lr: 2.270e-02, eta: 1 day, 6:02:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9500, loss_cls: 2.7024, loss: 2.7024 +2023-12-23 22:47:01,356 - pyskl - INFO - Epoch [30][1600/3405] lr: 2.269e-02, eta: 1 day, 6:02:19, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9437, loss_cls: 2.8014, loss: 2.8014 +2023-12-23 22:47:26,655 - pyskl - INFO - Epoch [30][1700/3405] lr: 2.269e-02, eta: 1 day, 6:01:49, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9531, loss_cls: 2.7390, loss: 2.7390 +2023-12-23 22:47:52,236 - pyskl - INFO - Epoch [30][1800/3405] lr: 2.268e-02, eta: 1 day, 6:01:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9469, loss_cls: 2.7743, loss: 2.7743 +2023-12-23 22:48:17,814 - pyskl - INFO - Epoch [30][1900/3405] lr: 2.268e-02, eta: 1 day, 6:00:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9525, loss_cls: 2.7301, loss: 2.7301 +2023-12-23 22:48:43,228 - pyskl - INFO - Epoch [30][2000/3405] lr: 2.268e-02, eta: 1 day, 6:00:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9375, loss_cls: 2.8214, loss: 2.8214 +2023-12-23 22:49:08,774 - pyskl - INFO - Epoch [30][2100/3405] lr: 2.267e-02, eta: 1 day, 5:59:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9494, loss_cls: 2.7902, loss: 2.7902 +2023-12-23 22:49:34,323 - pyskl - INFO - Epoch [30][2200/3405] lr: 2.267e-02, eta: 1 day, 5:59:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9575, loss_cls: 2.6968, loss: 2.6968 +2023-12-23 22:49:59,981 - pyskl - INFO - Epoch [30][2300/3405] lr: 2.266e-02, eta: 1 day, 5:58:51, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9506, loss_cls: 2.7408, loss: 2.7408 +2023-12-23 22:50:25,680 - pyskl - INFO - Epoch [30][2400/3405] lr: 2.266e-02, eta: 1 day, 5:58:22, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9469, loss_cls: 2.8383, loss: 2.8383 +2023-12-23 22:50:51,313 - pyskl - INFO - Epoch [30][2500/3405] lr: 2.265e-02, eta: 1 day, 5:57:53, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9513, loss_cls: 2.7693, loss: 2.7693 +2023-12-23 22:51:17,351 - pyskl - INFO - Epoch [30][2600/3405] lr: 2.265e-02, eta: 1 day, 5:57:25, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9431, loss_cls: 2.7729, loss: 2.7729 +2023-12-23 22:51:42,940 - pyskl - INFO - Epoch [30][2700/3405] lr: 2.264e-02, eta: 1 day, 5:56:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9344, loss_cls: 2.8479, loss: 2.8479 +2023-12-23 22:52:08,509 - pyskl - INFO - Epoch [30][2800/3405] lr: 2.264e-02, eta: 1 day, 5:56:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9581, loss_cls: 2.6965, loss: 2.6965 +2023-12-23 22:52:34,193 - pyskl - INFO - Epoch [30][2900/3405] lr: 2.264e-02, eta: 1 day, 5:55:58, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9494, loss_cls: 2.7486, loss: 2.7486 +2023-12-23 22:52:59,934 - pyskl - INFO - Epoch [30][3000/3405] lr: 2.263e-02, eta: 1 day, 5:55:29, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9450, loss_cls: 2.7660, loss: 2.7660 +2023-12-23 22:53:25,448 - pyskl - INFO - Epoch [30][3100/3405] lr: 2.263e-02, eta: 1 day, 5:54:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9500, loss_cls: 2.7330, loss: 2.7330 +2023-12-23 22:53:50,792 - pyskl - INFO - Epoch [30][3200/3405] lr: 2.262e-02, eta: 1 day, 5:54:29, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9413, loss_cls: 2.7670, loss: 2.7670 +2023-12-23 22:54:16,667 - pyskl - INFO - Epoch [30][3300/3405] lr: 2.262e-02, eta: 1 day, 5:54:01, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9550, loss_cls: 2.6888, loss: 2.6888 +2023-12-23 22:54:42,883 - pyskl - INFO - Epoch [30][3400/3405] lr: 2.261e-02, eta: 1 day, 5:53:34, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9475, loss_cls: 2.8192, loss: 2.8192 +2023-12-23 22:54:45,051 - pyskl - INFO - Saving checkpoint at 30 epochs +2023-12-23 22:59:12,613 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 22:59:13,207 - pyskl - INFO - +top1_acc 0.6786 +top5_acc 0.9208 +2023-12-23 22:59:13,232 - pyskl - INFO - Epoch(val) [30][3718] top1_acc: 0.6786, top5_acc: 0.9208 +2023-12-23 23:00:05,298 - pyskl - INFO - Epoch [31][100/3405] lr: 2.261e-02, eta: 1 day, 5:54:44, time: 0.521, data_time: 0.264, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9550, loss_cls: 2.7826, loss: 2.7826 +2023-12-23 23:00:30,482 - pyskl - INFO - Epoch [31][200/3405] lr: 2.260e-02, eta: 1 day, 5:54:13, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9481, loss_cls: 2.7680, loss: 2.7680 +2023-12-23 23:00:56,209 - pyskl - INFO - Epoch [31][300/3405] lr: 2.260e-02, eta: 1 day, 5:53:44, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7575, top5_acc: 0.9513, loss_cls: 2.7347, loss: 2.7347 +2023-12-23 23:01:22,036 - pyskl - INFO - Epoch [31][400/3405] lr: 2.259e-02, eta: 1 day, 5:53:15, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9494, loss_cls: 2.7700, loss: 2.7700 +2023-12-23 23:01:47,420 - pyskl - INFO - Epoch [31][500/3405] lr: 2.259e-02, eta: 1 day, 5:52:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9437, loss_cls: 2.7663, loss: 2.7663 +2023-12-23 23:02:12,735 - pyskl - INFO - Epoch [31][600/3405] lr: 2.259e-02, eta: 1 day, 5:52:15, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9450, loss_cls: 2.7525, loss: 2.7525 +2023-12-23 23:02:38,035 - pyskl - INFO - Epoch [31][700/3405] lr: 2.258e-02, eta: 1 day, 5:51:44, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9513, loss_cls: 2.7137, loss: 2.7137 +2023-12-23 23:03:03,368 - pyskl - INFO - Epoch [31][800/3405] lr: 2.258e-02, eta: 1 day, 5:51:14, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9437, loss_cls: 2.8106, loss: 2.8106 +2023-12-23 23:03:28,787 - pyskl - INFO - Epoch [31][900/3405] lr: 2.257e-02, eta: 1 day, 5:50:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9475, loss_cls: 2.7912, loss: 2.7912 +2023-12-23 23:03:54,316 - pyskl - INFO - Epoch [31][1000/3405] lr: 2.257e-02, eta: 1 day, 5:50:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9569, loss_cls: 2.7217, loss: 2.7217 +2023-12-23 23:04:20,002 - pyskl - INFO - Epoch [31][1100/3405] lr: 2.256e-02, eta: 1 day, 5:49:45, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9456, loss_cls: 2.7444, loss: 2.7444 +2023-12-23 23:04:45,396 - pyskl - INFO - Epoch [31][1200/3405] lr: 2.256e-02, eta: 1 day, 5:49:15, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9537, loss_cls: 2.7001, loss: 2.7001 +2023-12-23 23:05:10,899 - pyskl - INFO - Epoch [31][1300/3405] lr: 2.255e-02, eta: 1 day, 5:48:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9475, loss_cls: 2.7287, loss: 2.7287 +2023-12-23 23:05:36,202 - pyskl - INFO - Epoch [31][1400/3405] lr: 2.255e-02, eta: 1 day, 5:48:15, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9369, loss_cls: 2.8053, loss: 2.8053 +2023-12-23 23:06:01,557 - pyskl - INFO - Epoch [31][1500/3405] lr: 2.254e-02, eta: 1 day, 5:47:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9463, loss_cls: 2.7225, loss: 2.7225 +2023-12-23 23:06:26,965 - pyskl - INFO - Epoch [31][1600/3405] lr: 2.254e-02, eta: 1 day, 5:47:14, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9513, loss_cls: 2.7884, loss: 2.7884 +2023-12-23 23:06:52,534 - pyskl - INFO - Epoch [31][1700/3405] lr: 2.254e-02, eta: 1 day, 5:46:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9350, loss_cls: 2.8389, loss: 2.8389 +2023-12-23 23:07:18,144 - pyskl - INFO - Epoch [31][1800/3405] lr: 2.253e-02, eta: 1 day, 5:46:16, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7269, top5_acc: 0.9425, loss_cls: 2.8119, loss: 2.8119 +2023-12-23 23:07:43,657 - pyskl - INFO - Epoch [31][1900/3405] lr: 2.253e-02, eta: 1 day, 5:45:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9450, loss_cls: 2.8151, loss: 2.8151 +2023-12-23 23:08:09,052 - pyskl - INFO - Epoch [31][2000/3405] lr: 2.252e-02, eta: 1 day, 5:45:16, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9556, loss_cls: 2.7161, loss: 2.7161 +2023-12-23 23:08:34,362 - pyskl - INFO - Epoch [31][2100/3405] lr: 2.252e-02, eta: 1 day, 5:44:46, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9613, loss_cls: 2.7513, loss: 2.7513 +2023-12-23 23:08:59,638 - pyskl - INFO - Epoch [31][2200/3405] lr: 2.251e-02, eta: 1 day, 5:44:15, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9506, loss_cls: 2.8060, loss: 2.8060 +2023-12-23 23:09:25,393 - pyskl - INFO - Epoch [31][2300/3405] lr: 2.251e-02, eta: 1 day, 5:43:47, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9450, loss_cls: 2.7819, loss: 2.7819 +2023-12-23 23:09:51,756 - pyskl - INFO - Epoch [31][2400/3405] lr: 2.250e-02, eta: 1 day, 5:43:20, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9506, loss_cls: 2.7314, loss: 2.7314 +2023-12-23 23:10:17,472 - pyskl - INFO - Epoch [31][2500/3405] lr: 2.250e-02, eta: 1 day, 5:42:52, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7175, top5_acc: 0.9481, loss_cls: 2.8348, loss: 2.8348 +2023-12-23 23:10:42,790 - pyskl - INFO - Epoch [31][2600/3405] lr: 2.249e-02, eta: 1 day, 5:42:21, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9600, loss_cls: 2.7167, loss: 2.7167 +2023-12-23 23:11:08,084 - pyskl - INFO - Epoch [31][2700/3405] lr: 2.249e-02, eta: 1 day, 5:41:51, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9475, loss_cls: 2.7484, loss: 2.7484 +2023-12-23 23:11:33,659 - pyskl - INFO - Epoch [31][2800/3405] lr: 2.248e-02, eta: 1 day, 5:41:22, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9519, loss_cls: 2.7317, loss: 2.7317 +2023-12-23 23:11:59,421 - pyskl - INFO - Epoch [31][2900/3405] lr: 2.248e-02, eta: 1 day, 5:40:53, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9475, loss_cls: 2.8002, loss: 2.8002 +2023-12-23 23:12:25,010 - pyskl - INFO - Epoch [31][3000/3405] lr: 2.248e-02, eta: 1 day, 5:40:24, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9469, loss_cls: 2.7689, loss: 2.7689 +2023-12-23 23:12:51,049 - pyskl - INFO - Epoch [31][3100/3405] lr: 2.247e-02, eta: 1 day, 5:39:56, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9500, loss_cls: 2.7485, loss: 2.7485 +2023-12-23 23:13:16,825 - pyskl - INFO - Epoch [31][3200/3405] lr: 2.247e-02, eta: 1 day, 5:39:28, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9513, loss_cls: 2.7370, loss: 2.7370 +2023-12-23 23:13:42,706 - pyskl - INFO - Epoch [31][3300/3405] lr: 2.246e-02, eta: 1 day, 5:39:00, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9575, loss_cls: 2.6976, loss: 2.6976 +2023-12-23 23:14:08,749 - pyskl - INFO - Epoch [31][3400/3405] lr: 2.246e-02, eta: 1 day, 5:38:32, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9487, loss_cls: 2.7615, loss: 2.7615 +2023-12-23 23:14:10,689 - pyskl - INFO - Saving checkpoint at 31 epochs +2023-12-23 23:18:37,963 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 23:18:38,563 - pyskl - INFO - +top1_acc 0.7116 +top5_acc 0.9314 +2023-12-23 23:18:38,568 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_27.pth was removed +2023-12-23 23:18:38,775 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_31.pth. +2023-12-23 23:18:38,777 - pyskl - INFO - Best top1_acc is 0.7116 at 31 epoch. +2023-12-23 23:18:38,801 - pyskl - INFO - Epoch(val) [31][3718] top1_acc: 0.7116, top5_acc: 0.9314 +2023-12-23 23:19:30,988 - pyskl - INFO - Epoch [32][100/3405] lr: 2.245e-02, eta: 1 day, 5:39:39, time: 0.522, data_time: 0.270, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9513, loss_cls: 2.7502, loss: 2.7502 +2023-12-23 23:19:56,333 - pyskl - INFO - Epoch [32][200/3405] lr: 2.245e-02, eta: 1 day, 5:39:08, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9525, loss_cls: 2.7486, loss: 2.7486 +2023-12-23 23:20:22,153 - pyskl - INFO - Epoch [32][300/3405] lr: 2.244e-02, eta: 1 day, 5:38:40, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9425, loss_cls: 2.7912, loss: 2.7912 +2023-12-23 23:20:47,851 - pyskl - INFO - Epoch [32][400/3405] lr: 2.244e-02, eta: 1 day, 5:38:11, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9550, loss_cls: 2.7277, loss: 2.7277 +2023-12-23 23:21:13,245 - pyskl - INFO - Epoch [32][500/3405] lr: 2.243e-02, eta: 1 day, 5:37:41, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9581, loss_cls: 2.7227, loss: 2.7227 +2023-12-23 23:21:38,519 - pyskl - INFO - Epoch [32][600/3405] lr: 2.243e-02, eta: 1 day, 5:37:10, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9519, loss_cls: 2.7427, loss: 2.7427 +2023-12-23 23:22:03,724 - pyskl - INFO - Epoch [32][700/3405] lr: 2.242e-02, eta: 1 day, 5:36:40, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9525, loss_cls: 2.7192, loss: 2.7192 +2023-12-23 23:22:28,918 - pyskl - INFO - Epoch [32][800/3405] lr: 2.242e-02, eta: 1 day, 5:36:09, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9575, loss_cls: 2.7251, loss: 2.7251 +2023-12-23 23:22:54,187 - pyskl - INFO - Epoch [32][900/3405] lr: 2.241e-02, eta: 1 day, 5:35:39, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9537, loss_cls: 2.7476, loss: 2.7476 +2023-12-23 23:23:19,613 - pyskl - INFO - Epoch [32][1000/3405] lr: 2.241e-02, eta: 1 day, 5:35:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9519, loss_cls: 2.7229, loss: 2.7229 +2023-12-23 23:23:44,954 - pyskl - INFO - Epoch [32][1100/3405] lr: 2.241e-02, eta: 1 day, 5:34:38, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9500, loss_cls: 2.7718, loss: 2.7718 +2023-12-23 23:24:10,485 - pyskl - INFO - Epoch [32][1200/3405] lr: 2.240e-02, eta: 1 day, 5:34:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9544, loss_cls: 2.7282, loss: 2.7282 +2023-12-23 23:24:35,929 - pyskl - INFO - Epoch [32][1300/3405] lr: 2.240e-02, eta: 1 day, 5:33:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9500, loss_cls: 2.7791, loss: 2.7791 +2023-12-23 23:25:01,385 - pyskl - INFO - Epoch [32][1400/3405] lr: 2.239e-02, eta: 1 day, 5:33:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9513, loss_cls: 2.7480, loss: 2.7480 +2023-12-23 23:25:27,074 - pyskl - INFO - Epoch [32][1500/3405] lr: 2.239e-02, eta: 1 day, 5:32:41, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9519, loss_cls: 2.7212, loss: 2.7212 +2023-12-23 23:25:53,784 - pyskl - INFO - Epoch [32][1600/3405] lr: 2.238e-02, eta: 1 day, 5:32:16, time: 0.267, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9456, loss_cls: 2.7540, loss: 2.7540 +2023-12-23 23:26:20,040 - pyskl - INFO - Epoch [32][1700/3405] lr: 2.238e-02, eta: 1 day, 5:31:49, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9550, loss_cls: 2.6836, loss: 2.6836 +2023-12-23 23:26:45,612 - pyskl - INFO - Epoch [32][1800/3405] lr: 2.237e-02, eta: 1 day, 5:31:20, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9506, loss_cls: 2.7518, loss: 2.7518 +2023-12-23 23:27:11,097 - pyskl - INFO - Epoch [32][1900/3405] lr: 2.237e-02, eta: 1 day, 5:30:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7331, top5_acc: 0.9475, loss_cls: 2.8022, loss: 2.8022 +2023-12-23 23:27:36,513 - pyskl - INFO - Epoch [32][2000/3405] lr: 2.236e-02, eta: 1 day, 5:30:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9463, loss_cls: 2.8016, loss: 2.8016 +2023-12-23 23:28:01,864 - pyskl - INFO - Epoch [32][2100/3405] lr: 2.236e-02, eta: 1 day, 5:29:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9487, loss_cls: 2.7485, loss: 2.7485 +2023-12-23 23:28:27,084 - pyskl - INFO - Epoch [32][2200/3405] lr: 2.235e-02, eta: 1 day, 5:29:20, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9337, loss_cls: 2.8032, loss: 2.8032 +2023-12-23 23:28:52,853 - pyskl - INFO - Epoch [32][2300/3405] lr: 2.235e-02, eta: 1 day, 5:28:51, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9575, loss_cls: 2.6993, loss: 2.6993 +2023-12-23 23:29:19,278 - pyskl - INFO - Epoch [32][2400/3405] lr: 2.234e-02, eta: 1 day, 5:28:25, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9506, loss_cls: 2.7579, loss: 2.7579 +2023-12-23 23:29:45,257 - pyskl - INFO - Epoch [32][2500/3405] lr: 2.234e-02, eta: 1 day, 5:27:57, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9606, loss_cls: 2.6891, loss: 2.6891 +2023-12-23 23:30:10,931 - pyskl - INFO - Epoch [32][2600/3405] lr: 2.233e-02, eta: 1 day, 5:27:29, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9463, loss_cls: 2.7044, loss: 2.7044 +2023-12-23 23:30:36,827 - pyskl - INFO - Epoch [32][2700/3405] lr: 2.233e-02, eta: 1 day, 5:27:01, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9537, loss_cls: 2.7211, loss: 2.7211 +2023-12-23 23:31:02,663 - pyskl - INFO - Epoch [32][2800/3405] lr: 2.233e-02, eta: 1 day, 5:26:32, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9525, loss_cls: 2.7630, loss: 2.7630 +2023-12-23 23:31:28,141 - pyskl - INFO - Epoch [32][2900/3405] lr: 2.232e-02, eta: 1 day, 5:26:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9475, loss_cls: 2.7713, loss: 2.7713 +2023-12-23 23:31:53,773 - pyskl - INFO - Epoch [32][3000/3405] lr: 2.232e-02, eta: 1 day, 5:25:34, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9469, loss_cls: 2.7684, loss: 2.7684 +2023-12-23 23:32:19,838 - pyskl - INFO - Epoch [32][3100/3405] lr: 2.231e-02, eta: 1 day, 5:25:07, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7156, top5_acc: 0.9519, loss_cls: 2.8159, loss: 2.8159 +2023-12-23 23:32:45,450 - pyskl - INFO - Epoch [32][3200/3405] lr: 2.231e-02, eta: 1 day, 5:24:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9400, loss_cls: 2.8376, loss: 2.8376 +2023-12-23 23:33:11,339 - pyskl - INFO - Epoch [32][3300/3405] lr: 2.230e-02, eta: 1 day, 5:24:10, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9456, loss_cls: 2.7549, loss: 2.7549 +2023-12-23 23:33:37,082 - pyskl - INFO - Epoch [32][3400/3405] lr: 2.230e-02, eta: 1 day, 5:23:41, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9531, loss_cls: 2.7429, loss: 2.7429 +2023-12-23 23:33:39,119 - pyskl - INFO - Saving checkpoint at 32 epochs +2023-12-23 23:38:06,108 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 23:38:06,716 - pyskl - INFO - +top1_acc 0.7272 +top5_acc 0.9384 +2023-12-23 23:38:06,727 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_31.pth was removed +2023-12-23 23:38:06,938 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_32.pth. +2023-12-23 23:38:06,939 - pyskl - INFO - Best top1_acc is 0.7272 at 32 epoch. +2023-12-23 23:38:06,964 - pyskl - INFO - Epoch(val) [32][3718] top1_acc: 0.7272, top5_acc: 0.9384 +2023-12-23 23:38:58,682 - pyskl - INFO - Epoch [33][100/3405] lr: 2.229e-02, eta: 1 day, 5:24:42, time: 0.517, data_time: 0.265, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9525, loss_cls: 2.7018, loss: 2.7018 +2023-12-23 23:39:23,910 - pyskl - INFO - Epoch [33][200/3405] lr: 2.229e-02, eta: 1 day, 5:24:11, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9619, loss_cls: 2.6845, loss: 2.6845 +2023-12-23 23:39:49,655 - pyskl - INFO - Epoch [33][300/3405] lr: 2.228e-02, eta: 1 day, 5:23:43, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9544, loss_cls: 2.7407, loss: 2.7407 +2023-12-23 23:40:15,621 - pyskl - INFO - Epoch [33][400/3405] lr: 2.228e-02, eta: 1 day, 5:23:15, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9537, loss_cls: 2.6953, loss: 2.6953 +2023-12-23 23:40:41,316 - pyskl - INFO - Epoch [33][500/3405] lr: 2.227e-02, eta: 1 day, 5:22:46, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9613, loss_cls: 2.7185, loss: 2.7185 +2023-12-23 23:41:06,887 - pyskl - INFO - Epoch [33][600/3405] lr: 2.227e-02, eta: 1 day, 5:22:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7113, top5_acc: 0.9331, loss_cls: 2.8432, loss: 2.8432 +2023-12-23 23:41:32,196 - pyskl - INFO - Epoch [33][700/3405] lr: 2.226e-02, eta: 1 day, 5:21:47, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9513, loss_cls: 2.6906, loss: 2.6906 +2023-12-23 23:41:57,494 - pyskl - INFO - Epoch [33][800/3405] lr: 2.226e-02, eta: 1 day, 5:21:17, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9525, loss_cls: 2.7041, loss: 2.7041 +2023-12-23 23:42:23,030 - pyskl - INFO - Epoch [33][900/3405] lr: 2.225e-02, eta: 1 day, 5:20:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9544, loss_cls: 2.7065, loss: 2.7065 +2023-12-23 23:42:48,415 - pyskl - INFO - Epoch [33][1000/3405] lr: 2.225e-02, eta: 1 day, 5:20:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9537, loss_cls: 2.6790, loss: 2.6790 +2023-12-23 23:43:13,937 - pyskl - INFO - Epoch [33][1100/3405] lr: 2.224e-02, eta: 1 day, 5:19:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9500, loss_cls: 2.7296, loss: 2.7296 +2023-12-23 23:43:39,369 - pyskl - INFO - Epoch [33][1200/3405] lr: 2.224e-02, eta: 1 day, 5:19:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9500, loss_cls: 2.7050, loss: 2.7050 +2023-12-23 23:44:04,957 - pyskl - INFO - Epoch [33][1300/3405] lr: 2.223e-02, eta: 1 day, 5:18:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9413, loss_cls: 2.7995, loss: 2.7995 +2023-12-23 23:44:30,464 - pyskl - INFO - Epoch [33][1400/3405] lr: 2.223e-02, eta: 1 day, 5:18:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9494, loss_cls: 2.7485, loss: 2.7485 +2023-12-23 23:44:55,904 - pyskl - INFO - Epoch [33][1500/3405] lr: 2.222e-02, eta: 1 day, 5:17:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9544, loss_cls: 2.7167, loss: 2.7167 +2023-12-23 23:45:21,434 - pyskl - INFO - Epoch [33][1600/3405] lr: 2.222e-02, eta: 1 day, 5:17:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9506, loss_cls: 2.7836, loss: 2.7836 +2023-12-23 23:45:47,205 - pyskl - INFO - Epoch [33][1700/3405] lr: 2.221e-02, eta: 1 day, 5:16:52, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9475, loss_cls: 2.7699, loss: 2.7699 +2023-12-23 23:46:12,975 - pyskl - INFO - Epoch [33][1800/3405] lr: 2.221e-02, eta: 1 day, 5:16:24, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9637, loss_cls: 2.6682, loss: 2.6682 +2023-12-23 23:46:38,500 - pyskl - INFO - Epoch [33][1900/3405] lr: 2.220e-02, eta: 1 day, 5:15:55, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9525, loss_cls: 2.7416, loss: 2.7416 +2023-12-23 23:47:04,052 - pyskl - INFO - Epoch [33][2000/3405] lr: 2.220e-02, eta: 1 day, 5:15:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9487, loss_cls: 2.7560, loss: 2.7560 +2023-12-23 23:47:29,791 - pyskl - INFO - Epoch [33][2100/3405] lr: 2.220e-02, eta: 1 day, 5:14:57, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9463, loss_cls: 2.7805, loss: 2.7805 +2023-12-23 23:47:55,861 - pyskl - INFO - Epoch [33][2200/3405] lr: 2.219e-02, eta: 1 day, 5:14:30, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9513, loss_cls: 2.7061, loss: 2.7061 +2023-12-23 23:48:21,841 - pyskl - INFO - Epoch [33][2300/3405] lr: 2.219e-02, eta: 1 day, 5:14:02, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9581, loss_cls: 2.7222, loss: 2.7222 +2023-12-23 23:48:47,555 - pyskl - INFO - Epoch [33][2400/3405] lr: 2.218e-02, eta: 1 day, 5:13:33, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9525, loss_cls: 2.7488, loss: 2.7488 +2023-12-23 23:49:13,296 - pyskl - INFO - Epoch [33][2500/3405] lr: 2.218e-02, eta: 1 day, 5:13:05, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7181, top5_acc: 0.9513, loss_cls: 2.8328, loss: 2.8328 +2023-12-23 23:49:38,913 - pyskl - INFO - Epoch [33][2600/3405] lr: 2.217e-02, eta: 1 day, 5:12:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9556, loss_cls: 2.7264, loss: 2.7264 +2023-12-23 23:50:04,761 - pyskl - INFO - Epoch [33][2700/3405] lr: 2.217e-02, eta: 1 day, 5:12:08, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9463, loss_cls: 2.7720, loss: 2.7720 +2023-12-23 23:50:30,378 - pyskl - INFO - Epoch [33][2800/3405] lr: 2.216e-02, eta: 1 day, 5:11:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9506, loss_cls: 2.7210, loss: 2.7210 +2023-12-23 23:50:56,348 - pyskl - INFO - Epoch [33][2900/3405] lr: 2.216e-02, eta: 1 day, 5:11:11, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7469, top5_acc: 0.9525, loss_cls: 2.7506, loss: 2.7506 +2023-12-23 23:51:22,230 - pyskl - INFO - Epoch [33][3000/3405] lr: 2.215e-02, eta: 1 day, 5:10:43, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9513, loss_cls: 2.7295, loss: 2.7295 +2023-12-23 23:51:48,086 - pyskl - INFO - Epoch [33][3100/3405] lr: 2.215e-02, eta: 1 day, 5:10:15, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9406, loss_cls: 2.7981, loss: 2.7981 +2023-12-23 23:52:13,688 - pyskl - INFO - Epoch [33][3200/3405] lr: 2.214e-02, eta: 1 day, 5:09:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9500, loss_cls: 2.7232, loss: 2.7232 +2023-12-23 23:52:39,610 - pyskl - INFO - Epoch [33][3300/3405] lr: 2.214e-02, eta: 1 day, 5:09:18, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9437, loss_cls: 2.8094, loss: 2.8094 +2023-12-23 23:53:05,494 - pyskl - INFO - Epoch [33][3400/3405] lr: 2.213e-02, eta: 1 day, 5:08:50, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9525, loss_cls: 2.7525, loss: 2.7525 +2023-12-23 23:53:07,406 - pyskl - INFO - Saving checkpoint at 33 epochs +2023-12-23 23:57:34,543 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 23:57:35,144 - pyskl - INFO - +top1_acc 0.6887 +top5_acc 0.9202 +2023-12-23 23:57:35,169 - pyskl - INFO - Epoch(val) [33][3718] top1_acc: 0.6887, top5_acc: 0.9202 +2023-12-23 23:58:28,238 - pyskl - INFO - Epoch [34][100/3405] lr: 2.213e-02, eta: 1 day, 5:09:53, time: 0.531, data_time: 0.278, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9456, loss_cls: 2.7617, loss: 2.7617 +2023-12-23 23:58:53,782 - pyskl - INFO - Epoch [34][200/3405] lr: 2.212e-02, eta: 1 day, 5:09:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9487, loss_cls: 2.6962, loss: 2.6962 +2023-12-23 23:59:19,329 - pyskl - INFO - Epoch [34][300/3405] lr: 2.212e-02, eta: 1 day, 5:08:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7469, top5_acc: 0.9506, loss_cls: 2.7502, loss: 2.7502 +2023-12-23 23:59:45,070 - pyskl - INFO - Epoch [34][400/3405] lr: 2.211e-02, eta: 1 day, 5:08:26, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9500, loss_cls: 2.7106, loss: 2.7106 +2023-12-24 00:00:10,889 - pyskl - INFO - Epoch [34][500/3405] lr: 2.211e-02, eta: 1 day, 5:07:57, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9556, loss_cls: 2.7162, loss: 2.7162 +2023-12-24 00:00:36,242 - pyskl - INFO - Epoch [34][600/3405] lr: 2.210e-02, eta: 1 day, 5:07:27, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9550, loss_cls: 2.6956, loss: 2.6956 +2023-12-24 00:01:01,495 - pyskl - INFO - Epoch [34][700/3405] lr: 2.210e-02, eta: 1 day, 5:06:57, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9550, loss_cls: 2.7135, loss: 2.7135 +2023-12-24 00:01:26,968 - pyskl - INFO - Epoch [34][800/3405] lr: 2.209e-02, eta: 1 day, 5:06:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9544, loss_cls: 2.7680, loss: 2.7680 +2023-12-24 00:01:52,560 - pyskl - INFO - Epoch [34][900/3405] lr: 2.209e-02, eta: 1 day, 5:05:59, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9550, loss_cls: 2.7168, loss: 2.7168 +2023-12-24 00:02:18,073 - pyskl - INFO - Epoch [34][1000/3405] lr: 2.208e-02, eta: 1 day, 5:05:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9387, loss_cls: 2.7932, loss: 2.7932 +2023-12-24 00:02:43,511 - pyskl - INFO - Epoch [34][1100/3405] lr: 2.208e-02, eta: 1 day, 5:05:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9587, loss_cls: 2.7512, loss: 2.7512 +2023-12-24 00:03:09,118 - pyskl - INFO - Epoch [34][1200/3405] lr: 2.207e-02, eta: 1 day, 5:04:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9563, loss_cls: 2.7387, loss: 2.7387 +2023-12-24 00:03:34,858 - pyskl - INFO - Epoch [34][1300/3405] lr: 2.207e-02, eta: 1 day, 5:04:02, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9537, loss_cls: 2.7806, loss: 2.7806 +2023-12-24 00:04:00,204 - pyskl - INFO - Epoch [34][1400/3405] lr: 2.206e-02, eta: 1 day, 5:03:32, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9544, loss_cls: 2.7274, loss: 2.7274 +2023-12-24 00:04:26,106 - pyskl - INFO - Epoch [34][1500/3405] lr: 2.206e-02, eta: 1 day, 5:03:04, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9469, loss_cls: 2.8041, loss: 2.8041 +2023-12-24 00:04:52,408 - pyskl - INFO - Epoch [34][1600/3405] lr: 2.205e-02, eta: 1 day, 5:02:38, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9525, loss_cls: 2.7381, loss: 2.7381 +2023-12-24 00:05:18,151 - pyskl - INFO - Epoch [34][1700/3405] lr: 2.205e-02, eta: 1 day, 5:02:10, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9531, loss_cls: 2.6937, loss: 2.6937 +2023-12-24 00:05:43,524 - pyskl - INFO - Epoch [34][1800/3405] lr: 2.204e-02, eta: 1 day, 5:01:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9456, loss_cls: 2.7304, loss: 2.7304 +2023-12-24 00:06:08,958 - pyskl - INFO - Epoch [34][1900/3405] lr: 2.204e-02, eta: 1 day, 5:01:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9519, loss_cls: 2.7262, loss: 2.7262 +2023-12-24 00:06:34,641 - pyskl - INFO - Epoch [34][2000/3405] lr: 2.203e-02, eta: 1 day, 5:00:42, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9550, loss_cls: 2.6815, loss: 2.6815 +2023-12-24 00:07:00,492 - pyskl - INFO - Epoch [34][2100/3405] lr: 2.203e-02, eta: 1 day, 5:00:13, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9394, loss_cls: 2.8023, loss: 2.8023 +2023-12-24 00:07:26,438 - pyskl - INFO - Epoch [34][2200/3405] lr: 2.202e-02, eta: 1 day, 4:59:46, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9531, loss_cls: 2.7226, loss: 2.7226 +2023-12-24 00:07:52,618 - pyskl - INFO - Epoch [34][2300/3405] lr: 2.202e-02, eta: 1 day, 4:59:19, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9475, loss_cls: 2.7558, loss: 2.7558 +2023-12-24 00:08:18,307 - pyskl - INFO - Epoch [34][2400/3405] lr: 2.201e-02, eta: 1 day, 4:58:50, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9581, loss_cls: 2.7495, loss: 2.7495 +2023-12-24 00:08:44,014 - pyskl - INFO - Epoch [34][2500/3405] lr: 2.201e-02, eta: 1 day, 4:58:22, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9487, loss_cls: 2.7700, loss: 2.7700 +2023-12-24 00:09:10,601 - pyskl - INFO - Epoch [34][2600/3405] lr: 2.200e-02, eta: 1 day, 4:57:56, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9550, loss_cls: 2.7344, loss: 2.7344 +2023-12-24 00:09:36,490 - pyskl - INFO - Epoch [34][2700/3405] lr: 2.200e-02, eta: 1 day, 4:57:28, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9494, loss_cls: 2.7347, loss: 2.7347 +2023-12-24 00:10:02,478 - pyskl - INFO - Epoch [34][2800/3405] lr: 2.199e-02, eta: 1 day, 4:57:01, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7212, top5_acc: 0.9356, loss_cls: 2.8601, loss: 2.8601 +2023-12-24 00:10:28,147 - pyskl - INFO - Epoch [34][2900/3405] lr: 2.199e-02, eta: 1 day, 4:56:32, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9531, loss_cls: 2.7596, loss: 2.7596 +2023-12-24 00:10:54,473 - pyskl - INFO - Epoch [34][3000/3405] lr: 2.198e-02, eta: 1 day, 4:56:06, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9463, loss_cls: 2.7766, loss: 2.7766 +2023-12-24 00:11:20,423 - pyskl - INFO - Epoch [34][3100/3405] lr: 2.198e-02, eta: 1 day, 4:55:38, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7469, top5_acc: 0.9513, loss_cls: 2.7460, loss: 2.7460 +2023-12-24 00:11:46,654 - pyskl - INFO - Epoch [34][3200/3405] lr: 2.197e-02, eta: 1 day, 4:55:11, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9513, loss_cls: 2.7059, loss: 2.7059 +2023-12-24 00:12:12,731 - pyskl - INFO - Epoch [34][3300/3405] lr: 2.197e-02, eta: 1 day, 4:54:44, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9400, loss_cls: 2.8083, loss: 2.8083 +2023-12-24 00:12:38,400 - pyskl - INFO - Epoch [34][3400/3405] lr: 2.196e-02, eta: 1 day, 4:54:15, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7575, top5_acc: 0.9575, loss_cls: 2.6999, loss: 2.6999 +2023-12-24 00:12:40,356 - pyskl - INFO - Saving checkpoint at 34 epochs +2023-12-24 00:17:07,889 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 00:17:08,492 - pyskl - INFO - +top1_acc 0.7373 +top5_acc 0.9402 +2023-12-24 00:17:08,497 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_32.pth was removed +2023-12-24 00:17:08,708 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_34.pth. +2023-12-24 00:17:08,710 - pyskl - INFO - Best top1_acc is 0.7373 at 34 epoch. +2023-12-24 00:17:08,734 - pyskl - INFO - Epoch(val) [34][3718] top1_acc: 0.7373, top5_acc: 0.9402 +2023-12-24 00:18:01,115 - pyskl - INFO - Epoch [35][100/3405] lr: 2.196e-02, eta: 1 day, 4:55:12, time: 0.524, data_time: 0.270, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9500, loss_cls: 2.6812, loss: 2.6812 +2023-12-24 00:18:26,602 - pyskl - INFO - Epoch [35][200/3405] lr: 2.195e-02, eta: 1 day, 4:54:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9569, loss_cls: 2.6915, loss: 2.6915 +2023-12-24 00:18:52,634 - pyskl - INFO - Epoch [35][300/3405] lr: 2.195e-02, eta: 1 day, 4:54:15, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 2.6166, loss: 2.6166 +2023-12-24 00:19:18,606 - pyskl - INFO - Epoch [35][400/3405] lr: 2.194e-02, eta: 1 day, 4:53:47, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9531, loss_cls: 2.7206, loss: 2.7206 +2023-12-24 00:19:44,237 - pyskl - INFO - Epoch [35][500/3405] lr: 2.194e-02, eta: 1 day, 4:53:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9519, loss_cls: 2.7507, loss: 2.7507 +2023-12-24 00:20:09,973 - pyskl - INFO - Epoch [35][600/3405] lr: 2.193e-02, eta: 1 day, 4:52:50, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9550, loss_cls: 2.6832, loss: 2.6832 +2023-12-24 00:20:35,427 - pyskl - INFO - Epoch [35][700/3405] lr: 2.193e-02, eta: 1 day, 4:52:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9494, loss_cls: 2.7225, loss: 2.7225 +2023-12-24 00:21:00,860 - pyskl - INFO - Epoch [35][800/3405] lr: 2.192e-02, eta: 1 day, 4:51:51, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9581, loss_cls: 2.6493, loss: 2.6493 +2023-12-24 00:21:27,488 - pyskl - INFO - Epoch [35][900/3405] lr: 2.192e-02, eta: 1 day, 4:51:25, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9481, loss_cls: 2.8047, loss: 2.8047 +2023-12-24 00:21:54,105 - pyskl - INFO - Epoch [35][1000/3405] lr: 2.191e-02, eta: 1 day, 4:51:00, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9575, loss_cls: 2.7442, loss: 2.7442 +2023-12-24 00:22:20,799 - pyskl - INFO - Epoch [35][1100/3405] lr: 2.191e-02, eta: 1 day, 4:50:35, time: 0.267, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9556, loss_cls: 2.7097, loss: 2.7097 +2023-12-24 00:22:47,491 - pyskl - INFO - Epoch [35][1200/3405] lr: 2.190e-02, eta: 1 day, 4:50:09, time: 0.267, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9519, loss_cls: 2.7648, loss: 2.7648 +2023-12-24 00:23:12,952 - pyskl - INFO - Epoch [35][1300/3405] lr: 2.190e-02, eta: 1 day, 4:49:40, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9556, loss_cls: 2.7355, loss: 2.7355 +2023-12-24 00:23:38,416 - pyskl - INFO - Epoch [35][1400/3405] lr: 2.189e-02, eta: 1 day, 4:49:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9469, loss_cls: 2.7982, loss: 2.7982 +2023-12-24 00:24:03,955 - pyskl - INFO - Epoch [35][1500/3405] lr: 2.189e-02, eta: 1 day, 4:48:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9594, loss_cls: 2.7266, loss: 2.7266 +2023-12-24 00:24:29,922 - pyskl - INFO - Epoch [35][1600/3405] lr: 2.188e-02, eta: 1 day, 4:48:14, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9594, loss_cls: 2.6870, loss: 2.6870 +2023-12-24 00:24:55,547 - pyskl - INFO - Epoch [35][1700/3405] lr: 2.188e-02, eta: 1 day, 4:47:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9513, loss_cls: 2.7817, loss: 2.7817 +2023-12-24 00:25:20,975 - pyskl - INFO - Epoch [35][1800/3405] lr: 2.187e-02, eta: 1 day, 4:47:16, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9456, loss_cls: 2.7447, loss: 2.7447 +2023-12-24 00:25:46,540 - pyskl - INFO - Epoch [35][1900/3405] lr: 2.187e-02, eta: 1 day, 4:46:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9413, loss_cls: 2.7977, loss: 2.7977 +2023-12-24 00:26:12,190 - pyskl - INFO - Epoch [35][2000/3405] lr: 2.186e-02, eta: 1 day, 4:46:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9406, loss_cls: 2.7893, loss: 2.7893 +2023-12-24 00:26:37,764 - pyskl - INFO - Epoch [35][2100/3405] lr: 2.186e-02, eta: 1 day, 4:45:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9469, loss_cls: 2.7587, loss: 2.7587 +2023-12-24 00:27:03,477 - pyskl - INFO - Epoch [35][2200/3405] lr: 2.185e-02, eta: 1 day, 4:45:20, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9587, loss_cls: 2.7070, loss: 2.7070 +2023-12-24 00:27:29,233 - pyskl - INFO - Epoch [35][2300/3405] lr: 2.185e-02, eta: 1 day, 4:44:52, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9481, loss_cls: 2.7166, loss: 2.7166 +2023-12-24 00:27:55,033 - pyskl - INFO - Epoch [35][2400/3405] lr: 2.184e-02, eta: 1 day, 4:44:24, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9456, loss_cls: 2.7287, loss: 2.7287 +2023-12-24 00:28:20,578 - pyskl - INFO - Epoch [35][2500/3405] lr: 2.184e-02, eta: 1 day, 4:43:55, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9531, loss_cls: 2.7182, loss: 2.7182 +2023-12-24 00:28:46,458 - pyskl - INFO - Epoch [35][2600/3405] lr: 2.183e-02, eta: 1 day, 4:43:27, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9494, loss_cls: 2.7419, loss: 2.7419 +2023-12-24 00:29:12,140 - pyskl - INFO - Epoch [35][2700/3405] lr: 2.183e-02, eta: 1 day, 4:42:58, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9519, loss_cls: 2.7271, loss: 2.7271 +2023-12-24 00:29:37,809 - pyskl - INFO - Epoch [35][2800/3405] lr: 2.182e-02, eta: 1 day, 4:42:30, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9544, loss_cls: 2.7364, loss: 2.7364 +2023-12-24 00:30:03,927 - pyskl - INFO - Epoch [35][2900/3405] lr: 2.182e-02, eta: 1 day, 4:42:02, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9475, loss_cls: 2.7771, loss: 2.7771 +2023-12-24 00:30:30,151 - pyskl - INFO - Epoch [35][3000/3405] lr: 2.181e-02, eta: 1 day, 4:41:36, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9525, loss_cls: 2.7002, loss: 2.7002 +2023-12-24 00:30:56,339 - pyskl - INFO - Epoch [35][3100/3405] lr: 2.181e-02, eta: 1 day, 4:41:09, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9575, loss_cls: 2.7433, loss: 2.7433 +2023-12-24 00:31:22,713 - pyskl - INFO - Epoch [35][3200/3405] lr: 2.180e-02, eta: 1 day, 4:40:42, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9475, loss_cls: 2.7866, loss: 2.7866 +2023-12-24 00:31:48,989 - pyskl - INFO - Epoch [35][3300/3405] lr: 2.179e-02, eta: 1 day, 4:40:16, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9594, loss_cls: 2.7319, loss: 2.7319 +2023-12-24 00:32:14,817 - pyskl - INFO - Epoch [35][3400/3405] lr: 2.179e-02, eta: 1 day, 4:39:48, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9431, loss_cls: 2.7680, loss: 2.7680 +2023-12-24 00:32:16,879 - pyskl - INFO - Saving checkpoint at 35 epochs +2023-12-24 00:36:44,751 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 00:36:45,356 - pyskl - INFO - +top1_acc 0.6725 +top5_acc 0.9210 +2023-12-24 00:36:45,381 - pyskl - INFO - Epoch(val) [35][3718] top1_acc: 0.6725, top5_acc: 0.9210 +2023-12-24 00:37:37,473 - pyskl - INFO - Epoch [36][100/3405] lr: 2.178e-02, eta: 1 day, 4:40:40, time: 0.521, data_time: 0.268, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9569, loss_cls: 2.7460, loss: 2.7460 +2023-12-24 00:38:03,264 - pyskl - INFO - Epoch [36][200/3405] lr: 2.178e-02, eta: 1 day, 4:40:12, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9625, loss_cls: 2.6601, loss: 2.6601 +2023-12-24 00:38:29,022 - pyskl - INFO - Epoch [36][300/3405] lr: 2.177e-02, eta: 1 day, 4:39:44, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9544, loss_cls: 2.7022, loss: 2.7022 +2023-12-24 00:38:54,705 - pyskl - INFO - Epoch [36][400/3405] lr: 2.177e-02, eta: 1 day, 4:39:15, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9569, loss_cls: 2.6815, loss: 2.6815 +2023-12-24 00:39:20,161 - pyskl - INFO - Epoch [36][500/3405] lr: 2.176e-02, eta: 1 day, 4:38:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9537, loss_cls: 2.7166, loss: 2.7166 +2023-12-24 00:39:45,451 - pyskl - INFO - Epoch [36][600/3405] lr: 2.176e-02, eta: 1 day, 4:38:16, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9569, loss_cls: 2.7074, loss: 2.7074 +2023-12-24 00:40:10,684 - pyskl - INFO - Epoch [36][700/3405] lr: 2.175e-02, eta: 1 day, 4:37:46, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9537, loss_cls: 2.7570, loss: 2.7570 +2023-12-24 00:40:35,938 - pyskl - INFO - Epoch [36][800/3405] lr: 2.175e-02, eta: 1 day, 4:37:16, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9613, loss_cls: 2.6849, loss: 2.6849 +2023-12-24 00:41:01,177 - pyskl - INFO - Epoch [36][900/3405] lr: 2.174e-02, eta: 1 day, 4:36:46, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9519, loss_cls: 2.6877, loss: 2.6877 +2023-12-24 00:41:26,379 - pyskl - INFO - Epoch [36][1000/3405] lr: 2.174e-02, eta: 1 day, 4:36:15, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9613, loss_cls: 2.7052, loss: 2.7052 +2023-12-24 00:41:51,589 - pyskl - INFO - Epoch [36][1100/3405] lr: 2.173e-02, eta: 1 day, 4:35:45, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9475, loss_cls: 2.7157, loss: 2.7157 +2023-12-24 00:42:16,790 - pyskl - INFO - Epoch [36][1200/3405] lr: 2.173e-02, eta: 1 day, 4:35:15, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9544, loss_cls: 2.7276, loss: 2.7276 +2023-12-24 00:42:42,053 - pyskl - INFO - Epoch [36][1300/3405] lr: 2.172e-02, eta: 1 day, 4:34:45, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7319, top5_acc: 0.9456, loss_cls: 2.7981, loss: 2.7981 +2023-12-24 00:43:07,370 - pyskl - INFO - Epoch [36][1400/3405] lr: 2.172e-02, eta: 1 day, 4:34:15, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9494, loss_cls: 2.7651, loss: 2.7651 +2023-12-24 00:43:32,870 - pyskl - INFO - Epoch [36][1500/3405] lr: 2.171e-02, eta: 1 day, 4:33:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9506, loss_cls: 2.7390, loss: 2.7390 +2023-12-24 00:43:58,456 - pyskl - INFO - Epoch [36][1600/3405] lr: 2.171e-02, eta: 1 day, 4:33:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9544, loss_cls: 2.7449, loss: 2.7449 +2023-12-24 00:44:24,036 - pyskl - INFO - Epoch [36][1700/3405] lr: 2.170e-02, eta: 1 day, 4:32:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9450, loss_cls: 2.7355, loss: 2.7355 +2023-12-24 00:44:49,486 - pyskl - INFO - Epoch [36][1800/3405] lr: 2.170e-02, eta: 1 day, 4:32:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9456, loss_cls: 2.8026, loss: 2.8026 +2023-12-24 00:45:14,977 - pyskl - INFO - Epoch [36][1900/3405] lr: 2.169e-02, eta: 1 day, 4:31:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9537, loss_cls: 2.7202, loss: 2.7202 +2023-12-24 00:45:40,513 - pyskl - INFO - Epoch [36][2000/3405] lr: 2.169e-02, eta: 1 day, 4:31:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9494, loss_cls: 2.7072, loss: 2.7072 +2023-12-24 00:46:06,090 - pyskl - INFO - Epoch [36][2100/3405] lr: 2.168e-02, eta: 1 day, 4:30:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9469, loss_cls: 2.7791, loss: 2.7791 +2023-12-24 00:46:32,255 - pyskl - INFO - Epoch [36][2200/3405] lr: 2.168e-02, eta: 1 day, 4:30:25, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9587, loss_cls: 2.7009, loss: 2.7009 +2023-12-24 00:46:57,848 - pyskl - INFO - Epoch [36][2300/3405] lr: 2.167e-02, eta: 1 day, 4:29:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9613, loss_cls: 2.6502, loss: 2.6502 +2023-12-24 00:47:23,384 - pyskl - INFO - Epoch [36][2400/3405] lr: 2.166e-02, eta: 1 day, 4:29:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9500, loss_cls: 2.7312, loss: 2.7312 +2023-12-24 00:47:49,010 - pyskl - INFO - Epoch [36][2500/3405] lr: 2.166e-02, eta: 1 day, 4:28:59, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9400, loss_cls: 2.7681, loss: 2.7681 +2023-12-24 00:48:14,675 - pyskl - INFO - Epoch [36][2600/3405] lr: 2.165e-02, eta: 1 day, 4:28:30, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9581, loss_cls: 2.7007, loss: 2.7007 +2023-12-24 00:48:40,611 - pyskl - INFO - Epoch [36][2700/3405] lr: 2.165e-02, eta: 1 day, 4:28:03, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9531, loss_cls: 2.7153, loss: 2.7153 +2023-12-24 00:49:06,354 - pyskl - INFO - Epoch [36][2800/3405] lr: 2.164e-02, eta: 1 day, 4:27:34, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9444, loss_cls: 2.7635, loss: 2.7635 +2023-12-24 00:49:32,353 - pyskl - INFO - Epoch [36][2900/3405] lr: 2.164e-02, eta: 1 day, 4:27:07, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9575, loss_cls: 2.6859, loss: 2.6859 +2023-12-24 00:49:58,260 - pyskl - INFO - Epoch [36][3000/3405] lr: 2.163e-02, eta: 1 day, 4:26:39, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9537, loss_cls: 2.7541, loss: 2.7541 +2023-12-24 00:50:23,971 - pyskl - INFO - Epoch [36][3100/3405] lr: 2.163e-02, eta: 1 day, 4:26:11, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9444, loss_cls: 2.7825, loss: 2.7825 +2023-12-24 00:50:49,805 - pyskl - INFO - Epoch [36][3200/3405] lr: 2.162e-02, eta: 1 day, 4:25:43, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9425, loss_cls: 2.7661, loss: 2.7661 +2023-12-24 00:51:16,226 - pyskl - INFO - Epoch [36][3300/3405] lr: 2.162e-02, eta: 1 day, 4:25:16, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9387, loss_cls: 2.8077, loss: 2.8077 +2023-12-24 00:51:41,796 - pyskl - INFO - Epoch [36][3400/3405] lr: 2.161e-02, eta: 1 day, 4:24:48, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9606, loss_cls: 2.7374, loss: 2.7374 +2023-12-24 00:51:43,741 - pyskl - INFO - Saving checkpoint at 36 epochs +2023-12-24 00:56:11,304 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 00:56:11,913 - pyskl - INFO - +top1_acc 0.7102 +top5_acc 0.9316 +2023-12-24 00:56:11,939 - pyskl - INFO - Epoch(val) [36][3718] top1_acc: 0.7102, top5_acc: 0.9316 +2023-12-24 00:57:04,680 - pyskl - INFO - Epoch [37][100/3405] lr: 2.161e-02, eta: 1 day, 4:25:39, time: 0.527, data_time: 0.267, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9519, loss_cls: 2.7337, loss: 2.7337 +2023-12-24 00:57:30,165 - pyskl - INFO - Epoch [37][200/3405] lr: 2.160e-02, eta: 1 day, 4:25:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9613, loss_cls: 2.7070, loss: 2.7070 +2023-12-24 00:57:56,199 - pyskl - INFO - Epoch [37][300/3405] lr: 2.160e-02, eta: 1 day, 4:24:43, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 2.6475, loss: 2.6475 +2023-12-24 00:58:22,249 - pyskl - INFO - Epoch [37][400/3405] lr: 2.159e-02, eta: 1 day, 4:24:15, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9637, loss_cls: 2.6567, loss: 2.6567 +2023-12-24 00:58:47,898 - pyskl - INFO - Epoch [37][500/3405] lr: 2.159e-02, eta: 1 day, 4:23:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7575, top5_acc: 0.9569, loss_cls: 2.6966, loss: 2.6966 +2023-12-24 00:59:13,212 - pyskl - INFO - Epoch [37][600/3405] lr: 2.158e-02, eta: 1 day, 4:23:17, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9506, loss_cls: 2.7520, loss: 2.7520 +2023-12-24 00:59:38,432 - pyskl - INFO - Epoch [37][700/3405] lr: 2.158e-02, eta: 1 day, 4:22:47, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9513, loss_cls: 2.7421, loss: 2.7421 +2023-12-24 01:00:03,671 - pyskl - INFO - Epoch [37][800/3405] lr: 2.157e-02, eta: 1 day, 4:22:17, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9550, loss_cls: 2.7197, loss: 2.7197 +2023-12-24 01:00:28,929 - pyskl - INFO - Epoch [37][900/3405] lr: 2.156e-02, eta: 1 day, 4:21:47, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9531, loss_cls: 2.7113, loss: 2.7113 +2023-12-24 01:00:54,189 - pyskl - INFO - Epoch [37][1000/3405] lr: 2.156e-02, eta: 1 day, 4:21:17, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9581, loss_cls: 2.6503, loss: 2.6503 +2023-12-24 01:01:19,420 - pyskl - INFO - Epoch [37][1100/3405] lr: 2.155e-02, eta: 1 day, 4:20:47, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9556, loss_cls: 2.6632, loss: 2.6632 +2023-12-24 01:01:44,681 - pyskl - INFO - Epoch [37][1200/3405] lr: 2.155e-02, eta: 1 day, 4:20:18, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9619, loss_cls: 2.7188, loss: 2.7188 +2023-12-24 01:02:09,905 - pyskl - INFO - Epoch [37][1300/3405] lr: 2.154e-02, eta: 1 day, 4:19:48, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9581, loss_cls: 2.6883, loss: 2.6883 +2023-12-24 01:02:35,147 - pyskl - INFO - Epoch [37][1400/3405] lr: 2.154e-02, eta: 1 day, 4:19:18, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9481, loss_cls: 2.7571, loss: 2.7571 +2023-12-24 01:03:00,750 - pyskl - INFO - Epoch [37][1500/3405] lr: 2.153e-02, eta: 1 day, 4:18:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9550, loss_cls: 2.6913, loss: 2.6913 +2023-12-24 01:03:26,883 - pyskl - INFO - Epoch [37][1600/3405] lr: 2.153e-02, eta: 1 day, 4:18:22, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9575, loss_cls: 2.7017, loss: 2.7017 +2023-12-24 01:03:52,215 - pyskl - INFO - Epoch [37][1700/3405] lr: 2.152e-02, eta: 1 day, 4:17:52, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9537, loss_cls: 2.6977, loss: 2.6977 +2023-12-24 01:04:17,860 - pyskl - INFO - Epoch [37][1800/3405] lr: 2.152e-02, eta: 1 day, 4:17:24, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9531, loss_cls: 2.7549, loss: 2.7549 +2023-12-24 01:04:43,544 - pyskl - INFO - Epoch [37][1900/3405] lr: 2.151e-02, eta: 1 day, 4:16:55, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9569, loss_cls: 2.7025, loss: 2.7025 +2023-12-24 01:05:09,122 - pyskl - INFO - Epoch [37][2000/3405] lr: 2.151e-02, eta: 1 day, 4:16:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9481, loss_cls: 2.7831, loss: 2.7831 +2023-12-24 01:05:35,186 - pyskl - INFO - Epoch [37][2100/3405] lr: 2.150e-02, eta: 1 day, 4:15:59, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9406, loss_cls: 2.7867, loss: 2.7867 +2023-12-24 01:06:01,241 - pyskl - INFO - Epoch [37][2200/3405] lr: 2.150e-02, eta: 1 day, 4:15:32, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9600, loss_cls: 2.6821, loss: 2.6821 +2023-12-24 01:06:27,230 - pyskl - INFO - Epoch [37][2300/3405] lr: 2.149e-02, eta: 1 day, 4:15:05, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7575, top5_acc: 0.9544, loss_cls: 2.7015, loss: 2.7015 +2023-12-24 01:06:53,673 - pyskl - INFO - Epoch [37][2400/3405] lr: 2.148e-02, eta: 1 day, 4:14:38, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9563, loss_cls: 2.7182, loss: 2.7182 +2023-12-24 01:07:19,598 - pyskl - INFO - Epoch [37][2500/3405] lr: 2.148e-02, eta: 1 day, 4:14:11, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9494, loss_cls: 2.7721, loss: 2.7721 +2023-12-24 01:07:45,105 - pyskl - INFO - Epoch [37][2600/3405] lr: 2.147e-02, eta: 1 day, 4:13:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9463, loss_cls: 2.7739, loss: 2.7739 +2023-12-24 01:08:11,270 - pyskl - INFO - Epoch [37][2700/3405] lr: 2.147e-02, eta: 1 day, 4:13:15, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9506, loss_cls: 2.7447, loss: 2.7447 +2023-12-24 01:08:37,080 - pyskl - INFO - Epoch [37][2800/3405] lr: 2.146e-02, eta: 1 day, 4:12:47, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9594, loss_cls: 2.6353, loss: 2.6353 +2023-12-24 01:09:02,930 - pyskl - INFO - Epoch [37][2900/3405] lr: 2.146e-02, eta: 1 day, 4:12:19, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9500, loss_cls: 2.7071, loss: 2.7071 +2023-12-24 01:09:28,801 - pyskl - INFO - Epoch [37][3000/3405] lr: 2.145e-02, eta: 1 day, 4:11:51, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9544, loss_cls: 2.7243, loss: 2.7243 +2023-12-24 01:09:54,493 - pyskl - INFO - Epoch [37][3100/3405] lr: 2.145e-02, eta: 1 day, 4:11:23, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9556, loss_cls: 2.6729, loss: 2.6729 +2023-12-24 01:10:20,502 - pyskl - INFO - Epoch [37][3200/3405] lr: 2.144e-02, eta: 1 day, 4:10:55, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9450, loss_cls: 2.7779, loss: 2.7779 +2023-12-24 01:10:46,212 - pyskl - INFO - Epoch [37][3300/3405] lr: 2.144e-02, eta: 1 day, 4:10:27, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7219, top5_acc: 0.9400, loss_cls: 2.8213, loss: 2.8213 +2023-12-24 01:11:11,663 - pyskl - INFO - Epoch [37][3400/3405] lr: 2.143e-02, eta: 1 day, 4:09:58, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9469, loss_cls: 2.7748, loss: 2.7748 +2023-12-24 01:11:13,610 - pyskl - INFO - Saving checkpoint at 37 epochs +2023-12-24 01:15:40,996 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 01:15:41,602 - pyskl - INFO - +top1_acc 0.7256 +top5_acc 0.9299 +2023-12-24 01:15:41,627 - pyskl - INFO - Epoch(val) [37][3718] top1_acc: 0.7256, top5_acc: 0.9299 +2023-12-24 01:16:33,692 - pyskl - INFO - Epoch [38][100/3405] lr: 2.143e-02, eta: 1 day, 4:10:45, time: 0.521, data_time: 0.264, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9506, loss_cls: 2.7502, loss: 2.7502 +2023-12-24 01:16:58,985 - pyskl - INFO - Epoch [38][200/3405] lr: 2.142e-02, eta: 1 day, 4:10:15, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9556, loss_cls: 2.7297, loss: 2.7297 +2023-12-24 01:17:24,714 - pyskl - INFO - Epoch [38][300/3405] lr: 2.141e-02, eta: 1 day, 4:09:47, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9537, loss_cls: 2.7133, loss: 2.7133 +2023-12-24 01:17:50,647 - pyskl - INFO - Epoch [38][400/3405] lr: 2.141e-02, eta: 1 day, 4:09:19, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9531, loss_cls: 2.7362, loss: 2.7362 +2023-12-24 01:18:16,392 - pyskl - INFO - Epoch [38][500/3405] lr: 2.140e-02, eta: 1 day, 4:08:51, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9525, loss_cls: 2.6596, loss: 2.6596 +2023-12-24 01:18:42,147 - pyskl - INFO - Epoch [38][600/3405] lr: 2.140e-02, eta: 1 day, 4:08:22, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9563, loss_cls: 2.6357, loss: 2.6357 +2023-12-24 01:19:07,688 - pyskl - INFO - Epoch [38][700/3405] lr: 2.139e-02, eta: 1 day, 4:07:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9669, loss_cls: 2.6362, loss: 2.6362 +2023-12-24 01:19:32,929 - pyskl - INFO - Epoch [38][800/3405] lr: 2.139e-02, eta: 1 day, 4:07:24, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9563, loss_cls: 2.7047, loss: 2.7047 +2023-12-24 01:19:58,288 - pyskl - INFO - Epoch [38][900/3405] lr: 2.138e-02, eta: 1 day, 4:06:54, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9606, loss_cls: 2.7574, loss: 2.7574 +2023-12-24 01:20:23,784 - pyskl - INFO - Epoch [38][1000/3405] lr: 2.138e-02, eta: 1 day, 4:06:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9625, loss_cls: 2.6738, loss: 2.6738 +2023-12-24 01:20:49,291 - pyskl - INFO - Epoch [38][1100/3405] lr: 2.137e-02, eta: 1 day, 4:05:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9550, loss_cls: 2.7096, loss: 2.7096 +2023-12-24 01:21:14,594 - pyskl - INFO - Epoch [38][1200/3405] lr: 2.137e-02, eta: 1 day, 4:05:27, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9569, loss_cls: 2.7079, loss: 2.7079 +2023-12-24 01:21:40,466 - pyskl - INFO - Epoch [38][1300/3405] lr: 2.136e-02, eta: 1 day, 4:04:59, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9550, loss_cls: 2.7017, loss: 2.7017 +2023-12-24 01:22:06,022 - pyskl - INFO - Epoch [38][1400/3405] lr: 2.136e-02, eta: 1 day, 4:04:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9494, loss_cls: 2.7484, loss: 2.7484 +2023-12-24 01:22:31,415 - pyskl - INFO - Epoch [38][1500/3405] lr: 2.135e-02, eta: 1 day, 4:04:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9506, loss_cls: 2.7173, loss: 2.7173 +2023-12-24 01:22:57,031 - pyskl - INFO - Epoch [38][1600/3405] lr: 2.134e-02, eta: 1 day, 4:03:32, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9450, loss_cls: 2.7329, loss: 2.7329 +2023-12-24 01:23:22,417 - pyskl - INFO - Epoch [38][1700/3405] lr: 2.134e-02, eta: 1 day, 4:03:03, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9519, loss_cls: 2.7676, loss: 2.7676 +2023-12-24 01:23:47,799 - pyskl - INFO - Epoch [38][1800/3405] lr: 2.133e-02, eta: 1 day, 4:02:34, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9606, loss_cls: 2.7008, loss: 2.7008 +2023-12-24 01:24:13,216 - pyskl - INFO - Epoch [38][1900/3405] lr: 2.133e-02, eta: 1 day, 4:02:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9587, loss_cls: 2.6835, loss: 2.6835 +2023-12-24 01:24:38,572 - pyskl - INFO - Epoch [38][2000/3405] lr: 2.132e-02, eta: 1 day, 4:01:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9506, loss_cls: 2.7471, loss: 2.7471 +2023-12-24 01:25:04,177 - pyskl - INFO - Epoch [38][2100/3405] lr: 2.132e-02, eta: 1 day, 4:01:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9506, loss_cls: 2.7417, loss: 2.7417 +2023-12-24 01:25:30,034 - pyskl - INFO - Epoch [38][2200/3405] lr: 2.131e-02, eta: 1 day, 4:00:39, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9450, loss_cls: 2.7480, loss: 2.7480 +2023-12-24 01:25:56,864 - pyskl - INFO - Epoch [38][2300/3405] lr: 2.131e-02, eta: 1 day, 4:00:14, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9463, loss_cls: 2.7531, loss: 2.7531 +2023-12-24 01:26:23,290 - pyskl - INFO - Epoch [38][2400/3405] lr: 2.130e-02, eta: 1 day, 3:59:47, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9531, loss_cls: 2.7386, loss: 2.7386 +2023-12-24 01:26:49,055 - pyskl - INFO - Epoch [38][2500/3405] lr: 2.130e-02, eta: 1 day, 3:59:19, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9600, loss_cls: 2.6813, loss: 2.6813 +2023-12-24 01:27:14,699 - pyskl - INFO - Epoch [38][2600/3405] lr: 2.129e-02, eta: 1 day, 3:58:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9456, loss_cls: 2.7774, loss: 2.7774 +2023-12-24 01:27:40,481 - pyskl - INFO - Epoch [38][2700/3405] lr: 2.128e-02, eta: 1 day, 3:58:23, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9594, loss_cls: 2.6595, loss: 2.6595 +2023-12-24 01:28:06,503 - pyskl - INFO - Epoch [38][2800/3405] lr: 2.128e-02, eta: 1 day, 3:57:55, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9506, loss_cls: 2.7335, loss: 2.7335 +2023-12-24 01:28:32,723 - pyskl - INFO - Epoch [38][2900/3405] lr: 2.127e-02, eta: 1 day, 3:57:29, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9563, loss_cls: 2.6865, loss: 2.6865 +2023-12-24 01:28:58,832 - pyskl - INFO - Epoch [38][3000/3405] lr: 2.127e-02, eta: 1 day, 3:57:01, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9569, loss_cls: 2.7259, loss: 2.7259 +2023-12-24 01:29:24,655 - pyskl - INFO - Epoch [38][3100/3405] lr: 2.126e-02, eta: 1 day, 3:56:34, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9519, loss_cls: 2.7304, loss: 2.7304 +2023-12-24 01:29:50,745 - pyskl - INFO - Epoch [38][3200/3405] lr: 2.126e-02, eta: 1 day, 3:56:06, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9581, loss_cls: 2.6832, loss: 2.6832 +2023-12-24 01:30:16,634 - pyskl - INFO - Epoch [38][3300/3405] lr: 2.125e-02, eta: 1 day, 3:55:39, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9631, loss_cls: 2.6967, loss: 2.6967 +2023-12-24 01:30:42,154 - pyskl - INFO - Epoch [38][3400/3405] lr: 2.125e-02, eta: 1 day, 3:55:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9519, loss_cls: 2.7722, loss: 2.7722 +2023-12-24 01:30:44,145 - pyskl - INFO - Saving checkpoint at 38 epochs +2023-12-24 01:35:11,606 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 01:35:12,208 - pyskl - INFO - +top1_acc 0.7319 +top5_acc 0.9420 +2023-12-24 01:35:12,232 - pyskl - INFO - Epoch(val) [38][3718] top1_acc: 0.7319, top5_acc: 0.9420 +2023-12-24 01:36:04,856 - pyskl - INFO - Epoch [39][100/3405] lr: 2.124e-02, eta: 1 day, 3:55:56, time: 0.526, data_time: 0.272, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9569, loss_cls: 2.6651, loss: 2.6651 +2023-12-24 01:36:30,296 - pyskl - INFO - Epoch [39][200/3405] lr: 2.123e-02, eta: 1 day, 3:55:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9487, loss_cls: 2.7150, loss: 2.7150 +2023-12-24 01:36:56,042 - pyskl - INFO - Epoch [39][300/3405] lr: 2.123e-02, eta: 1 day, 3:54:58, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9550, loss_cls: 2.6978, loss: 2.6978 +2023-12-24 01:37:21,736 - pyskl - INFO - Epoch [39][400/3405] lr: 2.122e-02, eta: 1 day, 3:54:30, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9587, loss_cls: 2.7350, loss: 2.7350 +2023-12-24 01:37:47,124 - pyskl - INFO - Epoch [39][500/3405] lr: 2.122e-02, eta: 1 day, 3:54:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9481, loss_cls: 2.7287, loss: 2.7287 +2023-12-24 01:38:12,373 - pyskl - INFO - Epoch [39][600/3405] lr: 2.121e-02, eta: 1 day, 3:53:31, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9606, loss_cls: 2.6084, loss: 2.6084 +2023-12-24 01:38:37,589 - pyskl - INFO - Epoch [39][700/3405] lr: 2.121e-02, eta: 1 day, 3:53:01, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9575, loss_cls: 2.6928, loss: 2.6928 +2023-12-24 01:39:02,777 - pyskl - INFO - Epoch [39][800/3405] lr: 2.120e-02, eta: 1 day, 3:52:31, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9544, loss_cls: 2.7196, loss: 2.7196 +2023-12-24 01:39:27,965 - pyskl - INFO - Epoch [39][900/3405] lr: 2.120e-02, eta: 1 day, 3:52:02, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9663, loss_cls: 2.6838, loss: 2.6838 +2023-12-24 01:39:53,181 - pyskl - INFO - Epoch [39][1000/3405] lr: 2.119e-02, eta: 1 day, 3:51:32, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9594, loss_cls: 2.6645, loss: 2.6645 +2023-12-24 01:40:18,390 - pyskl - INFO - Epoch [39][1100/3405] lr: 2.119e-02, eta: 1 day, 3:51:02, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9575, loss_cls: 2.7341, loss: 2.7341 +2023-12-24 01:40:43,587 - pyskl - INFO - Epoch [39][1200/3405] lr: 2.118e-02, eta: 1 day, 3:50:32, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9569, loss_cls: 2.6818, loss: 2.6818 +2023-12-24 01:41:08,950 - pyskl - INFO - Epoch [39][1300/3405] lr: 2.117e-02, eta: 1 day, 3:50:03, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7469, top5_acc: 0.9587, loss_cls: 2.6965, loss: 2.6965 +2023-12-24 01:41:34,599 - pyskl - INFO - Epoch [39][1400/3405] lr: 2.117e-02, eta: 1 day, 3:49:35, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9425, loss_cls: 2.7264, loss: 2.7264 +2023-12-24 01:42:00,214 - pyskl - INFO - Epoch [39][1500/3405] lr: 2.116e-02, eta: 1 day, 3:49:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9494, loss_cls: 2.7433, loss: 2.7433 +2023-12-24 01:42:26,060 - pyskl - INFO - Epoch [39][1600/3405] lr: 2.116e-02, eta: 1 day, 3:48:38, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9544, loss_cls: 2.6992, loss: 2.6992 +2023-12-24 01:42:51,372 - pyskl - INFO - Epoch [39][1700/3405] lr: 2.115e-02, eta: 1 day, 3:48:09, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9575, loss_cls: 2.6984, loss: 2.6984 +2023-12-24 01:43:16,790 - pyskl - INFO - Epoch [39][1800/3405] lr: 2.115e-02, eta: 1 day, 3:47:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9600, loss_cls: 2.6918, loss: 2.6918 +2023-12-24 01:43:42,273 - pyskl - INFO - Epoch [39][1900/3405] lr: 2.114e-02, eta: 1 day, 3:47:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9469, loss_cls: 2.7273, loss: 2.7273 +2023-12-24 01:44:07,759 - pyskl - INFO - Epoch [39][2000/3405] lr: 2.114e-02, eta: 1 day, 3:46:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9587, loss_cls: 2.7022, loss: 2.7022 +2023-12-24 01:44:33,345 - pyskl - INFO - Epoch [39][2100/3405] lr: 2.113e-02, eta: 1 day, 3:46:13, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9525, loss_cls: 2.6881, loss: 2.6881 +2023-12-24 01:44:59,067 - pyskl - INFO - Epoch [39][2200/3405] lr: 2.112e-02, eta: 1 day, 3:45:45, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7469, top5_acc: 0.9531, loss_cls: 2.7210, loss: 2.7210 +2023-12-24 01:45:25,353 - pyskl - INFO - Epoch [39][2300/3405] lr: 2.112e-02, eta: 1 day, 3:45:18, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9594, loss_cls: 2.6995, loss: 2.6995 +2023-12-24 01:45:51,135 - pyskl - INFO - Epoch [39][2400/3405] lr: 2.111e-02, eta: 1 day, 3:44:50, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9594, loss_cls: 2.6680, loss: 2.6680 +2023-12-24 01:46:16,860 - pyskl - INFO - Epoch [39][2500/3405] lr: 2.111e-02, eta: 1 day, 3:44:22, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9469, loss_cls: 2.7167, loss: 2.7167 +2023-12-24 01:46:43,556 - pyskl - INFO - Epoch [39][2600/3405] lr: 2.110e-02, eta: 1 day, 3:43:57, time: 0.267, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9556, loss_cls: 2.7156, loss: 2.7156 +2023-12-24 01:47:09,349 - pyskl - INFO - Epoch [39][2700/3405] lr: 2.110e-02, eta: 1 day, 3:43:29, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9544, loss_cls: 2.7006, loss: 2.7006 +2023-12-24 01:47:35,245 - pyskl - INFO - Epoch [39][2800/3405] lr: 2.109e-02, eta: 1 day, 3:43:01, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7469, top5_acc: 0.9500, loss_cls: 2.7112, loss: 2.7112 +2023-12-24 01:48:01,402 - pyskl - INFO - Epoch [39][2900/3405] lr: 2.109e-02, eta: 1 day, 3:42:34, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9581, loss_cls: 2.7184, loss: 2.7184 +2023-12-24 01:48:26,968 - pyskl - INFO - Epoch [39][3000/3405] lr: 2.108e-02, eta: 1 day, 3:42:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9431, loss_cls: 2.7369, loss: 2.7369 +2023-12-24 01:48:53,229 - pyskl - INFO - Epoch [39][3100/3405] lr: 2.107e-02, eta: 1 day, 3:41:39, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9575, loss_cls: 2.6710, loss: 2.6710 +2023-12-24 01:49:19,184 - pyskl - INFO - Epoch [39][3200/3405] lr: 2.107e-02, eta: 1 day, 3:41:12, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9494, loss_cls: 2.7679, loss: 2.7679 +2023-12-24 01:49:44,763 - pyskl - INFO - Epoch [39][3300/3405] lr: 2.106e-02, eta: 1 day, 3:40:43, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9525, loss_cls: 2.7368, loss: 2.7368 +2023-12-24 01:50:10,513 - pyskl - INFO - Epoch [39][3400/3405] lr: 2.106e-02, eta: 1 day, 3:40:15, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9537, loss_cls: 2.6891, loss: 2.6891 +2023-12-24 01:50:12,468 - pyskl - INFO - Saving checkpoint at 39 epochs +2023-12-24 01:54:40,397 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 01:54:40,996 - pyskl - INFO - +top1_acc 0.7379 +top5_acc 0.9391 +2023-12-24 01:54:41,001 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_34.pth was removed +2023-12-24 01:54:41,210 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_39.pth. +2023-12-24 01:54:41,212 - pyskl - INFO - Best top1_acc is 0.7379 at 39 epoch. +2023-12-24 01:54:41,236 - pyskl - INFO - Epoch(val) [39][3718] top1_acc: 0.7379, top5_acc: 0.9391 +2023-12-24 01:55:32,934 - pyskl - INFO - Epoch [40][100/3405] lr: 2.105e-02, eta: 1 day, 3:40:55, time: 0.517, data_time: 0.266, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9556, loss_cls: 2.6613, loss: 2.6613 +2023-12-24 01:55:58,282 - pyskl - INFO - Epoch [40][200/3405] lr: 2.105e-02, eta: 1 day, 3:40:26, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9663, loss_cls: 2.5895, loss: 2.5895 +2023-12-24 01:56:24,885 - pyskl - INFO - Epoch [40][300/3405] lr: 2.104e-02, eta: 1 day, 3:40:00, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9637, loss_cls: 2.6394, loss: 2.6394 +2023-12-24 01:56:50,754 - pyskl - INFO - Epoch [40][400/3405] lr: 2.103e-02, eta: 1 day, 3:39:33, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9537, loss_cls: 2.6992, loss: 2.6992 +2023-12-24 01:57:16,681 - pyskl - INFO - Epoch [40][500/3405] lr: 2.103e-02, eta: 1 day, 3:39:05, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9519, loss_cls: 2.6800, loss: 2.6800 +2023-12-24 01:57:41,940 - pyskl - INFO - Epoch [40][600/3405] lr: 2.102e-02, eta: 1 day, 3:38:35, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9663, loss_cls: 2.6608, loss: 2.6608 +2023-12-24 01:58:07,236 - pyskl - INFO - Epoch [40][700/3405] lr: 2.102e-02, eta: 1 day, 3:38:06, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9606, loss_cls: 2.6626, loss: 2.6626 +2023-12-24 01:58:32,776 - pyskl - INFO - Epoch [40][800/3405] lr: 2.101e-02, eta: 1 day, 3:37:37, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9569, loss_cls: 2.6786, loss: 2.6786 +2023-12-24 01:58:58,226 - pyskl - INFO - Epoch [40][900/3405] lr: 2.101e-02, eta: 1 day, 3:37:08, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9569, loss_cls: 2.7058, loss: 2.7058 +2023-12-24 01:59:23,637 - pyskl - INFO - Epoch [40][1000/3405] lr: 2.100e-02, eta: 1 day, 3:36:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9563, loss_cls: 2.6774, loss: 2.6774 +2023-12-24 01:59:49,566 - pyskl - INFO - Epoch [40][1100/3405] lr: 2.100e-02, eta: 1 day, 3:36:12, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9537, loss_cls: 2.6944, loss: 2.6944 +2023-12-24 02:00:16,016 - pyskl - INFO - Epoch [40][1200/3405] lr: 2.099e-02, eta: 1 day, 3:35:46, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9575, loss_cls: 2.6581, loss: 2.6581 +2023-12-24 02:00:41,818 - pyskl - INFO - Epoch [40][1300/3405] lr: 2.098e-02, eta: 1 day, 3:35:18, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9500, loss_cls: 2.7748, loss: 2.7748 +2023-12-24 02:01:07,994 - pyskl - INFO - Epoch [40][1400/3405] lr: 2.098e-02, eta: 1 day, 3:34:51, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9531, loss_cls: 2.7095, loss: 2.7095 +2023-12-24 02:01:33,498 - pyskl - INFO - Epoch [40][1500/3405] lr: 2.097e-02, eta: 1 day, 3:34:22, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9644, loss_cls: 2.6664, loss: 2.6664 +2023-12-24 02:01:59,633 - pyskl - INFO - Epoch [40][1600/3405] lr: 2.097e-02, eta: 1 day, 3:33:55, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9494, loss_cls: 2.7501, loss: 2.7501 +2023-12-24 02:02:26,314 - pyskl - INFO - Epoch [40][1700/3405] lr: 2.096e-02, eta: 1 day, 3:33:29, time: 0.267, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9513, loss_cls: 2.7219, loss: 2.7219 +2023-12-24 02:02:53,070 - pyskl - INFO - Epoch [40][1800/3405] lr: 2.096e-02, eta: 1 day, 3:33:04, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9594, loss_cls: 2.6866, loss: 2.6866 +2023-12-24 02:03:19,834 - pyskl - INFO - Epoch [40][1900/3405] lr: 2.095e-02, eta: 1 day, 3:32:39, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9544, loss_cls: 2.7154, loss: 2.7154 +2023-12-24 02:03:46,494 - pyskl - INFO - Epoch [40][2000/3405] lr: 2.094e-02, eta: 1 day, 3:32:13, time: 0.267, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9525, loss_cls: 2.7315, loss: 2.7315 +2023-12-24 02:04:12,192 - pyskl - INFO - Epoch [40][2100/3405] lr: 2.094e-02, eta: 1 day, 3:31:45, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9500, loss_cls: 2.7099, loss: 2.7099 +2023-12-24 02:04:37,590 - pyskl - INFO - Epoch [40][2200/3405] lr: 2.093e-02, eta: 1 day, 3:31:16, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9650, loss_cls: 2.6692, loss: 2.6692 +2023-12-24 02:05:03,122 - pyskl - INFO - Epoch [40][2300/3405] lr: 2.093e-02, eta: 1 day, 3:30:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9456, loss_cls: 2.7666, loss: 2.7666 +2023-12-24 02:05:28,900 - pyskl - INFO - Epoch [40][2400/3405] lr: 2.092e-02, eta: 1 day, 3:30:19, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9506, loss_cls: 2.6570, loss: 2.6570 +2023-12-24 02:05:54,712 - pyskl - INFO - Epoch [40][2500/3405] lr: 2.092e-02, eta: 1 day, 3:29:51, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9544, loss_cls: 2.6313, loss: 2.6313 +2023-12-24 02:06:20,505 - pyskl - INFO - Epoch [40][2600/3405] lr: 2.091e-02, eta: 1 day, 3:29:23, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9575, loss_cls: 2.6888, loss: 2.6888 +2023-12-24 02:06:46,676 - pyskl - INFO - Epoch [40][2700/3405] lr: 2.090e-02, eta: 1 day, 3:28:56, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9506, loss_cls: 2.7057, loss: 2.7057 +2023-12-24 02:07:12,871 - pyskl - INFO - Epoch [40][2800/3405] lr: 2.090e-02, eta: 1 day, 3:28:30, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9537, loss_cls: 2.7302, loss: 2.7302 +2023-12-24 02:07:38,757 - pyskl - INFO - Epoch [40][2900/3405] lr: 2.089e-02, eta: 1 day, 3:28:02, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9494, loss_cls: 2.7309, loss: 2.7309 +2023-12-24 02:08:04,968 - pyskl - INFO - Epoch [40][3000/3405] lr: 2.089e-02, eta: 1 day, 3:27:35, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9569, loss_cls: 2.6667, loss: 2.6667 +2023-12-24 02:08:31,310 - pyskl - INFO - Epoch [40][3100/3405] lr: 2.088e-02, eta: 1 day, 3:27:09, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.7469, top5_acc: 0.9500, loss_cls: 2.7506, loss: 2.7506 +2023-12-24 02:08:57,543 - pyskl - INFO - Epoch [40][3200/3405] lr: 2.088e-02, eta: 1 day, 3:26:42, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9550, loss_cls: 2.7196, loss: 2.7196 +2023-12-24 02:09:23,601 - pyskl - INFO - Epoch [40][3300/3405] lr: 2.087e-02, eta: 1 day, 3:26:15, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9419, loss_cls: 2.8044, loss: 2.8044 +2023-12-24 02:09:49,962 - pyskl - INFO - Epoch [40][3400/3405] lr: 2.086e-02, eta: 1 day, 3:25:48, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9525, loss_cls: 2.7528, loss: 2.7528 +2023-12-24 02:09:52,031 - pyskl - INFO - Saving checkpoint at 40 epochs +2023-12-24 02:14:19,772 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 02:14:20,373 - pyskl - INFO - +top1_acc 0.7062 +top5_acc 0.9339 +2023-12-24 02:14:20,399 - pyskl - INFO - Epoch(val) [40][3718] top1_acc: 0.7062, top5_acc: 0.9339 +2023-12-24 02:15:12,973 - pyskl - INFO - Epoch [41][100/3405] lr: 2.086e-02, eta: 1 day, 3:26:29, time: 0.526, data_time: 0.271, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 2.6447, loss: 2.6447 +2023-12-24 02:15:38,404 - pyskl - INFO - Epoch [41][200/3405] lr: 2.085e-02, eta: 1 day, 3:26:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 2.6207, loss: 2.6207 +2023-12-24 02:16:04,240 - pyskl - INFO - Epoch [41][300/3405] lr: 2.085e-02, eta: 1 day, 3:25:32, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9575, loss_cls: 2.7188, loss: 2.7188 +2023-12-24 02:16:30,240 - pyskl - INFO - Epoch [41][400/3405] lr: 2.084e-02, eta: 1 day, 3:25:05, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9463, loss_cls: 2.6966, loss: 2.6966 +2023-12-24 02:16:55,627 - pyskl - INFO - Epoch [41][500/3405] lr: 2.084e-02, eta: 1 day, 3:24:36, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9631, loss_cls: 2.6406, loss: 2.6406 +2023-12-24 02:17:20,872 - pyskl - INFO - Epoch [41][600/3405] lr: 2.083e-02, eta: 1 day, 3:24:06, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9606, loss_cls: 2.6403, loss: 2.6403 +2023-12-24 02:17:46,051 - pyskl - INFO - Epoch [41][700/3405] lr: 2.082e-02, eta: 1 day, 3:23:37, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9544, loss_cls: 2.7083, loss: 2.7083 +2023-12-24 02:18:11,235 - pyskl - INFO - Epoch [41][800/3405] lr: 2.082e-02, eta: 1 day, 3:23:07, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9556, loss_cls: 2.7200, loss: 2.7200 +2023-12-24 02:18:36,506 - pyskl - INFO - Epoch [41][900/3405] lr: 2.081e-02, eta: 1 day, 3:22:37, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9681, loss_cls: 2.6159, loss: 2.6159 +2023-12-24 02:19:01,749 - pyskl - INFO - Epoch [41][1000/3405] lr: 2.081e-02, eta: 1 day, 3:22:08, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9656, loss_cls: 2.6738, loss: 2.6738 +2023-12-24 02:19:27,000 - pyskl - INFO - Epoch [41][1100/3405] lr: 2.080e-02, eta: 1 day, 3:21:39, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9619, loss_cls: 2.6307, loss: 2.6307 +2023-12-24 02:19:52,332 - pyskl - INFO - Epoch [41][1200/3405] lr: 2.080e-02, eta: 1 day, 3:21:09, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9569, loss_cls: 2.6951, loss: 2.6951 +2023-12-24 02:20:17,747 - pyskl - INFO - Epoch [41][1300/3405] lr: 2.079e-02, eta: 1 day, 3:20:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9569, loss_cls: 2.6890, loss: 2.6890 +2023-12-24 02:20:42,945 - pyskl - INFO - Epoch [41][1400/3405] lr: 2.078e-02, eta: 1 day, 3:20:11, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9500, loss_cls: 2.7292, loss: 2.7292 +2023-12-24 02:21:08,162 - pyskl - INFO - Epoch [41][1500/3405] lr: 2.078e-02, eta: 1 day, 3:19:41, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9487, loss_cls: 2.7763, loss: 2.7763 +2023-12-24 02:21:33,471 - pyskl - INFO - Epoch [41][1600/3405] lr: 2.077e-02, eta: 1 day, 3:19:12, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9575, loss_cls: 2.7061, loss: 2.7061 +2023-12-24 02:21:58,815 - pyskl - INFO - Epoch [41][1700/3405] lr: 2.077e-02, eta: 1 day, 3:18:43, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9481, loss_cls: 2.7327, loss: 2.7327 +2023-12-24 02:22:24,612 - pyskl - INFO - Epoch [41][1800/3405] lr: 2.076e-02, eta: 1 day, 3:18:15, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9581, loss_cls: 2.6224, loss: 2.6224 +2023-12-24 02:22:50,060 - pyskl - INFO - Epoch [41][1900/3405] lr: 2.076e-02, eta: 1 day, 3:17:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9513, loss_cls: 2.7014, loss: 2.7014 +2023-12-24 02:23:15,542 - pyskl - INFO - Epoch [41][2000/3405] lr: 2.075e-02, eta: 1 day, 3:17:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9456, loss_cls: 2.6799, loss: 2.6799 +2023-12-24 02:23:41,168 - pyskl - INFO - Epoch [41][2100/3405] lr: 2.074e-02, eta: 1 day, 3:16:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9513, loss_cls: 2.7276, loss: 2.7276 +2023-12-24 02:24:06,488 - pyskl - INFO - Epoch [41][2200/3405] lr: 2.074e-02, eta: 1 day, 3:16:20, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9631, loss_cls: 2.6547, loss: 2.6547 +2023-12-24 02:24:32,099 - pyskl - INFO - Epoch [41][2300/3405] lr: 2.073e-02, eta: 1 day, 3:15:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9544, loss_cls: 2.7004, loss: 2.7004 +2023-12-24 02:24:57,962 - pyskl - INFO - Epoch [41][2400/3405] lr: 2.073e-02, eta: 1 day, 3:15:24, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9531, loss_cls: 2.6751, loss: 2.6751 +2023-12-24 02:25:23,838 - pyskl - INFO - Epoch [41][2500/3405] lr: 2.072e-02, eta: 1 day, 3:14:56, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9587, loss_cls: 2.6770, loss: 2.6770 +2023-12-24 02:25:49,974 - pyskl - INFO - Epoch [41][2600/3405] lr: 2.071e-02, eta: 1 day, 3:14:29, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7575, top5_acc: 0.9587, loss_cls: 2.7071, loss: 2.7071 +2023-12-24 02:26:15,606 - pyskl - INFO - Epoch [41][2700/3405] lr: 2.071e-02, eta: 1 day, 3:14:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9544, loss_cls: 2.7011, loss: 2.7011 +2023-12-24 02:26:41,522 - pyskl - INFO - Epoch [41][2800/3405] lr: 2.070e-02, eta: 1 day, 3:13:33, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9487, loss_cls: 2.7348, loss: 2.7348 +2023-12-24 02:27:08,354 - pyskl - INFO - Epoch [41][2900/3405] lr: 2.070e-02, eta: 1 day, 3:13:08, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9487, loss_cls: 2.7191, loss: 2.7191 +2023-12-24 02:27:35,200 - pyskl - INFO - Epoch [41][3000/3405] lr: 2.069e-02, eta: 1 day, 3:12:43, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9494, loss_cls: 2.7424, loss: 2.7424 +2023-12-24 02:28:01,289 - pyskl - INFO - Epoch [41][3100/3405] lr: 2.069e-02, eta: 1 day, 3:12:16, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9600, loss_cls: 2.6585, loss: 2.6585 +2023-12-24 02:28:27,230 - pyskl - INFO - Epoch [41][3200/3405] lr: 2.068e-02, eta: 1 day, 3:11:48, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9513, loss_cls: 2.7337, loss: 2.7337 +2023-12-24 02:28:52,754 - pyskl - INFO - Epoch [41][3300/3405] lr: 2.067e-02, eta: 1 day, 3:11:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9625, loss_cls: 2.6937, loss: 2.6937 +2023-12-24 02:29:18,410 - pyskl - INFO - Epoch [41][3400/3405] lr: 2.067e-02, eta: 1 day, 3:10:51, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9556, loss_cls: 2.6941, loss: 2.6941 +2023-12-24 02:29:20,346 - pyskl - INFO - Saving checkpoint at 41 epochs +2023-12-24 02:33:48,230 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 02:33:48,831 - pyskl - INFO - +top1_acc 0.7596 +top5_acc 0.9416 +2023-12-24 02:33:48,836 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_39.pth was removed +2023-12-24 02:33:49,046 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_41.pth. +2023-12-24 02:33:49,047 - pyskl - INFO - Best top1_acc is 0.7596 at 41 epoch. +2023-12-24 02:33:49,072 - pyskl - INFO - Epoch(val) [41][3718] top1_acc: 0.7596, top5_acc: 0.9416 +2023-12-24 02:34:41,634 - pyskl - INFO - Epoch [42][100/3405] lr: 2.066e-02, eta: 1 day, 3:11:30, time: 0.526, data_time: 0.268, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9556, loss_cls: 2.6683, loss: 2.6683 +2023-12-24 02:35:07,067 - pyskl - INFO - Epoch [42][200/3405] lr: 2.066e-02, eta: 1 day, 3:11:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9613, loss_cls: 2.6221, loss: 2.6221 +2023-12-24 02:35:33,016 - pyskl - INFO - Epoch [42][300/3405] lr: 2.065e-02, eta: 1 day, 3:10:33, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9569, loss_cls: 2.6605, loss: 2.6605 +2023-12-24 02:35:58,634 - pyskl - INFO - Epoch [42][400/3405] lr: 2.064e-02, eta: 1 day, 3:10:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9550, loss_cls: 2.6394, loss: 2.6394 +2023-12-24 02:36:23,948 - pyskl - INFO - Epoch [42][500/3405] lr: 2.064e-02, eta: 1 day, 3:09:36, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9475, loss_cls: 2.7276, loss: 2.7276 +2023-12-24 02:36:49,148 - pyskl - INFO - Epoch [42][600/3405] lr: 2.063e-02, eta: 1 day, 3:09:06, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9569, loss_cls: 2.6592, loss: 2.6592 +2023-12-24 02:37:14,337 - pyskl - INFO - Epoch [42][700/3405] lr: 2.063e-02, eta: 1 day, 3:08:37, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9663, loss_cls: 2.6105, loss: 2.6105 +2023-12-24 02:37:39,526 - pyskl - INFO - Epoch [42][800/3405] lr: 2.062e-02, eta: 1 day, 3:08:07, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9581, loss_cls: 2.6834, loss: 2.6834 +2023-12-24 02:38:04,782 - pyskl - INFO - Epoch [42][900/3405] lr: 2.062e-02, eta: 1 day, 3:07:38, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9594, loss_cls: 2.6305, loss: 2.6305 +2023-12-24 02:38:30,006 - pyskl - INFO - Epoch [42][1000/3405] lr: 2.061e-02, eta: 1 day, 3:07:08, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9494, loss_cls: 2.7031, loss: 2.7031 +2023-12-24 02:38:55,243 - pyskl - INFO - Epoch [42][1100/3405] lr: 2.060e-02, eta: 1 day, 3:06:39, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9531, loss_cls: 2.7099, loss: 2.7099 +2023-12-24 02:39:20,898 - pyskl - INFO - Epoch [42][1200/3405] lr: 2.060e-02, eta: 1 day, 3:06:11, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9569, loss_cls: 2.7157, loss: 2.7157 +2023-12-24 02:39:46,592 - pyskl - INFO - Epoch [42][1300/3405] lr: 2.059e-02, eta: 1 day, 3:05:43, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7469, top5_acc: 0.9456, loss_cls: 2.7486, loss: 2.7486 +2023-12-24 02:40:12,060 - pyskl - INFO - Epoch [42][1400/3405] lr: 2.059e-02, eta: 1 day, 3:05:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9606, loss_cls: 2.7171, loss: 2.7171 +2023-12-24 02:40:37,555 - pyskl - INFO - Epoch [42][1500/3405] lr: 2.058e-02, eta: 1 day, 3:04:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9525, loss_cls: 2.7080, loss: 2.7080 +2023-12-24 02:41:03,232 - pyskl - INFO - Epoch [42][1600/3405] lr: 2.057e-02, eta: 1 day, 3:04:17, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9581, loss_cls: 2.7046, loss: 2.7046 +2023-12-24 02:41:28,868 - pyskl - INFO - Epoch [42][1700/3405] lr: 2.057e-02, eta: 1 day, 3:03:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9406, loss_cls: 2.7536, loss: 2.7536 +2023-12-24 02:41:54,467 - pyskl - INFO - Epoch [42][1800/3405] lr: 2.056e-02, eta: 1 day, 3:03:20, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9669, loss_cls: 2.6519, loss: 2.6519 +2023-12-24 02:42:19,766 - pyskl - INFO - Epoch [42][1900/3405] lr: 2.056e-02, eta: 1 day, 3:02:51, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9494, loss_cls: 2.7119, loss: 2.7119 +2023-12-24 02:42:45,375 - pyskl - INFO - Epoch [42][2000/3405] lr: 2.055e-02, eta: 1 day, 3:02:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9544, loss_cls: 2.7161, loss: 2.7161 +2023-12-24 02:43:11,120 - pyskl - INFO - Epoch [42][2100/3405] lr: 2.054e-02, eta: 1 day, 3:01:55, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9569, loss_cls: 2.7149, loss: 2.7149 +2023-12-24 02:43:36,772 - pyskl - INFO - Epoch [42][2200/3405] lr: 2.054e-02, eta: 1 day, 3:01:27, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9625, loss_cls: 2.6899, loss: 2.6899 +2023-12-24 02:44:02,430 - pyskl - INFO - Epoch [42][2300/3405] lr: 2.053e-02, eta: 1 day, 3:00:58, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9594, loss_cls: 2.6355, loss: 2.6355 +2023-12-24 02:44:27,991 - pyskl - INFO - Epoch [42][2400/3405] lr: 2.053e-02, eta: 1 day, 3:00:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9556, loss_cls: 2.6852, loss: 2.6852 +2023-12-24 02:44:53,645 - pyskl - INFO - Epoch [42][2500/3405] lr: 2.052e-02, eta: 1 day, 3:00:02, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9563, loss_cls: 2.7412, loss: 2.7412 +2023-12-24 02:45:19,650 - pyskl - INFO - Epoch [42][2600/3405] lr: 2.052e-02, eta: 1 day, 2:59:34, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9550, loss_cls: 2.6858, loss: 2.6858 +2023-12-24 02:45:46,138 - pyskl - INFO - Epoch [42][2700/3405] lr: 2.051e-02, eta: 1 day, 2:59:08, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9587, loss_cls: 2.6372, loss: 2.6372 +2023-12-24 02:46:11,763 - pyskl - INFO - Epoch [42][2800/3405] lr: 2.050e-02, eta: 1 day, 2:58:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9575, loss_cls: 2.6701, loss: 2.6701 +2023-12-24 02:46:37,665 - pyskl - INFO - Epoch [42][2900/3405] lr: 2.050e-02, eta: 1 day, 2:58:12, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9544, loss_cls: 2.7566, loss: 2.7566 +2023-12-24 02:47:03,484 - pyskl - INFO - Epoch [42][3000/3405] lr: 2.049e-02, eta: 1 day, 2:57:45, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9537, loss_cls: 2.7117, loss: 2.7117 +2023-12-24 02:47:29,757 - pyskl - INFO - Epoch [42][3100/3405] lr: 2.049e-02, eta: 1 day, 2:57:18, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9563, loss_cls: 2.6994, loss: 2.6994 +2023-12-24 02:47:55,871 - pyskl - INFO - Epoch [42][3200/3405] lr: 2.048e-02, eta: 1 day, 2:56:51, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9506, loss_cls: 2.7699, loss: 2.7699 +2023-12-24 02:48:21,884 - pyskl - INFO - Epoch [42][3300/3405] lr: 2.047e-02, eta: 1 day, 2:56:24, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9537, loss_cls: 2.6930, loss: 2.6930 +2023-12-24 02:48:47,355 - pyskl - INFO - Epoch [42][3400/3405] lr: 2.047e-02, eta: 1 day, 2:55:55, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9513, loss_cls: 2.6977, loss: 2.6977 +2023-12-24 02:48:49,324 - pyskl - INFO - Saving checkpoint at 42 epochs +2023-12-24 02:53:16,848 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 02:53:17,444 - pyskl - INFO - +top1_acc 0.7247 +top5_acc 0.9396 +2023-12-24 02:53:17,469 - pyskl - INFO - Epoch(val) [42][3718] top1_acc: 0.7247, top5_acc: 0.9396 +2023-12-24 02:54:09,203 - pyskl - INFO - Epoch [43][100/3405] lr: 2.046e-02, eta: 1 day, 2:56:29, time: 0.517, data_time: 0.264, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9563, loss_cls: 2.6959, loss: 2.6959 +2023-12-24 02:54:34,617 - pyskl - INFO - Epoch [43][200/3405] lr: 2.046e-02, eta: 1 day, 2:56:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9631, loss_cls: 2.6317, loss: 2.6317 +2023-12-24 02:55:00,872 - pyskl - INFO - Epoch [43][300/3405] lr: 2.045e-02, eta: 1 day, 2:55:34, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9644, loss_cls: 2.6276, loss: 2.6276 +2023-12-24 02:55:26,637 - pyskl - INFO - Epoch [43][400/3405] lr: 2.044e-02, eta: 1 day, 2:55:06, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9644, loss_cls: 2.6453, loss: 2.6453 +2023-12-24 02:55:52,124 - pyskl - INFO - Epoch [43][500/3405] lr: 2.044e-02, eta: 1 day, 2:54:37, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9563, loss_cls: 2.7425, loss: 2.7425 +2023-12-24 02:56:17,491 - pyskl - INFO - Epoch [43][600/3405] lr: 2.043e-02, eta: 1 day, 2:54:08, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9613, loss_cls: 2.6401, loss: 2.6401 +2023-12-24 02:56:42,863 - pyskl - INFO - Epoch [43][700/3405] lr: 2.043e-02, eta: 1 day, 2:53:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9544, loss_cls: 2.7050, loss: 2.7050 +2023-12-24 02:57:08,076 - pyskl - INFO - Epoch [43][800/3405] lr: 2.042e-02, eta: 1 day, 2:53:10, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9631, loss_cls: 2.6867, loss: 2.6867 +2023-12-24 02:57:33,347 - pyskl - INFO - Epoch [43][900/3405] lr: 2.041e-02, eta: 1 day, 2:52:40, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9444, loss_cls: 2.7201, loss: 2.7201 +2023-12-24 02:57:58,542 - pyskl - INFO - Epoch [43][1000/3405] lr: 2.041e-02, eta: 1 day, 2:52:11, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9537, loss_cls: 2.6479, loss: 2.6479 +2023-12-24 02:58:23,761 - pyskl - INFO - Epoch [43][1100/3405] lr: 2.040e-02, eta: 1 day, 2:51:42, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9513, loss_cls: 2.6962, loss: 2.6962 +2023-12-24 02:58:49,268 - pyskl - INFO - Epoch [43][1200/3405] lr: 2.040e-02, eta: 1 day, 2:51:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9525, loss_cls: 2.6892, loss: 2.6892 +2023-12-24 02:59:15,152 - pyskl - INFO - Epoch [43][1300/3405] lr: 2.039e-02, eta: 1 day, 2:50:46, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9650, loss_cls: 2.6614, loss: 2.6614 +2023-12-24 02:59:40,662 - pyskl - INFO - Epoch [43][1400/3405] lr: 2.038e-02, eta: 1 day, 2:50:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9456, loss_cls: 2.7278, loss: 2.7278 +2023-12-24 03:00:06,404 - pyskl - INFO - Epoch [43][1500/3405] lr: 2.038e-02, eta: 1 day, 2:49:49, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9444, loss_cls: 2.6817, loss: 2.6817 +2023-12-24 03:00:32,008 - pyskl - INFO - Epoch [43][1600/3405] lr: 2.037e-02, eta: 1 day, 2:49:21, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9581, loss_cls: 2.7076, loss: 2.7076 +2023-12-24 03:00:57,492 - pyskl - INFO - Epoch [43][1700/3405] lr: 2.037e-02, eta: 1 day, 2:48:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9613, loss_cls: 2.6724, loss: 2.6724 +2023-12-24 03:01:22,964 - pyskl - INFO - Epoch [43][1800/3405] lr: 2.036e-02, eta: 1 day, 2:48:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9550, loss_cls: 2.7022, loss: 2.7022 +2023-12-24 03:01:48,988 - pyskl - INFO - Epoch [43][1900/3405] lr: 2.035e-02, eta: 1 day, 2:47:56, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9625, loss_cls: 2.6571, loss: 2.6571 +2023-12-24 03:02:14,704 - pyskl - INFO - Epoch [43][2000/3405] lr: 2.035e-02, eta: 1 day, 2:47:28, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9644, loss_cls: 2.6239, loss: 2.6239 +2023-12-24 03:02:39,941 - pyskl - INFO - Epoch [43][2100/3405] lr: 2.034e-02, eta: 1 day, 2:46:59, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9587, loss_cls: 2.6737, loss: 2.6737 +2023-12-24 03:03:05,539 - pyskl - INFO - Epoch [43][2200/3405] lr: 2.034e-02, eta: 1 day, 2:46:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9513, loss_cls: 2.7208, loss: 2.7208 +2023-12-24 03:03:30,895 - pyskl - INFO - Epoch [43][2300/3405] lr: 2.033e-02, eta: 1 day, 2:46:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9494, loss_cls: 2.7281, loss: 2.7281 +2023-12-24 03:03:56,241 - pyskl - INFO - Epoch [43][2400/3405] lr: 2.032e-02, eta: 1 day, 2:45:33, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9569, loss_cls: 2.7225, loss: 2.7225 +2023-12-24 03:04:21,693 - pyskl - INFO - Epoch [43][2500/3405] lr: 2.032e-02, eta: 1 day, 2:45:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9500, loss_cls: 2.6928, loss: 2.6928 +2023-12-24 03:04:47,314 - pyskl - INFO - Epoch [43][2600/3405] lr: 2.031e-02, eta: 1 day, 2:44:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9606, loss_cls: 2.6951, loss: 2.6951 +2023-12-24 03:05:12,984 - pyskl - INFO - Epoch [43][2700/3405] lr: 2.031e-02, eta: 1 day, 2:44:08, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9569, loss_cls: 2.7130, loss: 2.7130 +2023-12-24 03:05:38,652 - pyskl - INFO - Epoch [43][2800/3405] lr: 2.030e-02, eta: 1 day, 2:43:40, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9525, loss_cls: 2.6631, loss: 2.6631 +2023-12-24 03:06:04,146 - pyskl - INFO - Epoch [43][2900/3405] lr: 2.029e-02, eta: 1 day, 2:43:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9569, loss_cls: 2.7061, loss: 2.7061 +2023-12-24 03:06:30,251 - pyskl - INFO - Epoch [43][3000/3405] lr: 2.029e-02, eta: 1 day, 2:42:44, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9675, loss_cls: 2.6916, loss: 2.6916 +2023-12-24 03:06:56,025 - pyskl - INFO - Epoch [43][3100/3405] lr: 2.028e-02, eta: 1 day, 2:42:16, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9506, loss_cls: 2.6797, loss: 2.6797 +2023-12-24 03:07:22,187 - pyskl - INFO - Epoch [43][3200/3405] lr: 2.028e-02, eta: 1 day, 2:41:49, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9537, loss_cls: 2.7197, loss: 2.7197 +2023-12-24 03:07:47,851 - pyskl - INFO - Epoch [43][3300/3405] lr: 2.027e-02, eta: 1 day, 2:41:21, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9475, loss_cls: 2.7450, loss: 2.7450 +2023-12-24 03:08:13,211 - pyskl - INFO - Epoch [43][3400/3405] lr: 2.026e-02, eta: 1 day, 2:40:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9506, loss_cls: 2.7408, loss: 2.7408 +2023-12-24 03:08:15,093 - pyskl - INFO - Saving checkpoint at 43 epochs +2023-12-24 03:12:43,233 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 03:12:43,837 - pyskl - INFO - +top1_acc 0.6773 +top5_acc 0.9141 +2023-12-24 03:12:43,862 - pyskl - INFO - Epoch(val) [43][3718] top1_acc: 0.6773, top5_acc: 0.9141 +2023-12-24 03:13:36,688 - pyskl - INFO - Epoch [44][100/3405] lr: 2.026e-02, eta: 1 day, 2:41:27, time: 0.528, data_time: 0.276, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9663, loss_cls: 2.6971, loss: 2.6971 +2023-12-24 03:14:02,054 - pyskl - INFO - Epoch [44][200/3405] lr: 2.025e-02, eta: 1 day, 2:40:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9563, loss_cls: 2.6473, loss: 2.6473 +2023-12-24 03:14:27,881 - pyskl - INFO - Epoch [44][300/3405] lr: 2.025e-02, eta: 1 day, 2:40:30, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9581, loss_cls: 2.6827, loss: 2.6827 +2023-12-24 03:14:53,540 - pyskl - INFO - Epoch [44][400/3405] lr: 2.024e-02, eta: 1 day, 2:40:02, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9631, loss_cls: 2.6156, loss: 2.6156 +2023-12-24 03:15:19,197 - pyskl - INFO - Epoch [44][500/3405] lr: 2.023e-02, eta: 1 day, 2:39:34, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9606, loss_cls: 2.6452, loss: 2.6452 +2023-12-24 03:15:44,790 - pyskl - INFO - Epoch [44][600/3405] lr: 2.023e-02, eta: 1 day, 2:39:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9569, loss_cls: 2.7052, loss: 2.7052 +2023-12-24 03:16:10,237 - pyskl - INFO - Epoch [44][700/3405] lr: 2.022e-02, eta: 1 day, 2:38:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9650, loss_cls: 2.6377, loss: 2.6377 +2023-12-24 03:16:35,711 - pyskl - INFO - Epoch [44][800/3405] lr: 2.022e-02, eta: 1 day, 2:38:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9712, loss_cls: 2.6361, loss: 2.6361 +2023-12-24 03:17:01,019 - pyskl - INFO - Epoch [44][900/3405] lr: 2.021e-02, eta: 1 day, 2:37:39, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9575, loss_cls: 2.6702, loss: 2.6702 +2023-12-24 03:17:26,522 - pyskl - INFO - Epoch [44][1000/3405] lr: 2.020e-02, eta: 1 day, 2:37:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9531, loss_cls: 2.6798, loss: 2.6798 +2023-12-24 03:17:52,075 - pyskl - INFO - Epoch [44][1100/3405] lr: 2.020e-02, eta: 1 day, 2:36:43, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9675, loss_cls: 2.6433, loss: 2.6433 +2023-12-24 03:18:18,019 - pyskl - INFO - Epoch [44][1200/3405] lr: 2.019e-02, eta: 1 day, 2:36:15, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9581, loss_cls: 2.6592, loss: 2.6592 +2023-12-24 03:18:43,890 - pyskl - INFO - Epoch [44][1300/3405] lr: 2.019e-02, eta: 1 day, 2:35:48, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9587, loss_cls: 2.6680, loss: 2.6680 +2023-12-24 03:19:09,438 - pyskl - INFO - Epoch [44][1400/3405] lr: 2.018e-02, eta: 1 day, 2:35:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 2.6358, loss: 2.6358 +2023-12-24 03:19:35,507 - pyskl - INFO - Epoch [44][1500/3405] lr: 2.017e-02, eta: 1 day, 2:34:52, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9544, loss_cls: 2.6862, loss: 2.6862 +2023-12-24 03:20:01,297 - pyskl - INFO - Epoch [44][1600/3405] lr: 2.017e-02, eta: 1 day, 2:34:24, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9481, loss_cls: 2.7375, loss: 2.7375 +2023-12-24 03:20:27,241 - pyskl - INFO - Epoch [44][1700/3405] lr: 2.016e-02, eta: 1 day, 2:33:57, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9625, loss_cls: 2.6596, loss: 2.6596 +2023-12-24 03:20:52,791 - pyskl - INFO - Epoch [44][1800/3405] lr: 2.016e-02, eta: 1 day, 2:33:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9550, loss_cls: 2.7030, loss: 2.7030 +2023-12-24 03:21:18,790 - pyskl - INFO - Epoch [44][1900/3405] lr: 2.015e-02, eta: 1 day, 2:33:01, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9531, loss_cls: 2.6505, loss: 2.6505 +2023-12-24 03:21:44,512 - pyskl - INFO - Epoch [44][2000/3405] lr: 2.014e-02, eta: 1 day, 2:32:33, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9600, loss_cls: 2.6965, loss: 2.6965 +2023-12-24 03:22:10,134 - pyskl - INFO - Epoch [44][2100/3405] lr: 2.014e-02, eta: 1 day, 2:32:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9487, loss_cls: 2.6677, loss: 2.6677 +2023-12-24 03:22:36,058 - pyskl - INFO - Epoch [44][2200/3405] lr: 2.013e-02, eta: 1 day, 2:31:37, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9594, loss_cls: 2.6785, loss: 2.6785 +2023-12-24 03:23:01,784 - pyskl - INFO - Epoch [44][2300/3405] lr: 2.013e-02, eta: 1 day, 2:31:10, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9531, loss_cls: 2.6908, loss: 2.6908 +2023-12-24 03:23:27,454 - pyskl - INFO - Epoch [44][2400/3405] lr: 2.012e-02, eta: 1 day, 2:30:41, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9487, loss_cls: 2.7151, loss: 2.7151 +2023-12-24 03:23:53,109 - pyskl - INFO - Epoch [44][2500/3405] lr: 2.011e-02, eta: 1 day, 2:30:13, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9481, loss_cls: 2.7326, loss: 2.7326 +2023-12-24 03:24:18,696 - pyskl - INFO - Epoch [44][2600/3405] lr: 2.011e-02, eta: 1 day, 2:29:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9581, loss_cls: 2.7358, loss: 2.7358 +2023-12-24 03:24:44,665 - pyskl - INFO - Epoch [44][2700/3405] lr: 2.010e-02, eta: 1 day, 2:29:18, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9587, loss_cls: 2.6425, loss: 2.6425 +2023-12-24 03:25:10,413 - pyskl - INFO - Epoch [44][2800/3405] lr: 2.009e-02, eta: 1 day, 2:28:50, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9606, loss_cls: 2.6799, loss: 2.6799 +2023-12-24 03:25:36,086 - pyskl - INFO - Epoch [44][2900/3405] lr: 2.009e-02, eta: 1 day, 2:28:22, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9656, loss_cls: 2.6359, loss: 2.6359 +2023-12-24 03:26:02,505 - pyskl - INFO - Epoch [44][3000/3405] lr: 2.008e-02, eta: 1 day, 2:27:56, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9606, loss_cls: 2.6822, loss: 2.6822 +2023-12-24 03:26:27,835 - pyskl - INFO - Epoch [44][3100/3405] lr: 2.008e-02, eta: 1 day, 2:27:27, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9575, loss_cls: 2.6703, loss: 2.6703 +2023-12-24 03:26:53,363 - pyskl - INFO - Epoch [44][3200/3405] lr: 2.007e-02, eta: 1 day, 2:26:58, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9637, loss_cls: 2.6314, loss: 2.6314 +2023-12-24 03:27:18,977 - pyskl - INFO - Epoch [44][3300/3405] lr: 2.006e-02, eta: 1 day, 2:26:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9600, loss_cls: 2.6633, loss: 2.6633 +2023-12-24 03:27:44,624 - pyskl - INFO - Epoch [44][3400/3405] lr: 2.006e-02, eta: 1 day, 2:26:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9594, loss_cls: 2.6723, loss: 2.6723 +2023-12-24 03:27:46,747 - pyskl - INFO - Saving checkpoint at 44 epochs +2023-12-24 03:32:15,278 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 03:32:15,881 - pyskl - INFO - +top1_acc 0.7307 +top5_acc 0.9355 +2023-12-24 03:32:15,906 - pyskl - INFO - Epoch(val) [44][3718] top1_acc: 0.7307, top5_acc: 0.9355 +2023-12-24 03:33:08,101 - pyskl - INFO - Epoch [45][100/3405] lr: 2.005e-02, eta: 1 day, 2:26:33, time: 0.522, data_time: 0.269, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9587, loss_cls: 2.7118, loss: 2.7118 +2023-12-24 03:33:33,255 - pyskl - INFO - Epoch [45][200/3405] lr: 2.005e-02, eta: 1 day, 2:26:04, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9644, loss_cls: 2.6396, loss: 2.6396 +2023-12-24 03:33:58,939 - pyskl - INFO - Epoch [45][300/3405] lr: 2.004e-02, eta: 1 day, 2:25:36, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9606, loss_cls: 2.6440, loss: 2.6440 +2023-12-24 03:34:24,516 - pyskl - INFO - Epoch [45][400/3405] lr: 2.003e-02, eta: 1 day, 2:25:08, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9563, loss_cls: 2.7158, loss: 2.7158 +2023-12-24 03:34:49,828 - pyskl - INFO - Epoch [45][500/3405] lr: 2.003e-02, eta: 1 day, 2:24:39, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9537, loss_cls: 2.7230, loss: 2.7230 +2023-12-24 03:35:15,065 - pyskl - INFO - Epoch [45][600/3405] lr: 2.002e-02, eta: 1 day, 2:24:10, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9569, loss_cls: 2.6257, loss: 2.6257 +2023-12-24 03:35:40,279 - pyskl - INFO - Epoch [45][700/3405] lr: 2.001e-02, eta: 1 day, 2:23:40, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9606, loss_cls: 2.6454, loss: 2.6454 +2023-12-24 03:36:05,503 - pyskl - INFO - Epoch [45][800/3405] lr: 2.001e-02, eta: 1 day, 2:23:11, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9594, loss_cls: 2.6468, loss: 2.6468 +2023-12-24 03:36:30,727 - pyskl - INFO - Epoch [45][900/3405] lr: 2.000e-02, eta: 1 day, 2:22:42, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9525, loss_cls: 2.7076, loss: 2.7076 +2023-12-24 03:36:55,948 - pyskl - INFO - Epoch [45][1000/3405] lr: 2.000e-02, eta: 1 day, 2:22:13, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9644, loss_cls: 2.6294, loss: 2.6294 +2023-12-24 03:37:21,679 - pyskl - INFO - Epoch [45][1100/3405] lr: 1.999e-02, eta: 1 day, 2:21:45, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9537, loss_cls: 2.7056, loss: 2.7056 +2023-12-24 03:37:47,387 - pyskl - INFO - Epoch [45][1200/3405] lr: 1.998e-02, eta: 1 day, 2:21:17, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 2.5976, loss: 2.5976 +2023-12-24 03:38:12,882 - pyskl - INFO - Epoch [45][1300/3405] lr: 1.998e-02, eta: 1 day, 2:20:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9537, loss_cls: 2.6704, loss: 2.6704 +2023-12-24 03:38:38,242 - pyskl - INFO - Epoch [45][1400/3405] lr: 1.997e-02, eta: 1 day, 2:20:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9537, loss_cls: 2.6704, loss: 2.6704 +2023-12-24 03:39:03,772 - pyskl - INFO - Epoch [45][1500/3405] lr: 1.997e-02, eta: 1 day, 2:19:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9569, loss_cls: 2.6426, loss: 2.6426 +2023-12-24 03:39:29,078 - pyskl - INFO - Epoch [45][1600/3405] lr: 1.996e-02, eta: 1 day, 2:19:23, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9537, loss_cls: 2.6642, loss: 2.6642 +2023-12-24 03:39:54,602 - pyskl - INFO - Epoch [45][1700/3405] lr: 1.995e-02, eta: 1 day, 2:18:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9619, loss_cls: 2.6263, loss: 2.6263 +2023-12-24 03:40:20,314 - pyskl - INFO - Epoch [45][1800/3405] lr: 1.995e-02, eta: 1 day, 2:18:26, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9531, loss_cls: 2.7094, loss: 2.7094 +2023-12-24 03:40:46,017 - pyskl - INFO - Epoch [45][1900/3405] lr: 1.994e-02, eta: 1 day, 2:17:58, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9669, loss_cls: 2.5913, loss: 2.5913 +2023-12-24 03:41:11,632 - pyskl - INFO - Epoch [45][2000/3405] lr: 1.993e-02, eta: 1 day, 2:17:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9581, loss_cls: 2.6684, loss: 2.6684 +2023-12-24 03:41:37,428 - pyskl - INFO - Epoch [45][2100/3405] lr: 1.993e-02, eta: 1 day, 2:17:02, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9569, loss_cls: 2.6851, loss: 2.6851 +2023-12-24 03:42:03,104 - pyskl - INFO - Epoch [45][2200/3405] lr: 1.992e-02, eta: 1 day, 2:16:34, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9613, loss_cls: 2.6733, loss: 2.6733 +2023-12-24 03:42:28,571 - pyskl - INFO - Epoch [45][2300/3405] lr: 1.992e-02, eta: 1 day, 2:16:06, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9594, loss_cls: 2.6677, loss: 2.6677 +2023-12-24 03:42:53,995 - pyskl - INFO - Epoch [45][2400/3405] lr: 1.991e-02, eta: 1 day, 2:15:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9481, loss_cls: 2.7943, loss: 2.7943 +2023-12-24 03:43:19,518 - pyskl - INFO - Epoch [45][2500/3405] lr: 1.990e-02, eta: 1 day, 2:15:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9587, loss_cls: 2.6993, loss: 2.6993 +2023-12-24 03:43:45,066 - pyskl - INFO - Epoch [45][2600/3405] lr: 1.990e-02, eta: 1 day, 2:14:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9613, loss_cls: 2.6781, loss: 2.6781 +2023-12-24 03:44:10,942 - pyskl - INFO - Epoch [45][2700/3405] lr: 1.989e-02, eta: 1 day, 2:14:13, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9525, loss_cls: 2.6978, loss: 2.6978 +2023-12-24 03:44:36,894 - pyskl - INFO - Epoch [45][2800/3405] lr: 1.988e-02, eta: 1 day, 2:13:46, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 2.5854, loss: 2.5854 +2023-12-24 03:45:03,144 - pyskl - INFO - Epoch [45][2900/3405] lr: 1.988e-02, eta: 1 day, 2:13:19, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9694, loss_cls: 2.5971, loss: 2.5971 +2023-12-24 03:45:28,700 - pyskl - INFO - Epoch [45][3000/3405] lr: 1.987e-02, eta: 1 day, 2:12:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9444, loss_cls: 2.7624, loss: 2.7624 +2023-12-24 03:45:54,335 - pyskl - INFO - Epoch [45][3100/3405] lr: 1.987e-02, eta: 1 day, 2:12:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9525, loss_cls: 2.7191, loss: 2.7191 +2023-12-24 03:46:19,906 - pyskl - INFO - Epoch [45][3200/3405] lr: 1.986e-02, eta: 1 day, 2:11:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9587, loss_cls: 2.6948, loss: 2.6948 +2023-12-24 03:46:45,510 - pyskl - INFO - Epoch [45][3300/3405] lr: 1.985e-02, eta: 1 day, 2:11:26, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9625, loss_cls: 2.6655, loss: 2.6655 +2023-12-24 03:47:11,219 - pyskl - INFO - Epoch [45][3400/3405] lr: 1.985e-02, eta: 1 day, 2:10:58, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9481, loss_cls: 2.7258, loss: 2.7258 +2023-12-24 03:47:13,293 - pyskl - INFO - Saving checkpoint at 45 epochs +2023-12-24 03:51:42,088 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 03:51:42,703 - pyskl - INFO - +top1_acc 0.6885 +top5_acc 0.9252 +2023-12-24 03:51:42,728 - pyskl - INFO - Epoch(val) [45][3718] top1_acc: 0.6885, top5_acc: 0.9252 +2023-12-24 03:52:35,681 - pyskl - INFO - Epoch [46][100/3405] lr: 1.984e-02, eta: 1 day, 2:11:30, time: 0.529, data_time: 0.276, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9600, loss_cls: 2.6326, loss: 2.6326 +2023-12-24 03:53:00,799 - pyskl - INFO - Epoch [46][200/3405] lr: 1.983e-02, eta: 1 day, 2:11:00, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9556, loss_cls: 2.6807, loss: 2.6807 +2023-12-24 03:53:26,668 - pyskl - INFO - Epoch [46][300/3405] lr: 1.983e-02, eta: 1 day, 2:10:33, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9600, loss_cls: 2.6299, loss: 2.6299 +2023-12-24 03:53:52,554 - pyskl - INFO - Epoch [46][400/3405] lr: 1.982e-02, eta: 1 day, 2:10:05, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9663, loss_cls: 2.6408, loss: 2.6408 +2023-12-24 03:54:18,163 - pyskl - INFO - Epoch [46][500/3405] lr: 1.982e-02, eta: 1 day, 2:09:37, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9594, loss_cls: 2.6753, loss: 2.6753 +2023-12-24 03:54:43,746 - pyskl - INFO - Epoch [46][600/3405] lr: 1.981e-02, eta: 1 day, 2:09:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9594, loss_cls: 2.6963, loss: 2.6963 +2023-12-24 03:55:09,413 - pyskl - INFO - Epoch [46][700/3405] lr: 1.980e-02, eta: 1 day, 2:08:41, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9669, loss_cls: 2.6573, loss: 2.6573 +2023-12-24 03:55:35,039 - pyskl - INFO - Epoch [46][800/3405] lr: 1.980e-02, eta: 1 day, 2:08:13, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9519, loss_cls: 2.6984, loss: 2.6984 +2023-12-24 03:56:00,366 - pyskl - INFO - Epoch [46][900/3405] lr: 1.979e-02, eta: 1 day, 2:07:44, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9656, loss_cls: 2.6553, loss: 2.6553 +2023-12-24 03:56:25,843 - pyskl - INFO - Epoch [46][1000/3405] lr: 1.979e-02, eta: 1 day, 2:07:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9613, loss_cls: 2.6146, loss: 2.6146 +2023-12-24 03:56:51,543 - pyskl - INFO - Epoch [46][1100/3405] lr: 1.978e-02, eta: 1 day, 2:06:48, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9637, loss_cls: 2.6175, loss: 2.6175 +2023-12-24 03:57:16,954 - pyskl - INFO - Epoch [46][1200/3405] lr: 1.977e-02, eta: 1 day, 2:06:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9494, loss_cls: 2.7402, loss: 2.7402 +2023-12-24 03:57:42,298 - pyskl - INFO - Epoch [46][1300/3405] lr: 1.977e-02, eta: 1 day, 2:05:50, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9619, loss_cls: 2.6171, loss: 2.6171 +2023-12-24 03:58:07,874 - pyskl - INFO - Epoch [46][1400/3405] lr: 1.976e-02, eta: 1 day, 2:05:22, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9500, loss_cls: 2.6347, loss: 2.6347 +2023-12-24 03:58:33,543 - pyskl - INFO - Epoch [46][1500/3405] lr: 1.975e-02, eta: 1 day, 2:04:54, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9487, loss_cls: 2.7269, loss: 2.7269 +2023-12-24 03:58:59,494 - pyskl - INFO - Epoch [46][1600/3405] lr: 1.975e-02, eta: 1 day, 2:04:27, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9656, loss_cls: 2.6241, loss: 2.6241 +2023-12-24 03:59:25,168 - pyskl - INFO - Epoch [46][1700/3405] lr: 1.974e-02, eta: 1 day, 2:03:59, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9537, loss_cls: 2.7266, loss: 2.7266 +2023-12-24 03:59:50,910 - pyskl - INFO - Epoch [46][1800/3405] lr: 1.973e-02, eta: 1 day, 2:03:31, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 2.6188, loss: 2.6188 +2023-12-24 04:00:17,057 - pyskl - INFO - Epoch [46][1900/3405] lr: 1.973e-02, eta: 1 day, 2:03:04, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9650, loss_cls: 2.6656, loss: 2.6656 +2023-12-24 04:00:42,590 - pyskl - INFO - Epoch [46][2000/3405] lr: 1.972e-02, eta: 1 day, 2:02:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9531, loss_cls: 2.6821, loss: 2.6821 +2023-12-24 04:01:08,344 - pyskl - INFO - Epoch [46][2100/3405] lr: 1.972e-02, eta: 1 day, 2:02:08, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9625, loss_cls: 2.6793, loss: 2.6793 +2023-12-24 04:01:33,951 - pyskl - INFO - Epoch [46][2200/3405] lr: 1.971e-02, eta: 1 day, 2:01:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9544, loss_cls: 2.7282, loss: 2.7282 +2023-12-24 04:01:59,550 - pyskl - INFO - Epoch [46][2300/3405] lr: 1.970e-02, eta: 1 day, 2:01:12, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9600, loss_cls: 2.6969, loss: 2.6969 +2023-12-24 04:02:25,819 - pyskl - INFO - Epoch [46][2400/3405] lr: 1.970e-02, eta: 1 day, 2:00:45, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9569, loss_cls: 2.7035, loss: 2.7035 +2023-12-24 04:02:51,510 - pyskl - INFO - Epoch [46][2500/3405] lr: 1.969e-02, eta: 1 day, 2:00:17, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9519, loss_cls: 2.6867, loss: 2.6867 +2023-12-24 04:03:16,978 - pyskl - INFO - Epoch [46][2600/3405] lr: 1.968e-02, eta: 1 day, 1:59:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9519, loss_cls: 2.7174, loss: 2.7174 +2023-12-24 04:03:42,763 - pyskl - INFO - Epoch [46][2700/3405] lr: 1.968e-02, eta: 1 day, 1:59:21, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9463, loss_cls: 2.7190, loss: 2.7190 +2023-12-24 04:04:08,952 - pyskl - INFO - Epoch [46][2800/3405] lr: 1.967e-02, eta: 1 day, 1:58:54, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9613, loss_cls: 2.6270, loss: 2.6270 +2023-12-24 04:04:34,779 - pyskl - INFO - Epoch [46][2900/3405] lr: 1.967e-02, eta: 1 day, 1:58:27, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9613, loss_cls: 2.6393, loss: 2.6393 +2023-12-24 04:05:00,965 - pyskl - INFO - Epoch [46][3000/3405] lr: 1.966e-02, eta: 1 day, 1:58:00, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9619, loss_cls: 2.6148, loss: 2.6148 +2023-12-24 04:05:26,772 - pyskl - INFO - Epoch [46][3100/3405] lr: 1.965e-02, eta: 1 day, 1:57:32, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9556, loss_cls: 2.6793, loss: 2.6793 +2023-12-24 04:05:52,621 - pyskl - INFO - Epoch [46][3200/3405] lr: 1.965e-02, eta: 1 day, 1:57:05, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9500, loss_cls: 2.7149, loss: 2.7149 +2023-12-24 04:06:18,294 - pyskl - INFO - Epoch [46][3300/3405] lr: 1.964e-02, eta: 1 day, 1:56:37, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9644, loss_cls: 2.6633, loss: 2.6633 +2023-12-24 04:06:44,210 - pyskl - INFO - Epoch [46][3400/3405] lr: 1.963e-02, eta: 1 day, 1:56:09, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9556, loss_cls: 2.6605, loss: 2.6605 +2023-12-24 04:06:46,285 - pyskl - INFO - Saving checkpoint at 46 epochs +2023-12-24 04:11:14,093 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 04:11:14,695 - pyskl - INFO - +top1_acc 0.7357 +top5_acc 0.9385 +2023-12-24 04:11:14,721 - pyskl - INFO - Epoch(val) [46][3718] top1_acc: 0.7357, top5_acc: 0.9385 +2023-12-24 04:12:07,110 - pyskl - INFO - Epoch [47][100/3405] lr: 1.963e-02, eta: 1 day, 1:56:37, time: 0.524, data_time: 0.269, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9694, loss_cls: 2.6319, loss: 2.6319 +2023-12-24 04:12:33,761 - pyskl - INFO - Epoch [47][200/3405] lr: 1.962e-02, eta: 1 day, 1:56:12, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9663, loss_cls: 2.6146, loss: 2.6146 +2023-12-24 04:13:00,244 - pyskl - INFO - Epoch [47][300/3405] lr: 1.962e-02, eta: 1 day, 1:55:45, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9625, loss_cls: 2.6742, loss: 2.6742 +2023-12-24 04:13:27,083 - pyskl - INFO - Epoch [47][400/3405] lr: 1.961e-02, eta: 1 day, 1:55:20, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9581, loss_cls: 2.6525, loss: 2.6525 +2023-12-24 04:13:52,789 - pyskl - INFO - Epoch [47][500/3405] lr: 1.960e-02, eta: 1 day, 1:54:52, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9637, loss_cls: 2.6285, loss: 2.6285 +2023-12-24 04:14:18,274 - pyskl - INFO - Epoch [47][600/3405] lr: 1.960e-02, eta: 1 day, 1:54:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 2.6157, loss: 2.6157 +2023-12-24 04:14:43,977 - pyskl - INFO - Epoch [47][700/3405] lr: 1.959e-02, eta: 1 day, 1:53:56, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9625, loss_cls: 2.6400, loss: 2.6400 +2023-12-24 04:15:09,325 - pyskl - INFO - Epoch [47][800/3405] lr: 1.958e-02, eta: 1 day, 1:53:27, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9619, loss_cls: 2.6155, loss: 2.6155 +2023-12-24 04:15:34,635 - pyskl - INFO - Epoch [47][900/3405] lr: 1.958e-02, eta: 1 day, 1:52:58, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9550, loss_cls: 2.6938, loss: 2.6938 +2023-12-24 04:16:00,455 - pyskl - INFO - Epoch [47][1000/3405] lr: 1.957e-02, eta: 1 day, 1:52:31, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9525, loss_cls: 2.6300, loss: 2.6300 +2023-12-24 04:16:26,239 - pyskl - INFO - Epoch [47][1100/3405] lr: 1.956e-02, eta: 1 day, 1:52:03, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9619, loss_cls: 2.6452, loss: 2.6452 +2023-12-24 04:16:51,910 - pyskl - INFO - Epoch [47][1200/3405] lr: 1.956e-02, eta: 1 day, 1:51:35, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9694, loss_cls: 2.6004, loss: 2.6004 +2023-12-24 04:17:17,662 - pyskl - INFO - Epoch [47][1300/3405] lr: 1.955e-02, eta: 1 day, 1:51:07, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9563, loss_cls: 2.6795, loss: 2.6795 +2023-12-24 04:17:43,469 - pyskl - INFO - Epoch [47][1400/3405] lr: 1.955e-02, eta: 1 day, 1:50:40, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9581, loss_cls: 2.6424, loss: 2.6424 +2023-12-24 04:18:09,245 - pyskl - INFO - Epoch [47][1500/3405] lr: 1.954e-02, eta: 1 day, 1:50:12, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9712, loss_cls: 2.6114, loss: 2.6114 +2023-12-24 04:18:35,106 - pyskl - INFO - Epoch [47][1600/3405] lr: 1.953e-02, eta: 1 day, 1:49:44, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9644, loss_cls: 2.6313, loss: 2.6313 +2023-12-24 04:19:00,596 - pyskl - INFO - Epoch [47][1700/3405] lr: 1.953e-02, eta: 1 day, 1:49:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9544, loss_cls: 2.6800, loss: 2.6800 +2023-12-24 04:19:26,841 - pyskl - INFO - Epoch [47][1800/3405] lr: 1.952e-02, eta: 1 day, 1:48:49, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9563, loss_cls: 2.7190, loss: 2.7190 +2023-12-24 04:19:52,860 - pyskl - INFO - Epoch [47][1900/3405] lr: 1.951e-02, eta: 1 day, 1:48:22, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9581, loss_cls: 2.6545, loss: 2.6545 +2023-12-24 04:20:18,488 - pyskl - INFO - Epoch [47][2000/3405] lr: 1.951e-02, eta: 1 day, 1:47:54, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9481, loss_cls: 2.7343, loss: 2.7343 +2023-12-24 04:20:44,089 - pyskl - INFO - Epoch [47][2100/3405] lr: 1.950e-02, eta: 1 day, 1:47:26, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9606, loss_cls: 2.7196, loss: 2.7196 +2023-12-24 04:21:09,320 - pyskl - INFO - Epoch [47][2200/3405] lr: 1.949e-02, eta: 1 day, 1:46:57, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9600, loss_cls: 2.6354, loss: 2.6354 +2023-12-24 04:21:34,794 - pyskl - INFO - Epoch [47][2300/3405] lr: 1.949e-02, eta: 1 day, 1:46:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9525, loss_cls: 2.6646, loss: 2.6646 +2023-12-24 04:22:00,454 - pyskl - INFO - Epoch [47][2400/3405] lr: 1.948e-02, eta: 1 day, 1:46:01, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9606, loss_cls: 2.6541, loss: 2.6541 +2023-12-24 04:22:26,214 - pyskl - INFO - Epoch [47][2500/3405] lr: 1.948e-02, eta: 1 day, 1:45:33, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9575, loss_cls: 2.6758, loss: 2.6758 +2023-12-24 04:22:52,068 - pyskl - INFO - Epoch [47][2600/3405] lr: 1.947e-02, eta: 1 day, 1:45:06, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9569, loss_cls: 2.6980, loss: 2.6980 +2023-12-24 04:23:18,052 - pyskl - INFO - Epoch [47][2700/3405] lr: 1.946e-02, eta: 1 day, 1:44:38, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9631, loss_cls: 2.6455, loss: 2.6455 +2023-12-24 04:23:43,958 - pyskl - INFO - Epoch [47][2800/3405] lr: 1.946e-02, eta: 1 day, 1:44:11, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9525, loss_cls: 2.6382, loss: 2.6382 +2023-12-24 04:24:09,720 - pyskl - INFO - Epoch [47][2900/3405] lr: 1.945e-02, eta: 1 day, 1:43:43, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9606, loss_cls: 2.6252, loss: 2.6252 +2023-12-24 04:24:35,625 - pyskl - INFO - Epoch [47][3000/3405] lr: 1.944e-02, eta: 1 day, 1:43:16, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9556, loss_cls: 2.6690, loss: 2.6690 +2023-12-24 04:25:01,353 - pyskl - INFO - Epoch [47][3100/3405] lr: 1.944e-02, eta: 1 day, 1:42:48, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9625, loss_cls: 2.6440, loss: 2.6440 +2023-12-24 04:25:27,135 - pyskl - INFO - Epoch [47][3200/3405] lr: 1.943e-02, eta: 1 day, 1:42:20, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9550, loss_cls: 2.6796, loss: 2.6796 +2023-12-24 04:25:53,443 - pyskl - INFO - Epoch [47][3300/3405] lr: 1.942e-02, eta: 1 day, 1:41:54, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9594, loss_cls: 2.6935, loss: 2.6935 +2023-12-24 04:26:19,488 - pyskl - INFO - Epoch [47][3400/3405] lr: 1.942e-02, eta: 1 day, 1:41:27, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9556, loss_cls: 2.6791, loss: 2.6791 +2023-12-24 04:26:21,417 - pyskl - INFO - Saving checkpoint at 47 epochs +2023-12-24 04:30:48,977 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 04:30:49,595 - pyskl - INFO - +top1_acc 0.7196 +top5_acc 0.9432 +2023-12-24 04:30:49,621 - pyskl - INFO - Epoch(val) [47][3718] top1_acc: 0.7196, top5_acc: 0.9432 +2023-12-24 04:31:42,470 - pyskl - INFO - Epoch [48][100/3405] lr: 1.941e-02, eta: 1 day, 1:41:54, time: 0.528, data_time: 0.274, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9625, loss_cls: 2.6384, loss: 2.6384 +2023-12-24 04:32:07,887 - pyskl - INFO - Epoch [48][200/3405] lr: 1.940e-02, eta: 1 day, 1:41:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7944, top5_acc: 0.9600, loss_cls: 2.6248, loss: 2.6248 +2023-12-24 04:32:34,184 - pyskl - INFO - Epoch [48][300/3405] lr: 1.940e-02, eta: 1 day, 1:40:59, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9575, loss_cls: 2.6380, loss: 2.6380 +2023-12-24 04:33:00,207 - pyskl - INFO - Epoch [48][400/3405] lr: 1.939e-02, eta: 1 day, 1:40:32, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9587, loss_cls: 2.6301, loss: 2.6301 +2023-12-24 04:33:26,026 - pyskl - INFO - Epoch [48][500/3405] lr: 1.939e-02, eta: 1 day, 1:40:04, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9619, loss_cls: 2.6414, loss: 2.6414 +2023-12-24 04:33:51,701 - pyskl - INFO - Epoch [48][600/3405] lr: 1.938e-02, eta: 1 day, 1:39:36, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9675, loss_cls: 2.6612, loss: 2.6612 +2023-12-24 04:34:17,068 - pyskl - INFO - Epoch [48][700/3405] lr: 1.937e-02, eta: 1 day, 1:39:08, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9594, loss_cls: 2.6903, loss: 2.6903 +2023-12-24 04:34:42,427 - pyskl - INFO - Epoch [48][800/3405] lr: 1.937e-02, eta: 1 day, 1:38:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9575, loss_cls: 2.6539, loss: 2.6539 +2023-12-24 04:35:08,570 - pyskl - INFO - Epoch [48][900/3405] lr: 1.936e-02, eta: 1 day, 1:38:12, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9569, loss_cls: 2.6685, loss: 2.6685 +2023-12-24 04:35:34,522 - pyskl - INFO - Epoch [48][1000/3405] lr: 1.935e-02, eta: 1 day, 1:37:45, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9600, loss_cls: 2.6518, loss: 2.6518 +2023-12-24 04:36:00,367 - pyskl - INFO - Epoch [48][1100/3405] lr: 1.935e-02, eta: 1 day, 1:37:17, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9663, loss_cls: 2.6377, loss: 2.6377 +2023-12-24 04:36:25,996 - pyskl - INFO - Epoch [48][1200/3405] lr: 1.934e-02, eta: 1 day, 1:36:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9613, loss_cls: 2.6720, loss: 2.6720 +2023-12-24 04:36:51,518 - pyskl - INFO - Epoch [48][1300/3405] lr: 1.933e-02, eta: 1 day, 1:36:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9594, loss_cls: 2.6661, loss: 2.6661 +2023-12-24 04:37:17,086 - pyskl - INFO - Epoch [48][1400/3405] lr: 1.933e-02, eta: 1 day, 1:35:53, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9656, loss_cls: 2.6306, loss: 2.6306 +2023-12-24 04:37:42,456 - pyskl - INFO - Epoch [48][1500/3405] lr: 1.932e-02, eta: 1 day, 1:35:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9537, loss_cls: 2.6822, loss: 2.6822 +2023-12-24 04:38:08,102 - pyskl - INFO - Epoch [48][1600/3405] lr: 1.931e-02, eta: 1 day, 1:34:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9600, loss_cls: 2.6526, loss: 2.6526 +2023-12-24 04:38:33,941 - pyskl - INFO - Epoch [48][1700/3405] lr: 1.931e-02, eta: 1 day, 1:34:29, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9656, loss_cls: 2.6176, loss: 2.6176 +2023-12-24 04:38:59,925 - pyskl - INFO - Epoch [48][1800/3405] lr: 1.930e-02, eta: 1 day, 1:34:02, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9637, loss_cls: 2.5783, loss: 2.5783 +2023-12-24 04:39:25,332 - pyskl - INFO - Epoch [48][1900/3405] lr: 1.930e-02, eta: 1 day, 1:33:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9563, loss_cls: 2.6387, loss: 2.6387 +2023-12-24 04:39:50,952 - pyskl - INFO - Epoch [48][2000/3405] lr: 1.929e-02, eta: 1 day, 1:33:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9575, loss_cls: 2.6451, loss: 2.6451 +2023-12-24 04:40:16,675 - pyskl - INFO - Epoch [48][2100/3405] lr: 1.928e-02, eta: 1 day, 1:32:37, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9413, loss_cls: 2.7529, loss: 2.7529 +2023-12-24 04:40:42,120 - pyskl - INFO - Epoch [48][2200/3405] lr: 1.928e-02, eta: 1 day, 1:32:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9663, loss_cls: 2.5950, loss: 2.5950 +2023-12-24 04:41:07,664 - pyskl - INFO - Epoch [48][2300/3405] lr: 1.927e-02, eta: 1 day, 1:31:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9556, loss_cls: 2.6294, loss: 2.6294 +2023-12-24 04:41:33,104 - pyskl - INFO - Epoch [48][2400/3405] lr: 1.926e-02, eta: 1 day, 1:31:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9575, loss_cls: 2.7070, loss: 2.7070 +2023-12-24 04:41:58,593 - pyskl - INFO - Epoch [48][2500/3405] lr: 1.926e-02, eta: 1 day, 1:30:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9569, loss_cls: 2.6380, loss: 2.6380 +2023-12-24 04:42:24,076 - pyskl - INFO - Epoch [48][2600/3405] lr: 1.925e-02, eta: 1 day, 1:30:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9594, loss_cls: 2.6271, loss: 2.6271 +2023-12-24 04:42:50,045 - pyskl - INFO - Epoch [48][2700/3405] lr: 1.924e-02, eta: 1 day, 1:29:49, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9637, loss_cls: 2.6590, loss: 2.6590 +2023-12-24 04:43:15,808 - pyskl - INFO - Epoch [48][2800/3405] lr: 1.924e-02, eta: 1 day, 1:29:21, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9563, loss_cls: 2.7189, loss: 2.7189 +2023-12-24 04:43:42,381 - pyskl - INFO - Epoch [48][2900/3405] lr: 1.923e-02, eta: 1 day, 1:28:55, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9637, loss_cls: 2.6386, loss: 2.6386 +2023-12-24 04:44:08,111 - pyskl - INFO - Epoch [48][3000/3405] lr: 1.922e-02, eta: 1 day, 1:28:27, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9650, loss_cls: 2.6294, loss: 2.6294 +2023-12-24 04:44:33,515 - pyskl - INFO - Epoch [48][3100/3405] lr: 1.922e-02, eta: 1 day, 1:27:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9581, loss_cls: 2.6837, loss: 2.6837 +2023-12-24 04:44:59,094 - pyskl - INFO - Epoch [48][3200/3405] lr: 1.921e-02, eta: 1 day, 1:27:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9506, loss_cls: 2.6660, loss: 2.6660 +2023-12-24 04:45:24,909 - pyskl - INFO - Epoch [48][3300/3405] lr: 1.920e-02, eta: 1 day, 1:27:03, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9606, loss_cls: 2.6658, loss: 2.6658 +2023-12-24 04:45:50,891 - pyskl - INFO - Epoch [48][3400/3405] lr: 1.920e-02, eta: 1 day, 1:26:36, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9537, loss_cls: 2.6891, loss: 2.6891 +2023-12-24 04:45:52,990 - pyskl - INFO - Saving checkpoint at 48 epochs +2023-12-24 04:50:21,237 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 04:50:21,839 - pyskl - INFO - +top1_acc 0.7445 +top5_acc 0.9372 +2023-12-24 04:50:21,865 - pyskl - INFO - Epoch(val) [48][3718] top1_acc: 0.7445, top5_acc: 0.9372 +2023-12-24 04:51:14,266 - pyskl - INFO - Epoch [49][100/3405] lr: 1.919e-02, eta: 1 day, 1:27:01, time: 0.524, data_time: 0.272, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9613, loss_cls: 2.6704, loss: 2.6704 +2023-12-24 04:51:39,639 - pyskl - INFO - Epoch [49][200/3405] lr: 1.918e-02, eta: 1 day, 1:26:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9637, loss_cls: 2.6106, loss: 2.6106 +2023-12-24 04:52:05,497 - pyskl - INFO - Epoch [49][300/3405] lr: 1.918e-02, eta: 1 day, 1:26:05, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9619, loss_cls: 2.6689, loss: 2.6689 +2023-12-24 04:52:31,233 - pyskl - INFO - Epoch [49][400/3405] lr: 1.917e-02, eta: 1 day, 1:25:37, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9506, loss_cls: 2.7306, loss: 2.7306 +2023-12-24 04:52:56,830 - pyskl - INFO - Epoch [49][500/3405] lr: 1.917e-02, eta: 1 day, 1:25:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9637, loss_cls: 2.6494, loss: 2.6494 +2023-12-24 04:53:22,919 - pyskl - INFO - Epoch [49][600/3405] lr: 1.916e-02, eta: 1 day, 1:24:42, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9569, loss_cls: 2.6499, loss: 2.6499 +2023-12-24 04:53:49,669 - pyskl - INFO - Epoch [49][700/3405] lr: 1.915e-02, eta: 1 day, 1:24:16, time: 0.267, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9544, loss_cls: 2.6764, loss: 2.6764 +2023-12-24 04:54:15,242 - pyskl - INFO - Epoch [49][800/3405] lr: 1.915e-02, eta: 1 day, 1:23:48, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9563, loss_cls: 2.6482, loss: 2.6482 +2023-12-24 04:54:40,840 - pyskl - INFO - Epoch [49][900/3405] lr: 1.914e-02, eta: 1 day, 1:23:20, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 2.5470, loss: 2.5470 +2023-12-24 04:55:06,709 - pyskl - INFO - Epoch [49][1000/3405] lr: 1.913e-02, eta: 1 day, 1:22:52, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9625, loss_cls: 2.6221, loss: 2.6221 +2023-12-24 04:55:32,271 - pyskl - INFO - Epoch [49][1100/3405] lr: 1.913e-02, eta: 1 day, 1:22:24, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9569, loss_cls: 2.6688, loss: 2.6688 +2023-12-24 04:55:57,794 - pyskl - INFO - Epoch [49][1200/3405] lr: 1.912e-02, eta: 1 day, 1:21:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 2.6179, loss: 2.6179 +2023-12-24 04:56:23,214 - pyskl - INFO - Epoch [49][1300/3405] lr: 1.911e-02, eta: 1 day, 1:21:28, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9619, loss_cls: 2.6466, loss: 2.6466 +2023-12-24 04:56:48,921 - pyskl - INFO - Epoch [49][1400/3405] lr: 1.911e-02, eta: 1 day, 1:21:00, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9619, loss_cls: 2.6769, loss: 2.6769 +2023-12-24 04:57:14,249 - pyskl - INFO - Epoch [49][1500/3405] lr: 1.910e-02, eta: 1 day, 1:20:31, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9563, loss_cls: 2.6213, loss: 2.6213 +2023-12-24 04:57:39,573 - pyskl - INFO - Epoch [49][1600/3405] lr: 1.909e-02, eta: 1 day, 1:20:03, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9606, loss_cls: 2.6795, loss: 2.6795 +2023-12-24 04:58:05,289 - pyskl - INFO - Epoch [49][1700/3405] lr: 1.909e-02, eta: 1 day, 1:19:35, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9644, loss_cls: 2.6197, loss: 2.6197 +2023-12-24 04:58:31,204 - pyskl - INFO - Epoch [49][1800/3405] lr: 1.908e-02, eta: 1 day, 1:19:08, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9631, loss_cls: 2.6646, loss: 2.6646 +2023-12-24 04:58:56,887 - pyskl - INFO - Epoch [49][1900/3405] lr: 1.907e-02, eta: 1 day, 1:18:40, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 2.6493, loss: 2.6493 +2023-12-24 04:59:22,580 - pyskl - INFO - Epoch [49][2000/3405] lr: 1.907e-02, eta: 1 day, 1:18:12, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9569, loss_cls: 2.7211, loss: 2.7211 +2023-12-24 04:59:47,727 - pyskl - INFO - Epoch [49][2100/3405] lr: 1.906e-02, eta: 1 day, 1:17:43, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9506, loss_cls: 2.6906, loss: 2.6906 +2023-12-24 05:00:13,026 - pyskl - INFO - Epoch [49][2200/3405] lr: 1.905e-02, eta: 1 day, 1:17:14, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9494, loss_cls: 2.6871, loss: 2.6871 +2023-12-24 05:00:38,812 - pyskl - INFO - Epoch [49][2300/3405] lr: 1.905e-02, eta: 1 day, 1:16:47, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9550, loss_cls: 2.6630, loss: 2.6630 +2023-12-24 05:01:04,483 - pyskl - INFO - Epoch [49][2400/3405] lr: 1.904e-02, eta: 1 day, 1:16:19, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9569, loss_cls: 2.6464, loss: 2.6464 +2023-12-24 05:01:30,122 - pyskl - INFO - Epoch [49][2500/3405] lr: 1.903e-02, eta: 1 day, 1:15:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9594, loss_cls: 2.6410, loss: 2.6410 +2023-12-24 05:01:55,893 - pyskl - INFO - Epoch [49][2600/3405] lr: 1.903e-02, eta: 1 day, 1:15:23, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7469, top5_acc: 0.9631, loss_cls: 2.7026, loss: 2.7026 +2023-12-24 05:02:21,744 - pyskl - INFO - Epoch [49][2700/3405] lr: 1.902e-02, eta: 1 day, 1:14:56, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9581, loss_cls: 2.6096, loss: 2.6096 +2023-12-24 05:02:47,715 - pyskl - INFO - Epoch [49][2800/3405] lr: 1.902e-02, eta: 1 day, 1:14:29, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9619, loss_cls: 2.6236, loss: 2.6236 +2023-12-24 05:03:13,313 - pyskl - INFO - Epoch [49][2900/3405] lr: 1.901e-02, eta: 1 day, 1:14:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9650, loss_cls: 2.6287, loss: 2.6287 +2023-12-24 05:03:39,129 - pyskl - INFO - Epoch [49][3000/3405] lr: 1.900e-02, eta: 1 day, 1:13:33, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9619, loss_cls: 2.6579, loss: 2.6579 +2023-12-24 05:04:05,127 - pyskl - INFO - Epoch [49][3100/3405] lr: 1.900e-02, eta: 1 day, 1:13:06, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9575, loss_cls: 2.6443, loss: 2.6443 +2023-12-24 05:04:30,970 - pyskl - INFO - Epoch [49][3200/3405] lr: 1.899e-02, eta: 1 day, 1:12:39, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9519, loss_cls: 2.6689, loss: 2.6689 +2023-12-24 05:04:56,715 - pyskl - INFO - Epoch [49][3300/3405] lr: 1.898e-02, eta: 1 day, 1:12:11, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9544, loss_cls: 2.6469, loss: 2.6469 +2023-12-24 05:05:22,596 - pyskl - INFO - Epoch [49][3400/3405] lr: 1.898e-02, eta: 1 day, 1:11:43, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9525, loss_cls: 2.6843, loss: 2.6843 +2023-12-24 05:05:24,568 - pyskl - INFO - Saving checkpoint at 49 epochs +2023-12-24 05:09:52,965 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 05:09:53,583 - pyskl - INFO - +top1_acc 0.7468 +top5_acc 0.9451 +2023-12-24 05:09:53,609 - pyskl - INFO - Epoch(val) [49][3718] top1_acc: 0.7468, top5_acc: 0.9451 +2023-12-24 05:10:46,380 - pyskl - INFO - Epoch [50][100/3405] lr: 1.897e-02, eta: 1 day, 1:12:07, time: 0.528, data_time: 0.272, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9663, loss_cls: 2.5949, loss: 2.5949 +2023-12-24 05:11:11,948 - pyskl - INFO - Epoch [50][200/3405] lr: 1.896e-02, eta: 1 day, 1:11:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9637, loss_cls: 2.6057, loss: 2.6057 +2023-12-24 05:11:37,813 - pyskl - INFO - Epoch [50][300/3405] lr: 1.896e-02, eta: 1 day, 1:11:12, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9700, loss_cls: 2.6199, loss: 2.6199 +2023-12-24 05:12:03,588 - pyskl - INFO - Epoch [50][400/3405] lr: 1.895e-02, eta: 1 day, 1:10:44, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9606, loss_cls: 2.6111, loss: 2.6111 +2023-12-24 05:12:29,041 - pyskl - INFO - Epoch [50][500/3405] lr: 1.894e-02, eta: 1 day, 1:10:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9613, loss_cls: 2.6362, loss: 2.6362 +2023-12-24 05:12:54,469 - pyskl - INFO - Epoch [50][600/3405] lr: 1.894e-02, eta: 1 day, 1:09:48, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9556, loss_cls: 2.6038, loss: 2.6038 +2023-12-24 05:13:19,931 - pyskl - INFO - Epoch [50][700/3405] lr: 1.893e-02, eta: 1 day, 1:09:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9506, loss_cls: 2.6235, loss: 2.6235 +2023-12-24 05:13:45,453 - pyskl - INFO - Epoch [50][800/3405] lr: 1.892e-02, eta: 1 day, 1:08:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 2.5837, loss: 2.5837 +2023-12-24 05:14:11,443 - pyskl - INFO - Epoch [50][900/3405] lr: 1.892e-02, eta: 1 day, 1:08:24, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9694, loss_cls: 2.5809, loss: 2.5809 +2023-12-24 05:14:36,991 - pyskl - INFO - Epoch [50][1000/3405] lr: 1.891e-02, eta: 1 day, 1:07:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 2.6684, loss: 2.6684 +2023-12-24 05:15:02,548 - pyskl - INFO - Epoch [50][1100/3405] lr: 1.890e-02, eta: 1 day, 1:07:28, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9613, loss_cls: 2.6532, loss: 2.6532 +2023-12-24 05:15:28,141 - pyskl - INFO - Epoch [50][1200/3405] lr: 1.890e-02, eta: 1 day, 1:07:00, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 2.6837, loss: 2.6837 +2023-12-24 05:15:53,941 - pyskl - INFO - Epoch [50][1300/3405] lr: 1.889e-02, eta: 1 day, 1:06:32, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9631, loss_cls: 2.6434, loss: 2.6434 +2023-12-24 05:16:19,614 - pyskl - INFO - Epoch [50][1400/3405] lr: 1.888e-02, eta: 1 day, 1:06:04, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9506, loss_cls: 2.7347, loss: 2.7347 +2023-12-24 05:16:45,761 - pyskl - INFO - Epoch [50][1500/3405] lr: 1.888e-02, eta: 1 day, 1:05:37, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9550, loss_cls: 2.7010, loss: 2.7010 +2023-12-24 05:17:11,684 - pyskl - INFO - Epoch [50][1600/3405] lr: 1.887e-02, eta: 1 day, 1:05:10, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 2.6313, loss: 2.6313 +2023-12-24 05:17:38,016 - pyskl - INFO - Epoch [50][1700/3405] lr: 1.886e-02, eta: 1 day, 1:04:44, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9606, loss_cls: 2.6425, loss: 2.6425 +2023-12-24 05:18:03,840 - pyskl - INFO - Epoch [50][1800/3405] lr: 1.886e-02, eta: 1 day, 1:04:16, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9637, loss_cls: 2.6398, loss: 2.6398 +2023-12-24 05:18:29,632 - pyskl - INFO - Epoch [50][1900/3405] lr: 1.885e-02, eta: 1 day, 1:03:49, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9669, loss_cls: 2.6277, loss: 2.6277 +2023-12-24 05:18:55,398 - pyskl - INFO - Epoch [50][2000/3405] lr: 1.884e-02, eta: 1 day, 1:03:21, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9731, loss_cls: 2.5750, loss: 2.5750 +2023-12-24 05:19:20,829 - pyskl - INFO - Epoch [50][2100/3405] lr: 1.884e-02, eta: 1 day, 1:02:53, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9644, loss_cls: 2.6005, loss: 2.6005 +2023-12-24 05:19:46,366 - pyskl - INFO - Epoch [50][2200/3405] lr: 1.883e-02, eta: 1 day, 1:02:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9587, loss_cls: 2.6633, loss: 2.6633 +2023-12-24 05:20:12,007 - pyskl - INFO - Epoch [50][2300/3405] lr: 1.882e-02, eta: 1 day, 1:01:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9600, loss_cls: 2.6262, loss: 2.6262 +2023-12-24 05:20:37,579 - pyskl - INFO - Epoch [50][2400/3405] lr: 1.882e-02, eta: 1 day, 1:01:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9594, loss_cls: 2.6481, loss: 2.6481 +2023-12-24 05:21:03,180 - pyskl - INFO - Epoch [50][2500/3405] lr: 1.881e-02, eta: 1 day, 1:01:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9544, loss_cls: 2.6029, loss: 2.6029 +2023-12-24 05:21:29,078 - pyskl - INFO - Epoch [50][2600/3405] lr: 1.880e-02, eta: 1 day, 1:00:33, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9606, loss_cls: 2.5964, loss: 2.5964 +2023-12-24 05:21:55,044 - pyskl - INFO - Epoch [50][2700/3405] lr: 1.880e-02, eta: 1 day, 1:00:06, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9569, loss_cls: 2.7009, loss: 2.7009 +2023-12-24 05:22:20,874 - pyskl - INFO - Epoch [50][2800/3405] lr: 1.879e-02, eta: 1 day, 0:59:39, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9575, loss_cls: 2.6367, loss: 2.6367 +2023-12-24 05:22:46,245 - pyskl - INFO - Epoch [50][2900/3405] lr: 1.878e-02, eta: 1 day, 0:59:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9556, loss_cls: 2.7318, loss: 2.7318 +2023-12-24 05:23:12,073 - pyskl - INFO - Epoch [50][3000/3405] lr: 1.878e-02, eta: 1 day, 0:58:43, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9650, loss_cls: 2.6552, loss: 2.6552 +2023-12-24 05:23:37,866 - pyskl - INFO - Epoch [50][3100/3405] lr: 1.877e-02, eta: 1 day, 0:58:15, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9631, loss_cls: 2.6424, loss: 2.6424 +2023-12-24 05:24:03,700 - pyskl - INFO - Epoch [50][3200/3405] lr: 1.876e-02, eta: 1 day, 0:57:48, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9650, loss_cls: 2.6369, loss: 2.6369 +2023-12-24 05:24:29,348 - pyskl - INFO - Epoch [50][3300/3405] lr: 1.876e-02, eta: 1 day, 0:57:20, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9631, loss_cls: 2.5832, loss: 2.5832 +2023-12-24 05:24:54,904 - pyskl - INFO - Epoch [50][3400/3405] lr: 1.875e-02, eta: 1 day, 0:56:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9569, loss_cls: 2.6418, loss: 2.6418 +2023-12-24 05:24:57,006 - pyskl - INFO - Saving checkpoint at 50 epochs +2023-12-24 05:29:24,453 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 05:29:25,069 - pyskl - INFO - +top1_acc 0.7179 +top5_acc 0.9289 +2023-12-24 05:29:25,094 - pyskl - INFO - Epoch(val) [50][3718] top1_acc: 0.7179, top5_acc: 0.9289 +2023-12-24 05:30:17,001 - pyskl - INFO - Epoch [51][100/3405] lr: 1.874e-02, eta: 1 day, 0:57:12, time: 0.519, data_time: 0.267, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9644, loss_cls: 2.6496, loss: 2.6496 +2023-12-24 05:30:42,628 - pyskl - INFO - Epoch [51][200/3405] lr: 1.874e-02, eta: 1 day, 0:56:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9606, loss_cls: 2.6061, loss: 2.6061 +2023-12-24 05:31:08,567 - pyskl - INFO - Epoch [51][300/3405] lr: 1.873e-02, eta: 1 day, 0:56:17, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9656, loss_cls: 2.6116, loss: 2.6116 +2023-12-24 05:31:34,235 - pyskl - INFO - Epoch [51][400/3405] lr: 1.872e-02, eta: 1 day, 0:55:49, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9569, loss_cls: 2.6174, loss: 2.6174 +2023-12-24 05:31:59,693 - pyskl - INFO - Epoch [51][500/3405] lr: 1.872e-02, eta: 1 day, 0:55:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 2.5629, loss: 2.5629 +2023-12-24 05:32:25,211 - pyskl - INFO - Epoch [51][600/3405] lr: 1.871e-02, eta: 1 day, 0:54:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9494, loss_cls: 2.6678, loss: 2.6678 +2023-12-24 05:32:50,606 - pyskl - INFO - Epoch [51][700/3405] lr: 1.870e-02, eta: 1 day, 0:54:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9731, loss_cls: 2.5839, loss: 2.5839 +2023-12-24 05:33:16,080 - pyskl - INFO - Epoch [51][800/3405] lr: 1.870e-02, eta: 1 day, 0:53:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9644, loss_cls: 2.6512, loss: 2.6512 +2023-12-24 05:33:41,578 - pyskl - INFO - Epoch [51][900/3405] lr: 1.869e-02, eta: 1 day, 0:53:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9663, loss_cls: 2.6622, loss: 2.6622 +2023-12-24 05:34:07,470 - pyskl - INFO - Epoch [51][1000/3405] lr: 1.868e-02, eta: 1 day, 0:53:01, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 2.6132, loss: 2.6132 +2023-12-24 05:34:33,142 - pyskl - INFO - Epoch [51][1100/3405] lr: 1.868e-02, eta: 1 day, 0:52:33, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9656, loss_cls: 2.5885, loss: 2.5885 +2023-12-24 05:34:58,761 - pyskl - INFO - Epoch [51][1200/3405] lr: 1.867e-02, eta: 1 day, 0:52:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9644, loss_cls: 2.6190, loss: 2.6190 +2023-12-24 05:35:24,217 - pyskl - INFO - Epoch [51][1300/3405] lr: 1.866e-02, eta: 1 day, 0:51:37, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9688, loss_cls: 2.6503, loss: 2.6503 +2023-12-24 05:35:49,529 - pyskl - INFO - Epoch [51][1400/3405] lr: 1.866e-02, eta: 1 day, 0:51:09, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9569, loss_cls: 2.6441, loss: 2.6441 +2023-12-24 05:36:14,839 - pyskl - INFO - Epoch [51][1500/3405] lr: 1.865e-02, eta: 1 day, 0:50:40, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9681, loss_cls: 2.6137, loss: 2.6137 +2023-12-24 05:36:40,571 - pyskl - INFO - Epoch [51][1600/3405] lr: 1.864e-02, eta: 1 day, 0:50:12, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9575, loss_cls: 2.7447, loss: 2.7447 +2023-12-24 05:37:06,174 - pyskl - INFO - Epoch [51][1700/3405] lr: 1.864e-02, eta: 1 day, 0:49:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9619, loss_cls: 2.6387, loss: 2.6387 +2023-12-24 05:37:31,647 - pyskl - INFO - Epoch [51][1800/3405] lr: 1.863e-02, eta: 1 day, 0:49:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9656, loss_cls: 2.6414, loss: 2.6414 +2023-12-24 05:37:58,115 - pyskl - INFO - Epoch [51][1900/3405] lr: 1.862e-02, eta: 1 day, 0:48:50, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 2.6286, loss: 2.6286 +2023-12-24 05:38:24,223 - pyskl - INFO - Epoch [51][2000/3405] lr: 1.862e-02, eta: 1 day, 0:48:23, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9506, loss_cls: 2.6781, loss: 2.6781 +2023-12-24 05:38:49,792 - pyskl - INFO - Epoch [51][2100/3405] lr: 1.861e-02, eta: 1 day, 0:47:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9675, loss_cls: 2.6693, loss: 2.6693 +2023-12-24 05:39:15,529 - pyskl - INFO - Epoch [51][2200/3405] lr: 1.860e-02, eta: 1 day, 0:47:28, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9619, loss_cls: 2.6318, loss: 2.6318 +2023-12-24 05:39:41,093 - pyskl - INFO - Epoch [51][2300/3405] lr: 1.860e-02, eta: 1 day, 0:47:00, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 2.5961, loss: 2.5961 +2023-12-24 05:40:07,744 - pyskl - INFO - Epoch [51][2400/3405] lr: 1.859e-02, eta: 1 day, 0:46:34, time: 0.267, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9656, loss_cls: 2.6056, loss: 2.6056 +2023-12-24 05:40:34,329 - pyskl - INFO - Epoch [51][2500/3405] lr: 1.858e-02, eta: 1 day, 0:46:08, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9619, loss_cls: 2.6074, loss: 2.6074 +2023-12-24 05:41:00,323 - pyskl - INFO - Epoch [51][2600/3405] lr: 1.858e-02, eta: 1 day, 0:45:41, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 2.6215, loss: 2.6215 +2023-12-24 05:41:26,197 - pyskl - INFO - Epoch [51][2700/3405] lr: 1.857e-02, eta: 1 day, 0:45:13, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9644, loss_cls: 2.6342, loss: 2.6342 +2023-12-24 05:41:51,826 - pyskl - INFO - Epoch [51][2800/3405] lr: 1.856e-02, eta: 1 day, 0:44:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9481, loss_cls: 2.7159, loss: 2.7159 +2023-12-24 05:42:17,579 - pyskl - INFO - Epoch [51][2900/3405] lr: 1.856e-02, eta: 1 day, 0:44:18, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9625, loss_cls: 2.6951, loss: 2.6951 +2023-12-24 05:42:43,315 - pyskl - INFO - Epoch [51][3000/3405] lr: 1.855e-02, eta: 1 day, 0:43:50, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9581, loss_cls: 2.6518, loss: 2.6518 +2023-12-24 05:43:08,951 - pyskl - INFO - Epoch [51][3100/3405] lr: 1.854e-02, eta: 1 day, 0:43:22, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9613, loss_cls: 2.6292, loss: 2.6292 +2023-12-24 05:43:34,725 - pyskl - INFO - Epoch [51][3200/3405] lr: 1.854e-02, eta: 1 day, 0:42:55, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9544, loss_cls: 2.6555, loss: 2.6555 +2023-12-24 05:44:00,372 - pyskl - INFO - Epoch [51][3300/3405] lr: 1.853e-02, eta: 1 day, 0:42:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9587, loss_cls: 2.6327, loss: 2.6327 +2023-12-24 05:44:25,990 - pyskl - INFO - Epoch [51][3400/3405] lr: 1.852e-02, eta: 1 day, 0:41:59, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9500, loss_cls: 2.6950, loss: 2.6950 +2023-12-24 05:44:27,971 - pyskl - INFO - Saving checkpoint at 51 epochs +2023-12-24 05:48:56,138 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 05:48:56,750 - pyskl - INFO - +top1_acc 0.7463 +top5_acc 0.9468 +2023-12-24 05:48:56,775 - pyskl - INFO - Epoch(val) [51][3718] top1_acc: 0.7463, top5_acc: 0.9468 +2023-12-24 05:49:48,586 - pyskl - INFO - Epoch [52][100/3405] lr: 1.852e-02, eta: 1 day, 0:42:18, time: 0.518, data_time: 0.269, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 2.6138, loss: 2.6138 +2023-12-24 05:50:13,692 - pyskl - INFO - Epoch [52][200/3405] lr: 1.851e-02, eta: 1 day, 0:41:49, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9631, loss_cls: 2.6297, loss: 2.6297 +2023-12-24 05:50:39,418 - pyskl - INFO - Epoch [52][300/3405] lr: 1.850e-02, eta: 1 day, 0:41:22, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9581, loss_cls: 2.5989, loss: 2.5989 +2023-12-24 05:51:05,181 - pyskl - INFO - Epoch [52][400/3405] lr: 1.850e-02, eta: 1 day, 0:40:54, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9650, loss_cls: 2.6278, loss: 2.6278 +2023-12-24 05:51:30,846 - pyskl - INFO - Epoch [52][500/3405] lr: 1.849e-02, eta: 1 day, 0:40:26, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9594, loss_cls: 2.5742, loss: 2.5742 +2023-12-24 05:51:56,298 - pyskl - INFO - Epoch [52][600/3405] lr: 1.848e-02, eta: 1 day, 0:39:58, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9650, loss_cls: 2.6044, loss: 2.6044 +2023-12-24 05:52:21,874 - pyskl - INFO - Epoch [52][700/3405] lr: 1.847e-02, eta: 1 day, 0:39:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9613, loss_cls: 2.6207, loss: 2.6207 +2023-12-24 05:52:47,500 - pyskl - INFO - Epoch [52][800/3405] lr: 1.847e-02, eta: 1 day, 0:39:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9631, loss_cls: 2.6250, loss: 2.6250 +2023-12-24 05:53:13,191 - pyskl - INFO - Epoch [52][900/3405] lr: 1.846e-02, eta: 1 day, 0:38:34, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 2.5468, loss: 2.5468 +2023-12-24 05:53:38,810 - pyskl - INFO - Epoch [52][1000/3405] lr: 1.845e-02, eta: 1 day, 0:38:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 2.5929, loss: 2.5929 +2023-12-24 05:54:04,365 - pyskl - INFO - Epoch [52][1100/3405] lr: 1.845e-02, eta: 1 day, 0:37:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9563, loss_cls: 2.6501, loss: 2.6501 +2023-12-24 05:54:29,860 - pyskl - INFO - Epoch [52][1200/3405] lr: 1.844e-02, eta: 1 day, 0:37:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9719, loss_cls: 2.6271, loss: 2.6271 +2023-12-24 05:54:55,404 - pyskl - INFO - Epoch [52][1300/3405] lr: 1.843e-02, eta: 1 day, 0:36:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9563, loss_cls: 2.6106, loss: 2.6106 +2023-12-24 05:55:21,610 - pyskl - INFO - Epoch [52][1400/3405] lr: 1.843e-02, eta: 1 day, 0:36:16, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9619, loss_cls: 2.6225, loss: 2.6225 +2023-12-24 05:55:47,415 - pyskl - INFO - Epoch [52][1500/3405] lr: 1.842e-02, eta: 1 day, 0:35:48, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9575, loss_cls: 2.6615, loss: 2.6615 +2023-12-24 05:56:13,125 - pyskl - INFO - Epoch [52][1600/3405] lr: 1.841e-02, eta: 1 day, 0:35:20, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9575, loss_cls: 2.6598, loss: 2.6598 +2023-12-24 05:56:38,759 - pyskl - INFO - Epoch [52][1700/3405] lr: 1.841e-02, eta: 1 day, 0:34:53, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9619, loss_cls: 2.6420, loss: 2.6420 +2023-12-24 05:57:04,516 - pyskl - INFO - Epoch [52][1800/3405] lr: 1.840e-02, eta: 1 day, 0:34:25, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9675, loss_cls: 2.6602, loss: 2.6602 +2023-12-24 05:57:30,276 - pyskl - INFO - Epoch [52][1900/3405] lr: 1.839e-02, eta: 1 day, 0:33:58, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9644, loss_cls: 2.6871, loss: 2.6871 +2023-12-24 05:57:55,430 - pyskl - INFO - Epoch [52][2000/3405] lr: 1.839e-02, eta: 1 day, 0:33:29, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9537, loss_cls: 2.6832, loss: 2.6832 +2023-12-24 05:58:20,714 - pyskl - INFO - Epoch [52][2100/3405] lr: 1.838e-02, eta: 1 day, 0:33:00, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9563, loss_cls: 2.5888, loss: 2.5888 +2023-12-24 05:58:46,639 - pyskl - INFO - Epoch [52][2200/3405] lr: 1.837e-02, eta: 1 day, 0:32:33, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 2.5469, loss: 2.5469 +2023-12-24 05:59:12,186 - pyskl - INFO - Epoch [52][2300/3405] lr: 1.837e-02, eta: 1 day, 0:32:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9625, loss_cls: 2.5995, loss: 2.5995 +2023-12-24 05:59:37,856 - pyskl - INFO - Epoch [52][2400/3405] lr: 1.836e-02, eta: 1 day, 0:31:37, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9619, loss_cls: 2.6468, loss: 2.6468 +2023-12-24 06:00:03,775 - pyskl - INFO - Epoch [52][2500/3405] lr: 1.835e-02, eta: 1 day, 0:31:10, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 2.5881, loss: 2.5881 +2023-12-24 06:00:29,322 - pyskl - INFO - Epoch [52][2600/3405] lr: 1.835e-02, eta: 1 day, 0:30:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9594, loss_cls: 2.6460, loss: 2.6460 +2023-12-24 06:00:55,192 - pyskl - INFO - Epoch [52][2700/3405] lr: 1.834e-02, eta: 1 day, 0:30:15, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9513, loss_cls: 2.6920, loss: 2.6920 +2023-12-24 06:01:21,049 - pyskl - INFO - Epoch [52][2800/3405] lr: 1.833e-02, eta: 1 day, 0:29:47, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9569, loss_cls: 2.6890, loss: 2.6890 +2023-12-24 06:01:47,036 - pyskl - INFO - Epoch [52][2900/3405] lr: 1.833e-02, eta: 1 day, 0:29:20, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9681, loss_cls: 2.5926, loss: 2.5926 +2023-12-24 06:02:12,885 - pyskl - INFO - Epoch [52][3000/3405] lr: 1.832e-02, eta: 1 day, 0:28:53, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9563, loss_cls: 2.6609, loss: 2.6609 +2023-12-24 06:02:38,376 - pyskl - INFO - Epoch [52][3100/3405] lr: 1.831e-02, eta: 1 day, 0:28:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9563, loss_cls: 2.6560, loss: 2.6560 +2023-12-24 06:03:04,281 - pyskl - INFO - Epoch [52][3200/3405] lr: 1.831e-02, eta: 1 day, 0:27:58, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9606, loss_cls: 2.6700, loss: 2.6700 +2023-12-24 06:03:29,788 - pyskl - INFO - Epoch [52][3300/3405] lr: 1.830e-02, eta: 1 day, 0:27:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9669, loss_cls: 2.6189, loss: 2.6189 +2023-12-24 06:03:55,381 - pyskl - INFO - Epoch [52][3400/3405] lr: 1.829e-02, eta: 1 day, 0:27:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9631, loss_cls: 2.6744, loss: 2.6744 +2023-12-24 06:03:57,461 - pyskl - INFO - Saving checkpoint at 52 epochs +2023-12-24 06:08:25,979 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 06:08:26,602 - pyskl - INFO - +top1_acc 0.7382 +top5_acc 0.9387 +2023-12-24 06:08:26,629 - pyskl - INFO - Epoch(val) [52][3718] top1_acc: 0.7382, top5_acc: 0.9387 +2023-12-24 06:09:19,019 - pyskl - INFO - Epoch [53][100/3405] lr: 1.828e-02, eta: 1 day, 0:27:20, time: 0.524, data_time: 0.273, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9544, loss_cls: 2.6102, loss: 2.6102 +2023-12-24 06:09:44,473 - pyskl - INFO - Epoch [53][200/3405] lr: 1.828e-02, eta: 1 day, 0:26:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9688, loss_cls: 2.5928, loss: 2.5928 +2023-12-24 06:10:10,346 - pyskl - INFO - Epoch [53][300/3405] lr: 1.827e-02, eta: 1 day, 0:26:25, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9706, loss_cls: 2.5602, loss: 2.5602 +2023-12-24 06:10:36,160 - pyskl - INFO - Epoch [53][400/3405] lr: 1.826e-02, eta: 1 day, 0:25:57, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9619, loss_cls: 2.5454, loss: 2.5454 +2023-12-24 06:11:03,079 - pyskl - INFO - Epoch [53][500/3405] lr: 1.826e-02, eta: 1 day, 0:25:32, time: 0.269, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9744, loss_cls: 2.5584, loss: 2.5584 +2023-12-24 06:11:29,005 - pyskl - INFO - Epoch [53][600/3405] lr: 1.825e-02, eta: 1 day, 0:25:05, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9531, loss_cls: 2.6729, loss: 2.6729 +2023-12-24 06:11:54,581 - pyskl - INFO - Epoch [53][700/3405] lr: 1.824e-02, eta: 1 day, 0:24:37, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9762, loss_cls: 2.5545, loss: 2.5545 +2023-12-24 06:12:20,773 - pyskl - INFO - Epoch [53][800/3405] lr: 1.824e-02, eta: 1 day, 0:24:10, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9656, loss_cls: 2.5755, loss: 2.5755 +2023-12-24 06:12:46,272 - pyskl - INFO - Epoch [53][900/3405] lr: 1.823e-02, eta: 1 day, 0:23:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 2.5883, loss: 2.5883 +2023-12-24 06:13:11,646 - pyskl - INFO - Epoch [53][1000/3405] lr: 1.822e-02, eta: 1 day, 0:23:14, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 2.5718, loss: 2.5718 +2023-12-24 06:13:37,191 - pyskl - INFO - Epoch [53][1100/3405] lr: 1.822e-02, eta: 1 day, 0:22:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9494, loss_cls: 2.6815, loss: 2.6815 +2023-12-24 06:14:03,166 - pyskl - INFO - Epoch [53][1200/3405] lr: 1.821e-02, eta: 1 day, 0:22:19, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9650, loss_cls: 2.6644, loss: 2.6644 +2023-12-24 06:14:29,954 - pyskl - INFO - Epoch [53][1300/3405] lr: 1.820e-02, eta: 1 day, 0:21:53, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9569, loss_cls: 2.6708, loss: 2.6708 +2023-12-24 06:14:56,787 - pyskl - INFO - Epoch [53][1400/3405] lr: 1.820e-02, eta: 1 day, 0:21:27, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9694, loss_cls: 2.5784, loss: 2.5784 +2023-12-24 06:15:22,613 - pyskl - INFO - Epoch [53][1500/3405] lr: 1.819e-02, eta: 1 day, 0:21:00, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9656, loss_cls: 2.6494, loss: 2.6494 +2023-12-24 06:15:48,122 - pyskl - INFO - Epoch [53][1600/3405] lr: 1.818e-02, eta: 1 day, 0:20:32, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9613, loss_cls: 2.6110, loss: 2.6110 +2023-12-24 06:16:13,695 - pyskl - INFO - Epoch [53][1700/3405] lr: 1.818e-02, eta: 1 day, 0:20:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9669, loss_cls: 2.5665, loss: 2.5665 +2023-12-24 06:16:39,930 - pyskl - INFO - Epoch [53][1800/3405] lr: 1.817e-02, eta: 1 day, 0:19:37, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9619, loss_cls: 2.5905, loss: 2.5905 +2023-12-24 06:17:05,435 - pyskl - INFO - Epoch [53][1900/3405] lr: 1.816e-02, eta: 1 day, 0:19:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7469, top5_acc: 0.9444, loss_cls: 2.7454, loss: 2.7454 +2023-12-24 06:17:30,833 - pyskl - INFO - Epoch [53][2000/3405] lr: 1.815e-02, eta: 1 day, 0:18:41, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9656, loss_cls: 2.6056, loss: 2.6056 +2023-12-24 06:17:56,450 - pyskl - INFO - Epoch [53][2100/3405] lr: 1.815e-02, eta: 1 day, 0:18:13, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9613, loss_cls: 2.6292, loss: 2.6292 +2023-12-24 06:18:22,082 - pyskl - INFO - Epoch [53][2200/3405] lr: 1.814e-02, eta: 1 day, 0:17:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9587, loss_cls: 2.6279, loss: 2.6279 +2023-12-24 06:18:47,917 - pyskl - INFO - Epoch [53][2300/3405] lr: 1.813e-02, eta: 1 day, 0:17:18, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9600, loss_cls: 2.6882, loss: 2.6882 +2023-12-24 06:19:13,447 - pyskl - INFO - Epoch [53][2400/3405] lr: 1.813e-02, eta: 1 day, 0:16:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9613, loss_cls: 2.6483, loss: 2.6483 +2023-12-24 06:19:39,268 - pyskl - INFO - Epoch [53][2500/3405] lr: 1.812e-02, eta: 1 day, 0:16:23, time: 0.258, data_time: 0.001, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9581, loss_cls: 2.6406, loss: 2.6406 +2023-12-24 06:20:05,356 - pyskl - INFO - Epoch [53][2600/3405] lr: 1.811e-02, eta: 1 day, 0:15:56, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9600, loss_cls: 2.6515, loss: 2.6515 +2023-12-24 06:20:31,183 - pyskl - INFO - Epoch [53][2700/3405] lr: 1.811e-02, eta: 1 day, 0:15:28, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9594, loss_cls: 2.6257, loss: 2.6257 +2023-12-24 06:20:57,161 - pyskl - INFO - Epoch [53][2800/3405] lr: 1.810e-02, eta: 1 day, 0:15:01, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9594, loss_cls: 2.6600, loss: 2.6600 +2023-12-24 06:21:22,871 - pyskl - INFO - Epoch [53][2900/3405] lr: 1.809e-02, eta: 1 day, 0:14:34, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9606, loss_cls: 2.6697, loss: 2.6697 +2023-12-24 06:21:48,369 - pyskl - INFO - Epoch [53][3000/3405] lr: 1.809e-02, eta: 1 day, 0:14:06, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9550, loss_cls: 2.6872, loss: 2.6872 +2023-12-24 06:22:14,273 - pyskl - INFO - Epoch [53][3100/3405] lr: 1.808e-02, eta: 1 day, 0:13:38, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 2.6314, loss: 2.6314 +2023-12-24 06:22:39,825 - pyskl - INFO - Epoch [53][3200/3405] lr: 1.807e-02, eta: 1 day, 0:13:10, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9606, loss_cls: 2.5959, loss: 2.5959 +2023-12-24 06:23:05,599 - pyskl - INFO - Epoch [53][3300/3405] lr: 1.807e-02, eta: 1 day, 0:12:43, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9594, loss_cls: 2.6373, loss: 2.6373 +2023-12-24 06:23:31,475 - pyskl - INFO - Epoch [53][3400/3405] lr: 1.806e-02, eta: 1 day, 0:12:16, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9631, loss_cls: 2.6494, loss: 2.6494 +2023-12-24 06:23:33,502 - pyskl - INFO - Saving checkpoint at 53 epochs +2023-12-24 06:28:01,602 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 06:28:02,229 - pyskl - INFO - +top1_acc 0.7624 +top5_acc 0.9506 +2023-12-24 06:28:02,233 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_41.pth was removed +2023-12-24 06:28:02,444 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_53.pth. +2023-12-24 06:28:02,445 - pyskl - INFO - Best top1_acc is 0.7624 at 53 epoch. +2023-12-24 06:28:02,470 - pyskl - INFO - Epoch(val) [53][3718] top1_acc: 0.7624, top5_acc: 0.9506 +2023-12-24 06:28:55,420 - pyskl - INFO - Epoch [54][100/3405] lr: 1.805e-02, eta: 1 day, 0:12:34, time: 0.529, data_time: 0.276, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9669, loss_cls: 2.6088, loss: 2.6088 +2023-12-24 06:29:21,386 - pyskl - INFO - Epoch [54][200/3405] lr: 1.804e-02, eta: 1 day, 0:12:07, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 2.5233, loss: 2.5233 +2023-12-24 06:29:47,411 - pyskl - INFO - Epoch [54][300/3405] lr: 1.804e-02, eta: 1 day, 0:11:40, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9731, loss_cls: 2.5631, loss: 2.5631 +2023-12-24 06:30:13,267 - pyskl - INFO - Epoch [54][400/3405] lr: 1.803e-02, eta: 1 day, 0:11:12, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 2.5998, loss: 2.5998 +2023-12-24 06:30:38,751 - pyskl - INFO - Epoch [54][500/3405] lr: 1.802e-02, eta: 1 day, 0:10:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9606, loss_cls: 2.6388, loss: 2.6388 +2023-12-24 06:31:04,853 - pyskl - INFO - Epoch [54][600/3405] lr: 1.802e-02, eta: 1 day, 0:10:17, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9575, loss_cls: 2.6601, loss: 2.6601 +2023-12-24 06:31:31,488 - pyskl - INFO - Epoch [54][700/3405] lr: 1.801e-02, eta: 1 day, 0:09:51, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9581, loss_cls: 2.6298, loss: 2.6298 +2023-12-24 06:31:57,598 - pyskl - INFO - Epoch [54][800/3405] lr: 1.800e-02, eta: 1 day, 0:09:25, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9569, loss_cls: 2.6534, loss: 2.6534 +2023-12-24 06:32:23,187 - pyskl - INFO - Epoch [54][900/3405] lr: 1.800e-02, eta: 1 day, 0:08:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9688, loss_cls: 2.6154, loss: 2.6154 +2023-12-24 06:32:48,705 - pyskl - INFO - Epoch [54][1000/3405] lr: 1.799e-02, eta: 1 day, 0:08:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9613, loss_cls: 2.6081, loss: 2.6081 +2023-12-24 06:33:14,375 - pyskl - INFO - Epoch [54][1100/3405] lr: 1.798e-02, eta: 1 day, 0:08:01, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9631, loss_cls: 2.6634, loss: 2.6634 +2023-12-24 06:33:39,897 - pyskl - INFO - Epoch [54][1200/3405] lr: 1.798e-02, eta: 1 day, 0:07:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9681, loss_cls: 2.5770, loss: 2.5770 +2023-12-24 06:34:05,707 - pyskl - INFO - Epoch [54][1300/3405] lr: 1.797e-02, eta: 1 day, 0:07:06, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9663, loss_cls: 2.5913, loss: 2.5913 +2023-12-24 06:34:31,299 - pyskl - INFO - Epoch [54][1400/3405] lr: 1.796e-02, eta: 1 day, 0:06:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9606, loss_cls: 2.6165, loss: 2.6165 +2023-12-24 06:34:56,955 - pyskl - INFO - Epoch [54][1500/3405] lr: 1.795e-02, eta: 1 day, 0:06:10, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9656, loss_cls: 2.6136, loss: 2.6136 +2023-12-24 06:35:22,759 - pyskl - INFO - Epoch [54][1600/3405] lr: 1.795e-02, eta: 1 day, 0:05:43, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9663, loss_cls: 2.5985, loss: 2.5985 +2023-12-24 06:35:48,730 - pyskl - INFO - Epoch [54][1700/3405] lr: 1.794e-02, eta: 1 day, 0:05:15, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9550, loss_cls: 2.6802, loss: 2.6802 +2023-12-24 06:36:14,154 - pyskl - INFO - Epoch [54][1800/3405] lr: 1.793e-02, eta: 1 day, 0:04:47, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9525, loss_cls: 2.6796, loss: 2.6796 +2023-12-24 06:36:39,512 - pyskl - INFO - Epoch [54][1900/3405] lr: 1.793e-02, eta: 1 day, 0:04:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9694, loss_cls: 2.6063, loss: 2.6063 +2023-12-24 06:37:04,825 - pyskl - INFO - Epoch [54][2000/3405] lr: 1.792e-02, eta: 1 day, 0:03:51, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9663, loss_cls: 2.6629, loss: 2.6629 +2023-12-24 06:37:30,620 - pyskl - INFO - Epoch [54][2100/3405] lr: 1.791e-02, eta: 1 day, 0:03:23, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9656, loss_cls: 2.5862, loss: 2.5862 +2023-12-24 06:37:56,324 - pyskl - INFO - Epoch [54][2200/3405] lr: 1.791e-02, eta: 1 day, 0:02:56, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9625, loss_cls: 2.6192, loss: 2.6192 +2023-12-24 06:38:21,636 - pyskl - INFO - Epoch [54][2300/3405] lr: 1.790e-02, eta: 1 day, 0:02:27, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 2.6111, loss: 2.6111 +2023-12-24 06:38:47,534 - pyskl - INFO - Epoch [54][2400/3405] lr: 1.789e-02, eta: 1 day, 0:02:00, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9675, loss_cls: 2.6134, loss: 2.6134 +2023-12-24 06:39:13,503 - pyskl - INFO - Epoch [54][2500/3405] lr: 1.789e-02, eta: 1 day, 0:01:33, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9681, loss_cls: 2.5826, loss: 2.5826 +2023-12-24 06:39:39,398 - pyskl - INFO - Epoch [54][2600/3405] lr: 1.788e-02, eta: 1 day, 0:01:06, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9550, loss_cls: 2.6705, loss: 2.6705 +2023-12-24 06:40:05,166 - pyskl - INFO - Epoch [54][2700/3405] lr: 1.787e-02, eta: 1 day, 0:00:38, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9619, loss_cls: 2.6509, loss: 2.6509 +2023-12-24 06:40:31,925 - pyskl - INFO - Epoch [54][2800/3405] lr: 1.786e-02, eta: 1 day, 0:00:12, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9688, loss_cls: 2.5852, loss: 2.5852 +2023-12-24 06:40:57,787 - pyskl - INFO - Epoch [54][2900/3405] lr: 1.786e-02, eta: 23:59:45, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9688, loss_cls: 2.5826, loss: 2.5826 +2023-12-24 06:41:23,483 - pyskl - INFO - Epoch [54][3000/3405] lr: 1.785e-02, eta: 23:59:17, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9619, loss_cls: 2.5982, loss: 2.5982 +2023-12-24 06:41:49,307 - pyskl - INFO - Epoch [54][3100/3405] lr: 1.784e-02, eta: 23:58:50, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9750, loss_cls: 2.5720, loss: 2.5720 +2023-12-24 06:42:15,150 - pyskl - INFO - Epoch [54][3200/3405] lr: 1.784e-02, eta: 23:58:23, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9519, loss_cls: 2.6675, loss: 2.6675 +2023-12-24 06:42:40,653 - pyskl - INFO - Epoch [54][3300/3405] lr: 1.783e-02, eta: 23:57:55, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9594, loss_cls: 2.6031, loss: 2.6031 +2023-12-24 06:43:06,426 - pyskl - INFO - Epoch [54][3400/3405] lr: 1.782e-02, eta: 23:57:27, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9606, loss_cls: 2.6152, loss: 2.6152 +2023-12-24 06:43:08,495 - pyskl - INFO - Saving checkpoint at 54 epochs +2023-12-24 06:47:36,173 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 06:47:36,798 - pyskl - INFO - +top1_acc 0.7127 +top5_acc 0.9221 +2023-12-24 06:47:36,823 - pyskl - INFO - Epoch(val) [54][3718] top1_acc: 0.7127, top5_acc: 0.9221 +2023-12-24 06:48:29,237 - pyskl - INFO - Epoch [55][100/3405] lr: 1.782e-02, eta: 23:57:43, time: 0.524, data_time: 0.273, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9613, loss_cls: 2.6502, loss: 2.6502 +2023-12-24 06:48:54,523 - pyskl - INFO - Epoch [55][200/3405] lr: 1.781e-02, eta: 23:57:15, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9556, loss_cls: 2.6272, loss: 2.6272 +2023-12-24 06:49:20,425 - pyskl - INFO - Epoch [55][300/3405] lr: 1.780e-02, eta: 23:56:48, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9688, loss_cls: 2.5761, loss: 2.5761 +2023-12-24 06:49:46,254 - pyskl - INFO - Epoch [55][400/3405] lr: 1.779e-02, eta: 23:56:20, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9719, loss_cls: 2.5664, loss: 2.5664 +2023-12-24 06:50:11,790 - pyskl - INFO - Epoch [55][500/3405] lr: 1.779e-02, eta: 23:55:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9756, loss_cls: 2.5268, loss: 2.5268 +2023-12-24 06:50:37,956 - pyskl - INFO - Epoch [55][600/3405] lr: 1.778e-02, eta: 23:55:26, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9587, loss_cls: 2.6218, loss: 2.6218 +2023-12-24 06:51:03,584 - pyskl - INFO - Epoch [55][700/3405] lr: 1.777e-02, eta: 23:54:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9613, loss_cls: 2.5921, loss: 2.5921 +2023-12-24 06:51:29,146 - pyskl - INFO - Epoch [55][800/3405] lr: 1.777e-02, eta: 23:54:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9656, loss_cls: 2.5989, loss: 2.5989 +2023-12-24 06:51:54,841 - pyskl - INFO - Epoch [55][900/3405] lr: 1.776e-02, eta: 23:54:02, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9625, loss_cls: 2.5626, loss: 2.5626 +2023-12-24 06:52:20,634 - pyskl - INFO - Epoch [55][1000/3405] lr: 1.775e-02, eta: 23:53:35, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9650, loss_cls: 2.5894, loss: 2.5894 +2023-12-24 06:52:46,275 - pyskl - INFO - Epoch [55][1100/3405] lr: 1.775e-02, eta: 23:53:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9550, loss_cls: 2.6494, loss: 2.6494 +2023-12-24 06:53:11,867 - pyskl - INFO - Epoch [55][1200/3405] lr: 1.774e-02, eta: 23:52:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9594, loss_cls: 2.6011, loss: 2.6011 +2023-12-24 06:53:37,328 - pyskl - INFO - Epoch [55][1300/3405] lr: 1.773e-02, eta: 23:52:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 2.6014, loss: 2.6014 +2023-12-24 06:54:02,966 - pyskl - INFO - Epoch [55][1400/3405] lr: 1.772e-02, eta: 23:51:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9650, loss_cls: 2.6270, loss: 2.6270 +2023-12-24 06:54:28,538 - pyskl - INFO - Epoch [55][1500/3405] lr: 1.772e-02, eta: 23:51:16, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9619, loss_cls: 2.6048, loss: 2.6048 +2023-12-24 06:54:54,499 - pyskl - INFO - Epoch [55][1600/3405] lr: 1.771e-02, eta: 23:50:49, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9656, loss_cls: 2.5585, loss: 2.5585 +2023-12-24 06:55:19,848 - pyskl - INFO - Epoch [55][1700/3405] lr: 1.770e-02, eta: 23:50:20, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9575, loss_cls: 2.6702, loss: 2.6702 +2023-12-24 06:55:45,279 - pyskl - INFO - Epoch [55][1800/3405] lr: 1.770e-02, eta: 23:49:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9575, loss_cls: 2.6296, loss: 2.6296 +2023-12-24 06:56:10,917 - pyskl - INFO - Epoch [55][1900/3405] lr: 1.769e-02, eta: 23:49:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9694, loss_cls: 2.6476, loss: 2.6476 +2023-12-24 06:56:36,833 - pyskl - INFO - Epoch [55][2000/3405] lr: 1.768e-02, eta: 23:48:57, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9594, loss_cls: 2.6589, loss: 2.6589 +2023-12-24 06:57:02,297 - pyskl - INFO - Epoch [55][2100/3405] lr: 1.768e-02, eta: 23:48:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9719, loss_cls: 2.5495, loss: 2.5495 +2023-12-24 06:57:27,861 - pyskl - INFO - Epoch [55][2200/3405] lr: 1.767e-02, eta: 23:48:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9619, loss_cls: 2.6179, loss: 2.6179 +2023-12-24 06:57:53,113 - pyskl - INFO - Epoch [55][2300/3405] lr: 1.766e-02, eta: 23:47:33, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9669, loss_cls: 2.5744, loss: 2.5744 +2023-12-24 06:58:19,155 - pyskl - INFO - Epoch [55][2400/3405] lr: 1.765e-02, eta: 23:47:06, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9631, loss_cls: 2.6862, loss: 2.6862 +2023-12-24 06:58:45,168 - pyskl - INFO - Epoch [55][2500/3405] lr: 1.765e-02, eta: 23:46:39, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9663, loss_cls: 2.6115, loss: 2.6115 +2023-12-24 06:59:11,186 - pyskl - INFO - Epoch [55][2600/3405] lr: 1.764e-02, eta: 23:46:12, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9688, loss_cls: 2.5826, loss: 2.5826 +2023-12-24 06:59:36,838 - pyskl - INFO - Epoch [55][2700/3405] lr: 1.763e-02, eta: 23:45:45, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9563, loss_cls: 2.6495, loss: 2.6495 +2023-12-24 07:00:02,852 - pyskl - INFO - Epoch [55][2800/3405] lr: 1.763e-02, eta: 23:45:17, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9650, loss_cls: 2.5959, loss: 2.5959 +2023-12-24 07:00:28,792 - pyskl - INFO - Epoch [55][2900/3405] lr: 1.762e-02, eta: 23:44:50, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9563, loss_cls: 2.6531, loss: 2.6531 +2023-12-24 07:00:54,670 - pyskl - INFO - Epoch [55][3000/3405] lr: 1.761e-02, eta: 23:44:23, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9575, loss_cls: 2.6989, loss: 2.6989 +2023-12-24 07:01:20,668 - pyskl - INFO - Epoch [55][3100/3405] lr: 1.761e-02, eta: 23:43:56, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 2.6615, loss: 2.6615 +2023-12-24 07:01:46,307 - pyskl - INFO - Epoch [55][3200/3405] lr: 1.760e-02, eta: 23:43:28, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9625, loss_cls: 2.6327, loss: 2.6327 +2023-12-24 07:02:11,781 - pyskl - INFO - Epoch [55][3300/3405] lr: 1.759e-02, eta: 23:43:00, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9669, loss_cls: 2.6142, loss: 2.6142 +2023-12-24 07:02:37,610 - pyskl - INFO - Epoch [55][3400/3405] lr: 1.758e-02, eta: 23:42:33, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9581, loss_cls: 2.6308, loss: 2.6308 +2023-12-24 07:02:39,625 - pyskl - INFO - Saving checkpoint at 55 epochs +2023-12-24 07:07:07,237 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 07:07:07,853 - pyskl - INFO - +top1_acc 0.7404 +top5_acc 0.9398 +2023-12-24 07:07:07,879 - pyskl - INFO - Epoch(val) [55][3718] top1_acc: 0.7404, top5_acc: 0.9398 +2023-12-24 07:08:01,054 - pyskl - INFO - Epoch [56][100/3405] lr: 1.758e-02, eta: 23:42:49, time: 0.532, data_time: 0.278, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9594, loss_cls: 2.6208, loss: 2.6208 +2023-12-24 07:08:26,275 - pyskl - INFO - Epoch [56][200/3405] lr: 1.757e-02, eta: 23:42:21, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8087, top5_acc: 0.9675, loss_cls: 2.5482, loss: 2.5482 +2023-12-24 07:08:52,149 - pyskl - INFO - Epoch [56][300/3405] lr: 1.756e-02, eta: 23:41:53, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9631, loss_cls: 2.5968, loss: 2.5968 +2023-12-24 07:09:17,908 - pyskl - INFO - Epoch [56][400/3405] lr: 1.756e-02, eta: 23:41:26, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9594, loss_cls: 2.6470, loss: 2.6470 +2023-12-24 07:09:43,614 - pyskl - INFO - Epoch [56][500/3405] lr: 1.755e-02, eta: 23:40:58, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9606, loss_cls: 2.6398, loss: 2.6398 +2023-12-24 07:10:09,704 - pyskl - INFO - Epoch [56][600/3405] lr: 1.754e-02, eta: 23:40:31, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9688, loss_cls: 2.5929, loss: 2.5929 +2023-12-24 07:10:35,173 - pyskl - INFO - Epoch [56][700/3405] lr: 1.754e-02, eta: 23:40:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9750, loss_cls: 2.5579, loss: 2.5579 +2023-12-24 07:11:00,827 - pyskl - INFO - Epoch [56][800/3405] lr: 1.753e-02, eta: 23:39:36, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9675, loss_cls: 2.5664, loss: 2.5664 +2023-12-24 07:11:27,458 - pyskl - INFO - Epoch [56][900/3405] lr: 1.752e-02, eta: 23:39:10, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9712, loss_cls: 2.5955, loss: 2.5955 +2023-12-24 07:11:54,029 - pyskl - INFO - Epoch [56][1000/3405] lr: 1.751e-02, eta: 23:38:44, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9631, loss_cls: 2.6049, loss: 2.6049 +2023-12-24 07:12:19,678 - pyskl - INFO - Epoch [56][1100/3405] lr: 1.751e-02, eta: 23:38:16, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9725, loss_cls: 2.5764, loss: 2.5764 +2023-12-24 07:12:45,416 - pyskl - INFO - Epoch [56][1200/3405] lr: 1.750e-02, eta: 23:37:48, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9675, loss_cls: 2.6108, loss: 2.6108 +2023-12-24 07:13:11,145 - pyskl - INFO - Epoch [56][1300/3405] lr: 1.749e-02, eta: 23:37:21, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9613, loss_cls: 2.6192, loss: 2.6192 +2023-12-24 07:13:36,873 - pyskl - INFO - Epoch [56][1400/3405] lr: 1.749e-02, eta: 23:36:53, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 2.5900, loss: 2.5900 +2023-12-24 07:14:02,574 - pyskl - INFO - Epoch [56][1500/3405] lr: 1.748e-02, eta: 23:36:26, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9613, loss_cls: 2.5841, loss: 2.5841 +2023-12-24 07:14:28,598 - pyskl - INFO - Epoch [56][1600/3405] lr: 1.747e-02, eta: 23:35:59, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9600, loss_cls: 2.6607, loss: 2.6607 +2023-12-24 07:14:54,241 - pyskl - INFO - Epoch [56][1700/3405] lr: 1.746e-02, eta: 23:35:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9706, loss_cls: 2.5720, loss: 2.5720 +2023-12-24 07:15:19,471 - pyskl - INFO - Epoch [56][1800/3405] lr: 1.746e-02, eta: 23:35:03, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9613, loss_cls: 2.6518, loss: 2.6518 +2023-12-24 07:15:44,727 - pyskl - INFO - Epoch [56][1900/3405] lr: 1.745e-02, eta: 23:34:34, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 2.6507, loss: 2.6507 +2023-12-24 07:16:10,448 - pyskl - INFO - Epoch [56][2000/3405] lr: 1.744e-02, eta: 23:34:07, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9581, loss_cls: 2.6305, loss: 2.6305 +2023-12-24 07:16:36,010 - pyskl - INFO - Epoch [56][2100/3405] lr: 1.744e-02, eta: 23:33:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9600, loss_cls: 2.6366, loss: 2.6366 +2023-12-24 07:17:01,868 - pyskl - INFO - Epoch [56][2200/3405] lr: 1.743e-02, eta: 23:33:12, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 2.5527, loss: 2.5527 +2023-12-24 07:17:28,110 - pyskl - INFO - Epoch [56][2300/3405] lr: 1.742e-02, eta: 23:32:45, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9663, loss_cls: 2.6052, loss: 2.6052 +2023-12-24 07:17:53,918 - pyskl - INFO - Epoch [56][2400/3405] lr: 1.742e-02, eta: 23:32:18, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9581, loss_cls: 2.6399, loss: 2.6399 +2023-12-24 07:18:19,979 - pyskl - INFO - Epoch [56][2500/3405] lr: 1.741e-02, eta: 23:31:51, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9631, loss_cls: 2.6275, loss: 2.6275 +2023-12-24 07:18:45,721 - pyskl - INFO - Epoch [56][2600/3405] lr: 1.740e-02, eta: 23:31:23, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9600, loss_cls: 2.6055, loss: 2.6055 +2023-12-24 07:19:11,521 - pyskl - INFO - Epoch [56][2700/3405] lr: 1.739e-02, eta: 23:30:56, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9631, loss_cls: 2.6144, loss: 2.6144 +2023-12-24 07:19:36,808 - pyskl - INFO - Epoch [56][2800/3405] lr: 1.739e-02, eta: 23:30:28, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9619, loss_cls: 2.6046, loss: 2.6046 +2023-12-24 07:20:02,115 - pyskl - INFO - Epoch [56][2900/3405] lr: 1.738e-02, eta: 23:29:59, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 2.5572, loss: 2.5572 +2023-12-24 07:20:27,538 - pyskl - INFO - Epoch [56][3000/3405] lr: 1.737e-02, eta: 23:29:31, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9625, loss_cls: 2.6170, loss: 2.6170 +2023-12-24 07:20:53,397 - pyskl - INFO - Epoch [56][3100/3405] lr: 1.737e-02, eta: 23:29:04, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9637, loss_cls: 2.5959, loss: 2.5959 +2023-12-24 07:21:19,270 - pyskl - INFO - Epoch [56][3200/3405] lr: 1.736e-02, eta: 23:28:37, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9587, loss_cls: 2.6177, loss: 2.6177 +2023-12-24 07:21:44,908 - pyskl - INFO - Epoch [56][3300/3405] lr: 1.735e-02, eta: 23:28:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9600, loss_cls: 2.6102, loss: 2.6102 +2023-12-24 07:22:10,651 - pyskl - INFO - Epoch [56][3400/3405] lr: 1.734e-02, eta: 23:27:42, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9637, loss_cls: 2.6163, loss: 2.6163 +2023-12-24 07:22:12,564 - pyskl - INFO - Saving checkpoint at 56 epochs +2023-12-24 07:26:41,072 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 07:26:41,692 - pyskl - INFO - +top1_acc 0.7732 +top5_acc 0.9546 +2023-12-24 07:26:41,697 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_53.pth was removed +2023-12-24 07:26:41,912 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_56.pth. +2023-12-24 07:26:41,914 - pyskl - INFO - Best top1_acc is 0.7732 at 56 epoch. +2023-12-24 07:26:41,939 - pyskl - INFO - Epoch(val) [56][3718] top1_acc: 0.7732, top5_acc: 0.9546 +2023-12-24 07:27:35,206 - pyskl - INFO - Epoch [57][100/3405] lr: 1.734e-02, eta: 23:27:57, time: 0.533, data_time: 0.277, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9637, loss_cls: 2.6041, loss: 2.6041 +2023-12-24 07:28:00,396 - pyskl - INFO - Epoch [57][200/3405] lr: 1.733e-02, eta: 23:27:28, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9663, loss_cls: 2.5983, loss: 2.5983 +2023-12-24 07:28:26,103 - pyskl - INFO - Epoch [57][300/3405] lr: 1.732e-02, eta: 23:27:01, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9581, loss_cls: 2.6326, loss: 2.6326 +2023-12-24 07:28:51,797 - pyskl - INFO - Epoch [57][400/3405] lr: 1.732e-02, eta: 23:26:33, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9756, loss_cls: 2.5713, loss: 2.5713 +2023-12-24 07:29:17,529 - pyskl - INFO - Epoch [57][500/3405] lr: 1.731e-02, eta: 23:26:06, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 2.5743, loss: 2.5743 +2023-12-24 07:29:43,313 - pyskl - INFO - Epoch [57][600/3405] lr: 1.730e-02, eta: 23:25:38, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9688, loss_cls: 2.5545, loss: 2.5545 +2023-12-24 07:30:08,897 - pyskl - INFO - Epoch [57][700/3405] lr: 1.729e-02, eta: 23:25:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 2.5438, loss: 2.5438 +2023-12-24 07:30:34,424 - pyskl - INFO - Epoch [57][800/3405] lr: 1.729e-02, eta: 23:24:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9706, loss_cls: 2.5580, loss: 2.5580 +2023-12-24 07:31:00,134 - pyskl - INFO - Epoch [57][900/3405] lr: 1.728e-02, eta: 23:24:15, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9688, loss_cls: 2.5875, loss: 2.5875 +2023-12-24 07:31:25,985 - pyskl - INFO - Epoch [57][1000/3405] lr: 1.727e-02, eta: 23:23:48, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9669, loss_cls: 2.6035, loss: 2.6035 +2023-12-24 07:31:51,720 - pyskl - INFO - Epoch [57][1100/3405] lr: 1.727e-02, eta: 23:23:20, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9631, loss_cls: 2.5763, loss: 2.5763 +2023-12-24 07:32:17,287 - pyskl - INFO - Epoch [57][1200/3405] lr: 1.726e-02, eta: 23:22:53, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9600, loss_cls: 2.6687, loss: 2.6687 +2023-12-24 07:32:43,343 - pyskl - INFO - Epoch [57][1300/3405] lr: 1.725e-02, eta: 23:22:26, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9606, loss_cls: 2.6441, loss: 2.6441 +2023-12-24 07:33:08,981 - pyskl - INFO - Epoch [57][1400/3405] lr: 1.724e-02, eta: 23:21:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9656, loss_cls: 2.6163, loss: 2.6163 +2023-12-24 07:33:34,635 - pyskl - INFO - Epoch [57][1500/3405] lr: 1.724e-02, eta: 23:21:30, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9663, loss_cls: 2.6019, loss: 2.6019 +2023-12-24 07:34:00,244 - pyskl - INFO - Epoch [57][1600/3405] lr: 1.723e-02, eta: 23:21:03, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9631, loss_cls: 2.6048, loss: 2.6048 +2023-12-24 07:34:25,683 - pyskl - INFO - Epoch [57][1700/3405] lr: 1.722e-02, eta: 23:20:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9750, loss_cls: 2.5718, loss: 2.5718 +2023-12-24 07:34:51,275 - pyskl - INFO - Epoch [57][1800/3405] lr: 1.722e-02, eta: 23:20:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 2.6290, loss: 2.6290 +2023-12-24 07:35:17,009 - pyskl - INFO - Epoch [57][1900/3405] lr: 1.721e-02, eta: 23:19:39, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9581, loss_cls: 2.6447, loss: 2.6447 +2023-12-24 07:35:43,369 - pyskl - INFO - Epoch [57][2000/3405] lr: 1.720e-02, eta: 23:19:13, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9688, loss_cls: 2.6341, loss: 2.6341 +2023-12-24 07:36:09,021 - pyskl - INFO - Epoch [57][2100/3405] lr: 1.719e-02, eta: 23:18:45, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9700, loss_cls: 2.5977, loss: 2.5977 +2023-12-24 07:36:34,925 - pyskl - INFO - Epoch [57][2200/3405] lr: 1.719e-02, eta: 23:18:18, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 2.5714, loss: 2.5714 +2023-12-24 07:37:00,828 - pyskl - INFO - Epoch [57][2300/3405] lr: 1.718e-02, eta: 23:17:51, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9644, loss_cls: 2.5491, loss: 2.5491 +2023-12-24 07:37:26,957 - pyskl - INFO - Epoch [57][2400/3405] lr: 1.717e-02, eta: 23:17:24, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9694, loss_cls: 2.5584, loss: 2.5584 +2023-12-24 07:37:52,828 - pyskl - INFO - Epoch [57][2500/3405] lr: 1.717e-02, eta: 23:16:57, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9600, loss_cls: 2.6674, loss: 2.6674 +2023-12-24 07:38:18,421 - pyskl - INFO - Epoch [57][2600/3405] lr: 1.716e-02, eta: 23:16:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9669, loss_cls: 2.6200, loss: 2.6200 +2023-12-24 07:38:44,249 - pyskl - INFO - Epoch [57][2700/3405] lr: 1.715e-02, eta: 23:16:02, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 2.5900, loss: 2.5900 +2023-12-24 07:39:09,899 - pyskl - INFO - Epoch [57][2800/3405] lr: 1.714e-02, eta: 23:15:34, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9581, loss_cls: 2.6508, loss: 2.6508 +2023-12-24 07:39:36,027 - pyskl - INFO - Epoch [57][2900/3405] lr: 1.714e-02, eta: 23:15:07, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9531, loss_cls: 2.6169, loss: 2.6169 +2023-12-24 07:40:01,954 - pyskl - INFO - Epoch [57][3000/3405] lr: 1.713e-02, eta: 23:14:40, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 2.5621, loss: 2.5621 +2023-12-24 07:40:27,777 - pyskl - INFO - Epoch [57][3100/3405] lr: 1.712e-02, eta: 23:14:13, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9681, loss_cls: 2.5852, loss: 2.5852 +2023-12-24 07:40:54,667 - pyskl - INFO - Epoch [57][3200/3405] lr: 1.712e-02, eta: 23:13:47, time: 0.269, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 2.5657, loss: 2.5657 +2023-12-24 07:41:20,581 - pyskl - INFO - Epoch [57][3300/3405] lr: 1.711e-02, eta: 23:13:20, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9694, loss_cls: 2.5752, loss: 2.5752 +2023-12-24 07:41:47,002 - pyskl - INFO - Epoch [57][3400/3405] lr: 1.710e-02, eta: 23:12:54, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 2.5517, loss: 2.5517 +2023-12-24 07:41:48,988 - pyskl - INFO - Saving checkpoint at 57 epochs +2023-12-24 07:46:18,251 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 07:46:18,872 - pyskl - INFO - +top1_acc 0.7578 +top5_acc 0.9433 +2023-12-24 07:46:18,903 - pyskl - INFO - Epoch(val) [57][3718] top1_acc: 0.7578, top5_acc: 0.9433 +2023-12-24 07:47:14,417 - pyskl - INFO - Epoch [58][100/3405] lr: 1.709e-02, eta: 23:13:11, time: 0.555, data_time: 0.304, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9744, loss_cls: 2.5671, loss: 2.5671 +2023-12-24 07:47:39,657 - pyskl - INFO - Epoch [58][200/3405] lr: 1.709e-02, eta: 23:12:43, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9706, loss_cls: 2.5590, loss: 2.5590 +2023-12-24 07:48:05,485 - pyskl - INFO - Epoch [58][300/3405] lr: 1.708e-02, eta: 23:12:16, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9706, loss_cls: 2.5731, loss: 2.5731 +2023-12-24 07:48:31,937 - pyskl - INFO - Epoch [58][400/3405] lr: 1.707e-02, eta: 23:11:49, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9744, loss_cls: 2.5251, loss: 2.5251 +2023-12-24 07:48:57,935 - pyskl - INFO - Epoch [58][500/3405] lr: 1.707e-02, eta: 23:11:22, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9619, loss_cls: 2.6422, loss: 2.6422 +2023-12-24 07:49:23,414 - pyskl - INFO - Epoch [58][600/3405] lr: 1.706e-02, eta: 23:10:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9613, loss_cls: 2.6330, loss: 2.6330 +2023-12-24 07:49:48,892 - pyskl - INFO - Epoch [58][700/3405] lr: 1.705e-02, eta: 23:10:27, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9650, loss_cls: 2.5934, loss: 2.5934 +2023-12-24 07:50:14,478 - pyskl - INFO - Epoch [58][800/3405] lr: 1.704e-02, eta: 23:09:59, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9663, loss_cls: 2.5669, loss: 2.5669 +2023-12-24 07:50:40,514 - pyskl - INFO - Epoch [58][900/3405] lr: 1.704e-02, eta: 23:09:32, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9650, loss_cls: 2.6668, loss: 2.6668 +2023-12-24 07:51:06,548 - pyskl - INFO - Epoch [58][1000/3405] lr: 1.703e-02, eta: 23:09:05, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 2.5290, loss: 2.5290 +2023-12-24 07:51:31,954 - pyskl - INFO - Epoch [58][1100/3405] lr: 1.702e-02, eta: 23:08:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 2.5319, loss: 2.5319 +2023-12-24 07:51:57,451 - pyskl - INFO - Epoch [58][1200/3405] lr: 1.702e-02, eta: 23:08:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9669, loss_cls: 2.5044, loss: 2.5044 +2023-12-24 07:52:23,720 - pyskl - INFO - Epoch [58][1300/3405] lr: 1.701e-02, eta: 23:07:42, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9694, loss_cls: 2.5964, loss: 2.5964 +2023-12-24 07:52:49,414 - pyskl - INFO - Epoch [58][1400/3405] lr: 1.700e-02, eta: 23:07:15, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9681, loss_cls: 2.5813, loss: 2.5813 +2023-12-24 07:53:15,106 - pyskl - INFO - Epoch [58][1500/3405] lr: 1.699e-02, eta: 23:06:47, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9650, loss_cls: 2.6553, loss: 2.6553 +2023-12-24 07:53:40,727 - pyskl - INFO - Epoch [58][1600/3405] lr: 1.699e-02, eta: 23:06:20, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 2.5596, loss: 2.5596 +2023-12-24 07:54:06,202 - pyskl - INFO - Epoch [58][1700/3405] lr: 1.698e-02, eta: 23:05:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9619, loss_cls: 2.6251, loss: 2.6251 +2023-12-24 07:54:31,719 - pyskl - INFO - Epoch [58][1800/3405] lr: 1.697e-02, eta: 23:05:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 2.6003, loss: 2.6003 +2023-12-24 07:54:57,691 - pyskl - INFO - Epoch [58][1900/3405] lr: 1.697e-02, eta: 23:04:57, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 2.5574, loss: 2.5574 +2023-12-24 07:55:23,509 - pyskl - INFO - Epoch [58][2000/3405] lr: 1.696e-02, eta: 23:04:29, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9644, loss_cls: 2.6090, loss: 2.6090 +2023-12-24 07:55:49,057 - pyskl - INFO - Epoch [58][2100/3405] lr: 1.695e-02, eta: 23:04:02, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9625, loss_cls: 2.5515, loss: 2.5515 +2023-12-24 07:56:14,729 - pyskl - INFO - Epoch [58][2200/3405] lr: 1.694e-02, eta: 23:03:34, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9637, loss_cls: 2.6783, loss: 2.6783 +2023-12-24 07:56:40,688 - pyskl - INFO - Epoch [58][2300/3405] lr: 1.694e-02, eta: 23:03:07, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9600, loss_cls: 2.6094, loss: 2.6094 +2023-12-24 07:57:06,278 - pyskl - INFO - Epoch [58][2400/3405] lr: 1.693e-02, eta: 23:02:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9575, loss_cls: 2.6051, loss: 2.6051 +2023-12-24 07:57:32,897 - pyskl - INFO - Epoch [58][2500/3405] lr: 1.692e-02, eta: 23:02:13, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9556, loss_cls: 2.6698, loss: 2.6698 +2023-12-24 07:57:58,663 - pyskl - INFO - Epoch [58][2600/3405] lr: 1.692e-02, eta: 23:01:46, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9594, loss_cls: 2.6091, loss: 2.6091 +2023-12-24 07:58:24,225 - pyskl - INFO - Epoch [58][2700/3405] lr: 1.691e-02, eta: 23:01:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9575, loss_cls: 2.6238, loss: 2.6238 +2023-12-24 07:58:49,622 - pyskl - INFO - Epoch [58][2800/3405] lr: 1.690e-02, eta: 23:00:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9631, loss_cls: 2.5977, loss: 2.5977 +2023-12-24 07:59:15,428 - pyskl - INFO - Epoch [58][2900/3405] lr: 1.689e-02, eta: 23:00:23, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9656, loss_cls: 2.5905, loss: 2.5905 +2023-12-24 07:59:41,167 - pyskl - INFO - Epoch [58][3000/3405] lr: 1.689e-02, eta: 22:59:55, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9594, loss_cls: 2.6140, loss: 2.6140 +2023-12-24 08:00:06,808 - pyskl - INFO - Epoch [58][3100/3405] lr: 1.688e-02, eta: 22:59:28, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9706, loss_cls: 2.6522, loss: 2.6522 +2023-12-24 08:00:32,374 - pyskl - INFO - Epoch [58][3200/3405] lr: 1.687e-02, eta: 22:59:00, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9650, loss_cls: 2.6001, loss: 2.6001 +2023-12-24 08:00:59,043 - pyskl - INFO - Epoch [58][3300/3405] lr: 1.686e-02, eta: 22:58:34, time: 0.267, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9637, loss_cls: 2.5852, loss: 2.5852 +2023-12-24 08:01:24,533 - pyskl - INFO - Epoch [58][3400/3405] lr: 1.686e-02, eta: 22:58:06, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9650, loss_cls: 2.5912, loss: 2.5912 +2023-12-24 08:01:26,690 - pyskl - INFO - Saving checkpoint at 58 epochs +2023-12-24 08:05:57,783 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 08:05:58,413 - pyskl - INFO - +top1_acc 0.7532 +top5_acc 0.9400 +2023-12-24 08:05:58,439 - pyskl - INFO - Epoch(val) [58][3718] top1_acc: 0.7532, top5_acc: 0.9400 +2023-12-24 08:06:53,204 - pyskl - INFO - Epoch [59][100/3405] lr: 1.685e-02, eta: 22:58:21, time: 0.548, data_time: 0.293, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9613, loss_cls: 2.5970, loss: 2.5970 +2023-12-24 08:07:19,654 - pyskl - INFO - Epoch [59][200/3405] lr: 1.684e-02, eta: 22:57:55, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.8263, top5_acc: 0.9706, loss_cls: 2.4822, loss: 2.4822 +2023-12-24 08:07:46,219 - pyskl - INFO - Epoch [59][300/3405] lr: 1.684e-02, eta: 22:57:29, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9744, loss_cls: 2.5445, loss: 2.5445 +2023-12-24 08:08:12,693 - pyskl - INFO - Epoch [59][400/3405] lr: 1.683e-02, eta: 22:57:03, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9656, loss_cls: 2.5433, loss: 2.5433 +2023-12-24 08:08:38,636 - pyskl - INFO - Epoch [59][500/3405] lr: 1.682e-02, eta: 22:56:35, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 2.5961, loss: 2.5961 +2023-12-24 08:09:04,497 - pyskl - INFO - Epoch [59][600/3405] lr: 1.681e-02, eta: 22:56:08, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9663, loss_cls: 2.5944, loss: 2.5944 +2023-12-24 08:09:30,019 - pyskl - INFO - Epoch [59][700/3405] lr: 1.681e-02, eta: 22:55:40, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 2.5021, loss: 2.5021 +2023-12-24 08:09:55,518 - pyskl - INFO - Epoch [59][800/3405] lr: 1.680e-02, eta: 22:55:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9663, loss_cls: 2.5454, loss: 2.5454 +2023-12-24 08:10:20,936 - pyskl - INFO - Epoch [59][900/3405] lr: 1.679e-02, eta: 22:54:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8087, top5_acc: 0.9762, loss_cls: 2.5223, loss: 2.5223 +2023-12-24 08:10:46,425 - pyskl - INFO - Epoch [59][1000/3405] lr: 1.679e-02, eta: 22:54:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9663, loss_cls: 2.5556, loss: 2.5556 +2023-12-24 08:11:11,875 - pyskl - INFO - Epoch [59][1100/3405] lr: 1.678e-02, eta: 22:53:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9650, loss_cls: 2.5676, loss: 2.5676 +2023-12-24 08:11:37,707 - pyskl - INFO - Epoch [59][1200/3405] lr: 1.677e-02, eta: 22:53:21, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9725, loss_cls: 2.5855, loss: 2.5855 +2023-12-24 08:12:03,358 - pyskl - INFO - Epoch [59][1300/3405] lr: 1.676e-02, eta: 22:52:54, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9688, loss_cls: 2.5575, loss: 2.5575 +2023-12-24 08:12:28,928 - pyskl - INFO - Epoch [59][1400/3405] lr: 1.676e-02, eta: 22:52:26, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9575, loss_cls: 2.6564, loss: 2.6564 +2023-12-24 08:12:54,342 - pyskl - INFO - Epoch [59][1500/3405] lr: 1.675e-02, eta: 22:51:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9688, loss_cls: 2.5573, loss: 2.5573 +2023-12-24 08:13:19,935 - pyskl - INFO - Epoch [59][1600/3405] lr: 1.674e-02, eta: 22:51:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9663, loss_cls: 2.5847, loss: 2.5847 +2023-12-24 08:13:45,331 - pyskl - INFO - Epoch [59][1700/3405] lr: 1.673e-02, eta: 22:51:03, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9613, loss_cls: 2.6205, loss: 2.6205 +2023-12-24 08:14:11,367 - pyskl - INFO - Epoch [59][1800/3405] lr: 1.673e-02, eta: 22:50:36, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 2.5833, loss: 2.5833 +2023-12-24 08:14:37,255 - pyskl - INFO - Epoch [59][1900/3405] lr: 1.672e-02, eta: 22:50:08, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9631, loss_cls: 2.5967, loss: 2.5967 +2023-12-24 08:15:02,769 - pyskl - INFO - Epoch [59][2000/3405] lr: 1.671e-02, eta: 22:49:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9663, loss_cls: 2.6270, loss: 2.6270 +2023-12-24 08:15:28,358 - pyskl - INFO - Epoch [59][2100/3405] lr: 1.671e-02, eta: 22:49:13, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9619, loss_cls: 2.6038, loss: 2.6038 +2023-12-24 08:15:54,551 - pyskl - INFO - Epoch [59][2200/3405] lr: 1.670e-02, eta: 22:48:46, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9644, loss_cls: 2.5743, loss: 2.5743 +2023-12-24 08:16:20,148 - pyskl - INFO - Epoch [59][2300/3405] lr: 1.669e-02, eta: 22:48:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7944, top5_acc: 0.9656, loss_cls: 2.5917, loss: 2.5917 +2023-12-24 08:16:46,080 - pyskl - INFO - Epoch [59][2400/3405] lr: 1.668e-02, eta: 22:47:51, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 2.6108, loss: 2.6108 +2023-12-24 08:17:12,034 - pyskl - INFO - Epoch [59][2500/3405] lr: 1.668e-02, eta: 22:47:24, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9569, loss_cls: 2.5995, loss: 2.5995 +2023-12-24 08:17:37,545 - pyskl - INFO - Epoch [59][2600/3405] lr: 1.667e-02, eta: 22:46:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9587, loss_cls: 2.6028, loss: 2.6028 +2023-12-24 08:18:03,431 - pyskl - INFO - Epoch [59][2700/3405] lr: 1.666e-02, eta: 22:46:29, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9625, loss_cls: 2.5998, loss: 2.5998 +2023-12-24 08:18:29,346 - pyskl - INFO - Epoch [59][2800/3405] lr: 1.665e-02, eta: 22:46:02, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 2.6734, loss: 2.6734 +2023-12-24 08:18:55,108 - pyskl - INFO - Epoch [59][2900/3405] lr: 1.665e-02, eta: 22:45:35, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9619, loss_cls: 2.6129, loss: 2.6129 +2023-12-24 08:19:20,829 - pyskl - INFO - Epoch [59][3000/3405] lr: 1.664e-02, eta: 22:45:07, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9656, loss_cls: 2.5953, loss: 2.5953 +2023-12-24 08:19:46,457 - pyskl - INFO - Epoch [59][3100/3405] lr: 1.663e-02, eta: 22:44:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9606, loss_cls: 2.6522, loss: 2.6522 +2023-12-24 08:20:12,270 - pyskl - INFO - Epoch [59][3200/3405] lr: 1.663e-02, eta: 22:44:12, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9650, loss_cls: 2.6501, loss: 2.6501 +2023-12-24 08:20:37,803 - pyskl - INFO - Epoch [59][3300/3405] lr: 1.662e-02, eta: 22:43:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9631, loss_cls: 2.5623, loss: 2.5623 +2023-12-24 08:21:03,729 - pyskl - INFO - Epoch [59][3400/3405] lr: 1.661e-02, eta: 22:43:17, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9669, loss_cls: 2.5775, loss: 2.5775 +2023-12-24 08:21:05,882 - pyskl - INFO - Saving checkpoint at 59 epochs +2023-12-24 08:25:35,940 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 08:25:36,595 - pyskl - INFO - +top1_acc 0.7659 +top5_acc 0.9488 +2023-12-24 08:25:36,621 - pyskl - INFO - Epoch(val) [59][3718] top1_acc: 0.7659, top5_acc: 0.9488 +2023-12-24 08:26:30,870 - pyskl - INFO - Epoch [60][100/3405] lr: 1.660e-02, eta: 22:43:31, time: 0.542, data_time: 0.289, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 2.5543, loss: 2.5543 +2023-12-24 08:26:56,434 - pyskl - INFO - Epoch [60][200/3405] lr: 1.660e-02, eta: 22:43:03, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9719, loss_cls: 2.5615, loss: 2.5615 +2023-12-24 08:27:22,680 - pyskl - INFO - Epoch [60][300/3405] lr: 1.659e-02, eta: 22:42:36, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 2.5296, loss: 2.5296 +2023-12-24 08:27:48,867 - pyskl - INFO - Epoch [60][400/3405] lr: 1.658e-02, eta: 22:42:10, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 2.5555, loss: 2.5555 +2023-12-24 08:28:15,146 - pyskl - INFO - Epoch [60][500/3405] lr: 1.657e-02, eta: 22:41:43, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9681, loss_cls: 2.5795, loss: 2.5795 +2023-12-24 08:28:40,770 - pyskl - INFO - Epoch [60][600/3405] lr: 1.657e-02, eta: 22:41:15, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 2.5989, loss: 2.5989 +2023-12-24 08:29:06,297 - pyskl - INFO - Epoch [60][700/3405] lr: 1.656e-02, eta: 22:40:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9694, loss_cls: 2.5637, loss: 2.5637 +2023-12-24 08:29:31,580 - pyskl - INFO - Epoch [60][800/3405] lr: 1.655e-02, eta: 22:40:19, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9663, loss_cls: 2.6034, loss: 2.6034 +2023-12-24 08:29:57,301 - pyskl - INFO - Epoch [60][900/3405] lr: 1.655e-02, eta: 22:39:52, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9669, loss_cls: 2.6651, loss: 2.6651 +2023-12-24 08:30:22,782 - pyskl - INFO - Epoch [60][1000/3405] lr: 1.654e-02, eta: 22:39:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 2.5821, loss: 2.5821 +2023-12-24 08:30:48,517 - pyskl - INFO - Epoch [60][1100/3405] lr: 1.653e-02, eta: 22:38:57, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9625, loss_cls: 2.6168, loss: 2.6168 +2023-12-24 08:31:14,597 - pyskl - INFO - Epoch [60][1200/3405] lr: 1.652e-02, eta: 22:38:30, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9663, loss_cls: 2.5453, loss: 2.5453 +2023-12-24 08:31:40,197 - pyskl - INFO - Epoch [60][1300/3405] lr: 1.652e-02, eta: 22:38:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9625, loss_cls: 2.6032, loss: 2.6032 +2023-12-24 08:32:05,681 - pyskl - INFO - Epoch [60][1400/3405] lr: 1.651e-02, eta: 22:37:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9688, loss_cls: 2.5495, loss: 2.5495 +2023-12-24 08:32:31,213 - pyskl - INFO - Epoch [60][1500/3405] lr: 1.650e-02, eta: 22:37:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9656, loss_cls: 2.5782, loss: 2.5782 +2023-12-24 08:32:56,886 - pyskl - INFO - Epoch [60][1600/3405] lr: 1.649e-02, eta: 22:36:39, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9656, loss_cls: 2.6138, loss: 2.6138 +2023-12-24 08:33:22,567 - pyskl - INFO - Epoch [60][1700/3405] lr: 1.649e-02, eta: 22:36:11, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9594, loss_cls: 2.5951, loss: 2.5951 +2023-12-24 08:33:48,107 - pyskl - INFO - Epoch [60][1800/3405] lr: 1.648e-02, eta: 22:35:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9731, loss_cls: 2.5441, loss: 2.5441 +2023-12-24 08:34:14,545 - pyskl - INFO - Epoch [60][1900/3405] lr: 1.647e-02, eta: 22:35:17, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9656, loss_cls: 2.6117, loss: 2.6117 +2023-12-24 08:34:40,299 - pyskl - INFO - Epoch [60][2000/3405] lr: 1.647e-02, eta: 22:34:50, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9681, loss_cls: 2.6018, loss: 2.6018 +2023-12-24 08:35:06,277 - pyskl - INFO - Epoch [60][2100/3405] lr: 1.646e-02, eta: 22:34:23, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9644, loss_cls: 2.5633, loss: 2.5633 +2023-12-24 08:35:32,731 - pyskl - INFO - Epoch [60][2200/3405] lr: 1.645e-02, eta: 22:33:57, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 2.5695, loss: 2.5695 +2023-12-24 08:35:58,263 - pyskl - INFO - Epoch [60][2300/3405] lr: 1.644e-02, eta: 22:33:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9706, loss_cls: 2.5673, loss: 2.5673 +2023-12-24 08:36:24,059 - pyskl - INFO - Epoch [60][2400/3405] lr: 1.644e-02, eta: 22:33:02, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9581, loss_cls: 2.6084, loss: 2.6084 +2023-12-24 08:36:49,964 - pyskl - INFO - Epoch [60][2500/3405] lr: 1.643e-02, eta: 22:32:34, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9731, loss_cls: 2.5509, loss: 2.5509 +2023-12-24 08:37:15,666 - pyskl - INFO - Epoch [60][2600/3405] lr: 1.642e-02, eta: 22:32:07, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9669, loss_cls: 2.6394, loss: 2.6394 +2023-12-24 08:37:41,324 - pyskl - INFO - Epoch [60][2700/3405] lr: 1.641e-02, eta: 22:31:39, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9656, loss_cls: 2.6856, loss: 2.6856 +2023-12-24 08:38:06,964 - pyskl - INFO - Epoch [60][2800/3405] lr: 1.641e-02, eta: 22:31:12, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9625, loss_cls: 2.5963, loss: 2.5963 +2023-12-24 08:38:32,614 - pyskl - INFO - Epoch [60][2900/3405] lr: 1.640e-02, eta: 22:30:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9725, loss_cls: 2.5413, loss: 2.5413 +2023-12-24 08:38:58,204 - pyskl - INFO - Epoch [60][3000/3405] lr: 1.639e-02, eta: 22:30:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9563, loss_cls: 2.5865, loss: 2.5865 +2023-12-24 08:39:24,124 - pyskl - INFO - Epoch [60][3100/3405] lr: 1.639e-02, eta: 22:29:50, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9712, loss_cls: 2.5504, loss: 2.5504 +2023-12-24 08:39:49,718 - pyskl - INFO - Epoch [60][3200/3405] lr: 1.638e-02, eta: 22:29:22, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9581, loss_cls: 2.5905, loss: 2.5905 +2023-12-24 08:40:15,365 - pyskl - INFO - Epoch [60][3300/3405] lr: 1.637e-02, eta: 22:28:54, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9719, loss_cls: 2.5582, loss: 2.5582 +2023-12-24 08:40:41,145 - pyskl - INFO - Epoch [60][3400/3405] lr: 1.636e-02, eta: 22:28:27, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9637, loss_cls: 2.5864, loss: 2.5864 +2023-12-24 08:40:43,358 - pyskl - INFO - Saving checkpoint at 60 epochs +2023-12-24 08:45:12,366 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 08:45:13,002 - pyskl - INFO - +top1_acc 0.7152 +top5_acc 0.9346 +2023-12-24 08:45:13,027 - pyskl - INFO - Epoch(val) [60][3718] top1_acc: 0.7152, top5_acc: 0.9346 +2023-12-24 08:46:06,951 - pyskl - INFO - Epoch [61][100/3405] lr: 1.636e-02, eta: 22:28:39, time: 0.539, data_time: 0.289, memory: 5251, top1_acc: 0.8263, top5_acc: 0.9631, loss_cls: 2.5030, loss: 2.5030 +2023-12-24 08:46:32,502 - pyskl - INFO - Epoch [61][200/3405] lr: 1.635e-02, eta: 22:28:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 2.4692, loss: 2.4692 +2023-12-24 08:46:58,614 - pyskl - INFO - Epoch [61][300/3405] lr: 1.634e-02, eta: 22:27:44, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9800, loss_cls: 2.4988, loss: 2.4988 +2023-12-24 08:47:24,951 - pyskl - INFO - Epoch [61][400/3405] lr: 1.633e-02, eta: 22:27:17, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9738, loss_cls: 2.5441, loss: 2.5441 +2023-12-24 08:47:50,878 - pyskl - INFO - Epoch [61][500/3405] lr: 1.633e-02, eta: 22:26:50, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9719, loss_cls: 2.5890, loss: 2.5890 +2023-12-24 08:48:17,146 - pyskl - INFO - Epoch [61][600/3405] lr: 1.632e-02, eta: 22:26:24, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9719, loss_cls: 2.5302, loss: 2.5302 +2023-12-24 08:48:43,013 - pyskl - INFO - Epoch [61][700/3405] lr: 1.631e-02, eta: 22:25:57, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9669, loss_cls: 2.6108, loss: 2.6108 +2023-12-24 08:49:08,712 - pyskl - INFO - Epoch [61][800/3405] lr: 1.630e-02, eta: 22:25:29, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9669, loss_cls: 2.6180, loss: 2.6180 +2023-12-24 08:49:34,224 - pyskl - INFO - Epoch [61][900/3405] lr: 1.630e-02, eta: 22:25:01, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9644, loss_cls: 2.5925, loss: 2.5925 +2023-12-24 08:49:59,549 - pyskl - INFO - Epoch [61][1000/3405] lr: 1.629e-02, eta: 22:24:33, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9725, loss_cls: 2.5379, loss: 2.5379 +2023-12-24 08:50:25,133 - pyskl - INFO - Epoch [61][1100/3405] lr: 1.628e-02, eta: 22:24:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9656, loss_cls: 2.5827, loss: 2.5827 +2023-12-24 08:50:51,073 - pyskl - INFO - Epoch [61][1200/3405] lr: 1.627e-02, eta: 22:23:38, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 2.5688, loss: 2.5688 +2023-12-24 08:51:16,500 - pyskl - INFO - Epoch [61][1300/3405] lr: 1.627e-02, eta: 22:23:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 2.5755, loss: 2.5755 +2023-12-24 08:51:42,121 - pyskl - INFO - Epoch [61][1400/3405] lr: 1.626e-02, eta: 22:22:43, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9688, loss_cls: 2.5876, loss: 2.5876 +2023-12-24 08:52:07,514 - pyskl - INFO - Epoch [61][1500/3405] lr: 1.625e-02, eta: 22:22:15, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8213, top5_acc: 0.9669, loss_cls: 2.5467, loss: 2.5467 +2023-12-24 08:52:32,900 - pyskl - INFO - Epoch [61][1600/3405] lr: 1.625e-02, eta: 22:21:47, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 2.5432, loss: 2.5432 +2023-12-24 08:52:58,383 - pyskl - INFO - Epoch [61][1700/3405] lr: 1.624e-02, eta: 22:21:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 2.5256, loss: 2.5256 +2023-12-24 08:53:23,905 - pyskl - INFO - Epoch [61][1800/3405] lr: 1.623e-02, eta: 22:20:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 2.5381, loss: 2.5381 +2023-12-24 08:53:49,176 - pyskl - INFO - Epoch [61][1900/3405] lr: 1.622e-02, eta: 22:20:24, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9681, loss_cls: 2.5895, loss: 2.5895 +2023-12-24 08:54:15,084 - pyskl - INFO - Epoch [61][2000/3405] lr: 1.622e-02, eta: 22:19:56, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7944, top5_acc: 0.9675, loss_cls: 2.5926, loss: 2.5926 +2023-12-24 08:54:41,495 - pyskl - INFO - Epoch [61][2100/3405] lr: 1.621e-02, eta: 22:19:30, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9631, loss_cls: 2.6343, loss: 2.6343 +2023-12-24 08:55:07,385 - pyskl - INFO - Epoch [61][2200/3405] lr: 1.620e-02, eta: 22:19:03, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9637, loss_cls: 2.5757, loss: 2.5757 +2023-12-24 08:55:33,360 - pyskl - INFO - Epoch [61][2300/3405] lr: 1.619e-02, eta: 22:18:36, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 2.5357, loss: 2.5357 +2023-12-24 08:55:59,567 - pyskl - INFO - Epoch [61][2400/3405] lr: 1.619e-02, eta: 22:18:09, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9594, loss_cls: 2.6370, loss: 2.6370 +2023-12-24 08:56:25,304 - pyskl - INFO - Epoch [61][2500/3405] lr: 1.618e-02, eta: 22:17:42, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9606, loss_cls: 2.6081, loss: 2.6081 +2023-12-24 08:56:51,127 - pyskl - INFO - Epoch [61][2600/3405] lr: 1.617e-02, eta: 22:17:14, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9688, loss_cls: 2.5484, loss: 2.5484 +2023-12-24 08:57:17,050 - pyskl - INFO - Epoch [61][2700/3405] lr: 1.616e-02, eta: 22:16:47, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9663, loss_cls: 2.5618, loss: 2.5618 +2023-12-24 08:57:42,962 - pyskl - INFO - Epoch [61][2800/3405] lr: 1.616e-02, eta: 22:16:20, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 2.5779, loss: 2.5779 +2023-12-24 08:58:09,227 - pyskl - INFO - Epoch [61][2900/3405] lr: 1.615e-02, eta: 22:15:54, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.7944, top5_acc: 0.9669, loss_cls: 2.5823, loss: 2.5823 +2023-12-24 08:58:34,989 - pyskl - INFO - Epoch [61][3000/3405] lr: 1.614e-02, eta: 22:15:26, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9656, loss_cls: 2.5896, loss: 2.5896 +2023-12-24 08:59:00,894 - pyskl - INFO - Epoch [61][3100/3405] lr: 1.614e-02, eta: 22:14:59, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 2.6324, loss: 2.6324 +2023-12-24 08:59:26,547 - pyskl - INFO - Epoch [61][3200/3405] lr: 1.613e-02, eta: 22:14:32, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9688, loss_cls: 2.5637, loss: 2.5637 +2023-12-24 08:59:51,893 - pyskl - INFO - Epoch [61][3300/3405] lr: 1.612e-02, eta: 22:14:04, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9637, loss_cls: 2.6257, loss: 2.6257 +2023-12-24 09:00:17,820 - pyskl - INFO - Epoch [61][3400/3405] lr: 1.611e-02, eta: 22:13:37, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9575, loss_cls: 2.5946, loss: 2.5946 +2023-12-24 09:00:19,788 - pyskl - INFO - Saving checkpoint at 61 epochs +2023-12-24 09:04:48,030 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 09:04:48,642 - pyskl - INFO - +top1_acc 0.7767 +top5_acc 0.9507 +2023-12-24 09:04:48,647 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_56.pth was removed +2023-12-24 09:04:48,858 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_61.pth. +2023-12-24 09:04:48,860 - pyskl - INFO - Best top1_acc is 0.7767 at 61 epoch. +2023-12-24 09:04:48,885 - pyskl - INFO - Epoch(val) [61][3718] top1_acc: 0.7767, top5_acc: 0.9507 +2023-12-24 09:05:43,354 - pyskl - INFO - Epoch [62][100/3405] lr: 1.611e-02, eta: 22:13:48, time: 0.545, data_time: 0.285, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 2.5421, loss: 2.5421 +2023-12-24 09:06:08,724 - pyskl - INFO - Epoch [62][200/3405] lr: 1.610e-02, eta: 22:13:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 2.5442, loss: 2.5442 +2023-12-24 09:06:34,584 - pyskl - INFO - Epoch [62][300/3405] lr: 1.609e-02, eta: 22:12:53, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 2.5103, loss: 2.5103 +2023-12-24 09:07:00,633 - pyskl - INFO - Epoch [62][400/3405] lr: 1.608e-02, eta: 22:12:26, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 2.5703, loss: 2.5703 +2023-12-24 09:07:26,698 - pyskl - INFO - Epoch [62][500/3405] lr: 1.608e-02, eta: 22:11:59, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9762, loss_cls: 2.5801, loss: 2.5801 +2023-12-24 09:07:52,793 - pyskl - INFO - Epoch [62][600/3405] lr: 1.607e-02, eta: 22:11:32, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9700, loss_cls: 2.5015, loss: 2.5015 +2023-12-24 09:08:18,284 - pyskl - INFO - Epoch [62][700/3405] lr: 1.606e-02, eta: 22:11:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 2.5263, loss: 2.5263 +2023-12-24 09:08:43,855 - pyskl - INFO - Epoch [62][800/3405] lr: 1.605e-02, eta: 22:10:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9637, loss_cls: 2.6388, loss: 2.6388 +2023-12-24 09:09:09,528 - pyskl - INFO - Epoch [62][900/3405] lr: 1.605e-02, eta: 22:10:09, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9650, loss_cls: 2.5788, loss: 2.5788 +2023-12-24 09:09:35,150 - pyskl - INFO - Epoch [62][1000/3405] lr: 1.604e-02, eta: 22:09:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9706, loss_cls: 2.5306, loss: 2.5306 +2023-12-24 09:10:01,193 - pyskl - INFO - Epoch [62][1100/3405] lr: 1.603e-02, eta: 22:09:14, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9675, loss_cls: 2.5324, loss: 2.5324 +2023-12-24 09:10:26,670 - pyskl - INFO - Epoch [62][1200/3405] lr: 1.602e-02, eta: 22:08:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9706, loss_cls: 2.5440, loss: 2.5440 +2023-12-24 09:10:52,030 - pyskl - INFO - Epoch [62][1300/3405] lr: 1.602e-02, eta: 22:08:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9637, loss_cls: 2.5807, loss: 2.5807 +2023-12-24 09:11:18,369 - pyskl - INFO - Epoch [62][1400/3405] lr: 1.601e-02, eta: 22:07:52, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9731, loss_cls: 2.5801, loss: 2.5801 +2023-12-24 09:11:44,170 - pyskl - INFO - Epoch [62][1500/3405] lr: 1.600e-02, eta: 22:07:25, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9700, loss_cls: 2.6038, loss: 2.6038 +2023-12-24 09:12:09,524 - pyskl - INFO - Epoch [62][1600/3405] lr: 1.600e-02, eta: 22:06:57, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9637, loss_cls: 2.6213, loss: 2.6213 +2023-12-24 09:12:35,075 - pyskl - INFO - Epoch [62][1700/3405] lr: 1.599e-02, eta: 22:06:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 2.5610, loss: 2.5610 +2023-12-24 09:13:00,450 - pyskl - INFO - Epoch [62][1800/3405] lr: 1.598e-02, eta: 22:06:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 2.5271, loss: 2.5271 +2023-12-24 09:13:25,796 - pyskl - INFO - Epoch [62][1900/3405] lr: 1.597e-02, eta: 22:05:34, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9762, loss_cls: 2.4811, loss: 2.4811 +2023-12-24 09:13:51,634 - pyskl - INFO - Epoch [62][2000/3405] lr: 1.597e-02, eta: 22:05:06, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9688, loss_cls: 2.5934, loss: 2.5934 +2023-12-24 09:14:17,372 - pyskl - INFO - Epoch [62][2100/3405] lr: 1.596e-02, eta: 22:04:39, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8087, top5_acc: 0.9594, loss_cls: 2.5692, loss: 2.5692 +2023-12-24 09:14:42,934 - pyskl - INFO - Epoch [62][2200/3405] lr: 1.595e-02, eta: 22:04:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9625, loss_cls: 2.6178, loss: 2.6178 +2023-12-24 09:15:08,830 - pyskl - INFO - Epoch [62][2300/3405] lr: 1.594e-02, eta: 22:03:44, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 2.5874, loss: 2.5874 +2023-12-24 09:15:34,711 - pyskl - INFO - Epoch [62][2400/3405] lr: 1.594e-02, eta: 22:03:17, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9719, loss_cls: 2.5413, loss: 2.5413 +2023-12-24 09:16:00,310 - pyskl - INFO - Epoch [62][2500/3405] lr: 1.593e-02, eta: 22:02:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9675, loss_cls: 2.6070, loss: 2.6070 +2023-12-24 09:16:25,936 - pyskl - INFO - Epoch [62][2600/3405] lr: 1.592e-02, eta: 22:02:22, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9663, loss_cls: 2.6209, loss: 2.6209 +2023-12-24 09:16:52,008 - pyskl - INFO - Epoch [62][2700/3405] lr: 1.591e-02, eta: 22:01:55, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 2.5268, loss: 2.5268 +2023-12-24 09:17:18,065 - pyskl - INFO - Epoch [62][2800/3405] lr: 1.591e-02, eta: 22:01:28, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9563, loss_cls: 2.6048, loss: 2.6048 +2023-12-24 09:17:43,459 - pyskl - INFO - Epoch [62][2900/3405] lr: 1.590e-02, eta: 22:01:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9738, loss_cls: 2.5343, loss: 2.5343 +2023-12-24 09:18:09,343 - pyskl - INFO - Epoch [62][3000/3405] lr: 1.589e-02, eta: 22:00:33, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 2.5947, loss: 2.5947 +2023-12-24 09:18:35,064 - pyskl - INFO - Epoch [62][3100/3405] lr: 1.588e-02, eta: 22:00:06, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9650, loss_cls: 2.5641, loss: 2.5641 +2023-12-24 09:19:00,432 - pyskl - INFO - Epoch [62][3200/3405] lr: 1.588e-02, eta: 21:59:38, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 2.5835, loss: 2.5835 +2023-12-24 09:19:25,869 - pyskl - INFO - Epoch [62][3300/3405] lr: 1.587e-02, eta: 21:59:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9656, loss_cls: 2.6044, loss: 2.6044 +2023-12-24 09:19:51,488 - pyskl - INFO - Epoch [62][3400/3405] lr: 1.586e-02, eta: 21:58:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9725, loss_cls: 2.5576, loss: 2.5576 +2023-12-24 09:19:53,696 - pyskl - INFO - Saving checkpoint at 62 epochs +2023-12-24 09:24:22,167 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 09:24:22,784 - pyskl - INFO - +top1_acc 0.7520 +top5_acc 0.9496 +2023-12-24 09:24:22,810 - pyskl - INFO - Epoch(val) [62][3718] top1_acc: 0.7520, top5_acc: 0.9496 +2023-12-24 09:25:16,841 - pyskl - INFO - Epoch [63][100/3405] lr: 1.585e-02, eta: 21:58:52, time: 0.540, data_time: 0.282, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 2.5334, loss: 2.5334 +2023-12-24 09:25:42,211 - pyskl - INFO - Epoch [63][200/3405] lr: 1.585e-02, eta: 21:58:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9650, loss_cls: 2.5429, loss: 2.5429 +2023-12-24 09:26:07,943 - pyskl - INFO - Epoch [63][300/3405] lr: 1.584e-02, eta: 21:57:57, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9719, loss_cls: 2.5475, loss: 2.5475 +2023-12-24 09:26:34,224 - pyskl - INFO - Epoch [63][400/3405] lr: 1.583e-02, eta: 21:57:30, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9725, loss_cls: 2.5223, loss: 2.5223 +2023-12-24 09:27:00,112 - pyskl - INFO - Epoch [63][500/3405] lr: 1.582e-02, eta: 21:57:03, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8163, top5_acc: 0.9756, loss_cls: 2.5112, loss: 2.5112 +2023-12-24 09:27:25,677 - pyskl - INFO - Epoch [63][600/3405] lr: 1.582e-02, eta: 21:56:35, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9750, loss_cls: 2.5142, loss: 2.5142 +2023-12-24 09:27:51,412 - pyskl - INFO - Epoch [63][700/3405] lr: 1.581e-02, eta: 21:56:08, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8087, top5_acc: 0.9762, loss_cls: 2.5174, loss: 2.5174 +2023-12-24 09:28:17,013 - pyskl - INFO - Epoch [63][800/3405] lr: 1.580e-02, eta: 21:55:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9762, loss_cls: 2.5400, loss: 2.5400 +2023-12-24 09:28:42,541 - pyskl - INFO - Epoch [63][900/3405] lr: 1.579e-02, eta: 21:55:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9750, loss_cls: 2.5567, loss: 2.5567 +2023-12-24 09:29:08,149 - pyskl - INFO - Epoch [63][1000/3405] lr: 1.579e-02, eta: 21:54:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 2.5145, loss: 2.5145 +2023-12-24 09:29:34,047 - pyskl - INFO - Epoch [63][1100/3405] lr: 1.578e-02, eta: 21:54:18, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 2.5907, loss: 2.5907 +2023-12-24 09:29:59,589 - pyskl - INFO - Epoch [63][1200/3405] lr: 1.577e-02, eta: 21:53:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 2.5447, loss: 2.5447 +2023-12-24 09:30:24,775 - pyskl - INFO - Epoch [63][1300/3405] lr: 1.577e-02, eta: 21:53:22, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9688, loss_cls: 2.6115, loss: 2.6115 +2023-12-24 09:30:49,984 - pyskl - INFO - Epoch [63][1400/3405] lr: 1.576e-02, eta: 21:52:54, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7944, top5_acc: 0.9663, loss_cls: 2.5786, loss: 2.5786 +2023-12-24 09:31:15,198 - pyskl - INFO - Epoch [63][1500/3405] lr: 1.575e-02, eta: 21:52:26, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9606, loss_cls: 2.5867, loss: 2.5867 +2023-12-24 09:31:40,462 - pyskl - INFO - Epoch [63][1600/3405] lr: 1.574e-02, eta: 21:51:58, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9712, loss_cls: 2.5413, loss: 2.5413 +2023-12-24 09:32:06,400 - pyskl - INFO - Epoch [63][1700/3405] lr: 1.574e-02, eta: 21:51:31, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9625, loss_cls: 2.5875, loss: 2.5875 +2023-12-24 09:32:31,893 - pyskl - INFO - Epoch [63][1800/3405] lr: 1.573e-02, eta: 21:51:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9569, loss_cls: 2.6081, loss: 2.6081 +2023-12-24 09:32:57,640 - pyskl - INFO - Epoch [63][1900/3405] lr: 1.572e-02, eta: 21:50:36, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9606, loss_cls: 2.5968, loss: 2.5968 +2023-12-24 09:33:23,266 - pyskl - INFO - Epoch [63][2000/3405] lr: 1.571e-02, eta: 21:50:08, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 2.5559, loss: 2.5559 +2023-12-24 09:33:49,069 - pyskl - INFO - Epoch [63][2100/3405] lr: 1.571e-02, eta: 21:49:41, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 2.5494, loss: 2.5494 +2023-12-24 09:34:14,762 - pyskl - INFO - Epoch [63][2200/3405] lr: 1.570e-02, eta: 21:49:14, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9762, loss_cls: 2.5337, loss: 2.5337 +2023-12-24 09:34:40,600 - pyskl - INFO - Epoch [63][2300/3405] lr: 1.569e-02, eta: 21:48:47, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 2.5872, loss: 2.5872 +2023-12-24 09:35:06,707 - pyskl - INFO - Epoch [63][2400/3405] lr: 1.568e-02, eta: 21:48:20, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9669, loss_cls: 2.5986, loss: 2.5986 +2023-12-24 09:35:32,631 - pyskl - INFO - Epoch [63][2500/3405] lr: 1.568e-02, eta: 21:47:53, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9712, loss_cls: 2.5741, loss: 2.5741 +2023-12-24 09:35:58,614 - pyskl - INFO - Epoch [63][2600/3405] lr: 1.567e-02, eta: 21:47:26, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 2.6063, loss: 2.6063 +2023-12-24 09:36:24,464 - pyskl - INFO - Epoch [63][2700/3405] lr: 1.566e-02, eta: 21:46:58, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 2.5290, loss: 2.5290 +2023-12-24 09:36:50,181 - pyskl - INFO - Epoch [63][2800/3405] lr: 1.565e-02, eta: 21:46:31, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 2.5441, loss: 2.5441 +2023-12-24 09:37:15,807 - pyskl - INFO - Epoch [63][2900/3405] lr: 1.565e-02, eta: 21:46:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9563, loss_cls: 2.6203, loss: 2.6203 +2023-12-24 09:37:41,400 - pyskl - INFO - Epoch [63][3000/3405] lr: 1.564e-02, eta: 21:45:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 2.5342, loss: 2.5342 +2023-12-24 09:38:06,708 - pyskl - INFO - Epoch [63][3100/3405] lr: 1.563e-02, eta: 21:45:08, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9694, loss_cls: 2.5537, loss: 2.5537 +2023-12-24 09:38:32,260 - pyskl - INFO - Epoch [63][3200/3405] lr: 1.562e-02, eta: 21:44:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9681, loss_cls: 2.6070, loss: 2.6070 +2023-12-24 09:38:57,957 - pyskl - INFO - Epoch [63][3300/3405] lr: 1.562e-02, eta: 21:44:13, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8087, top5_acc: 0.9675, loss_cls: 2.5433, loss: 2.5433 +2023-12-24 09:39:23,484 - pyskl - INFO - Epoch [63][3400/3405] lr: 1.561e-02, eta: 21:43:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9694, loss_cls: 2.5072, loss: 2.5072 +2023-12-24 09:39:25,415 - pyskl - INFO - Saving checkpoint at 63 epochs +2023-12-24 09:43:52,969 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 09:43:53,585 - pyskl - INFO - +top1_acc 0.7564 +top5_acc 0.9490 +2023-12-24 09:43:53,610 - pyskl - INFO - Epoch(val) [63][3718] top1_acc: 0.7564, top5_acc: 0.9490 +2023-12-24 09:44:46,359 - pyskl - INFO - Epoch [64][100/3405] lr: 1.560e-02, eta: 21:43:52, time: 0.527, data_time: 0.273, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 2.5015, loss: 2.5015 +2023-12-24 09:45:12,038 - pyskl - INFO - Epoch [64][200/3405] lr: 1.559e-02, eta: 21:43:25, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9781, loss_cls: 2.4968, loss: 2.4968 +2023-12-24 09:45:38,099 - pyskl - INFO - Epoch [64][300/3405] lr: 1.559e-02, eta: 21:42:58, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9719, loss_cls: 2.5135, loss: 2.5135 +2023-12-24 09:46:04,316 - pyskl - INFO - Epoch [64][400/3405] lr: 1.558e-02, eta: 21:42:31, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 2.5345, loss: 2.5345 +2023-12-24 09:46:30,621 - pyskl - INFO - Epoch [64][500/3405] lr: 1.557e-02, eta: 21:42:05, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 2.5023, loss: 2.5023 +2023-12-24 09:46:56,270 - pyskl - INFO - Epoch [64][600/3405] lr: 1.556e-02, eta: 21:41:37, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9756, loss_cls: 2.5454, loss: 2.5454 +2023-12-24 09:47:22,040 - pyskl - INFO - Epoch [64][700/3405] lr: 1.556e-02, eta: 21:41:10, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9788, loss_cls: 2.5039, loss: 2.5039 +2023-12-24 09:47:47,696 - pyskl - INFO - Epoch [64][800/3405] lr: 1.555e-02, eta: 21:40:42, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 2.5764, loss: 2.5764 +2023-12-24 09:48:13,328 - pyskl - INFO - Epoch [64][900/3405] lr: 1.554e-02, eta: 21:40:15, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9738, loss_cls: 2.5276, loss: 2.5276 +2023-12-24 09:48:38,833 - pyskl - INFO - Epoch [64][1000/3405] lr: 1.553e-02, eta: 21:39:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 2.5345, loss: 2.5345 +2023-12-24 09:49:04,839 - pyskl - INFO - Epoch [64][1100/3405] lr: 1.553e-02, eta: 21:39:20, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 2.5357, loss: 2.5357 +2023-12-24 09:49:30,494 - pyskl - INFO - Epoch [64][1200/3405] lr: 1.552e-02, eta: 21:38:53, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8213, top5_acc: 0.9681, loss_cls: 2.5264, loss: 2.5264 +2023-12-24 09:49:55,763 - pyskl - INFO - Epoch [64][1300/3405] lr: 1.551e-02, eta: 21:38:25, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9700, loss_cls: 2.6032, loss: 2.6032 +2023-12-24 09:50:20,985 - pyskl - INFO - Epoch [64][1400/3405] lr: 1.550e-02, eta: 21:37:57, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9694, loss_cls: 2.5400, loss: 2.5400 +2023-12-24 09:50:46,206 - pyskl - INFO - Epoch [64][1500/3405] lr: 1.550e-02, eta: 21:37:29, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 2.5742, loss: 2.5742 +2023-12-24 09:51:11,626 - pyskl - INFO - Epoch [64][1600/3405] lr: 1.549e-02, eta: 21:37:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9587, loss_cls: 2.6222, loss: 2.6222 +2023-12-24 09:51:37,397 - pyskl - INFO - Epoch [64][1700/3405] lr: 1.548e-02, eta: 21:36:34, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9637, loss_cls: 2.6065, loss: 2.6065 +2023-12-24 09:52:03,052 - pyskl - INFO - Epoch [64][1800/3405] lr: 1.547e-02, eta: 21:36:06, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9613, loss_cls: 2.5789, loss: 2.5789 +2023-12-24 09:52:28,890 - pyskl - INFO - Epoch [64][1900/3405] lr: 1.547e-02, eta: 21:35:39, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 2.5718, loss: 2.5718 +2023-12-24 09:52:54,800 - pyskl - INFO - Epoch [64][2000/3405] lr: 1.546e-02, eta: 21:35:12, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9712, loss_cls: 2.5371, loss: 2.5371 +2023-12-24 09:53:20,151 - pyskl - INFO - Epoch [64][2100/3405] lr: 1.545e-02, eta: 21:34:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 2.5489, loss: 2.5489 +2023-12-24 09:53:45,622 - pyskl - INFO - Epoch [64][2200/3405] lr: 1.544e-02, eta: 21:34:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 2.5832, loss: 2.5832 +2023-12-24 09:54:11,346 - pyskl - INFO - Epoch [64][2300/3405] lr: 1.544e-02, eta: 21:33:49, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9656, loss_cls: 2.5619, loss: 2.5619 +2023-12-24 09:54:37,092 - pyskl - INFO - Epoch [64][2400/3405] lr: 1.543e-02, eta: 21:33:22, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7944, top5_acc: 0.9556, loss_cls: 2.5781, loss: 2.5781 +2023-12-24 09:55:03,016 - pyskl - INFO - Epoch [64][2500/3405] lr: 1.542e-02, eta: 21:32:55, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9594, loss_cls: 2.5743, loss: 2.5743 +2023-12-24 09:55:29,909 - pyskl - INFO - Epoch [64][2600/3405] lr: 1.541e-02, eta: 21:32:29, time: 0.269, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 2.5932, loss: 2.5932 +2023-12-24 09:55:55,760 - pyskl - INFO - Epoch [64][2700/3405] lr: 1.541e-02, eta: 21:32:02, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8087, top5_acc: 0.9675, loss_cls: 2.5930, loss: 2.5930 +2023-12-24 09:56:21,379 - pyskl - INFO - Epoch [64][2800/3405] lr: 1.540e-02, eta: 21:31:34, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9712, loss_cls: 2.5587, loss: 2.5587 +2023-12-24 09:56:47,261 - pyskl - INFO - Epoch [64][2900/3405] lr: 1.539e-02, eta: 21:31:07, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9706, loss_cls: 2.5654, loss: 2.5654 +2023-12-24 09:57:12,902 - pyskl - INFO - Epoch [64][3000/3405] lr: 1.538e-02, eta: 21:30:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 2.5778, loss: 2.5778 +2023-12-24 09:57:38,440 - pyskl - INFO - Epoch [64][3100/3405] lr: 1.538e-02, eta: 21:30:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9688, loss_cls: 2.5157, loss: 2.5157 +2023-12-24 09:58:03,986 - pyskl - INFO - Epoch [64][3200/3405] lr: 1.537e-02, eta: 21:29:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9619, loss_cls: 2.5698, loss: 2.5698 +2023-12-24 09:58:29,724 - pyskl - INFO - Epoch [64][3300/3405] lr: 1.536e-02, eta: 21:29:17, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9681, loss_cls: 2.5870, loss: 2.5870 +2023-12-24 09:58:55,328 - pyskl - INFO - Epoch [64][3400/3405] lr: 1.535e-02, eta: 21:28:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9675, loss_cls: 2.5486, loss: 2.5486 +2023-12-24 09:58:57,385 - pyskl - INFO - Saving checkpoint at 64 epochs +2023-12-24 10:03:25,091 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 10:03:25,724 - pyskl - INFO - +top1_acc 0.7475 +top5_acc 0.9458 +2023-12-24 10:03:25,750 - pyskl - INFO - Epoch(val) [64][3718] top1_acc: 0.7475, top5_acc: 0.9458 +2023-12-24 10:04:19,200 - pyskl - INFO - Epoch [65][100/3405] lr: 1.535e-02, eta: 21:28:57, time: 0.534, data_time: 0.277, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9712, loss_cls: 2.5573, loss: 2.5573 +2023-12-24 10:04:44,885 - pyskl - INFO - Epoch [65][200/3405] lr: 1.534e-02, eta: 21:28:29, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9681, loss_cls: 2.4992, loss: 2.4992 +2023-12-24 10:05:11,147 - pyskl - INFO - Epoch [65][300/3405] lr: 1.533e-02, eta: 21:28:03, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 2.5232, loss: 2.5232 +2023-12-24 10:05:37,358 - pyskl - INFO - Epoch [65][400/3405] lr: 1.532e-02, eta: 21:27:36, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 2.5078, loss: 2.5078 +2023-12-24 10:06:03,220 - pyskl - INFO - Epoch [65][500/3405] lr: 1.532e-02, eta: 21:27:09, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 2.5047, loss: 2.5047 +2023-12-24 10:06:28,973 - pyskl - INFO - Epoch [65][600/3405] lr: 1.531e-02, eta: 21:26:41, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9681, loss_cls: 2.5358, loss: 2.5358 +2023-12-24 10:06:54,491 - pyskl - INFO - Epoch [65][700/3405] lr: 1.530e-02, eta: 21:26:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 2.4930, loss: 2.4930 +2023-12-24 10:07:20,060 - pyskl - INFO - Epoch [65][800/3405] lr: 1.529e-02, eta: 21:25:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9725, loss_cls: 2.5344, loss: 2.5344 +2023-12-24 10:07:46,030 - pyskl - INFO - Epoch [65][900/3405] lr: 1.529e-02, eta: 21:25:19, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 2.5345, loss: 2.5345 +2023-12-24 10:08:11,624 - pyskl - INFO - Epoch [65][1000/3405] lr: 1.528e-02, eta: 21:24:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8213, top5_acc: 0.9681, loss_cls: 2.4950, loss: 2.4950 +2023-12-24 10:08:37,218 - pyskl - INFO - Epoch [65][1100/3405] lr: 1.527e-02, eta: 21:24:24, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8213, top5_acc: 0.9681, loss_cls: 2.5268, loss: 2.5268 +2023-12-24 10:09:02,703 - pyskl - INFO - Epoch [65][1200/3405] lr: 1.526e-02, eta: 21:23:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9744, loss_cls: 2.5084, loss: 2.5084 +2023-12-24 10:09:27,929 - pyskl - INFO - Epoch [65][1300/3405] lr: 1.526e-02, eta: 21:23:28, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9756, loss_cls: 2.5366, loss: 2.5366 +2023-12-24 10:09:53,428 - pyskl - INFO - Epoch [65][1400/3405] lr: 1.525e-02, eta: 21:23:01, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9725, loss_cls: 2.5156, loss: 2.5156 +2023-12-24 10:10:18,912 - pyskl - INFO - Epoch [65][1500/3405] lr: 1.524e-02, eta: 21:22:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 2.5208, loss: 2.5208 +2023-12-24 10:10:44,677 - pyskl - INFO - Epoch [65][1600/3405] lr: 1.523e-02, eta: 21:22:06, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 2.5584, loss: 2.5584 +2023-12-24 10:11:10,143 - pyskl - INFO - Epoch [65][1700/3405] lr: 1.523e-02, eta: 21:21:38, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7944, top5_acc: 0.9625, loss_cls: 2.5677, loss: 2.5677 +2023-12-24 10:11:35,752 - pyskl - INFO - Epoch [65][1800/3405] lr: 1.522e-02, eta: 21:21:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9631, loss_cls: 2.5465, loss: 2.5465 +2023-12-24 10:12:01,754 - pyskl - INFO - Epoch [65][1900/3405] lr: 1.521e-02, eta: 21:20:44, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8169, top5_acc: 0.9675, loss_cls: 2.5125, loss: 2.5125 +2023-12-24 10:12:27,860 - pyskl - INFO - Epoch [65][2000/3405] lr: 1.520e-02, eta: 21:20:17, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 2.5267, loss: 2.5267 +2023-12-24 10:12:53,447 - pyskl - INFO - Epoch [65][2100/3405] lr: 1.520e-02, eta: 21:19:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 2.5284, loss: 2.5284 +2023-12-24 10:13:18,906 - pyskl - INFO - Epoch [65][2200/3405] lr: 1.519e-02, eta: 21:19:22, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9681, loss_cls: 2.5523, loss: 2.5523 +2023-12-24 10:13:44,912 - pyskl - INFO - Epoch [65][2300/3405] lr: 1.518e-02, eta: 21:18:55, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9637, loss_cls: 2.6084, loss: 2.6084 +2023-12-24 10:14:10,589 - pyskl - INFO - Epoch [65][2400/3405] lr: 1.517e-02, eta: 21:18:27, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9712, loss_cls: 2.5579, loss: 2.5579 +2023-12-24 10:14:36,306 - pyskl - INFO - Epoch [65][2500/3405] lr: 1.517e-02, eta: 21:18:00, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9688, loss_cls: 2.5099, loss: 2.5099 +2023-12-24 10:15:02,320 - pyskl - INFO - Epoch [65][2600/3405] lr: 1.516e-02, eta: 21:17:33, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9656, loss_cls: 2.5840, loss: 2.5840 +2023-12-24 10:15:28,104 - pyskl - INFO - Epoch [65][2700/3405] lr: 1.515e-02, eta: 21:17:06, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9688, loss_cls: 2.5841, loss: 2.5841 +2023-12-24 10:15:53,898 - pyskl - INFO - Epoch [65][2800/3405] lr: 1.514e-02, eta: 21:16:39, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9706, loss_cls: 2.5870, loss: 2.5870 +2023-12-24 10:16:20,196 - pyskl - INFO - Epoch [65][2900/3405] lr: 1.514e-02, eta: 21:16:12, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9650, loss_cls: 2.5295, loss: 2.5295 +2023-12-24 10:16:45,443 - pyskl - INFO - Epoch [65][3000/3405] lr: 1.513e-02, eta: 21:15:44, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9656, loss_cls: 2.5549, loss: 2.5549 +2023-12-24 10:17:10,741 - pyskl - INFO - Epoch [65][3100/3405] lr: 1.512e-02, eta: 21:15:16, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9613, loss_cls: 2.5839, loss: 2.5839 +2023-12-24 10:17:36,617 - pyskl - INFO - Epoch [65][3200/3405] lr: 1.511e-02, eta: 21:14:49, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9663, loss_cls: 2.5776, loss: 2.5776 +2023-12-24 10:18:02,213 - pyskl - INFO - Epoch [65][3300/3405] lr: 1.511e-02, eta: 21:14:22, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9644, loss_cls: 2.5270, loss: 2.5270 +2023-12-24 10:18:27,823 - pyskl - INFO - Epoch [65][3400/3405] lr: 1.510e-02, eta: 21:13:54, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9669, loss_cls: 2.6111, loss: 2.6111 +2023-12-24 10:18:29,879 - pyskl - INFO - Saving checkpoint at 65 epochs +2023-12-24 10:22:58,337 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 10:22:58,966 - pyskl - INFO - +top1_acc 0.7460 +top5_acc 0.9438 +2023-12-24 10:22:58,991 - pyskl - INFO - Epoch(val) [65][3718] top1_acc: 0.7460, top5_acc: 0.9438 +2023-12-24 10:23:51,913 - pyskl - INFO - Epoch [66][100/3405] lr: 1.509e-02, eta: 21:14:00, time: 0.529, data_time: 0.279, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9725, loss_cls: 2.5307, loss: 2.5307 +2023-12-24 10:24:17,171 - pyskl - INFO - Epoch [66][200/3405] lr: 1.508e-02, eta: 21:13:32, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9706, loss_cls: 2.5226, loss: 2.5226 +2023-12-24 10:24:43,103 - pyskl - INFO - Epoch [66][300/3405] lr: 1.508e-02, eta: 21:13:05, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9700, loss_cls: 2.5328, loss: 2.5328 +2023-12-24 10:25:09,770 - pyskl - INFO - Epoch [66][400/3405] lr: 1.507e-02, eta: 21:12:38, time: 0.267, data_time: 0.000, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 2.4872, loss: 2.4872 +2023-12-24 10:25:35,632 - pyskl - INFO - Epoch [66][500/3405] lr: 1.506e-02, eta: 21:12:11, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9738, loss_cls: 2.5317, loss: 2.5317 +2023-12-24 10:26:01,234 - pyskl - INFO - Epoch [66][600/3405] lr: 1.505e-02, eta: 21:11:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 2.4673, loss: 2.4673 +2023-12-24 10:26:26,782 - pyskl - INFO - Epoch [66][700/3405] lr: 1.505e-02, eta: 21:11:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 2.5467, loss: 2.5467 +2023-12-24 10:26:52,222 - pyskl - INFO - Epoch [66][800/3405] lr: 1.504e-02, eta: 21:10:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9700, loss_cls: 2.5871, loss: 2.5871 +2023-12-24 10:27:17,889 - pyskl - INFO - Epoch [66][900/3405] lr: 1.503e-02, eta: 21:10:21, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9738, loss_cls: 2.5354, loss: 2.5354 +2023-12-24 10:27:43,996 - pyskl - INFO - Epoch [66][1000/3405] lr: 1.502e-02, eta: 21:09:54, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9681, loss_cls: 2.5903, loss: 2.5903 +2023-12-24 10:28:09,471 - pyskl - INFO - Epoch [66][1100/3405] lr: 1.502e-02, eta: 21:09:27, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9744, loss_cls: 2.5245, loss: 2.5245 +2023-12-24 10:28:34,722 - pyskl - INFO - Epoch [66][1200/3405] lr: 1.501e-02, eta: 21:08:59, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 2.4708, loss: 2.4708 +2023-12-24 10:28:59,933 - pyskl - INFO - Epoch [66][1300/3405] lr: 1.500e-02, eta: 21:08:31, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 2.5061, loss: 2.5061 +2023-12-24 10:29:25,183 - pyskl - INFO - Epoch [66][1400/3405] lr: 1.499e-02, eta: 21:08:03, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9663, loss_cls: 2.5384, loss: 2.5384 +2023-12-24 10:29:50,434 - pyskl - INFO - Epoch [66][1500/3405] lr: 1.499e-02, eta: 21:07:35, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9600, loss_cls: 2.6131, loss: 2.6131 +2023-12-24 10:30:16,052 - pyskl - INFO - Epoch [66][1600/3405] lr: 1.498e-02, eta: 21:07:08, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9644, loss_cls: 2.5819, loss: 2.5819 +2023-12-24 10:30:41,759 - pyskl - INFO - Epoch [66][1700/3405] lr: 1.497e-02, eta: 21:06:40, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 2.5780, loss: 2.5780 +2023-12-24 10:31:07,646 - pyskl - INFO - Epoch [66][1800/3405] lr: 1.496e-02, eta: 21:06:13, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 2.5367, loss: 2.5367 +2023-12-24 10:31:34,109 - pyskl - INFO - Epoch [66][1900/3405] lr: 1.496e-02, eta: 21:05:47, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9606, loss_cls: 2.6120, loss: 2.6120 +2023-12-24 10:31:59,906 - pyskl - INFO - Epoch [66][2000/3405] lr: 1.495e-02, eta: 21:05:20, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9712, loss_cls: 2.5614, loss: 2.5614 +2023-12-24 10:32:25,615 - pyskl - INFO - Epoch [66][2100/3405] lr: 1.494e-02, eta: 21:04:52, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 2.5412, loss: 2.5412 +2023-12-24 10:32:51,399 - pyskl - INFO - Epoch [66][2200/3405] lr: 1.493e-02, eta: 21:04:25, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9650, loss_cls: 2.5993, loss: 2.5993 +2023-12-24 10:33:17,321 - pyskl - INFO - Epoch [66][2300/3405] lr: 1.493e-02, eta: 21:03:58, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9663, loss_cls: 2.5919, loss: 2.5919 +2023-12-24 10:33:43,074 - pyskl - INFO - Epoch [66][2400/3405] lr: 1.492e-02, eta: 21:03:31, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 2.5020, loss: 2.5020 +2023-12-24 10:34:08,896 - pyskl - INFO - Epoch [66][2500/3405] lr: 1.491e-02, eta: 21:03:04, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 2.4711, loss: 2.4711 +2023-12-24 10:34:35,545 - pyskl - INFO - Epoch [66][2600/3405] lr: 1.490e-02, eta: 21:02:37, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 2.5637, loss: 2.5637 +2023-12-24 10:35:01,143 - pyskl - INFO - Epoch [66][2700/3405] lr: 1.490e-02, eta: 21:02:10, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8213, top5_acc: 0.9762, loss_cls: 2.5185, loss: 2.5185 +2023-12-24 10:35:26,740 - pyskl - INFO - Epoch [66][2800/3405] lr: 1.489e-02, eta: 21:01:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 2.5080, loss: 2.5080 +2023-12-24 10:35:52,333 - pyskl - INFO - Epoch [66][2900/3405] lr: 1.488e-02, eta: 21:01:15, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9569, loss_cls: 2.5895, loss: 2.5895 +2023-12-24 10:36:17,738 - pyskl - INFO - Epoch [66][3000/3405] lr: 1.487e-02, eta: 21:00:47, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9694, loss_cls: 2.4816, loss: 2.4816 +2023-12-24 10:36:43,184 - pyskl - INFO - Epoch [66][3100/3405] lr: 1.487e-02, eta: 21:00:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9681, loss_cls: 2.5523, loss: 2.5523 +2023-12-24 10:37:08,519 - pyskl - INFO - Epoch [66][3200/3405] lr: 1.486e-02, eta: 20:59:52, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9700, loss_cls: 2.5561, loss: 2.5561 +2023-12-24 10:37:34,424 - pyskl - INFO - Epoch [66][3300/3405] lr: 1.485e-02, eta: 20:59:25, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9725, loss_cls: 2.5192, loss: 2.5192 +2023-12-24 10:37:59,910 - pyskl - INFO - Epoch [66][3400/3405] lr: 1.484e-02, eta: 20:58:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9719, loss_cls: 2.5381, loss: 2.5381 +2023-12-24 10:38:02,083 - pyskl - INFO - Saving checkpoint at 66 epochs +2023-12-24 10:42:31,260 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 10:42:31,943 - pyskl - INFO - +top1_acc 0.7819 +top5_acc 0.9534 +2023-12-24 10:42:31,948 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_61.pth was removed +2023-12-24 10:42:32,159 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_66.pth. +2023-12-24 10:42:32,160 - pyskl - INFO - Best top1_acc is 0.7819 at 66 epoch. +2023-12-24 10:42:32,185 - pyskl - INFO - Epoch(val) [66][3718] top1_acc: 0.7819, top5_acc: 0.9534 +2023-12-24 10:43:26,156 - pyskl - INFO - Epoch [67][100/3405] lr: 1.483e-02, eta: 20:59:03, time: 0.540, data_time: 0.286, memory: 5251, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 2.4536, loss: 2.4536 +2023-12-24 10:43:51,529 - pyskl - INFO - Epoch [67][200/3405] lr: 1.483e-02, eta: 20:58:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8156, top5_acc: 0.9762, loss_cls: 2.4874, loss: 2.4874 +2023-12-24 10:44:17,213 - pyskl - INFO - Epoch [67][300/3405] lr: 1.482e-02, eta: 20:58:08, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9656, loss_cls: 2.5595, loss: 2.5595 +2023-12-24 10:44:43,140 - pyskl - INFO - Epoch [67][400/3405] lr: 1.481e-02, eta: 20:57:41, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 2.4861, loss: 2.4861 +2023-12-24 10:45:08,811 - pyskl - INFO - Epoch [67][500/3405] lr: 1.480e-02, eta: 20:57:13, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9719, loss_cls: 2.5186, loss: 2.5186 +2023-12-24 10:45:34,168 - pyskl - INFO - Epoch [67][600/3405] lr: 1.480e-02, eta: 20:56:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9706, loss_cls: 2.4859, loss: 2.4859 +2023-12-24 10:45:59,432 - pyskl - INFO - Epoch [67][700/3405] lr: 1.479e-02, eta: 20:56:18, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 2.4862, loss: 2.4862 +2023-12-24 10:46:25,145 - pyskl - INFO - Epoch [67][800/3405] lr: 1.478e-02, eta: 20:55:50, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9738, loss_cls: 2.5016, loss: 2.5016 +2023-12-24 10:46:51,041 - pyskl - INFO - Epoch [67][900/3405] lr: 1.477e-02, eta: 20:55:23, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9762, loss_cls: 2.5119, loss: 2.5119 +2023-12-24 10:47:16,632 - pyskl - INFO - Epoch [67][1000/3405] lr: 1.477e-02, eta: 20:54:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 2.5186, loss: 2.5186 +2023-12-24 10:47:41,944 - pyskl - INFO - Epoch [67][1100/3405] lr: 1.476e-02, eta: 20:54:28, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9738, loss_cls: 2.5504, loss: 2.5504 +2023-12-24 10:48:07,301 - pyskl - INFO - Epoch [67][1200/3405] lr: 1.475e-02, eta: 20:54:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 2.5044, loss: 2.5044 +2023-12-24 10:48:32,728 - pyskl - INFO - Epoch [67][1300/3405] lr: 1.474e-02, eta: 20:53:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 2.5119, loss: 2.5119 +2023-12-24 10:48:58,217 - pyskl - INFO - Epoch [67][1400/3405] lr: 1.474e-02, eta: 20:53:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9587, loss_cls: 2.6205, loss: 2.6205 +2023-12-24 10:49:23,636 - pyskl - INFO - Epoch [67][1500/3405] lr: 1.473e-02, eta: 20:52:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9762, loss_cls: 2.5204, loss: 2.5204 +2023-12-24 10:49:49,443 - pyskl - INFO - Epoch [67][1600/3405] lr: 1.472e-02, eta: 20:52:10, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8394, top5_acc: 0.9719, loss_cls: 2.4748, loss: 2.4748 +2023-12-24 10:50:15,370 - pyskl - INFO - Epoch [67][1700/3405] lr: 1.471e-02, eta: 20:51:43, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9700, loss_cls: 2.5255, loss: 2.5255 +2023-12-24 10:50:41,161 - pyskl - INFO - Epoch [67][1800/3405] lr: 1.471e-02, eta: 20:51:16, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 2.5285, loss: 2.5285 +2023-12-24 10:51:06,896 - pyskl - INFO - Epoch [67][1900/3405] lr: 1.470e-02, eta: 20:50:49, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9694, loss_cls: 2.5372, loss: 2.5372 +2023-12-24 10:51:32,315 - pyskl - INFO - Epoch [67][2000/3405] lr: 1.469e-02, eta: 20:50:21, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9700, loss_cls: 2.5413, loss: 2.5413 +2023-12-24 10:51:58,270 - pyskl - INFO - Epoch [67][2100/3405] lr: 1.468e-02, eta: 20:49:54, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 2.5249, loss: 2.5249 +2023-12-24 10:52:24,207 - pyskl - INFO - Epoch [67][2200/3405] lr: 1.468e-02, eta: 20:49:27, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 2.5280, loss: 2.5280 +2023-12-24 10:52:50,220 - pyskl - INFO - Epoch [67][2300/3405] lr: 1.467e-02, eta: 20:49:00, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 2.5702, loss: 2.5702 +2023-12-24 10:53:15,789 - pyskl - INFO - Epoch [67][2400/3405] lr: 1.466e-02, eta: 20:48:33, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 2.5698, loss: 2.5698 +2023-12-24 10:53:41,607 - pyskl - INFO - Epoch [67][2500/3405] lr: 1.465e-02, eta: 20:48:05, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9725, loss_cls: 2.5321, loss: 2.5321 +2023-12-24 10:54:07,084 - pyskl - INFO - Epoch [67][2600/3405] lr: 1.465e-02, eta: 20:47:38, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9769, loss_cls: 2.4787, loss: 2.4787 +2023-12-24 10:54:32,514 - pyskl - INFO - Epoch [67][2700/3405] lr: 1.464e-02, eta: 20:47:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 2.5325, loss: 2.5325 +2023-12-24 10:54:58,037 - pyskl - INFO - Epoch [67][2800/3405] lr: 1.463e-02, eta: 20:46:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9694, loss_cls: 2.5549, loss: 2.5549 +2023-12-24 10:55:23,731 - pyskl - INFO - Epoch [67][2900/3405] lr: 1.462e-02, eta: 20:46:15, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9756, loss_cls: 2.4940, loss: 2.4940 +2023-12-24 10:55:49,346 - pyskl - INFO - Epoch [67][3000/3405] lr: 1.462e-02, eta: 20:45:48, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9606, loss_cls: 2.5635, loss: 2.5635 +2023-12-24 10:56:14,782 - pyskl - INFO - Epoch [67][3100/3405] lr: 1.461e-02, eta: 20:45:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7944, top5_acc: 0.9725, loss_cls: 2.5340, loss: 2.5340 +2023-12-24 10:56:40,277 - pyskl - INFO - Epoch [67][3200/3405] lr: 1.460e-02, eta: 20:44:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 2.5740, loss: 2.5740 +2023-12-24 10:57:05,847 - pyskl - INFO - Epoch [67][3300/3405] lr: 1.459e-02, eta: 20:44:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 2.5712, loss: 2.5712 +2023-12-24 10:57:31,376 - pyskl - INFO - Epoch [67][3400/3405] lr: 1.459e-02, eta: 20:43:58, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9575, loss_cls: 2.5446, loss: 2.5446 +2023-12-24 10:57:33,417 - pyskl - INFO - Saving checkpoint at 67 epochs +2023-12-24 11:02:02,093 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 11:02:02,738 - pyskl - INFO - +top1_acc 0.7651 +top5_acc 0.9519 +2023-12-24 11:02:02,765 - pyskl - INFO - Epoch(val) [67][3718] top1_acc: 0.7651, top5_acc: 0.9519 +2023-12-24 11:02:56,510 - pyskl - INFO - Epoch [68][100/3405] lr: 1.458e-02, eta: 20:44:02, time: 0.537, data_time: 0.285, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9756, loss_cls: 2.4719, loss: 2.4719 +2023-12-24 11:03:21,945 - pyskl - INFO - Epoch [68][200/3405] lr: 1.457e-02, eta: 20:43:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 2.4594, loss: 2.4594 +2023-12-24 11:03:48,161 - pyskl - INFO - Epoch [68][300/3405] lr: 1.456e-02, eta: 20:43:08, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9800, loss_cls: 2.4629, loss: 2.4629 +2023-12-24 11:04:14,759 - pyskl - INFO - Epoch [68][400/3405] lr: 1.455e-02, eta: 20:42:42, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 2.5366, loss: 2.5366 +2023-12-24 11:04:40,659 - pyskl - INFO - Epoch [68][500/3405] lr: 1.455e-02, eta: 20:42:15, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9731, loss_cls: 2.5454, loss: 2.5454 +2023-12-24 11:05:06,340 - pyskl - INFO - Epoch [68][600/3405] lr: 1.454e-02, eta: 20:41:47, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9769, loss_cls: 2.5084, loss: 2.5084 +2023-12-24 11:05:31,935 - pyskl - INFO - Epoch [68][700/3405] lr: 1.453e-02, eta: 20:41:20, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9769, loss_cls: 2.5558, loss: 2.5558 +2023-12-24 11:05:58,174 - pyskl - INFO - Epoch [68][800/3405] lr: 1.452e-02, eta: 20:40:53, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9719, loss_cls: 2.5390, loss: 2.5390 +2023-12-24 11:06:24,394 - pyskl - INFO - Epoch [68][900/3405] lr: 1.452e-02, eta: 20:40:27, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9738, loss_cls: 2.5233, loss: 2.5233 +2023-12-24 11:06:50,495 - pyskl - INFO - Epoch [68][1000/3405] lr: 1.451e-02, eta: 20:40:00, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 2.5197, loss: 2.5197 +2023-12-24 11:07:15,972 - pyskl - INFO - Epoch [68][1100/3405] lr: 1.450e-02, eta: 20:39:32, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 2.4987, loss: 2.4987 +2023-12-24 11:07:41,558 - pyskl - INFO - Epoch [68][1200/3405] lr: 1.449e-02, eta: 20:39:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 2.5015, loss: 2.5015 +2023-12-24 11:08:07,372 - pyskl - INFO - Epoch [68][1300/3405] lr: 1.449e-02, eta: 20:38:38, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 2.5490, loss: 2.5490 +2023-12-24 11:08:33,036 - pyskl - INFO - Epoch [68][1400/3405] lr: 1.448e-02, eta: 20:38:10, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 2.5068, loss: 2.5068 +2023-12-24 11:08:58,768 - pyskl - INFO - Epoch [68][1500/3405] lr: 1.447e-02, eta: 20:37:43, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8169, top5_acc: 0.9775, loss_cls: 2.5160, loss: 2.5160 +2023-12-24 11:09:25,674 - pyskl - INFO - Epoch [68][1600/3405] lr: 1.446e-02, eta: 20:37:17, time: 0.269, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 2.5468, loss: 2.5468 +2023-12-24 11:09:51,699 - pyskl - INFO - Epoch [68][1700/3405] lr: 1.446e-02, eta: 20:36:50, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9669, loss_cls: 2.5457, loss: 2.5457 +2023-12-24 11:10:17,350 - pyskl - INFO - Epoch [68][1800/3405] lr: 1.445e-02, eta: 20:36:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9775, loss_cls: 2.5068, loss: 2.5068 +2023-12-24 11:10:42,882 - pyskl - INFO - Epoch [68][1900/3405] lr: 1.444e-02, eta: 20:35:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9600, loss_cls: 2.5676, loss: 2.5676 +2023-12-24 11:11:08,403 - pyskl - INFO - Epoch [68][2000/3405] lr: 1.443e-02, eta: 20:35:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9725, loss_cls: 2.5005, loss: 2.5005 +2023-12-24 11:11:34,224 - pyskl - INFO - Epoch [68][2100/3405] lr: 1.443e-02, eta: 20:35:01, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9669, loss_cls: 2.5252, loss: 2.5252 +2023-12-24 11:12:00,161 - pyskl - INFO - Epoch [68][2200/3405] lr: 1.442e-02, eta: 20:34:34, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9700, loss_cls: 2.5382, loss: 2.5382 +2023-12-24 11:12:25,676 - pyskl - INFO - Epoch [68][2300/3405] lr: 1.441e-02, eta: 20:34:06, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9663, loss_cls: 2.5744, loss: 2.5744 +2023-12-24 11:12:50,956 - pyskl - INFO - Epoch [68][2400/3405] lr: 1.440e-02, eta: 20:33:39, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 2.5429, loss: 2.5429 +2023-12-24 11:13:16,790 - pyskl - INFO - Epoch [68][2500/3405] lr: 1.439e-02, eta: 20:33:11, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 2.5256, loss: 2.5256 +2023-12-24 11:13:42,355 - pyskl - INFO - Epoch [68][2600/3405] lr: 1.439e-02, eta: 20:32:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9637, loss_cls: 2.5653, loss: 2.5653 +2023-12-24 11:14:08,088 - pyskl - INFO - Epoch [68][2700/3405] lr: 1.438e-02, eta: 20:32:17, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 2.4788, loss: 2.4788 +2023-12-24 11:14:33,954 - pyskl - INFO - Epoch [68][2800/3405] lr: 1.437e-02, eta: 20:31:50, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 2.4908, loss: 2.4908 +2023-12-24 11:14:59,570 - pyskl - INFO - Epoch [68][2900/3405] lr: 1.436e-02, eta: 20:31:22, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9688, loss_cls: 2.5517, loss: 2.5517 +2023-12-24 11:15:25,177 - pyskl - INFO - Epoch [68][3000/3405] lr: 1.436e-02, eta: 20:30:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9619, loss_cls: 2.5814, loss: 2.5814 +2023-12-24 11:15:50,761 - pyskl - INFO - Epoch [68][3100/3405] lr: 1.435e-02, eta: 20:30:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 2.4834, loss: 2.4834 +2023-12-24 11:16:16,568 - pyskl - INFO - Epoch [68][3200/3405] lr: 1.434e-02, eta: 20:30:00, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 2.5366, loss: 2.5366 +2023-12-24 11:16:42,246 - pyskl - INFO - Epoch [68][3300/3405] lr: 1.433e-02, eta: 20:29:33, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 2.5146, loss: 2.5146 +2023-12-24 11:17:07,492 - pyskl - INFO - Epoch [68][3400/3405] lr: 1.433e-02, eta: 20:29:05, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9637, loss_cls: 2.5822, loss: 2.5822 +2023-12-24 11:17:09,506 - pyskl - INFO - Saving checkpoint at 68 epochs +2023-12-24 11:21:37,695 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 11:21:38,328 - pyskl - INFO - +top1_acc 0.7604 +top5_acc 0.9436 +2023-12-24 11:21:38,352 - pyskl - INFO - Epoch(val) [68][3718] top1_acc: 0.7604, top5_acc: 0.9436 +2023-12-24 11:22:31,759 - pyskl - INFO - Epoch [69][100/3405] lr: 1.432e-02, eta: 20:29:08, time: 0.534, data_time: 0.280, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9750, loss_cls: 2.5184, loss: 2.5184 +2023-12-24 11:22:57,261 - pyskl - INFO - Epoch [69][200/3405] lr: 1.431e-02, eta: 20:28:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 2.4342, loss: 2.4342 +2023-12-24 11:23:23,598 - pyskl - INFO - Epoch [69][300/3405] lr: 1.430e-02, eta: 20:28:14, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 2.4978, loss: 2.4978 +2023-12-24 11:23:49,458 - pyskl - INFO - Epoch [69][400/3405] lr: 1.430e-02, eta: 20:27:47, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 2.4772, loss: 2.4772 +2023-12-24 11:24:14,789 - pyskl - INFO - Epoch [69][500/3405] lr: 1.429e-02, eta: 20:27:20, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9688, loss_cls: 2.4834, loss: 2.4834 +2023-12-24 11:24:40,064 - pyskl - INFO - Epoch [69][600/3405] lr: 1.428e-02, eta: 20:26:52, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9762, loss_cls: 2.5395, loss: 2.5395 +2023-12-24 11:25:05,632 - pyskl - INFO - Epoch [69][700/3405] lr: 1.427e-02, eta: 20:26:24, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 2.5041, loss: 2.5041 +2023-12-24 11:25:31,294 - pyskl - INFO - Epoch [69][800/3405] lr: 1.427e-02, eta: 20:25:57, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9750, loss_cls: 2.5180, loss: 2.5180 +2023-12-24 11:25:57,014 - pyskl - INFO - Epoch [69][900/3405] lr: 1.426e-02, eta: 20:25:30, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 2.5527, loss: 2.5527 +2023-12-24 11:26:22,452 - pyskl - INFO - Epoch [69][1000/3405] lr: 1.425e-02, eta: 20:25:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 2.5377, loss: 2.5377 +2023-12-24 11:26:47,910 - pyskl - INFO - Epoch [69][1100/3405] lr: 1.424e-02, eta: 20:24:35, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 2.5092, loss: 2.5092 +2023-12-24 11:27:13,583 - pyskl - INFO - Epoch [69][1200/3405] lr: 1.423e-02, eta: 20:24:07, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 2.5121, loss: 2.5121 +2023-12-24 11:27:39,282 - pyskl - INFO - Epoch [69][1300/3405] lr: 1.423e-02, eta: 20:23:40, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 2.5167, loss: 2.5167 +2023-12-24 11:28:05,220 - pyskl - INFO - Epoch [69][1400/3405] lr: 1.422e-02, eta: 20:23:13, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 2.4373, loss: 2.4373 +2023-12-24 11:28:31,083 - pyskl - INFO - Epoch [69][1500/3405] lr: 1.421e-02, eta: 20:22:46, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9675, loss_cls: 2.4905, loss: 2.4905 +2023-12-24 11:28:56,675 - pyskl - INFO - Epoch [69][1600/3405] lr: 1.420e-02, eta: 20:22:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9644, loss_cls: 2.5667, loss: 2.5667 +2023-12-24 11:29:22,598 - pyskl - INFO - Epoch [69][1700/3405] lr: 1.420e-02, eta: 20:21:51, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9625, loss_cls: 2.6010, loss: 2.6010 +2023-12-24 11:29:48,617 - pyskl - INFO - Epoch [69][1800/3405] lr: 1.419e-02, eta: 20:21:25, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9537, loss_cls: 2.6004, loss: 2.6004 +2023-12-24 11:30:14,066 - pyskl - INFO - Epoch [69][1900/3405] lr: 1.418e-02, eta: 20:20:57, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 2.5307, loss: 2.5307 +2023-12-24 11:30:39,762 - pyskl - INFO - Epoch [69][2000/3405] lr: 1.417e-02, eta: 20:20:30, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 2.4998, loss: 2.4998 +2023-12-24 11:31:05,484 - pyskl - INFO - Epoch [69][2100/3405] lr: 1.417e-02, eta: 20:20:02, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9450, loss_cls: 2.7822, loss: 2.7822 +2023-12-24 11:31:31,127 - pyskl - INFO - Epoch [69][2200/3405] lr: 1.416e-02, eta: 20:19:35, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9469, loss_cls: 2.7693, loss: 2.7693 +2023-12-24 11:31:56,411 - pyskl - INFO - Epoch [69][2300/3405] lr: 1.415e-02, eta: 20:19:07, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9575, loss_cls: 2.6861, loss: 2.6861 +2023-12-24 11:32:21,700 - pyskl - INFO - Epoch [69][2400/3405] lr: 1.414e-02, eta: 20:18:40, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9587, loss_cls: 2.6383, loss: 2.6383 +2023-12-24 11:32:47,275 - pyskl - INFO - Epoch [69][2500/3405] lr: 1.414e-02, eta: 20:18:12, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9569, loss_cls: 2.6538, loss: 2.6538 +2023-12-24 11:33:12,801 - pyskl - INFO - Epoch [69][2600/3405] lr: 1.413e-02, eta: 20:17:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9531, loss_cls: 2.6585, loss: 2.6585 +2023-12-24 11:33:38,578 - pyskl - INFO - Epoch [69][2700/3405] lr: 1.412e-02, eta: 20:17:18, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9606, loss_cls: 2.6239, loss: 2.6239 +2023-12-24 11:34:04,217 - pyskl - INFO - Epoch [69][2800/3405] lr: 1.411e-02, eta: 20:16:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9537, loss_cls: 2.6443, loss: 2.6443 +2023-12-24 11:34:29,756 - pyskl - INFO - Epoch [69][2900/3405] lr: 1.411e-02, eta: 20:16:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9525, loss_cls: 2.6744, loss: 2.6744 +2023-12-24 11:34:55,173 - pyskl - INFO - Epoch [69][3000/3405] lr: 1.410e-02, eta: 20:15:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9631, loss_cls: 2.6121, loss: 2.6121 +2023-12-24 11:35:20,550 - pyskl - INFO - Epoch [69][3100/3405] lr: 1.409e-02, eta: 20:15:28, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9606, loss_cls: 2.6089, loss: 2.6089 +2023-12-24 11:35:46,119 - pyskl - INFO - Epoch [69][3200/3405] lr: 1.408e-02, eta: 20:15:00, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9663, loss_cls: 2.5769, loss: 2.5769 +2023-12-24 11:36:12,321 - pyskl - INFO - Epoch [69][3300/3405] lr: 1.407e-02, eta: 20:14:34, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9625, loss_cls: 2.5914, loss: 2.5914 +2023-12-24 11:36:38,904 - pyskl - INFO - Epoch [69][3400/3405] lr: 1.407e-02, eta: 20:14:07, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9694, loss_cls: 2.5734, loss: 2.5734 +2023-12-24 11:36:41,061 - pyskl - INFO - Saving checkpoint at 69 epochs +2023-12-24 11:41:09,185 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 11:41:09,808 - pyskl - INFO - +top1_acc 0.7574 +top5_acc 0.9455 +2023-12-24 11:41:09,833 - pyskl - INFO - Epoch(val) [69][3718] top1_acc: 0.7574, top5_acc: 0.9455 +2023-12-24 11:42:02,609 - pyskl - INFO - Epoch [70][100/3405] lr: 1.406e-02, eta: 20:14:09, time: 0.528, data_time: 0.275, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 2.5773, loss: 2.5773 +2023-12-24 11:42:27,905 - pyskl - INFO - Epoch [70][200/3405] lr: 1.405e-02, eta: 20:13:41, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9625, loss_cls: 2.5870, loss: 2.5870 +2023-12-24 11:42:53,504 - pyskl - INFO - Epoch [70][300/3405] lr: 1.404e-02, eta: 20:13:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9663, loss_cls: 2.5748, loss: 2.5748 +2023-12-24 11:43:19,348 - pyskl - INFO - Epoch [70][400/3405] lr: 1.404e-02, eta: 20:12:47, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 2.5354, loss: 2.5354 +2023-12-24 11:43:44,924 - pyskl - INFO - Epoch [70][500/3405] lr: 1.403e-02, eta: 20:12:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9744, loss_cls: 2.5843, loss: 2.5843 +2023-12-24 11:44:10,268 - pyskl - INFO - Epoch [70][600/3405] lr: 1.402e-02, eta: 20:11:52, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 2.5880, loss: 2.5880 +2023-12-24 11:44:35,952 - pyskl - INFO - Epoch [70][700/3405] lr: 1.401e-02, eta: 20:11:24, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9637, loss_cls: 2.5750, loss: 2.5750 +2023-12-24 11:45:02,369 - pyskl - INFO - Epoch [70][800/3405] lr: 1.401e-02, eta: 20:10:58, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 2.5829, loss: 2.5829 +2023-12-24 11:45:27,806 - pyskl - INFO - Epoch [70][900/3405] lr: 1.400e-02, eta: 20:10:30, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9613, loss_cls: 2.5867, loss: 2.5867 +2023-12-24 11:45:53,373 - pyskl - INFO - Epoch [70][1000/3405] lr: 1.399e-02, eta: 20:10:03, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 2.5566, loss: 2.5566 +2023-12-24 11:46:18,815 - pyskl - INFO - Epoch [70][1100/3405] lr: 1.398e-02, eta: 20:09:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 2.5639, loss: 2.5639 +2023-12-24 11:46:44,543 - pyskl - INFO - Epoch [70][1200/3405] lr: 1.398e-02, eta: 20:09:08, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9656, loss_cls: 2.5616, loss: 2.5616 +2023-12-24 11:47:10,111 - pyskl - INFO - Epoch [70][1300/3405] lr: 1.397e-02, eta: 20:08:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9738, loss_cls: 2.5291, loss: 2.5291 +2023-12-24 11:47:35,835 - pyskl - INFO - Epoch [70][1400/3405] lr: 1.396e-02, eta: 20:08:13, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 2.5641, loss: 2.5641 +2023-12-24 11:48:01,380 - pyskl - INFO - Epoch [70][1500/3405] lr: 1.395e-02, eta: 20:07:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9537, loss_cls: 2.6442, loss: 2.6442 +2023-12-24 11:48:26,758 - pyskl - INFO - Epoch [70][1600/3405] lr: 1.394e-02, eta: 20:07:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9669, loss_cls: 2.5649, loss: 2.5649 +2023-12-24 11:48:52,648 - pyskl - INFO - Epoch [70][1700/3405] lr: 1.394e-02, eta: 20:06:51, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 2.5426, loss: 2.5426 +2023-12-24 11:49:18,315 - pyskl - INFO - Epoch [70][1800/3405] lr: 1.393e-02, eta: 20:06:24, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9756, loss_cls: 2.5420, loss: 2.5420 +2023-12-24 11:49:43,878 - pyskl - INFO - Epoch [70][1900/3405] lr: 1.392e-02, eta: 20:05:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 2.5763, loss: 2.5763 +2023-12-24 11:50:09,435 - pyskl - INFO - Epoch [70][2000/3405] lr: 1.391e-02, eta: 20:05:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 2.5654, loss: 2.5654 +2023-12-24 11:50:35,264 - pyskl - INFO - Epoch [70][2100/3405] lr: 1.391e-02, eta: 20:05:02, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 2.5596, loss: 2.5596 +2023-12-24 11:51:01,449 - pyskl - INFO - Epoch [70][2200/3405] lr: 1.390e-02, eta: 20:04:36, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9688, loss_cls: 2.5549, loss: 2.5549 +2023-12-24 11:51:27,057 - pyskl - INFO - Epoch [70][2300/3405] lr: 1.389e-02, eta: 20:04:08, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9675, loss_cls: 2.5741, loss: 2.5741 +2023-12-24 11:51:52,737 - pyskl - INFO - Epoch [70][2400/3405] lr: 1.388e-02, eta: 20:03:41, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9600, loss_cls: 2.6273, loss: 2.6273 +2023-12-24 11:52:18,472 - pyskl - INFO - Epoch [70][2500/3405] lr: 1.388e-02, eta: 20:03:14, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8175, top5_acc: 0.9700, loss_cls: 2.5544, loss: 2.5544 +2023-12-24 11:52:44,099 - pyskl - INFO - Epoch [70][2600/3405] lr: 1.387e-02, eta: 20:02:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9613, loss_cls: 2.6016, loss: 2.6016 +2023-12-24 11:53:09,756 - pyskl - INFO - Epoch [70][2700/3405] lr: 1.386e-02, eta: 20:02:19, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 2.5298, loss: 2.5298 +2023-12-24 11:53:35,504 - pyskl - INFO - Epoch [70][2800/3405] lr: 1.385e-02, eta: 20:01:52, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9688, loss_cls: 2.5590, loss: 2.5590 +2023-12-24 11:54:01,372 - pyskl - INFO - Epoch [70][2900/3405] lr: 1.385e-02, eta: 20:01:25, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9650, loss_cls: 2.5795, loss: 2.5795 +2023-12-24 11:54:26,699 - pyskl - INFO - Epoch [70][3000/3405] lr: 1.384e-02, eta: 20:00:57, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9681, loss_cls: 2.5171, loss: 2.5171 +2023-12-24 11:54:52,065 - pyskl - INFO - Epoch [70][3100/3405] lr: 1.383e-02, eta: 20:00:30, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9719, loss_cls: 2.5164, loss: 2.5164 +2023-12-24 11:55:17,647 - pyskl - INFO - Epoch [70][3200/3405] lr: 1.382e-02, eta: 20:00:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9688, loss_cls: 2.5717, loss: 2.5717 +2023-12-24 11:55:42,992 - pyskl - INFO - Epoch [70][3300/3405] lr: 1.381e-02, eta: 19:59:35, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9700, loss_cls: 2.5696, loss: 2.5696 +2023-12-24 11:56:08,504 - pyskl - INFO - Epoch [70][3400/3405] lr: 1.381e-02, eta: 19:59:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9681, loss_cls: 2.5754, loss: 2.5754 +2023-12-24 11:56:10,404 - pyskl - INFO - Saving checkpoint at 70 epochs +2023-12-24 12:00:37,999 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 12:00:38,618 - pyskl - INFO - +top1_acc 0.7565 +top5_acc 0.9488 +2023-12-24 12:00:38,643 - pyskl - INFO - Epoch(val) [70][3718] top1_acc: 0.7565, top5_acc: 0.9488 +2023-12-24 12:01:32,967 - pyskl - INFO - Epoch [71][100/3405] lr: 1.380e-02, eta: 19:59:10, time: 0.543, data_time: 0.278, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9800, loss_cls: 2.4985, loss: 2.4985 +2023-12-24 12:01:59,373 - pyskl - INFO - Epoch [71][200/3405] lr: 1.379e-02, eta: 19:58:43, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.8300, top5_acc: 0.9694, loss_cls: 2.4892, loss: 2.4892 +2023-12-24 12:02:25,288 - pyskl - INFO - Epoch [71][300/3405] lr: 1.378e-02, eta: 19:58:16, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9762, loss_cls: 2.5157, loss: 2.5157 +2023-12-24 12:02:51,205 - pyskl - INFO - Epoch [71][400/3405] lr: 1.378e-02, eta: 19:57:49, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9756, loss_cls: 2.5247, loss: 2.5247 +2023-12-24 12:03:16,971 - pyskl - INFO - Epoch [71][500/3405] lr: 1.377e-02, eta: 19:57:22, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 2.5146, loss: 2.5146 +2023-12-24 12:03:42,531 - pyskl - INFO - Epoch [71][600/3405] lr: 1.376e-02, eta: 19:56:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 2.5263, loss: 2.5263 +2023-12-24 12:04:08,454 - pyskl - INFO - Epoch [71][700/3405] lr: 1.375e-02, eta: 19:56:28, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 2.5641, loss: 2.5641 +2023-12-24 12:04:34,178 - pyskl - INFO - Epoch [71][800/3405] lr: 1.375e-02, eta: 19:56:01, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8213, top5_acc: 0.9706, loss_cls: 2.5285, loss: 2.5285 +2023-12-24 12:05:00,010 - pyskl - INFO - Epoch [71][900/3405] lr: 1.374e-02, eta: 19:55:33, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 2.5085, loss: 2.5085 +2023-12-24 12:05:25,392 - pyskl - INFO - Epoch [71][1000/3405] lr: 1.373e-02, eta: 19:55:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9669, loss_cls: 2.5511, loss: 2.5511 +2023-12-24 12:05:51,294 - pyskl - INFO - Epoch [71][1100/3405] lr: 1.372e-02, eta: 19:54:39, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9788, loss_cls: 2.5082, loss: 2.5082 +2023-12-24 12:06:17,136 - pyskl - INFO - Epoch [71][1200/3405] lr: 1.371e-02, eta: 19:54:12, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9694, loss_cls: 2.5725, loss: 2.5725 +2023-12-24 12:06:42,554 - pyskl - INFO - Epoch [71][1300/3405] lr: 1.371e-02, eta: 19:53:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9775, loss_cls: 2.5754, loss: 2.5754 +2023-12-24 12:07:08,204 - pyskl - INFO - Epoch [71][1400/3405] lr: 1.370e-02, eta: 19:53:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9637, loss_cls: 2.5546, loss: 2.5546 +2023-12-24 12:07:33,749 - pyskl - INFO - Epoch [71][1500/3405] lr: 1.369e-02, eta: 19:52:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9738, loss_cls: 2.5816, loss: 2.5816 +2023-12-24 12:07:59,504 - pyskl - INFO - Epoch [71][1600/3405] lr: 1.368e-02, eta: 19:52:22, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9731, loss_cls: 2.5129, loss: 2.5129 +2023-12-24 12:08:25,285 - pyskl - INFO - Epoch [71][1700/3405] lr: 1.368e-02, eta: 19:51:55, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9706, loss_cls: 2.5285, loss: 2.5285 +2023-12-24 12:08:50,989 - pyskl - INFO - Epoch [71][1800/3405] lr: 1.367e-02, eta: 19:51:28, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9694, loss_cls: 2.5779, loss: 2.5779 +2023-12-24 12:09:16,656 - pyskl - INFO - Epoch [71][1900/3405] lr: 1.366e-02, eta: 19:51:01, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 2.5762, loss: 2.5762 +2023-12-24 12:09:42,577 - pyskl - INFO - Epoch [71][2000/3405] lr: 1.365e-02, eta: 19:50:34, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9775, loss_cls: 2.5158, loss: 2.5158 +2023-12-24 12:10:08,360 - pyskl - INFO - Epoch [71][2100/3405] lr: 1.365e-02, eta: 19:50:07, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9769, loss_cls: 2.4894, loss: 2.4894 +2023-12-24 12:10:34,222 - pyskl - INFO - Epoch [71][2200/3405] lr: 1.364e-02, eta: 19:49:40, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 2.5306, loss: 2.5306 +2023-12-24 12:10:59,914 - pyskl - INFO - Epoch [71][2300/3405] lr: 1.363e-02, eta: 19:49:12, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 2.4991, loss: 2.4991 +2023-12-24 12:11:25,657 - pyskl - INFO - Epoch [71][2400/3405] lr: 1.362e-02, eta: 19:48:45, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 2.5710, loss: 2.5710 +2023-12-24 12:11:51,284 - pyskl - INFO - Epoch [71][2500/3405] lr: 1.362e-02, eta: 19:48:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9581, loss_cls: 2.7120, loss: 2.7120 +2023-12-24 12:12:17,064 - pyskl - INFO - Epoch [71][2600/3405] lr: 1.361e-02, eta: 19:47:51, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9619, loss_cls: 2.6664, loss: 2.6664 +2023-12-24 12:12:42,749 - pyskl - INFO - Epoch [71][2700/3405] lr: 1.360e-02, eta: 19:47:23, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9531, loss_cls: 2.6590, loss: 2.6590 +2023-12-24 12:13:08,480 - pyskl - INFO - Epoch [71][2800/3405] lr: 1.359e-02, eta: 19:46:56, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9619, loss_cls: 2.6534, loss: 2.6534 +2023-12-24 12:13:33,880 - pyskl - INFO - Epoch [71][2900/3405] lr: 1.358e-02, eta: 19:46:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9663, loss_cls: 2.5823, loss: 2.5823 +2023-12-24 12:13:59,315 - pyskl - INFO - Epoch [71][3000/3405] lr: 1.358e-02, eta: 19:46:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 2.6085, loss: 2.6085 +2023-12-24 12:14:25,022 - pyskl - INFO - Epoch [71][3100/3405] lr: 1.357e-02, eta: 19:45:34, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9669, loss_cls: 2.5974, loss: 2.5974 +2023-12-24 12:14:50,523 - pyskl - INFO - Epoch [71][3200/3405] lr: 1.356e-02, eta: 19:45:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 2.5825, loss: 2.5825 +2023-12-24 12:15:15,966 - pyskl - INFO - Epoch [71][3300/3405] lr: 1.355e-02, eta: 19:44:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9556, loss_cls: 2.6110, loss: 2.6110 +2023-12-24 12:15:41,362 - pyskl - INFO - Epoch [71][3400/3405] lr: 1.355e-02, eta: 19:44:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9644, loss_cls: 2.5215, loss: 2.5215 +2023-12-24 12:15:43,309 - pyskl - INFO - Saving checkpoint at 71 epochs +2023-12-24 12:20:11,128 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 12:20:11,752 - pyskl - INFO - +top1_acc 0.7661 +top5_acc 0.9471 +2023-12-24 12:20:11,778 - pyskl - INFO - Epoch(val) [71][3718] top1_acc: 0.7661, top5_acc: 0.9471 +2023-12-24 12:21:04,588 - pyskl - INFO - Epoch [72][100/3405] lr: 1.354e-02, eta: 19:44:12, time: 0.528, data_time: 0.277, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9738, loss_cls: 2.5700, loss: 2.5700 +2023-12-24 12:21:31,266 - pyskl - INFO - Epoch [72][200/3405] lr: 1.353e-02, eta: 19:43:46, time: 0.267, data_time: 0.000, memory: 5251, top1_acc: 0.8275, top5_acc: 0.9700, loss_cls: 2.5099, loss: 2.5099 +2023-12-24 12:21:57,501 - pyskl - INFO - Epoch [72][300/3405] lr: 1.352e-02, eta: 19:43:19, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 2.4978, loss: 2.4978 +2023-12-24 12:22:23,360 - pyskl - INFO - Epoch [72][400/3405] lr: 1.352e-02, eta: 19:42:52, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 2.5901, loss: 2.5901 +2023-12-24 12:22:49,032 - pyskl - INFO - Epoch [72][500/3405] lr: 1.351e-02, eta: 19:42:25, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9725, loss_cls: 2.5084, loss: 2.5084 +2023-12-24 12:23:14,646 - pyskl - INFO - Epoch [72][600/3405] lr: 1.350e-02, eta: 19:41:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 2.5396, loss: 2.5396 +2023-12-24 12:23:40,741 - pyskl - INFO - Epoch [72][700/3405] lr: 1.349e-02, eta: 19:41:31, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9725, loss_cls: 2.5319, loss: 2.5319 +2023-12-24 12:24:06,152 - pyskl - INFO - Epoch [72][800/3405] lr: 1.348e-02, eta: 19:41:03, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9700, loss_cls: 2.5405, loss: 2.5405 +2023-12-24 12:24:31,376 - pyskl - INFO - Epoch [72][900/3405] lr: 1.348e-02, eta: 19:40:35, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 2.5493, loss: 2.5493 +2023-12-24 12:24:56,733 - pyskl - INFO - Epoch [72][1000/3405] lr: 1.347e-02, eta: 19:40:08, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9675, loss_cls: 2.5226, loss: 2.5226 +2023-12-24 12:25:22,359 - pyskl - INFO - Epoch [72][1100/3405] lr: 1.346e-02, eta: 19:39:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 2.5002, loss: 2.5002 +2023-12-24 12:25:47,797 - pyskl - INFO - Epoch [72][1200/3405] lr: 1.345e-02, eta: 19:39:13, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9681, loss_cls: 2.5183, loss: 2.5183 +2023-12-24 12:26:13,422 - pyskl - INFO - Epoch [72][1300/3405] lr: 1.345e-02, eta: 19:38:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 2.5830, loss: 2.5830 +2023-12-24 12:26:39,302 - pyskl - INFO - Epoch [72][1400/3405] lr: 1.344e-02, eta: 19:38:18, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9762, loss_cls: 2.5339, loss: 2.5339 +2023-12-24 12:27:04,638 - pyskl - INFO - Epoch [72][1500/3405] lr: 1.343e-02, eta: 19:37:51, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 2.5344, loss: 2.5344 +2023-12-24 12:27:30,358 - pyskl - INFO - Epoch [72][1600/3405] lr: 1.342e-02, eta: 19:37:24, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9650, loss_cls: 2.5356, loss: 2.5356 +2023-12-24 12:27:56,417 - pyskl - INFO - Epoch [72][1700/3405] lr: 1.342e-02, eta: 19:36:57, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 2.5002, loss: 2.5002 +2023-12-24 12:28:22,029 - pyskl - INFO - Epoch [72][1800/3405] lr: 1.341e-02, eta: 19:36:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9656, loss_cls: 2.5749, loss: 2.5749 +2023-12-24 12:28:47,545 - pyskl - INFO - Epoch [72][1900/3405] lr: 1.340e-02, eta: 19:36:02, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9587, loss_cls: 2.5706, loss: 2.5706 +2023-12-24 12:29:13,277 - pyskl - INFO - Epoch [72][2000/3405] lr: 1.339e-02, eta: 19:35:35, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 2.5709, loss: 2.5709 +2023-12-24 12:29:39,385 - pyskl - INFO - Epoch [72][2100/3405] lr: 1.339e-02, eta: 19:35:08, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9650, loss_cls: 2.5758, loss: 2.5758 +2023-12-24 12:30:05,304 - pyskl - INFO - Epoch [72][2200/3405] lr: 1.338e-02, eta: 19:34:41, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9575, loss_cls: 2.5932, loss: 2.5932 +2023-12-24 12:30:30,955 - pyskl - INFO - Epoch [72][2300/3405] lr: 1.337e-02, eta: 19:34:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9762, loss_cls: 2.5115, loss: 2.5115 +2023-12-24 12:30:56,970 - pyskl - INFO - Epoch [72][2400/3405] lr: 1.336e-02, eta: 19:33:47, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9594, loss_cls: 2.6071, loss: 2.6071 +2023-12-24 12:31:22,657 - pyskl - INFO - Epoch [72][2500/3405] lr: 1.335e-02, eta: 19:33:20, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9619, loss_cls: 2.5948, loss: 2.5948 +2023-12-24 12:31:48,171 - pyskl - INFO - Epoch [72][2600/3405] lr: 1.335e-02, eta: 19:32:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 2.5448, loss: 2.5448 +2023-12-24 12:32:13,720 - pyskl - INFO - Epoch [72][2700/3405] lr: 1.334e-02, eta: 19:32:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9656, loss_cls: 2.5416, loss: 2.5416 +2023-12-24 12:32:39,535 - pyskl - INFO - Epoch [72][2800/3405] lr: 1.333e-02, eta: 19:31:58, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9706, loss_cls: 2.5375, loss: 2.5375 +2023-12-24 12:33:04,975 - pyskl - INFO - Epoch [72][2900/3405] lr: 1.332e-02, eta: 19:31:31, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9706, loss_cls: 2.5456, loss: 2.5456 +2023-12-24 12:33:30,291 - pyskl - INFO - Epoch [72][3000/3405] lr: 1.332e-02, eta: 19:31:03, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9738, loss_cls: 2.5527, loss: 2.5527 +2023-12-24 12:33:56,065 - pyskl - INFO - Epoch [72][3100/3405] lr: 1.331e-02, eta: 19:30:36, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9688, loss_cls: 2.5770, loss: 2.5770 +2023-12-24 12:34:21,567 - pyskl - INFO - Epoch [72][3200/3405] lr: 1.330e-02, eta: 19:30:08, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9656, loss_cls: 2.5930, loss: 2.5930 +2023-12-24 12:34:46,907 - pyskl - INFO - Epoch [72][3300/3405] lr: 1.329e-02, eta: 19:29:41, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9656, loss_cls: 2.5234, loss: 2.5234 +2023-12-24 12:35:12,253 - pyskl - INFO - Epoch [72][3400/3405] lr: 1.329e-02, eta: 19:29:13, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8163, top5_acc: 0.9712, loss_cls: 2.5062, loss: 2.5062 +2023-12-24 12:35:14,254 - pyskl - INFO - Saving checkpoint at 72 epochs +2023-12-24 12:39:42,222 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 12:39:42,842 - pyskl - INFO - +top1_acc 0.7749 +top5_acc 0.9521 +2023-12-24 12:39:42,867 - pyskl - INFO - Epoch(val) [72][3718] top1_acc: 0.7749, top5_acc: 0.9521 +2023-12-24 12:40:36,907 - pyskl - INFO - Epoch [73][100/3405] lr: 1.328e-02, eta: 19:29:14, time: 0.540, data_time: 0.276, memory: 5251, top1_acc: 0.8250, top5_acc: 0.9819, loss_cls: 2.4761, loss: 2.4761 +2023-12-24 12:41:03,469 - pyskl - INFO - Epoch [73][200/3405] lr: 1.327e-02, eta: 19:28:48, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 2.4780, loss: 2.4780 +2023-12-24 12:41:30,409 - pyskl - INFO - Epoch [73][300/3405] lr: 1.326e-02, eta: 19:28:22, time: 0.269, data_time: 0.000, memory: 5251, top1_acc: 0.8275, top5_acc: 0.9675, loss_cls: 2.5073, loss: 2.5073 +2023-12-24 12:41:57,431 - pyskl - INFO - Epoch [73][400/3405] lr: 1.325e-02, eta: 19:27:56, time: 0.270, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 2.5272, loss: 2.5272 +2023-12-24 12:42:24,214 - pyskl - INFO - Epoch [73][500/3405] lr: 1.325e-02, eta: 19:27:30, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9694, loss_cls: 2.5142, loss: 2.5142 +2023-12-24 12:42:50,612 - pyskl - INFO - Epoch [73][600/3405] lr: 1.324e-02, eta: 19:27:04, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 2.5003, loss: 2.5003 +2023-12-24 12:43:16,338 - pyskl - INFO - Epoch [73][700/3405] lr: 1.323e-02, eta: 19:26:36, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 2.5343, loss: 2.5343 +2023-12-24 12:43:41,791 - pyskl - INFO - Epoch [73][800/3405] lr: 1.322e-02, eta: 19:26:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 2.5132, loss: 2.5132 +2023-12-24 12:44:07,569 - pyskl - INFO - Epoch [73][900/3405] lr: 1.322e-02, eta: 19:25:42, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9775, loss_cls: 2.4561, loss: 2.4561 +2023-12-24 12:44:32,888 - pyskl - INFO - Epoch [73][1000/3405] lr: 1.321e-02, eta: 19:25:14, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 2.5147, loss: 2.5147 +2023-12-24 12:44:58,359 - pyskl - INFO - Epoch [73][1100/3405] lr: 1.320e-02, eta: 19:24:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 2.5150, loss: 2.5150 +2023-12-24 12:45:23,926 - pyskl - INFO - Epoch [73][1200/3405] lr: 1.319e-02, eta: 19:24:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 2.5050, loss: 2.5050 +2023-12-24 12:45:49,873 - pyskl - INFO - Epoch [73][1300/3405] lr: 1.319e-02, eta: 19:23:53, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 2.5067, loss: 2.5067 +2023-12-24 12:46:15,450 - pyskl - INFO - Epoch [73][1400/3405] lr: 1.318e-02, eta: 19:23:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 2.5183, loss: 2.5183 +2023-12-24 12:46:40,779 - pyskl - INFO - Epoch [73][1500/3405] lr: 1.317e-02, eta: 19:22:58, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9675, loss_cls: 2.5375, loss: 2.5375 +2023-12-24 12:47:06,531 - pyskl - INFO - Epoch [73][1600/3405] lr: 1.316e-02, eta: 19:22:30, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 2.5399, loss: 2.5399 +2023-12-24 12:47:32,354 - pyskl - INFO - Epoch [73][1700/3405] lr: 1.315e-02, eta: 19:22:03, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 2.5697, loss: 2.5697 +2023-12-24 12:47:57,825 - pyskl - INFO - Epoch [73][1800/3405] lr: 1.315e-02, eta: 19:21:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 2.4688, loss: 2.4688 +2023-12-24 12:48:23,128 - pyskl - INFO - Epoch [73][1900/3405] lr: 1.314e-02, eta: 19:21:08, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 2.5575, loss: 2.5575 +2023-12-24 12:48:48,616 - pyskl - INFO - Epoch [73][2000/3405] lr: 1.313e-02, eta: 19:20:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 2.4732, loss: 2.4732 +2023-12-24 12:49:14,833 - pyskl - INFO - Epoch [73][2100/3405] lr: 1.312e-02, eta: 19:20:14, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9644, loss_cls: 2.5347, loss: 2.5347 +2023-12-24 12:49:40,524 - pyskl - INFO - Epoch [73][2200/3405] lr: 1.312e-02, eta: 19:19:47, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 2.5102, loss: 2.5102 +2023-12-24 12:50:06,207 - pyskl - INFO - Epoch [73][2300/3405] lr: 1.311e-02, eta: 19:19:20, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9719, loss_cls: 2.5452, loss: 2.5452 +2023-12-24 12:50:31,960 - pyskl - INFO - Epoch [73][2400/3405] lr: 1.310e-02, eta: 19:18:53, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9706, loss_cls: 2.5492, loss: 2.5492 +2023-12-24 12:50:57,486 - pyskl - INFO - Epoch [73][2500/3405] lr: 1.309e-02, eta: 19:18:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9719, loss_cls: 2.5666, loss: 2.5666 +2023-12-24 12:51:23,309 - pyskl - INFO - Epoch [73][2600/3405] lr: 1.309e-02, eta: 19:17:58, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9756, loss_cls: 2.5173, loss: 2.5173 +2023-12-24 12:51:48,582 - pyskl - INFO - Epoch [73][2700/3405] lr: 1.308e-02, eta: 19:17:31, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9619, loss_cls: 2.5687, loss: 2.5687 +2023-12-24 12:52:13,857 - pyskl - INFO - Epoch [73][2800/3405] lr: 1.307e-02, eta: 19:17:03, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 2.5494, loss: 2.5494 +2023-12-24 12:52:39,362 - pyskl - INFO - Epoch [73][2900/3405] lr: 1.306e-02, eta: 19:16:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 2.5125, loss: 2.5125 +2023-12-24 12:53:04,951 - pyskl - INFO - Epoch [73][3000/3405] lr: 1.305e-02, eta: 19:16:08, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 2.5075, loss: 2.5075 +2023-12-24 12:53:30,573 - pyskl - INFO - Epoch [73][3100/3405] lr: 1.305e-02, eta: 19:15:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 2.4792, loss: 2.4792 +2023-12-24 12:53:55,867 - pyskl - INFO - Epoch [73][3200/3405] lr: 1.304e-02, eta: 19:15:14, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 2.5489, loss: 2.5489 +2023-12-24 12:54:21,439 - pyskl - INFO - Epoch [73][3300/3405] lr: 1.303e-02, eta: 19:14:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 2.5096, loss: 2.5096 +2023-12-24 12:54:46,823 - pyskl - INFO - Epoch [73][3400/3405] lr: 1.302e-02, eta: 19:14:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 2.5055, loss: 2.5055 +2023-12-24 12:54:48,690 - pyskl - INFO - Saving checkpoint at 73 epochs +2023-12-24 12:59:16,565 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 12:59:17,190 - pyskl - INFO - +top1_acc 0.7634 +top5_acc 0.9487 +2023-12-24 12:59:17,215 - pyskl - INFO - Epoch(val) [73][3718] top1_acc: 0.7634, top5_acc: 0.9487 +2023-12-24 13:00:09,938 - pyskl - INFO - Epoch [74][100/3405] lr: 1.302e-02, eta: 19:14:17, time: 0.527, data_time: 0.278, memory: 5251, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 2.5151, loss: 2.5151 +2023-12-24 13:00:35,177 - pyskl - INFO - Epoch [74][200/3405] lr: 1.301e-02, eta: 19:13:50, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9781, loss_cls: 2.4522, loss: 2.4522 +2023-12-24 13:01:01,202 - pyskl - INFO - Epoch [74][300/3405] lr: 1.300e-02, eta: 19:13:23, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 2.4335, loss: 2.4335 +2023-12-24 13:01:26,903 - pyskl - INFO - Epoch [74][400/3405] lr: 1.299e-02, eta: 19:12:56, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8319, top5_acc: 0.9738, loss_cls: 2.4638, loss: 2.4638 +2023-12-24 13:01:52,613 - pyskl - INFO - Epoch [74][500/3405] lr: 1.299e-02, eta: 19:12:28, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9800, loss_cls: 2.4530, loss: 2.4530 +2023-12-24 13:02:18,310 - pyskl - INFO - Epoch [74][600/3405] lr: 1.298e-02, eta: 19:12:01, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 2.4962, loss: 2.4962 +2023-12-24 13:02:43,876 - pyskl - INFO - Epoch [74][700/3405] lr: 1.297e-02, eta: 19:11:34, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8213, top5_acc: 0.9675, loss_cls: 2.5023, loss: 2.5023 +2023-12-24 13:03:09,614 - pyskl - INFO - Epoch [74][800/3405] lr: 1.296e-02, eta: 19:11:07, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8206, top5_acc: 0.9788, loss_cls: 2.4729, loss: 2.4729 +2023-12-24 13:03:35,130 - pyskl - INFO - Epoch [74][900/3405] lr: 1.295e-02, eta: 19:10:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8087, top5_acc: 0.9762, loss_cls: 2.4973, loss: 2.4973 +2023-12-24 13:04:00,565 - pyskl - INFO - Epoch [74][1000/3405] lr: 1.295e-02, eta: 19:10:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 2.4855, loss: 2.4855 +2023-12-24 13:04:25,924 - pyskl - INFO - Epoch [74][1100/3405] lr: 1.294e-02, eta: 19:09:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 2.4735, loss: 2.4735 +2023-12-24 13:04:51,275 - pyskl - INFO - Epoch [74][1200/3405] lr: 1.293e-02, eta: 19:09:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9656, loss_cls: 2.5374, loss: 2.5374 +2023-12-24 13:05:17,020 - pyskl - INFO - Epoch [74][1300/3405] lr: 1.292e-02, eta: 19:08:50, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 2.4752, loss: 2.4752 +2023-12-24 13:05:42,688 - pyskl - INFO - Epoch [74][1400/3405] lr: 1.292e-02, eta: 19:08:23, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9744, loss_cls: 2.5114, loss: 2.5114 +2023-12-24 13:06:08,325 - pyskl - INFO - Epoch [74][1500/3405] lr: 1.291e-02, eta: 19:07:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9700, loss_cls: 2.5385, loss: 2.5385 +2023-12-24 13:06:34,133 - pyskl - INFO - Epoch [74][1600/3405] lr: 1.290e-02, eta: 19:07:28, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9644, loss_cls: 2.5283, loss: 2.5283 +2023-12-24 13:06:59,828 - pyskl - INFO - Epoch [74][1700/3405] lr: 1.289e-02, eta: 19:07:01, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9625, loss_cls: 2.5441, loss: 2.5441 +2023-12-24 13:07:25,464 - pyskl - INFO - Epoch [74][1800/3405] lr: 1.289e-02, eta: 19:06:34, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9731, loss_cls: 2.5176, loss: 2.5176 +2023-12-24 13:07:51,018 - pyskl - INFO - Epoch [74][1900/3405] lr: 1.288e-02, eta: 19:06:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9769, loss_cls: 2.4831, loss: 2.4831 +2023-12-24 13:08:17,146 - pyskl - INFO - Epoch [74][2000/3405] lr: 1.287e-02, eta: 19:05:40, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 2.5439, loss: 2.5439 +2023-12-24 13:08:43,033 - pyskl - INFO - Epoch [74][2100/3405] lr: 1.286e-02, eta: 19:05:13, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 2.5358, loss: 2.5358 +2023-12-24 13:09:08,316 - pyskl - INFO - Epoch [74][2200/3405] lr: 1.285e-02, eta: 19:04:45, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 2.4968, loss: 2.4968 +2023-12-24 13:09:34,267 - pyskl - INFO - Epoch [74][2300/3405] lr: 1.285e-02, eta: 19:04:18, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8156, top5_acc: 0.9663, loss_cls: 2.4997, loss: 2.4997 +2023-12-24 13:09:59,888 - pyskl - INFO - Epoch [74][2400/3405] lr: 1.284e-02, eta: 19:03:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 2.4648, loss: 2.4648 +2023-12-24 13:10:25,510 - pyskl - INFO - Epoch [74][2500/3405] lr: 1.283e-02, eta: 19:03:24, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9744, loss_cls: 2.5359, loss: 2.5359 +2023-12-24 13:10:51,340 - pyskl - INFO - Epoch [74][2600/3405] lr: 1.282e-02, eta: 19:02:57, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 2.4644, loss: 2.4644 +2023-12-24 13:11:16,866 - pyskl - INFO - Epoch [74][2700/3405] lr: 1.282e-02, eta: 19:02:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8206, top5_acc: 0.9656, loss_cls: 2.5426, loss: 2.5426 +2023-12-24 13:11:42,494 - pyskl - INFO - Epoch [74][2800/3405] lr: 1.281e-02, eta: 19:02:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 2.5497, loss: 2.5497 +2023-12-24 13:12:07,742 - pyskl - INFO - Epoch [74][2900/3405] lr: 1.280e-02, eta: 19:01:35, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8169, top5_acc: 0.9656, loss_cls: 2.5171, loss: 2.5171 +2023-12-24 13:12:33,096 - pyskl - INFO - Epoch [74][3000/3405] lr: 1.279e-02, eta: 19:01:07, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8281, top5_acc: 0.9850, loss_cls: 2.4416, loss: 2.4416 +2023-12-24 13:12:59,098 - pyskl - INFO - Epoch [74][3100/3405] lr: 1.279e-02, eta: 19:00:40, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9694, loss_cls: 2.5649, loss: 2.5649 +2023-12-24 13:13:24,443 - pyskl - INFO - Epoch [74][3200/3405] lr: 1.278e-02, eta: 19:00:13, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 2.5111, loss: 2.5111 +2023-12-24 13:13:49,936 - pyskl - INFO - Epoch [74][3300/3405] lr: 1.277e-02, eta: 18:59:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9700, loss_cls: 2.5127, loss: 2.5127 +2023-12-24 13:14:15,313 - pyskl - INFO - Epoch [74][3400/3405] lr: 1.276e-02, eta: 18:59:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8169, top5_acc: 0.9650, loss_cls: 2.5046, loss: 2.5046 +2023-12-24 13:14:17,223 - pyskl - INFO - Saving checkpoint at 74 epochs +2023-12-24 13:18:44,868 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 13:18:45,496 - pyskl - INFO - +top1_acc 0.7816 +top5_acc 0.9559 +2023-12-24 13:18:45,524 - pyskl - INFO - Epoch(val) [74][3718] top1_acc: 0.7816, top5_acc: 0.9559 +2023-12-24 13:19:39,167 - pyskl - INFO - Epoch [75][100/3405] lr: 1.275e-02, eta: 18:59:17, time: 0.536, data_time: 0.281, memory: 5251, top1_acc: 0.8206, top5_acc: 0.9819, loss_cls: 2.4701, loss: 2.4701 +2023-12-24 13:20:04,667 - pyskl - INFO - Epoch [75][200/3405] lr: 1.275e-02, eta: 18:58:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9788, loss_cls: 2.4905, loss: 2.4905 +2023-12-24 13:20:30,925 - pyskl - INFO - Epoch [75][300/3405] lr: 1.274e-02, eta: 18:58:23, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9725, loss_cls: 2.4436, loss: 2.4436 +2023-12-24 13:20:57,061 - pyskl - INFO - Epoch [75][400/3405] lr: 1.273e-02, eta: 18:57:56, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 2.4460, loss: 2.4460 +2023-12-24 13:21:22,733 - pyskl - INFO - Epoch [75][500/3405] lr: 1.272e-02, eta: 18:57:29, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8156, top5_acc: 0.9788, loss_cls: 2.4782, loss: 2.4782 +2023-12-24 13:21:48,511 - pyskl - INFO - Epoch [75][600/3405] lr: 1.272e-02, eta: 18:57:02, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 2.4863, loss: 2.4863 +2023-12-24 13:22:14,065 - pyskl - INFO - Epoch [75][700/3405] lr: 1.271e-02, eta: 18:56:34, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8325, top5_acc: 0.9800, loss_cls: 2.4857, loss: 2.4857 +2023-12-24 13:22:40,310 - pyskl - INFO - Epoch [75][800/3405] lr: 1.270e-02, eta: 18:56:08, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 2.4753, loss: 2.4753 +2023-12-24 13:23:05,941 - pyskl - INFO - Epoch [75][900/3405] lr: 1.269e-02, eta: 18:55:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 2.4978, loss: 2.4978 +2023-12-24 13:23:31,383 - pyskl - INFO - Epoch [75][1000/3405] lr: 1.268e-02, eta: 18:55:13, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 2.4634, loss: 2.4634 +2023-12-24 13:23:57,033 - pyskl - INFO - Epoch [75][1100/3405] lr: 1.268e-02, eta: 18:54:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9650, loss_cls: 2.5396, loss: 2.5396 +2023-12-24 13:24:23,053 - pyskl - INFO - Epoch [75][1200/3405] lr: 1.267e-02, eta: 18:54:19, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9825, loss_cls: 2.4964, loss: 2.4964 +2023-12-24 13:24:49,241 - pyskl - INFO - Epoch [75][1300/3405] lr: 1.266e-02, eta: 18:53:52, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 2.5181, loss: 2.5181 +2023-12-24 13:25:14,774 - pyskl - INFO - Epoch [75][1400/3405] lr: 1.265e-02, eta: 18:53:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 2.4725, loss: 2.4725 +2023-12-24 13:25:40,573 - pyskl - INFO - Epoch [75][1500/3405] lr: 1.265e-02, eta: 18:52:58, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 2.4729, loss: 2.4729 +2023-12-24 13:26:06,710 - pyskl - INFO - Epoch [75][1600/3405] lr: 1.264e-02, eta: 18:52:31, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9637, loss_cls: 2.5129, loss: 2.5129 +2023-12-24 13:26:32,291 - pyskl - INFO - Epoch [75][1700/3405] lr: 1.263e-02, eta: 18:52:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9681, loss_cls: 2.5084, loss: 2.5084 +2023-12-24 13:26:57,892 - pyskl - INFO - Epoch [75][1800/3405] lr: 1.262e-02, eta: 18:51:37, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9681, loss_cls: 2.5152, loss: 2.5152 +2023-12-24 13:27:23,333 - pyskl - INFO - Epoch [75][1900/3405] lr: 1.262e-02, eta: 18:51:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9744, loss_cls: 2.5079, loss: 2.5079 +2023-12-24 13:27:48,953 - pyskl - INFO - Epoch [75][2000/3405] lr: 1.261e-02, eta: 18:50:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8206, top5_acc: 0.9781, loss_cls: 2.4789, loss: 2.4789 +2023-12-24 13:28:14,520 - pyskl - INFO - Epoch [75][2100/3405] lr: 1.260e-02, eta: 18:50:15, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 2.5614, loss: 2.5614 +2023-12-24 13:28:40,255 - pyskl - INFO - Epoch [75][2200/3405] lr: 1.259e-02, eta: 18:49:48, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9738, loss_cls: 2.5311, loss: 2.5311 +2023-12-24 13:29:06,059 - pyskl - INFO - Epoch [75][2300/3405] lr: 1.259e-02, eta: 18:49:21, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8087, top5_acc: 0.9744, loss_cls: 2.5123, loss: 2.5123 +2023-12-24 13:29:31,586 - pyskl - INFO - Epoch [75][2400/3405] lr: 1.258e-02, eta: 18:48:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 2.4825, loss: 2.4825 +2023-12-24 13:29:57,032 - pyskl - INFO - Epoch [75][2500/3405] lr: 1.257e-02, eta: 18:48:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9769, loss_cls: 2.5054, loss: 2.5054 +2023-12-24 13:30:23,340 - pyskl - INFO - Epoch [75][2600/3405] lr: 1.256e-02, eta: 18:47:59, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9663, loss_cls: 2.5362, loss: 2.5362 +2023-12-24 13:30:48,716 - pyskl - INFO - Epoch [75][2700/3405] lr: 1.255e-02, eta: 18:47:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9656, loss_cls: 2.5199, loss: 2.5199 +2023-12-24 13:31:14,222 - pyskl - INFO - Epoch [75][2800/3405] lr: 1.255e-02, eta: 18:47:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8306, top5_acc: 0.9725, loss_cls: 2.4982, loss: 2.4982 +2023-12-24 13:31:39,402 - pyskl - INFO - Epoch [75][2900/3405] lr: 1.254e-02, eta: 18:46:37, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 2.4996, loss: 2.4996 +2023-12-24 13:32:04,787 - pyskl - INFO - Epoch [75][3000/3405] lr: 1.253e-02, eta: 18:46:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9775, loss_cls: 2.4844, loss: 2.4844 +2023-12-24 13:32:30,412 - pyskl - INFO - Epoch [75][3100/3405] lr: 1.252e-02, eta: 18:45:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 2.4215, loss: 2.4215 +2023-12-24 13:32:55,685 - pyskl - INFO - Epoch [75][3200/3405] lr: 1.252e-02, eta: 18:45:15, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 2.5715, loss: 2.5715 +2023-12-24 13:33:21,072 - pyskl - INFO - Epoch [75][3300/3405] lr: 1.251e-02, eta: 18:44:47, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8269, top5_acc: 0.9694, loss_cls: 2.4935, loss: 2.4935 +2023-12-24 13:33:46,757 - pyskl - INFO - Epoch [75][3400/3405] lr: 1.250e-02, eta: 18:44:20, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9681, loss_cls: 2.5224, loss: 2.5224 +2023-12-24 13:33:48,663 - pyskl - INFO - Saving checkpoint at 75 epochs +2023-12-24 13:38:16,161 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 13:38:16,782 - pyskl - INFO - +top1_acc 0.7781 +top5_acc 0.9523 +2023-12-24 13:38:16,810 - pyskl - INFO - Epoch(val) [75][3718] top1_acc: 0.7781, top5_acc: 0.9523 +2023-12-24 13:39:09,849 - pyskl - INFO - Epoch [76][100/3405] lr: 1.249e-02, eta: 18:44:18, time: 0.530, data_time: 0.277, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9812, loss_cls: 2.4848, loss: 2.4848 +2023-12-24 13:39:35,201 - pyskl - INFO - Epoch [76][200/3405] lr: 1.248e-02, eta: 18:43:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 2.4458, loss: 2.4458 +2023-12-24 13:40:01,370 - pyskl - INFO - Epoch [76][300/3405] lr: 1.248e-02, eta: 18:43:24, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 2.4391, loss: 2.4391 +2023-12-24 13:40:27,567 - pyskl - INFO - Epoch [76][400/3405] lr: 1.247e-02, eta: 18:42:57, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 2.4440, loss: 2.4440 +2023-12-24 13:40:54,162 - pyskl - INFO - Epoch [76][500/3405] lr: 1.246e-02, eta: 18:42:31, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 2.4764, loss: 2.4764 +2023-12-24 13:41:20,218 - pyskl - INFO - Epoch [76][600/3405] lr: 1.245e-02, eta: 18:42:04, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 2.4523, loss: 2.4523 +2023-12-24 13:41:45,786 - pyskl - INFO - Epoch [76][700/3405] lr: 1.245e-02, eta: 18:41:37, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 2.4676, loss: 2.4676 +2023-12-24 13:42:11,056 - pyskl - INFO - Epoch [76][800/3405] lr: 1.244e-02, eta: 18:41:09, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 2.5478, loss: 2.5478 +2023-12-24 13:42:36,362 - pyskl - INFO - Epoch [76][900/3405] lr: 1.243e-02, eta: 18:40:41, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9719, loss_cls: 2.5165, loss: 2.5165 +2023-12-24 13:43:01,649 - pyskl - INFO - Epoch [76][1000/3405] lr: 1.242e-02, eta: 18:40:14, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9731, loss_cls: 2.5136, loss: 2.5136 +2023-12-24 13:43:26,997 - pyskl - INFO - Epoch [76][1100/3405] lr: 1.242e-02, eta: 18:39:46, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 2.4569, loss: 2.4569 +2023-12-24 13:43:52,336 - pyskl - INFO - Epoch [76][1200/3405] lr: 1.241e-02, eta: 18:39:19, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9819, loss_cls: 2.4619, loss: 2.4619 +2023-12-24 13:44:18,343 - pyskl - INFO - Epoch [76][1300/3405] lr: 1.240e-02, eta: 18:38:52, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 2.4945, loss: 2.4945 +2023-12-24 13:44:43,882 - pyskl - INFO - Epoch [76][1400/3405] lr: 1.239e-02, eta: 18:38:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 2.5036, loss: 2.5036 +2023-12-24 13:45:10,115 - pyskl - INFO - Epoch [76][1500/3405] lr: 1.238e-02, eta: 18:37:58, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 2.4624, loss: 2.4624 +2023-12-24 13:45:36,048 - pyskl - INFO - Epoch [76][1600/3405] lr: 1.238e-02, eta: 18:37:31, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8350, top5_acc: 0.9706, loss_cls: 2.4805, loss: 2.4805 +2023-12-24 13:46:01,841 - pyskl - INFO - Epoch [76][1700/3405] lr: 1.237e-02, eta: 18:37:04, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 2.4585, loss: 2.4585 +2023-12-24 13:46:27,341 - pyskl - INFO - Epoch [76][1800/3405] lr: 1.236e-02, eta: 18:36:37, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8163, top5_acc: 0.9756, loss_cls: 2.5152, loss: 2.5152 +2023-12-24 13:46:52,688 - pyskl - INFO - Epoch [76][1900/3405] lr: 1.235e-02, eta: 18:36:09, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 2.5074, loss: 2.5074 +2023-12-24 13:47:18,706 - pyskl - INFO - Epoch [76][2000/3405] lr: 1.235e-02, eta: 18:35:43, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 2.5241, loss: 2.5241 +2023-12-24 13:47:44,418 - pyskl - INFO - Epoch [76][2100/3405] lr: 1.234e-02, eta: 18:35:15, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 2.5094, loss: 2.5094 +2023-12-24 13:48:10,002 - pyskl - INFO - Epoch [76][2200/3405] lr: 1.233e-02, eta: 18:34:48, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8175, top5_acc: 0.9700, loss_cls: 2.5068, loss: 2.5068 +2023-12-24 13:48:35,705 - pyskl - INFO - Epoch [76][2300/3405] lr: 1.232e-02, eta: 18:34:21, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 2.5181, loss: 2.5181 +2023-12-24 13:49:01,423 - pyskl - INFO - Epoch [76][2400/3405] lr: 1.232e-02, eta: 18:33:54, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 2.4814, loss: 2.4814 +2023-12-24 13:49:27,277 - pyskl - INFO - Epoch [76][2500/3405] lr: 1.231e-02, eta: 18:33:27, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 2.4791, loss: 2.4791 +2023-12-24 13:49:52,828 - pyskl - INFO - Epoch [76][2600/3405] lr: 1.230e-02, eta: 18:33:00, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8269, top5_acc: 0.9800, loss_cls: 2.4654, loss: 2.4654 +2023-12-24 13:50:18,570 - pyskl - INFO - Epoch [76][2700/3405] lr: 1.229e-02, eta: 18:32:33, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9769, loss_cls: 2.5138, loss: 2.5138 +2023-12-24 13:50:43,994 - pyskl - INFO - Epoch [76][2800/3405] lr: 1.228e-02, eta: 18:32:05, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9750, loss_cls: 2.4940, loss: 2.4940 +2023-12-24 13:51:09,229 - pyskl - INFO - Epoch [76][2900/3405] lr: 1.228e-02, eta: 18:31:38, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8250, top5_acc: 0.9775, loss_cls: 2.4727, loss: 2.4727 +2023-12-24 13:51:34,735 - pyskl - INFO - Epoch [76][3000/3405] lr: 1.227e-02, eta: 18:31:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9794, loss_cls: 2.5134, loss: 2.5134 +2023-12-24 13:52:00,197 - pyskl - INFO - Epoch [76][3100/3405] lr: 1.226e-02, eta: 18:30:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9738, loss_cls: 2.4950, loss: 2.4950 +2023-12-24 13:52:25,620 - pyskl - INFO - Epoch [76][3200/3405] lr: 1.225e-02, eta: 18:30:16, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 2.5076, loss: 2.5076 +2023-12-24 13:52:50,971 - pyskl - INFO - Epoch [76][3300/3405] lr: 1.225e-02, eta: 18:29:48, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 2.4766, loss: 2.4766 +2023-12-24 13:53:16,437 - pyskl - INFO - Epoch [76][3400/3405] lr: 1.224e-02, eta: 18:29:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9688, loss_cls: 2.4752, loss: 2.4752 +2023-12-24 13:53:18,352 - pyskl - INFO - Saving checkpoint at 76 epochs +2023-12-24 13:57:46,209 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 13:57:46,852 - pyskl - INFO - +top1_acc 0.7996 +top5_acc 0.9583 +2023-12-24 13:57:46,857 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_66.pth was removed +2023-12-24 13:57:47,092 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_76.pth. +2023-12-24 13:57:47,093 - pyskl - INFO - Best top1_acc is 0.7996 at 76 epoch. +2023-12-24 13:57:47,118 - pyskl - INFO - Epoch(val) [76][3718] top1_acc: 0.7996, top5_acc: 0.9583 +2023-12-24 13:58:39,835 - pyskl - INFO - Epoch [77][100/3405] lr: 1.223e-02, eta: 18:29:17, time: 0.527, data_time: 0.274, memory: 5251, top1_acc: 0.8425, top5_acc: 0.9750, loss_cls: 2.4621, loss: 2.4621 +2023-12-24 13:59:05,317 - pyskl - INFO - Epoch [77][200/3405] lr: 1.222e-02, eta: 18:28:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 2.4098, loss: 2.4098 +2023-12-24 13:59:31,358 - pyskl - INFO - Epoch [77][300/3405] lr: 1.222e-02, eta: 18:28:23, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 2.3885, loss: 2.3885 +2023-12-24 13:59:57,372 - pyskl - INFO - Epoch [77][400/3405] lr: 1.221e-02, eta: 18:27:56, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 2.4327, loss: 2.4327 +2023-12-24 14:00:23,347 - pyskl - INFO - Epoch [77][500/3405] lr: 1.220e-02, eta: 18:27:30, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8438, top5_acc: 0.9744, loss_cls: 2.4630, loss: 2.4630 +2023-12-24 14:00:48,668 - pyskl - INFO - Epoch [77][600/3405] lr: 1.219e-02, eta: 18:27:02, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 2.4150, loss: 2.4150 +2023-12-24 14:01:14,466 - pyskl - INFO - Epoch [77][700/3405] lr: 1.218e-02, eta: 18:26:35, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9762, loss_cls: 2.4537, loss: 2.4537 +2023-12-24 14:01:40,866 - pyskl - INFO - Epoch [77][800/3405] lr: 1.218e-02, eta: 18:26:09, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 2.4796, loss: 2.4796 +2023-12-24 14:02:06,844 - pyskl - INFO - Epoch [77][900/3405] lr: 1.217e-02, eta: 18:25:42, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 2.4435, loss: 2.4435 +2023-12-24 14:02:32,737 - pyskl - INFO - Epoch [77][1000/3405] lr: 1.216e-02, eta: 18:25:15, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 2.4768, loss: 2.4768 +2023-12-24 14:02:58,225 - pyskl - INFO - Epoch [77][1100/3405] lr: 1.215e-02, eta: 18:24:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9688, loss_cls: 2.5328, loss: 2.5328 +2023-12-24 14:03:24,238 - pyskl - INFO - Epoch [77][1200/3405] lr: 1.215e-02, eta: 18:24:21, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 2.4781, loss: 2.4781 +2023-12-24 14:03:49,786 - pyskl - INFO - Epoch [77][1300/3405] lr: 1.214e-02, eta: 18:23:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 2.5065, loss: 2.5065 +2023-12-24 14:04:15,165 - pyskl - INFO - Epoch [77][1400/3405] lr: 1.213e-02, eta: 18:23:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 2.4609, loss: 2.4609 +2023-12-24 14:04:40,867 - pyskl - INFO - Epoch [77][1500/3405] lr: 1.212e-02, eta: 18:22:59, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 2.4485, loss: 2.4485 +2023-12-24 14:05:06,933 - pyskl - INFO - Epoch [77][1600/3405] lr: 1.212e-02, eta: 18:22:32, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 2.4735, loss: 2.4735 +2023-12-24 14:05:33,793 - pyskl - INFO - Epoch [77][1700/3405] lr: 1.211e-02, eta: 18:22:06, time: 0.269, data_time: 0.000, memory: 5251, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 2.4627, loss: 2.4627 +2023-12-24 14:06:00,620 - pyskl - INFO - Epoch [77][1800/3405] lr: 1.210e-02, eta: 18:21:40, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 2.4956, loss: 2.4956 +2023-12-24 14:06:27,126 - pyskl - INFO - Epoch [77][1900/3405] lr: 1.209e-02, eta: 18:21:14, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 2.4609, loss: 2.4609 +2023-12-24 14:06:52,878 - pyskl - INFO - Epoch [77][2000/3405] lr: 1.208e-02, eta: 18:20:47, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 2.4836, loss: 2.4836 +2023-12-24 14:07:18,752 - pyskl - INFO - Epoch [77][2100/3405] lr: 1.208e-02, eta: 18:20:20, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 2.5129, loss: 2.5129 +2023-12-24 14:07:44,331 - pyskl - INFO - Epoch [77][2200/3405] lr: 1.207e-02, eta: 18:19:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 2.4497, loss: 2.4497 +2023-12-24 14:08:10,224 - pyskl - INFO - Epoch [77][2300/3405] lr: 1.206e-02, eta: 18:19:26, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8269, top5_acc: 0.9794, loss_cls: 2.4684, loss: 2.4684 +2023-12-24 14:08:35,757 - pyskl - INFO - Epoch [77][2400/3405] lr: 1.205e-02, eta: 18:18:58, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 2.4582, loss: 2.4582 +2023-12-24 14:09:01,614 - pyskl - INFO - Epoch [77][2500/3405] lr: 1.205e-02, eta: 18:18:31, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 2.4878, loss: 2.4878 +2023-12-24 14:09:27,445 - pyskl - INFO - Epoch [77][2600/3405] lr: 1.204e-02, eta: 18:18:04, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 2.5028, loss: 2.5028 +2023-12-24 14:09:52,987 - pyskl - INFO - Epoch [77][2700/3405] lr: 1.203e-02, eta: 18:17:37, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9681, loss_cls: 2.5164, loss: 2.5164 +2023-12-24 14:10:19,656 - pyskl - INFO - Epoch [77][2800/3405] lr: 1.202e-02, eta: 18:17:11, time: 0.267, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9663, loss_cls: 2.5025, loss: 2.5025 +2023-12-24 14:10:45,206 - pyskl - INFO - Epoch [77][2900/3405] lr: 1.202e-02, eta: 18:16:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8244, top5_acc: 0.9706, loss_cls: 2.5100, loss: 2.5100 +2023-12-24 14:11:11,541 - pyskl - INFO - Epoch [77][3000/3405] lr: 1.201e-02, eta: 18:16:17, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 2.4867, loss: 2.4867 +2023-12-24 14:11:36,986 - pyskl - INFO - Epoch [77][3100/3405] lr: 1.200e-02, eta: 18:15:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8488, top5_acc: 0.9750, loss_cls: 2.4182, loss: 2.4182 +2023-12-24 14:12:02,309 - pyskl - INFO - Epoch [77][3200/3405] lr: 1.199e-02, eta: 18:15:22, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 2.4566, loss: 2.4566 +2023-12-24 14:12:27,634 - pyskl - INFO - Epoch [77][3300/3405] lr: 1.198e-02, eta: 18:14:55, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 2.4813, loss: 2.4813 +2023-12-24 14:12:52,955 - pyskl - INFO - Epoch [77][3400/3405] lr: 1.198e-02, eta: 18:14:27, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 2.4525, loss: 2.4525 +2023-12-24 14:12:54,808 - pyskl - INFO - Saving checkpoint at 77 epochs +2023-12-24 14:17:22,675 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 14:17:23,315 - pyskl - INFO - +top1_acc 0.7837 +top5_acc 0.9585 +2023-12-24 14:17:23,340 - pyskl - INFO - Epoch(val) [77][3718] top1_acc: 0.7837, top5_acc: 0.9585 +2023-12-24 14:18:16,238 - pyskl - INFO - Epoch [78][100/3405] lr: 1.197e-02, eta: 18:14:23, time: 0.529, data_time: 0.276, memory: 5251, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 2.4225, loss: 2.4225 +2023-12-24 14:18:41,892 - pyskl - INFO - Epoch [78][200/3405] lr: 1.196e-02, eta: 18:13:56, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 2.4174, loss: 2.4174 +2023-12-24 14:19:07,830 - pyskl - INFO - Epoch [78][300/3405] lr: 1.195e-02, eta: 18:13:29, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 2.4316, loss: 2.4316 +2023-12-24 14:19:34,256 - pyskl - INFO - Epoch [78][400/3405] lr: 1.195e-02, eta: 18:13:03, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 2.4191, loss: 2.4191 +2023-12-24 14:20:00,471 - pyskl - INFO - Epoch [78][500/3405] lr: 1.194e-02, eta: 18:12:36, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 2.4095, loss: 2.4095 +2023-12-24 14:20:26,157 - pyskl - INFO - Epoch [78][600/3405] lr: 1.193e-02, eta: 18:12:09, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 2.3817, loss: 2.3817 +2023-12-24 14:20:51,693 - pyskl - INFO - Epoch [78][700/3405] lr: 1.192e-02, eta: 18:11:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9750, loss_cls: 2.4286, loss: 2.4286 +2023-12-24 14:21:17,232 - pyskl - INFO - Epoch [78][800/3405] lr: 1.192e-02, eta: 18:11:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 2.4070, loss: 2.4070 +2023-12-24 14:21:42,660 - pyskl - INFO - Epoch [78][900/3405] lr: 1.191e-02, eta: 18:10:47, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 2.4764, loss: 2.4764 +2023-12-24 14:22:08,339 - pyskl - INFO - Epoch [78][1000/3405] lr: 1.190e-02, eta: 18:10:20, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 2.4444, loss: 2.4444 +2023-12-24 14:22:33,949 - pyskl - INFO - Epoch [78][1100/3405] lr: 1.189e-02, eta: 18:09:53, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8169, top5_acc: 0.9762, loss_cls: 2.4704, loss: 2.4704 +2023-12-24 14:22:59,650 - pyskl - INFO - Epoch [78][1200/3405] lr: 1.188e-02, eta: 18:09:26, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9669, loss_cls: 2.5220, loss: 2.5220 +2023-12-24 14:23:25,432 - pyskl - INFO - Epoch [78][1300/3405] lr: 1.188e-02, eta: 18:08:59, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9794, loss_cls: 2.4812, loss: 2.4812 +2023-12-24 14:23:51,523 - pyskl - INFO - Epoch [78][1400/3405] lr: 1.187e-02, eta: 18:08:32, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9788, loss_cls: 2.4967, loss: 2.4967 +2023-12-24 14:24:17,298 - pyskl - INFO - Epoch [78][1500/3405] lr: 1.186e-02, eta: 18:08:05, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9800, loss_cls: 2.5005, loss: 2.5005 +2023-12-24 14:24:42,908 - pyskl - INFO - Epoch [78][1600/3405] lr: 1.185e-02, eta: 18:07:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 2.5025, loss: 2.5025 +2023-12-24 14:25:09,493 - pyskl - INFO - Epoch [78][1700/3405] lr: 1.185e-02, eta: 18:07:12, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 2.4793, loss: 2.4793 +2023-12-24 14:25:36,281 - pyskl - INFO - Epoch [78][1800/3405] lr: 1.184e-02, eta: 18:06:46, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 2.5336, loss: 2.5336 +2023-12-24 14:26:01,984 - pyskl - INFO - Epoch [78][1900/3405] lr: 1.183e-02, eta: 18:06:18, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9775, loss_cls: 2.4790, loss: 2.4790 +2023-12-24 14:26:28,103 - pyskl - INFO - Epoch [78][2000/3405] lr: 1.182e-02, eta: 18:05:52, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 2.4858, loss: 2.4858 +2023-12-24 14:26:53,931 - pyskl - INFO - Epoch [78][2100/3405] lr: 1.182e-02, eta: 18:05:25, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9744, loss_cls: 2.5401, loss: 2.5401 +2023-12-24 14:27:19,730 - pyskl - INFO - Epoch [78][2200/3405] lr: 1.181e-02, eta: 18:04:58, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 2.3984, loss: 2.3984 +2023-12-24 14:27:45,913 - pyskl - INFO - Epoch [78][2300/3405] lr: 1.180e-02, eta: 18:04:31, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9806, loss_cls: 2.4638, loss: 2.4638 +2023-12-24 14:28:12,121 - pyskl - INFO - Epoch [78][2400/3405] lr: 1.179e-02, eta: 18:04:04, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 2.4361, loss: 2.4361 +2023-12-24 14:28:37,755 - pyskl - INFO - Epoch [78][2500/3405] lr: 1.178e-02, eta: 18:03:37, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 2.4240, loss: 2.4240 +2023-12-24 14:29:03,515 - pyskl - INFO - Epoch [78][2600/3405] lr: 1.178e-02, eta: 18:03:10, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 2.4893, loss: 2.4893 +2023-12-24 14:29:29,053 - pyskl - INFO - Epoch [78][2700/3405] lr: 1.177e-02, eta: 18:02:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 2.4400, loss: 2.4400 +2023-12-24 14:29:54,924 - pyskl - INFO - Epoch [78][2800/3405] lr: 1.176e-02, eta: 18:02:16, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 2.4966, loss: 2.4966 +2023-12-24 14:30:20,341 - pyskl - INFO - Epoch [78][2900/3405] lr: 1.175e-02, eta: 18:01:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 2.4679, loss: 2.4679 +2023-12-24 14:30:46,643 - pyskl - INFO - Epoch [78][3000/3405] lr: 1.175e-02, eta: 18:01:22, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.8263, top5_acc: 0.9762, loss_cls: 2.4968, loss: 2.4968 +2023-12-24 14:31:12,765 - pyskl - INFO - Epoch [78][3100/3405] lr: 1.174e-02, eta: 18:00:56, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 2.4498, loss: 2.4498 +2023-12-24 14:31:38,306 - pyskl - INFO - Epoch [78][3200/3405] lr: 1.173e-02, eta: 18:00:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 2.4460, loss: 2.4460 +2023-12-24 14:32:03,705 - pyskl - INFO - Epoch [78][3300/3405] lr: 1.172e-02, eta: 18:00:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 2.4904, loss: 2.4904 +2023-12-24 14:32:29,313 - pyskl - INFO - Epoch [78][3400/3405] lr: 1.172e-02, eta: 17:59:34, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9656, loss_cls: 2.5220, loss: 2.5220 +2023-12-24 14:32:31,264 - pyskl - INFO - Saving checkpoint at 78 epochs +2023-12-24 14:36:59,202 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 14:36:59,821 - pyskl - INFO - +top1_acc 0.7758 +top5_acc 0.9532 +2023-12-24 14:36:59,846 - pyskl - INFO - Epoch(val) [78][3718] top1_acc: 0.7758, top5_acc: 0.9532 +2023-12-24 14:37:53,599 - pyskl - INFO - Epoch [79][100/3405] lr: 1.171e-02, eta: 17:59:30, time: 0.537, data_time: 0.277, memory: 5251, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 2.4440, loss: 2.4440 +2023-12-24 14:38:19,010 - pyskl - INFO - Epoch [79][200/3405] lr: 1.170e-02, eta: 17:59:03, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8319, top5_acc: 0.9831, loss_cls: 2.4374, loss: 2.4374 +2023-12-24 14:38:45,007 - pyskl - INFO - Epoch [79][300/3405] lr: 1.169e-02, eta: 17:58:36, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8394, top5_acc: 0.9831, loss_cls: 2.4220, loss: 2.4220 +2023-12-24 14:39:11,490 - pyskl - INFO - Epoch [79][400/3405] lr: 1.168e-02, eta: 17:58:09, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 2.4246, loss: 2.4246 +2023-12-24 14:39:37,411 - pyskl - INFO - Epoch [79][500/3405] lr: 1.168e-02, eta: 17:57:43, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 2.4075, loss: 2.4075 +2023-12-24 14:40:02,973 - pyskl - INFO - Epoch [79][600/3405] lr: 1.167e-02, eta: 17:57:15, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 2.4346, loss: 2.4346 +2023-12-24 14:40:28,378 - pyskl - INFO - Epoch [79][700/3405] lr: 1.166e-02, eta: 17:56:48, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8319, top5_acc: 0.9831, loss_cls: 2.4331, loss: 2.4331 +2023-12-24 14:40:53,982 - pyskl - INFO - Epoch [79][800/3405] lr: 1.165e-02, eta: 17:56:21, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8287, top5_acc: 0.9800, loss_cls: 2.4560, loss: 2.4560 +2023-12-24 14:41:20,139 - pyskl - INFO - Epoch [79][900/3405] lr: 1.165e-02, eta: 17:55:54, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 2.4529, loss: 2.4529 +2023-12-24 14:41:46,464 - pyskl - INFO - Epoch [79][1000/3405] lr: 1.164e-02, eta: 17:55:28, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 2.4414, loss: 2.4414 +2023-12-24 14:42:12,149 - pyskl - INFO - Epoch [79][1100/3405] lr: 1.163e-02, eta: 17:55:00, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8612, top5_acc: 0.9869, loss_cls: 2.3785, loss: 2.3785 +2023-12-24 14:42:37,774 - pyskl - INFO - Epoch [79][1200/3405] lr: 1.162e-02, eta: 17:54:33, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9800, loss_cls: 2.4602, loss: 2.4602 +2023-12-24 14:43:03,425 - pyskl - INFO - Epoch [79][1300/3405] lr: 1.162e-02, eta: 17:54:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 2.4480, loss: 2.4480 +2023-12-24 14:43:29,385 - pyskl - INFO - Epoch [79][1400/3405] lr: 1.161e-02, eta: 17:53:39, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 2.4490, loss: 2.4490 +2023-12-24 14:43:55,148 - pyskl - INFO - Epoch [79][1500/3405] lr: 1.160e-02, eta: 17:53:12, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9869, loss_cls: 2.4371, loss: 2.4371 +2023-12-24 14:44:20,802 - pyskl - INFO - Epoch [79][1600/3405] lr: 1.159e-02, eta: 17:52:45, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 2.4071, loss: 2.4071 +2023-12-24 14:44:46,487 - pyskl - INFO - Epoch [79][1700/3405] lr: 1.158e-02, eta: 17:52:18, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9762, loss_cls: 2.4871, loss: 2.4871 +2023-12-24 14:45:12,113 - pyskl - INFO - Epoch [79][1800/3405] lr: 1.158e-02, eta: 17:51:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9844, loss_cls: 2.4353, loss: 2.4353 +2023-12-24 14:45:37,926 - pyskl - INFO - Epoch [79][1900/3405] lr: 1.157e-02, eta: 17:51:24, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9725, loss_cls: 2.5367, loss: 2.5367 +2023-12-24 14:46:03,674 - pyskl - INFO - Epoch [79][2000/3405] lr: 1.156e-02, eta: 17:50:57, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9719, loss_cls: 2.4720, loss: 2.4720 +2023-12-24 14:46:29,060 - pyskl - INFO - Epoch [79][2100/3405] lr: 1.155e-02, eta: 17:50:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8494, top5_acc: 0.9756, loss_cls: 2.4284, loss: 2.4284 +2023-12-24 14:46:54,946 - pyskl - INFO - Epoch [79][2200/3405] lr: 1.155e-02, eta: 17:50:03, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 2.4610, loss: 2.4610 +2023-12-24 14:47:20,504 - pyskl - INFO - Epoch [79][2300/3405] lr: 1.154e-02, eta: 17:49:35, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 2.4840, loss: 2.4840 +2023-12-24 14:47:46,237 - pyskl - INFO - Epoch [79][2400/3405] lr: 1.153e-02, eta: 17:49:08, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 2.5000, loss: 2.5000 +2023-12-24 14:48:12,007 - pyskl - INFO - Epoch [79][2500/3405] lr: 1.152e-02, eta: 17:48:41, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8263, top5_acc: 0.9788, loss_cls: 2.4562, loss: 2.4562 +2023-12-24 14:48:37,484 - pyskl - INFO - Epoch [79][2600/3405] lr: 1.152e-02, eta: 17:48:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9719, loss_cls: 2.5207, loss: 2.5207 +2023-12-24 14:49:02,863 - pyskl - INFO - Epoch [79][2700/3405] lr: 1.151e-02, eta: 17:47:47, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 2.4411, loss: 2.4411 +2023-12-24 14:49:28,506 - pyskl - INFO - Epoch [79][2800/3405] lr: 1.150e-02, eta: 17:47:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 2.4987, loss: 2.4987 +2023-12-24 14:49:54,034 - pyskl - INFO - Epoch [79][2900/3405] lr: 1.149e-02, eta: 17:46:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 2.4815, loss: 2.4815 +2023-12-24 14:50:19,766 - pyskl - INFO - Epoch [79][3000/3405] lr: 1.149e-02, eta: 17:46:25, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 2.4266, loss: 2.4266 +2023-12-24 14:50:45,153 - pyskl - INFO - Epoch [79][3100/3405] lr: 1.148e-02, eta: 17:45:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 2.4693, loss: 2.4693 +2023-12-24 14:51:10,536 - pyskl - INFO - Epoch [79][3200/3405] lr: 1.147e-02, eta: 17:45:30, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 2.4872, loss: 2.4872 +2023-12-24 14:51:36,060 - pyskl - INFO - Epoch [79][3300/3405] lr: 1.146e-02, eta: 17:45:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9775, loss_cls: 2.4720, loss: 2.4720 +2023-12-24 14:52:01,398 - pyskl - INFO - Epoch [79][3400/3405] lr: 1.145e-02, eta: 17:44:36, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 2.4310, loss: 2.4310 +2023-12-24 14:52:03,277 - pyskl - INFO - Saving checkpoint at 79 epochs +2023-12-24 14:56:31,280 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 14:56:31,909 - pyskl - INFO - +top1_acc 0.7962 +top5_acc 0.9595 +2023-12-24 14:56:31,934 - pyskl - INFO - Epoch(val) [79][3718] top1_acc: 0.7962, top5_acc: 0.9595 +2023-12-24 14:57:25,058 - pyskl - INFO - Epoch [80][100/3405] lr: 1.145e-02, eta: 17:44:31, time: 0.531, data_time: 0.278, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 2.4082, loss: 2.4082 +2023-12-24 14:57:50,451 - pyskl - INFO - Epoch [80][200/3405] lr: 1.144e-02, eta: 17:44:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 2.4199, loss: 2.4199 +2023-12-24 14:58:16,402 - pyskl - INFO - Epoch [80][300/3405] lr: 1.143e-02, eta: 17:43:37, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8369, top5_acc: 0.9825, loss_cls: 2.4347, loss: 2.4347 +2023-12-24 14:58:42,954 - pyskl - INFO - Epoch [80][400/3405] lr: 1.142e-02, eta: 17:43:10, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9825, loss_cls: 2.4454, loss: 2.4454 +2023-12-24 14:59:08,724 - pyskl - INFO - Epoch [80][500/3405] lr: 1.142e-02, eta: 17:42:43, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8419, top5_acc: 0.9831, loss_cls: 2.4301, loss: 2.4301 +2023-12-24 14:59:34,168 - pyskl - INFO - Epoch [80][600/3405] lr: 1.141e-02, eta: 17:42:16, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 2.3782, loss: 2.3782 +2023-12-24 14:59:59,691 - pyskl - INFO - Epoch [80][700/3405] lr: 1.140e-02, eta: 17:41:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 2.4641, loss: 2.4641 +2023-12-24 15:00:25,080 - pyskl - INFO - Epoch [80][800/3405] lr: 1.139e-02, eta: 17:41:21, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8169, top5_acc: 0.9781, loss_cls: 2.4792, loss: 2.4792 +2023-12-24 15:00:50,580 - pyskl - INFO - Epoch [80][900/3405] lr: 1.139e-02, eta: 17:40:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 2.4474, loss: 2.4474 +2023-12-24 15:01:16,322 - pyskl - INFO - Epoch [80][1000/3405] lr: 1.138e-02, eta: 17:40:27, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9812, loss_cls: 2.4397, loss: 2.4397 +2023-12-24 15:01:42,164 - pyskl - INFO - Epoch [80][1100/3405] lr: 1.137e-02, eta: 17:40:00, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 2.4627, loss: 2.4627 +2023-12-24 15:02:08,067 - pyskl - INFO - Epoch [80][1200/3405] lr: 1.136e-02, eta: 17:39:33, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8575, top5_acc: 0.9731, loss_cls: 2.4070, loss: 2.4070 +2023-12-24 15:02:33,505 - pyskl - INFO - Epoch [80][1300/3405] lr: 1.135e-02, eta: 17:39:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9850, loss_cls: 2.4051, loss: 2.4051 +2023-12-24 15:02:59,638 - pyskl - INFO - Epoch [80][1400/3405] lr: 1.135e-02, eta: 17:38:39, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 2.4418, loss: 2.4418 +2023-12-24 15:03:25,330 - pyskl - INFO - Epoch [80][1500/3405] lr: 1.134e-02, eta: 17:38:12, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 2.4349, loss: 2.4349 +2023-12-24 15:03:51,480 - pyskl - INFO - Epoch [80][1600/3405] lr: 1.133e-02, eta: 17:37:45, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 2.4070, loss: 2.4070 +2023-12-24 15:04:17,160 - pyskl - INFO - Epoch [80][1700/3405] lr: 1.132e-02, eta: 17:37:18, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 2.4109, loss: 2.4109 +2023-12-24 15:04:43,142 - pyskl - INFO - Epoch [80][1800/3405] lr: 1.132e-02, eta: 17:36:52, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 2.4236, loss: 2.4236 +2023-12-24 15:05:09,074 - pyskl - INFO - Epoch [80][1900/3405] lr: 1.131e-02, eta: 17:36:25, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9731, loss_cls: 2.4069, loss: 2.4069 +2023-12-24 15:05:34,991 - pyskl - INFO - Epoch [80][2000/3405] lr: 1.130e-02, eta: 17:35:58, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9812, loss_cls: 2.4368, loss: 2.4368 +2023-12-24 15:06:00,808 - pyskl - INFO - Epoch [80][2100/3405] lr: 1.129e-02, eta: 17:35:31, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 2.4969, loss: 2.4969 +2023-12-24 15:06:26,571 - pyskl - INFO - Epoch [80][2200/3405] lr: 1.129e-02, eta: 17:35:04, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 2.4568, loss: 2.4568 +2023-12-24 15:06:52,018 - pyskl - INFO - Epoch [80][2300/3405] lr: 1.128e-02, eta: 17:34:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9844, loss_cls: 2.4306, loss: 2.4306 +2023-12-24 15:07:18,099 - pyskl - INFO - Epoch [80][2400/3405] lr: 1.127e-02, eta: 17:34:10, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 2.4666, loss: 2.4666 +2023-12-24 15:07:43,749 - pyskl - INFO - Epoch [80][2500/3405] lr: 1.126e-02, eta: 17:33:43, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 2.4030, loss: 2.4030 +2023-12-24 15:08:09,296 - pyskl - INFO - Epoch [80][2600/3405] lr: 1.126e-02, eta: 17:33:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 2.4555, loss: 2.4555 +2023-12-24 15:08:34,821 - pyskl - INFO - Epoch [80][2700/3405] lr: 1.125e-02, eta: 17:32:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 2.4432, loss: 2.4432 +2023-12-24 15:09:00,176 - pyskl - INFO - Epoch [80][2800/3405] lr: 1.124e-02, eta: 17:32:21, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 2.3918, loss: 2.3918 +2023-12-24 15:09:25,632 - pyskl - INFO - Epoch [80][2900/3405] lr: 1.123e-02, eta: 17:31:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9756, loss_cls: 2.5107, loss: 2.5107 +2023-12-24 15:09:51,115 - pyskl - INFO - Epoch [80][3000/3405] lr: 1.122e-02, eta: 17:31:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 2.4509, loss: 2.4509 +2023-12-24 15:10:16,475 - pyskl - INFO - Epoch [80][3100/3405] lr: 1.122e-02, eta: 17:30:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 2.4922, loss: 2.4922 +2023-12-24 15:10:41,824 - pyskl - INFO - Epoch [80][3200/3405] lr: 1.121e-02, eta: 17:30:32, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 2.4448, loss: 2.4448 +2023-12-24 15:11:07,181 - pyskl - INFO - Epoch [80][3300/3405] lr: 1.120e-02, eta: 17:30:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 2.5037, loss: 2.5037 +2023-12-24 15:11:32,565 - pyskl - INFO - Epoch [80][3400/3405] lr: 1.119e-02, eta: 17:29:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8369, top5_acc: 0.9706, loss_cls: 2.4792, loss: 2.4792 +2023-12-24 15:11:34,437 - pyskl - INFO - Saving checkpoint at 80 epochs +2023-12-24 15:16:01,639 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 15:16:02,253 - pyskl - INFO - +top1_acc 0.7865 +top5_acc 0.9544 +2023-12-24 15:16:02,280 - pyskl - INFO - Epoch(val) [80][3718] top1_acc: 0.7865, top5_acc: 0.9544 +2023-12-24 15:16:56,311 - pyskl - INFO - Epoch [81][100/3405] lr: 1.119e-02, eta: 17:29:32, time: 0.540, data_time: 0.283, memory: 5251, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 2.3743, loss: 2.3743 +2023-12-24 15:17:22,479 - pyskl - INFO - Epoch [81][200/3405] lr: 1.118e-02, eta: 17:29:06, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 2.3584, loss: 2.3584 +2023-12-24 15:17:49,029 - pyskl - INFO - Epoch [81][300/3405] lr: 1.117e-02, eta: 17:28:39, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 2.4120, loss: 2.4120 +2023-12-24 15:18:15,135 - pyskl - INFO - Epoch [81][400/3405] lr: 1.116e-02, eta: 17:28:13, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 2.4359, loss: 2.4359 +2023-12-24 15:18:40,926 - pyskl - INFO - Epoch [81][500/3405] lr: 1.116e-02, eta: 17:27:46, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 2.4051, loss: 2.4051 +2023-12-24 15:19:06,905 - pyskl - INFO - Epoch [81][600/3405] lr: 1.115e-02, eta: 17:27:19, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8650, top5_acc: 0.9762, loss_cls: 2.3817, loss: 2.3817 +2023-12-24 15:19:32,373 - pyskl - INFO - Epoch [81][700/3405] lr: 1.114e-02, eta: 17:26:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 2.3818, loss: 2.3818 +2023-12-24 15:19:58,610 - pyskl - INFO - Epoch [81][800/3405] lr: 1.113e-02, eta: 17:26:25, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 2.4348, loss: 2.4348 +2023-12-24 15:20:24,101 - pyskl - INFO - Epoch [81][900/3405] lr: 1.112e-02, eta: 17:25:58, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 2.4125, loss: 2.4125 +2023-12-24 15:20:49,692 - pyskl - INFO - Epoch [81][1000/3405] lr: 1.112e-02, eta: 17:25:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 2.4403, loss: 2.4403 +2023-12-24 15:21:15,595 - pyskl - INFO - Epoch [81][1100/3405] lr: 1.111e-02, eta: 17:25:04, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 2.4098, loss: 2.4098 +2023-12-24 15:21:41,011 - pyskl - INFO - Epoch [81][1200/3405] lr: 1.110e-02, eta: 17:24:36, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8562, top5_acc: 0.9869, loss_cls: 2.3852, loss: 2.3852 +2023-12-24 15:22:07,054 - pyskl - INFO - Epoch [81][1300/3405] lr: 1.109e-02, eta: 17:24:09, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 2.4496, loss: 2.4496 +2023-12-24 15:22:33,044 - pyskl - INFO - Epoch [81][1400/3405] lr: 1.109e-02, eta: 17:23:43, time: 0.260, data_time: 0.001, memory: 5251, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 2.4213, loss: 2.4213 +2023-12-24 15:22:58,947 - pyskl - INFO - Epoch [81][1500/3405] lr: 1.108e-02, eta: 17:23:16, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 2.4535, loss: 2.4535 +2023-12-24 15:23:24,534 - pyskl - INFO - Epoch [81][1600/3405] lr: 1.107e-02, eta: 17:22:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 2.3867, loss: 2.3867 +2023-12-24 15:23:50,692 - pyskl - INFO - Epoch [81][1700/3405] lr: 1.106e-02, eta: 17:22:22, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 2.4320, loss: 2.4320 +2023-12-24 15:24:16,433 - pyskl - INFO - Epoch [81][1800/3405] lr: 1.106e-02, eta: 17:21:55, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 2.4122, loss: 2.4122 +2023-12-24 15:24:42,289 - pyskl - INFO - Epoch [81][1900/3405] lr: 1.105e-02, eta: 17:21:28, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 2.4574, loss: 2.4574 +2023-12-24 15:25:08,307 - pyskl - INFO - Epoch [81][2000/3405] lr: 1.104e-02, eta: 17:21:01, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 2.4334, loss: 2.4334 +2023-12-24 15:25:33,998 - pyskl - INFO - Epoch [81][2100/3405] lr: 1.103e-02, eta: 17:20:34, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9806, loss_cls: 2.4903, loss: 2.4903 +2023-12-24 15:25:59,792 - pyskl - INFO - Epoch [81][2200/3405] lr: 1.103e-02, eta: 17:20:07, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 2.4674, loss: 2.4674 +2023-12-24 15:26:25,313 - pyskl - INFO - Epoch [81][2300/3405] lr: 1.102e-02, eta: 17:19:40, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 2.3916, loss: 2.3916 +2023-12-24 15:26:51,316 - pyskl - INFO - Epoch [81][2400/3405] lr: 1.101e-02, eta: 17:19:13, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 2.4455, loss: 2.4455 +2023-12-24 15:27:16,707 - pyskl - INFO - Epoch [81][2500/3405] lr: 1.100e-02, eta: 17:18:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9750, loss_cls: 2.4603, loss: 2.4603 +2023-12-24 15:27:43,073 - pyskl - INFO - Epoch [81][2600/3405] lr: 1.099e-02, eta: 17:18:19, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9656, loss_cls: 2.5264, loss: 2.5264 +2023-12-24 15:28:08,674 - pyskl - INFO - Epoch [81][2700/3405] lr: 1.099e-02, eta: 17:17:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 2.4699, loss: 2.4699 +2023-12-24 15:28:34,154 - pyskl - INFO - Epoch [81][2800/3405] lr: 1.098e-02, eta: 17:17:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 2.4364, loss: 2.4364 +2023-12-24 15:28:59,914 - pyskl - INFO - Epoch [81][2900/3405] lr: 1.097e-02, eta: 17:16:58, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 2.4670, loss: 2.4670 +2023-12-24 15:29:25,631 - pyskl - INFO - Epoch [81][3000/3405] lr: 1.096e-02, eta: 17:16:31, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 2.4579, loss: 2.4579 +2023-12-24 15:29:51,298 - pyskl - INFO - Epoch [81][3100/3405] lr: 1.096e-02, eta: 17:16:04, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 2.4702, loss: 2.4702 +2023-12-24 15:30:16,941 - pyskl - INFO - Epoch [81][3200/3405] lr: 1.095e-02, eta: 17:15:37, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9719, loss_cls: 2.4588, loss: 2.4588 +2023-12-24 15:30:42,324 - pyskl - INFO - Epoch [81][3300/3405] lr: 1.094e-02, eta: 17:15:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 2.4713, loss: 2.4713 +2023-12-24 15:31:07,572 - pyskl - INFO - Epoch [81][3400/3405] lr: 1.093e-02, eta: 17:14:42, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 2.4466, loss: 2.4466 +2023-12-24 15:31:09,481 - pyskl - INFO - Saving checkpoint at 81 epochs +2023-12-24 15:35:37,337 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 15:35:37,972 - pyskl - INFO - +top1_acc 0.7868 +top5_acc 0.9565 +2023-12-24 15:35:37,996 - pyskl - INFO - Epoch(val) [81][3718] top1_acc: 0.7868, top5_acc: 0.9565 +2023-12-24 15:36:31,682 - pyskl - INFO - Epoch [82][100/3405] lr: 1.093e-02, eta: 17:14:36, time: 0.537, data_time: 0.284, memory: 5251, top1_acc: 0.8369, top5_acc: 0.9844, loss_cls: 2.4318, loss: 2.4318 +2023-12-24 15:36:57,689 - pyskl - INFO - Epoch [82][200/3405] lr: 1.092e-02, eta: 17:14:10, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 2.4227, loss: 2.4227 +2023-12-24 15:37:23,522 - pyskl - INFO - Epoch [82][300/3405] lr: 1.091e-02, eta: 17:13:43, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 2.3980, loss: 2.3980 +2023-12-24 15:37:49,360 - pyskl - INFO - Epoch [82][400/3405] lr: 1.090e-02, eta: 17:13:16, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8306, top5_acc: 0.9825, loss_cls: 2.4264, loss: 2.4264 +2023-12-24 15:38:15,020 - pyskl - INFO - Epoch [82][500/3405] lr: 1.090e-02, eta: 17:12:49, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 2.4065, loss: 2.4065 +2023-12-24 15:38:40,680 - pyskl - INFO - Epoch [82][600/3405] lr: 1.089e-02, eta: 17:12:22, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 2.3777, loss: 2.3777 +2023-12-24 15:39:06,417 - pyskl - INFO - Epoch [82][700/3405] lr: 1.088e-02, eta: 17:11:55, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 2.4078, loss: 2.4078 +2023-12-24 15:39:32,035 - pyskl - INFO - Epoch [82][800/3405] lr: 1.087e-02, eta: 17:11:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 2.4226, loss: 2.4226 +2023-12-24 15:39:57,479 - pyskl - INFO - Epoch [82][900/3405] lr: 1.086e-02, eta: 17:11:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 2.4513, loss: 2.4513 +2023-12-24 15:40:22,771 - pyskl - INFO - Epoch [82][1000/3405] lr: 1.086e-02, eta: 17:10:33, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 2.3893, loss: 2.3893 +2023-12-24 15:40:48,733 - pyskl - INFO - Epoch [82][1100/3405] lr: 1.085e-02, eta: 17:10:06, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 2.4309, loss: 2.4309 +2023-12-24 15:41:14,448 - pyskl - INFO - Epoch [82][1200/3405] lr: 1.084e-02, eta: 17:09:39, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 2.3699, loss: 2.3699 +2023-12-24 15:41:40,240 - pyskl - INFO - Epoch [82][1300/3405] lr: 1.083e-02, eta: 17:09:12, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 2.4274, loss: 2.4274 +2023-12-24 15:42:06,329 - pyskl - INFO - Epoch [82][1400/3405] lr: 1.083e-02, eta: 17:08:45, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 2.3943, loss: 2.3943 +2023-12-24 15:42:32,130 - pyskl - INFO - Epoch [82][1500/3405] lr: 1.082e-02, eta: 17:08:18, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9812, loss_cls: 2.4313, loss: 2.4313 +2023-12-24 15:42:57,562 - pyskl - INFO - Epoch [82][1600/3405] lr: 1.081e-02, eta: 17:07:51, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8287, top5_acc: 0.9788, loss_cls: 2.4815, loss: 2.4815 +2023-12-24 15:43:23,386 - pyskl - INFO - Epoch [82][1700/3405] lr: 1.080e-02, eta: 17:07:24, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9738, loss_cls: 2.5075, loss: 2.5075 +2023-12-24 15:43:49,271 - pyskl - INFO - Epoch [82][1800/3405] lr: 1.080e-02, eta: 17:06:57, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9719, loss_cls: 2.4630, loss: 2.4630 +2023-12-24 15:44:15,089 - pyskl - INFO - Epoch [82][1900/3405] lr: 1.079e-02, eta: 17:06:30, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8525, top5_acc: 0.9862, loss_cls: 2.4004, loss: 2.4004 +2023-12-24 15:44:40,659 - pyskl - INFO - Epoch [82][2000/3405] lr: 1.078e-02, eta: 17:06:03, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 2.4395, loss: 2.4395 +2023-12-24 15:45:06,353 - pyskl - INFO - Epoch [82][2100/3405] lr: 1.077e-02, eta: 17:05:36, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9838, loss_cls: 2.4191, loss: 2.4191 +2023-12-24 15:45:31,903 - pyskl - INFO - Epoch [82][2200/3405] lr: 1.077e-02, eta: 17:05:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 2.4128, loss: 2.4128 +2023-12-24 15:45:57,588 - pyskl - INFO - Epoch [82][2300/3405] lr: 1.076e-02, eta: 17:04:42, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 2.4719, loss: 2.4719 +2023-12-24 15:46:23,449 - pyskl - INFO - Epoch [82][2400/3405] lr: 1.075e-02, eta: 17:04:15, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 2.4669, loss: 2.4669 +2023-12-24 15:46:49,089 - pyskl - INFO - Epoch [82][2500/3405] lr: 1.074e-02, eta: 17:03:48, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 2.4850, loss: 2.4850 +2023-12-24 15:47:14,669 - pyskl - INFO - Epoch [82][2600/3405] lr: 1.074e-02, eta: 17:03:21, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 2.4048, loss: 2.4048 +2023-12-24 15:47:39,882 - pyskl - INFO - Epoch [82][2700/3405] lr: 1.073e-02, eta: 17:02:53, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 2.4229, loss: 2.4229 +2023-12-24 15:48:05,226 - pyskl - INFO - Epoch [82][2800/3405] lr: 1.072e-02, eta: 17:02:26, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 2.3999, loss: 2.3999 +2023-12-24 15:48:30,956 - pyskl - INFO - Epoch [82][2900/3405] lr: 1.071e-02, eta: 17:01:59, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8269, top5_acc: 0.9825, loss_cls: 2.4443, loss: 2.4443 +2023-12-24 15:48:56,374 - pyskl - INFO - Epoch [82][3000/3405] lr: 1.070e-02, eta: 17:01:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 2.4199, loss: 2.4199 +2023-12-24 15:49:21,700 - pyskl - INFO - Epoch [82][3100/3405] lr: 1.070e-02, eta: 17:01:04, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 2.4507, loss: 2.4507 +2023-12-24 15:49:46,998 - pyskl - INFO - Epoch [82][3200/3405] lr: 1.069e-02, eta: 17:00:37, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8438, top5_acc: 0.9844, loss_cls: 2.4068, loss: 2.4068 +2023-12-24 15:50:12,705 - pyskl - INFO - Epoch [82][3300/3405] lr: 1.068e-02, eta: 17:00:10, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8281, top5_acc: 0.9800, loss_cls: 2.4508, loss: 2.4508 +2023-12-24 15:50:37,957 - pyskl - INFO - Epoch [82][3400/3405] lr: 1.067e-02, eta: 16:59:43, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 2.4048, loss: 2.4048 +2023-12-24 15:50:39,881 - pyskl - INFO - Saving checkpoint at 82 epochs +2023-12-24 15:55:07,114 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 15:55:07,725 - pyskl - INFO - +top1_acc 0.7813 +top5_acc 0.9532 +2023-12-24 15:55:07,749 - pyskl - INFO - Epoch(val) [82][3718] top1_acc: 0.7813, top5_acc: 0.9532 +2023-12-24 15:56:01,679 - pyskl - INFO - Epoch [83][100/3405] lr: 1.067e-02, eta: 16:59:36, time: 0.539, data_time: 0.279, memory: 5251, top1_acc: 0.8419, top5_acc: 0.9850, loss_cls: 2.3981, loss: 2.3981 +2023-12-24 15:56:27,266 - pyskl - INFO - Epoch [83][200/3405] lr: 1.066e-02, eta: 16:59:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 2.3715, loss: 2.3715 +2023-12-24 15:56:53,168 - pyskl - INFO - Epoch [83][300/3405] lr: 1.065e-02, eta: 16:58:42, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 2.4117, loss: 2.4117 +2023-12-24 15:57:19,128 - pyskl - INFO - Epoch [83][400/3405] lr: 1.064e-02, eta: 16:58:16, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.3611, loss: 2.3611 +2023-12-24 15:57:44,929 - pyskl - INFO - Epoch [83][500/3405] lr: 1.064e-02, eta: 16:57:49, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 2.3747, loss: 2.3747 +2023-12-24 15:58:10,418 - pyskl - INFO - Epoch [83][600/3405] lr: 1.063e-02, eta: 16:57:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9850, loss_cls: 2.4037, loss: 2.4037 +2023-12-24 15:58:36,716 - pyskl - INFO - Epoch [83][700/3405] lr: 1.062e-02, eta: 16:56:55, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 2.4065, loss: 2.4065 +2023-12-24 15:59:02,042 - pyskl - INFO - Epoch [83][800/3405] lr: 1.061e-02, eta: 16:56:28, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 2.4272, loss: 2.4272 +2023-12-24 15:59:27,433 - pyskl - INFO - Epoch [83][900/3405] lr: 1.061e-02, eta: 16:56:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8456, top5_acc: 0.9825, loss_cls: 2.4102, loss: 2.4102 +2023-12-24 15:59:52,933 - pyskl - INFO - Epoch [83][1000/3405] lr: 1.060e-02, eta: 16:55:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8394, top5_acc: 0.9831, loss_cls: 2.4245, loss: 2.4245 +2023-12-24 16:00:18,659 - pyskl - INFO - Epoch [83][1100/3405] lr: 1.059e-02, eta: 16:55:06, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.3705, loss: 2.3705 +2023-12-24 16:00:44,317 - pyskl - INFO - Epoch [83][1200/3405] lr: 1.058e-02, eta: 16:54:39, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8562, top5_acc: 0.9862, loss_cls: 2.3768, loss: 2.3768 +2023-12-24 16:01:10,023 - pyskl - INFO - Epoch [83][1300/3405] lr: 1.058e-02, eta: 16:54:12, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 2.3669, loss: 2.3669 +2023-12-24 16:01:35,625 - pyskl - INFO - Epoch [83][1400/3405] lr: 1.057e-02, eta: 16:53:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 2.4232, loss: 2.4232 +2023-12-24 16:02:01,039 - pyskl - INFO - Epoch [83][1500/3405] lr: 1.056e-02, eta: 16:53:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8425, top5_acc: 0.9856, loss_cls: 2.4019, loss: 2.4019 +2023-12-24 16:02:26,354 - pyskl - INFO - Epoch [83][1600/3405] lr: 1.055e-02, eta: 16:52:50, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8263, top5_acc: 0.9788, loss_cls: 2.4369, loss: 2.4369 +2023-12-24 16:02:52,065 - pyskl - INFO - Epoch [83][1700/3405] lr: 1.054e-02, eta: 16:52:23, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 2.4359, loss: 2.4359 +2023-12-24 16:03:17,901 - pyskl - INFO - Epoch [83][1800/3405] lr: 1.054e-02, eta: 16:51:56, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 2.4227, loss: 2.4227 +2023-12-24 16:03:43,448 - pyskl - INFO - Epoch [83][1900/3405] lr: 1.053e-02, eta: 16:51:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8481, top5_acc: 0.9750, loss_cls: 2.4396, loss: 2.4396 +2023-12-24 16:04:09,091 - pyskl - INFO - Epoch [83][2000/3405] lr: 1.052e-02, eta: 16:51:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 2.3903, loss: 2.3903 +2023-12-24 16:04:34,874 - pyskl - INFO - Epoch [83][2100/3405] lr: 1.051e-02, eta: 16:50:35, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9800, loss_cls: 2.4585, loss: 2.4585 +2023-12-24 16:05:01,148 - pyskl - INFO - Epoch [83][2200/3405] lr: 1.051e-02, eta: 16:50:09, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 2.4816, loss: 2.4816 +2023-12-24 16:05:26,724 - pyskl - INFO - Epoch [83][2300/3405] lr: 1.050e-02, eta: 16:49:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 2.4593, loss: 2.4593 +2023-12-24 16:05:52,322 - pyskl - INFO - Epoch [83][2400/3405] lr: 1.049e-02, eta: 16:49:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 2.4284, loss: 2.4284 +2023-12-24 16:06:17,677 - pyskl - INFO - Epoch [83][2500/3405] lr: 1.048e-02, eta: 16:48:47, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9769, loss_cls: 2.4319, loss: 2.4319 +2023-12-24 16:06:43,117 - pyskl - INFO - Epoch [83][2600/3405] lr: 1.048e-02, eta: 16:48:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8562, top5_acc: 0.9762, loss_cls: 2.3993, loss: 2.3993 +2023-12-24 16:07:08,438 - pyskl - INFO - Epoch [83][2700/3405] lr: 1.047e-02, eta: 16:47:53, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 2.4635, loss: 2.4635 +2023-12-24 16:07:33,773 - pyskl - INFO - Epoch [83][2800/3405] lr: 1.046e-02, eta: 16:47:25, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9756, loss_cls: 2.4210, loss: 2.4210 +2023-12-24 16:07:59,283 - pyskl - INFO - Epoch [83][2900/3405] lr: 1.045e-02, eta: 16:46:58, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8531, top5_acc: 0.9750, loss_cls: 2.3986, loss: 2.3986 +2023-12-24 16:08:24,899 - pyskl - INFO - Epoch [83][3000/3405] lr: 1.045e-02, eta: 16:46:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 2.4271, loss: 2.4271 +2023-12-24 16:08:50,196 - pyskl - INFO - Epoch [83][3100/3405] lr: 1.044e-02, eta: 16:46:04, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9812, loss_cls: 2.4409, loss: 2.4409 +2023-12-24 16:09:15,442 - pyskl - INFO - Epoch [83][3200/3405] lr: 1.043e-02, eta: 16:45:36, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 2.4553, loss: 2.4553 +2023-12-24 16:09:40,864 - pyskl - INFO - Epoch [83][3300/3405] lr: 1.042e-02, eta: 16:45:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8263, top5_acc: 0.9775, loss_cls: 2.4452, loss: 2.4452 +2023-12-24 16:10:06,365 - pyskl - INFO - Epoch [83][3400/3405] lr: 1.042e-02, eta: 16:44:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 2.4306, loss: 2.4306 +2023-12-24 16:10:08,319 - pyskl - INFO - Saving checkpoint at 83 epochs +2023-12-24 16:14:36,851 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 16:14:37,462 - pyskl - INFO - +top1_acc 0.8027 +top5_acc 0.9617 +2023-12-24 16:14:37,467 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_76.pth was removed +2023-12-24 16:14:37,681 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_83.pth. +2023-12-24 16:14:37,682 - pyskl - INFO - Best top1_acc is 0.8027 at 83 epoch. +2023-12-24 16:14:37,707 - pyskl - INFO - Epoch(val) [83][3718] top1_acc: 0.8027, top5_acc: 0.9617 +2023-12-24 16:15:30,664 - pyskl - INFO - Epoch [84][100/3405] lr: 1.041e-02, eta: 16:44:34, time: 0.529, data_time: 0.275, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.3871, loss: 2.3871 +2023-12-24 16:15:56,061 - pyskl - INFO - Epoch [84][200/3405] lr: 1.040e-02, eta: 16:44:07, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 2.3837, loss: 2.3837 +2023-12-24 16:16:22,020 - pyskl - INFO - Epoch [84][300/3405] lr: 1.039e-02, eta: 16:43:40, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 2.3986, loss: 2.3986 +2023-12-24 16:16:47,743 - pyskl - INFO - Epoch [84][400/3405] lr: 1.039e-02, eta: 16:43:13, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 2.3862, loss: 2.3862 +2023-12-24 16:17:13,380 - pyskl - INFO - Epoch [84][500/3405] lr: 1.038e-02, eta: 16:42:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 2.4021, loss: 2.4021 +2023-12-24 16:17:38,967 - pyskl - INFO - Epoch [84][600/3405] lr: 1.037e-02, eta: 16:42:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 2.3900, loss: 2.3900 +2023-12-24 16:18:04,871 - pyskl - INFO - Epoch [84][700/3405] lr: 1.036e-02, eta: 16:41:52, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8550, top5_acc: 0.9856, loss_cls: 2.3540, loss: 2.3540 +2023-12-24 16:18:30,173 - pyskl - INFO - Epoch [84][800/3405] lr: 1.035e-02, eta: 16:41:25, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 2.4172, loss: 2.4172 +2023-12-24 16:18:55,667 - pyskl - INFO - Epoch [84][900/3405] lr: 1.035e-02, eta: 16:40:58, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 2.3725, loss: 2.3725 +2023-12-24 16:19:21,201 - pyskl - INFO - Epoch [84][1000/3405] lr: 1.034e-02, eta: 16:40:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 2.3968, loss: 2.3968 +2023-12-24 16:19:46,707 - pyskl - INFO - Epoch [84][1100/3405] lr: 1.033e-02, eta: 16:40:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 2.4251, loss: 2.4251 +2023-12-24 16:20:12,068 - pyskl - INFO - Epoch [84][1200/3405] lr: 1.032e-02, eta: 16:39:36, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 2.4239, loss: 2.4239 +2023-12-24 16:20:37,885 - pyskl - INFO - Epoch [84][1300/3405] lr: 1.032e-02, eta: 16:39:09, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8475, top5_acc: 0.9756, loss_cls: 2.4096, loss: 2.4096 +2023-12-24 16:21:03,699 - pyskl - INFO - Epoch [84][1400/3405] lr: 1.031e-02, eta: 16:38:42, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 2.4213, loss: 2.4213 +2023-12-24 16:21:30,552 - pyskl - INFO - Epoch [84][1500/3405] lr: 1.030e-02, eta: 16:38:16, time: 0.269, data_time: 0.000, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 2.4334, loss: 2.4334 +2023-12-24 16:21:56,858 - pyskl - INFO - Epoch [84][1600/3405] lr: 1.029e-02, eta: 16:37:50, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 2.4044, loss: 2.4044 +2023-12-24 16:22:22,192 - pyskl - INFO - Epoch [84][1700/3405] lr: 1.029e-02, eta: 16:37:22, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 2.3932, loss: 2.3932 +2023-12-24 16:22:47,979 - pyskl - INFO - Epoch [84][1800/3405] lr: 1.028e-02, eta: 16:36:56, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 2.4239, loss: 2.4239 +2023-12-24 16:23:13,660 - pyskl - INFO - Epoch [84][1900/3405] lr: 1.027e-02, eta: 16:36:29, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 2.4062, loss: 2.4062 +2023-12-24 16:23:39,319 - pyskl - INFO - Epoch [84][2000/3405] lr: 1.026e-02, eta: 16:36:01, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 2.3750, loss: 2.3750 +2023-12-24 16:24:05,689 - pyskl - INFO - Epoch [84][2100/3405] lr: 1.026e-02, eta: 16:35:35, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 2.4487, loss: 2.4487 +2023-12-24 16:24:32,234 - pyskl - INFO - Epoch [84][2200/3405] lr: 1.025e-02, eta: 16:35:09, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 2.4243, loss: 2.4243 +2023-12-24 16:24:58,365 - pyskl - INFO - Epoch [84][2300/3405] lr: 1.024e-02, eta: 16:34:42, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9706, loss_cls: 2.4240, loss: 2.4240 +2023-12-24 16:25:24,274 - pyskl - INFO - Epoch [84][2400/3405] lr: 1.023e-02, eta: 16:34:15, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8669, top5_acc: 0.9900, loss_cls: 2.3627, loss: 2.3627 +2023-12-24 16:25:49,557 - pyskl - INFO - Epoch [84][2500/3405] lr: 1.023e-02, eta: 16:33:48, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 2.4004, loss: 2.4004 +2023-12-24 16:26:15,093 - pyskl - INFO - Epoch [84][2600/3405] lr: 1.022e-02, eta: 16:33:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8413, top5_acc: 0.9838, loss_cls: 2.4110, loss: 2.4110 +2023-12-24 16:26:40,618 - pyskl - INFO - Epoch [84][2700/3405] lr: 1.021e-02, eta: 16:32:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 2.4523, loss: 2.4523 +2023-12-24 16:27:06,125 - pyskl - INFO - Epoch [84][2800/3405] lr: 1.020e-02, eta: 16:32:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 2.4159, loss: 2.4159 +2023-12-24 16:27:31,484 - pyskl - INFO - Epoch [84][2900/3405] lr: 1.020e-02, eta: 16:31:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9788, loss_cls: 2.4711, loss: 2.4711 +2023-12-24 16:27:56,672 - pyskl - INFO - Epoch [84][3000/3405] lr: 1.019e-02, eta: 16:31:32, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8394, top5_acc: 0.9700, loss_cls: 2.4583, loss: 2.4583 +2023-12-24 16:28:21,859 - pyskl - INFO - Epoch [84][3100/3405] lr: 1.018e-02, eta: 16:31:04, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8369, top5_acc: 0.9825, loss_cls: 2.4154, loss: 2.4154 +2023-12-24 16:28:47,078 - pyskl - INFO - Epoch [84][3200/3405] lr: 1.017e-02, eta: 16:30:37, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 2.4344, loss: 2.4344 +2023-12-24 16:29:12,429 - pyskl - INFO - Epoch [84][3300/3405] lr: 1.017e-02, eta: 16:30:10, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 2.4271, loss: 2.4271 +2023-12-24 16:29:37,857 - pyskl - INFO - Epoch [84][3400/3405] lr: 1.016e-02, eta: 16:29:42, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 2.4377, loss: 2.4377 +2023-12-24 16:29:39,762 - pyskl - INFO - Saving checkpoint at 84 epochs +2023-12-24 16:34:07,263 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 16:34:07,912 - pyskl - INFO - +top1_acc 0.8043 +top5_acc 0.9619 +2023-12-24 16:34:07,922 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_83.pth was removed +2023-12-24 16:34:08,134 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_84.pth. +2023-12-24 16:34:08,136 - pyskl - INFO - Best top1_acc is 0.8043 at 84 epoch. +2023-12-24 16:34:08,161 - pyskl - INFO - Epoch(val) [84][3718] top1_acc: 0.8043, top5_acc: 0.9619 +2023-12-24 16:34:59,980 - pyskl - INFO - Epoch [85][100/3405] lr: 1.015e-02, eta: 16:29:34, time: 0.518, data_time: 0.266, memory: 5251, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.3359, loss: 2.3359 +2023-12-24 16:35:25,751 - pyskl - INFO - Epoch [85][200/3405] lr: 1.014e-02, eta: 16:29:07, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.3280, loss: 2.3280 +2023-12-24 16:35:51,670 - pyskl - INFO - Epoch [85][300/3405] lr: 1.014e-02, eta: 16:28:40, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8600, top5_acc: 0.9862, loss_cls: 2.3531, loss: 2.3531 +2023-12-24 16:36:17,672 - pyskl - INFO - Epoch [85][400/3405] lr: 1.013e-02, eta: 16:28:13, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8475, top5_acc: 0.9856, loss_cls: 2.3762, loss: 2.3762 +2023-12-24 16:36:43,404 - pyskl - INFO - Epoch [85][500/3405] lr: 1.012e-02, eta: 16:27:46, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 2.3638, loss: 2.3638 +2023-12-24 16:37:09,186 - pyskl - INFO - Epoch [85][600/3405] lr: 1.011e-02, eta: 16:27:19, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8531, top5_acc: 0.9750, loss_cls: 2.4117, loss: 2.4117 +2023-12-24 16:37:34,632 - pyskl - INFO - Epoch [85][700/3405] lr: 1.010e-02, eta: 16:26:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 2.3627, loss: 2.3627 +2023-12-24 16:38:00,410 - pyskl - INFO - Epoch [85][800/3405] lr: 1.010e-02, eta: 16:26:25, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8413, top5_acc: 0.9850, loss_cls: 2.4045, loss: 2.4045 +2023-12-24 16:38:25,997 - pyskl - INFO - Epoch [85][900/3405] lr: 1.009e-02, eta: 16:25:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 2.3871, loss: 2.3871 +2023-12-24 16:38:51,596 - pyskl - INFO - Epoch [85][1000/3405] lr: 1.008e-02, eta: 16:25:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 2.4210, loss: 2.4210 +2023-12-24 16:39:17,202 - pyskl - INFO - Epoch [85][1100/3405] lr: 1.007e-02, eta: 16:25:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 2.4361, loss: 2.4361 +2023-12-24 16:39:43,059 - pyskl - INFO - Epoch [85][1200/3405] lr: 1.007e-02, eta: 16:24:37, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 2.4020, loss: 2.4020 +2023-12-24 16:40:09,115 - pyskl - INFO - Epoch [85][1300/3405] lr: 1.006e-02, eta: 16:24:10, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 2.4378, loss: 2.4378 +2023-12-24 16:40:34,792 - pyskl - INFO - Epoch [85][1400/3405] lr: 1.005e-02, eta: 16:23:43, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 2.3925, loss: 2.3925 +2023-12-24 16:41:00,270 - pyskl - INFO - Epoch [85][1500/3405] lr: 1.004e-02, eta: 16:23:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 2.4124, loss: 2.4124 +2023-12-24 16:41:25,695 - pyskl - INFO - Epoch [85][1600/3405] lr: 1.004e-02, eta: 16:22:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 2.4157, loss: 2.4157 +2023-12-24 16:41:51,686 - pyskl - INFO - Epoch [85][1700/3405] lr: 1.003e-02, eta: 16:22:22, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 2.3876, loss: 2.3876 +2023-12-24 16:42:17,819 - pyskl - INFO - Epoch [85][1800/3405] lr: 1.002e-02, eta: 16:21:55, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8481, top5_acc: 0.9831, loss_cls: 2.3859, loss: 2.3859 +2023-12-24 16:42:43,623 - pyskl - INFO - Epoch [85][1900/3405] lr: 1.001e-02, eta: 16:21:28, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9750, loss_cls: 2.4908, loss: 2.4908 +2023-12-24 16:43:09,467 - pyskl - INFO - Epoch [85][2000/3405] lr: 1.001e-02, eta: 16:21:02, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8556, top5_acc: 0.9756, loss_cls: 2.4101, loss: 2.4101 +2023-12-24 16:43:35,425 - pyskl - INFO - Epoch [85][2100/3405] lr: 9.999e-03, eta: 16:20:35, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 2.4020, loss: 2.4020 +2023-12-24 16:44:00,952 - pyskl - INFO - Epoch [85][2200/3405] lr: 9.992e-03, eta: 16:20:08, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 2.4718, loss: 2.4718 +2023-12-24 16:44:26,763 - pyskl - INFO - Epoch [85][2300/3405] lr: 9.984e-03, eta: 16:19:41, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 2.3941, loss: 2.3941 +2023-12-24 16:44:52,250 - pyskl - INFO - Epoch [85][2400/3405] lr: 9.977e-03, eta: 16:19:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9838, loss_cls: 2.4107, loss: 2.4107 +2023-12-24 16:45:18,024 - pyskl - INFO - Epoch [85][2500/3405] lr: 9.969e-03, eta: 16:18:47, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8456, top5_acc: 0.9838, loss_cls: 2.4196, loss: 2.4196 +2023-12-24 16:45:43,628 - pyskl - INFO - Epoch [85][2600/3405] lr: 9.962e-03, eta: 16:18:20, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8419, top5_acc: 0.9738, loss_cls: 2.4194, loss: 2.4194 +2023-12-24 16:46:09,172 - pyskl - INFO - Epoch [85][2700/3405] lr: 9.954e-03, eta: 16:17:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 2.4158, loss: 2.4158 +2023-12-24 16:46:34,743 - pyskl - INFO - Epoch [85][2800/3405] lr: 9.947e-03, eta: 16:17:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 2.3793, loss: 2.3793 +2023-12-24 16:47:00,300 - pyskl - INFO - Epoch [85][2900/3405] lr: 9.939e-03, eta: 16:16:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 2.3950, loss: 2.3950 +2023-12-24 16:47:25,608 - pyskl - INFO - Epoch [85][3000/3405] lr: 9.932e-03, eta: 16:16:31, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 2.3926, loss: 2.3926 +2023-12-24 16:47:51,000 - pyskl - INFO - Epoch [85][3100/3405] lr: 9.924e-03, eta: 16:16:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 2.4323, loss: 2.4323 +2023-12-24 16:48:16,363 - pyskl - INFO - Epoch [85][3200/3405] lr: 9.917e-03, eta: 16:15:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8569, top5_acc: 0.9769, loss_cls: 2.3970, loss: 2.3970 +2023-12-24 16:48:41,691 - pyskl - INFO - Epoch [85][3300/3405] lr: 9.909e-03, eta: 16:15:09, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.3429, loss: 2.3429 +2023-12-24 16:49:07,025 - pyskl - INFO - Epoch [85][3400/3405] lr: 9.902e-03, eta: 16:14:42, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 2.4405, loss: 2.4405 +2023-12-24 16:49:08,960 - pyskl - INFO - Saving checkpoint at 85 epochs +2023-12-24 16:53:35,796 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 16:53:36,446 - pyskl - INFO - +top1_acc 0.7906 +top5_acc 0.9582 +2023-12-24 16:53:36,471 - pyskl - INFO - Epoch(val) [85][3718] top1_acc: 0.7906, top5_acc: 0.9582 +2023-12-24 16:54:28,870 - pyskl - INFO - Epoch [86][100/3405] lr: 9.894e-03, eta: 16:14:33, time: 0.524, data_time: 0.271, memory: 5251, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 2.3998, loss: 2.3998 +2023-12-24 16:54:54,559 - pyskl - INFO - Epoch [86][200/3405] lr: 9.886e-03, eta: 16:14:06, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 2.4112, loss: 2.4112 +2023-12-24 16:55:20,306 - pyskl - INFO - Epoch [86][300/3405] lr: 9.879e-03, eta: 16:13:39, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8756, top5_acc: 0.9888, loss_cls: 2.3125, loss: 2.3125 +2023-12-24 16:55:46,239 - pyskl - INFO - Epoch [86][400/3405] lr: 9.871e-03, eta: 16:13:12, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8762, top5_acc: 0.9812, loss_cls: 2.3387, loss: 2.3387 +2023-12-24 16:56:11,879 - pyskl - INFO - Epoch [86][500/3405] lr: 9.864e-03, eta: 16:12:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 2.3686, loss: 2.3686 +2023-12-24 16:56:37,403 - pyskl - INFO - Epoch [86][600/3405] lr: 9.856e-03, eta: 16:12:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 2.3565, loss: 2.3565 +2023-12-24 16:57:02,715 - pyskl - INFO - Epoch [86][700/3405] lr: 9.849e-03, eta: 16:11:51, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 2.3552, loss: 2.3552 +2023-12-24 16:57:28,162 - pyskl - INFO - Epoch [86][800/3405] lr: 9.841e-03, eta: 16:11:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 2.3819, loss: 2.3819 +2023-12-24 16:57:53,486 - pyskl - INFO - Epoch [86][900/3405] lr: 9.834e-03, eta: 16:10:57, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9769, loss_cls: 2.3991, loss: 2.3991 +2023-12-24 16:58:19,237 - pyskl - INFO - Epoch [86][1000/3405] lr: 9.826e-03, eta: 16:10:30, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 2.3502, loss: 2.3502 +2023-12-24 16:58:44,931 - pyskl - INFO - Epoch [86][1100/3405] lr: 9.819e-03, eta: 16:10:03, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.3546, loss: 2.3546 +2023-12-24 16:59:10,840 - pyskl - INFO - Epoch [86][1200/3405] lr: 9.811e-03, eta: 16:09:36, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 2.3731, loss: 2.3731 +2023-12-24 16:59:36,933 - pyskl - INFO - Epoch [86][1300/3405] lr: 9.803e-03, eta: 16:09:09, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 2.4027, loss: 2.4027 +2023-12-24 17:00:02,528 - pyskl - INFO - Epoch [86][1400/3405] lr: 9.796e-03, eta: 16:08:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 2.3592, loss: 2.3592 +2023-12-24 17:00:28,611 - pyskl - INFO - Epoch [86][1500/3405] lr: 9.788e-03, eta: 16:08:15, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 2.4220, loss: 2.4220 +2023-12-24 17:00:54,913 - pyskl - INFO - Epoch [86][1600/3405] lr: 9.781e-03, eta: 16:07:49, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 2.3882, loss: 2.3882 +2023-12-24 17:01:20,483 - pyskl - INFO - Epoch [86][1700/3405] lr: 9.773e-03, eta: 16:07:22, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 2.4024, loss: 2.4024 +2023-12-24 17:01:46,477 - pyskl - INFO - Epoch [86][1800/3405] lr: 9.766e-03, eta: 16:06:55, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 2.4039, loss: 2.4039 +2023-12-24 17:02:12,278 - pyskl - INFO - Epoch [86][1900/3405] lr: 9.758e-03, eta: 16:06:28, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8500, top5_acc: 0.9850, loss_cls: 2.3929, loss: 2.3929 +2023-12-24 17:02:38,074 - pyskl - INFO - Epoch [86][2000/3405] lr: 9.751e-03, eta: 16:06:01, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 2.4311, loss: 2.4311 +2023-12-24 17:03:03,863 - pyskl - INFO - Epoch [86][2100/3405] lr: 9.743e-03, eta: 16:05:34, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 2.3768, loss: 2.3768 +2023-12-24 17:03:29,508 - pyskl - INFO - Epoch [86][2200/3405] lr: 9.736e-03, eta: 16:05:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 2.3894, loss: 2.3894 +2023-12-24 17:03:55,282 - pyskl - INFO - Epoch [86][2300/3405] lr: 9.728e-03, eta: 16:04:40, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 2.3572, loss: 2.3572 +2023-12-24 17:04:20,753 - pyskl - INFO - Epoch [86][2400/3405] lr: 9.721e-03, eta: 16:04:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 2.4218, loss: 2.4218 +2023-12-24 17:04:46,139 - pyskl - INFO - Epoch [86][2500/3405] lr: 9.713e-03, eta: 16:03:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 2.4545, loss: 2.4545 +2023-12-24 17:05:11,520 - pyskl - INFO - Epoch [86][2600/3405] lr: 9.706e-03, eta: 16:03:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 2.3779, loss: 2.3779 +2023-12-24 17:05:36,901 - pyskl - INFO - Epoch [86][2700/3405] lr: 9.698e-03, eta: 16:02:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8444, top5_acc: 0.9831, loss_cls: 2.3855, loss: 2.3855 +2023-12-24 17:06:02,354 - pyskl - INFO - Epoch [86][2800/3405] lr: 9.691e-03, eta: 16:02:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8406, top5_acc: 0.9819, loss_cls: 2.4051, loss: 2.4051 +2023-12-24 17:06:27,841 - pyskl - INFO - Epoch [86][2900/3405] lr: 9.684e-03, eta: 16:01:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 2.3482, loss: 2.3482 +2023-12-24 17:06:53,052 - pyskl - INFO - Epoch [86][3000/3405] lr: 9.676e-03, eta: 16:01:30, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 2.3861, loss: 2.3861 +2023-12-24 17:07:18,381 - pyskl - INFO - Epoch [86][3100/3405] lr: 9.669e-03, eta: 16:01:03, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 2.3953, loss: 2.3953 +2023-12-24 17:07:43,756 - pyskl - INFO - Epoch [86][3200/3405] lr: 9.661e-03, eta: 16:00:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 2.4384, loss: 2.4384 +2023-12-24 17:08:09,024 - pyskl - INFO - Epoch [86][3300/3405] lr: 9.654e-03, eta: 16:00:08, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 2.3866, loss: 2.3866 +2023-12-24 17:08:34,405 - pyskl - INFO - Epoch [86][3400/3405] lr: 9.646e-03, eta: 15:59:41, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 2.4157, loss: 2.4157 +2023-12-24 17:08:36,390 - pyskl - INFO - Saving checkpoint at 86 epochs +2023-12-24 17:13:03,678 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 17:13:04,306 - pyskl - INFO - +top1_acc 0.7844 +top5_acc 0.9553 +2023-12-24 17:13:04,332 - pyskl - INFO - Epoch(val) [86][3718] top1_acc: 0.7844, top5_acc: 0.9553 +2023-12-24 17:13:57,119 - pyskl - INFO - Epoch [87][100/3405] lr: 9.638e-03, eta: 15:59:32, time: 0.528, data_time: 0.275, memory: 5251, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 2.4291, loss: 2.4291 +2023-12-24 17:14:22,554 - pyskl - INFO - Epoch [87][200/3405] lr: 9.631e-03, eta: 15:59:05, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8675, top5_acc: 0.9888, loss_cls: 2.3308, loss: 2.3308 +2023-12-24 17:14:48,284 - pyskl - INFO - Epoch [87][300/3405] lr: 9.623e-03, eta: 15:58:38, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.3353, loss: 2.3353 +2023-12-24 17:15:14,202 - pyskl - INFO - Epoch [87][400/3405] lr: 9.616e-03, eta: 15:58:11, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 2.3400, loss: 2.3400 +2023-12-24 17:15:39,912 - pyskl - INFO - Epoch [87][500/3405] lr: 9.608e-03, eta: 15:57:44, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.3318, loss: 2.3318 +2023-12-24 17:16:05,477 - pyskl - INFO - Epoch [87][600/3405] lr: 9.601e-03, eta: 15:57:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 2.3248, loss: 2.3248 +2023-12-24 17:16:30,957 - pyskl - INFO - Epoch [87][700/3405] lr: 9.593e-03, eta: 15:56:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 2.3816, loss: 2.3816 +2023-12-24 17:16:56,233 - pyskl - INFO - Epoch [87][800/3405] lr: 9.586e-03, eta: 15:56:22, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8588, top5_acc: 0.9875, loss_cls: 2.3610, loss: 2.3610 +2023-12-24 17:17:21,640 - pyskl - INFO - Epoch [87][900/3405] lr: 9.578e-03, eta: 15:55:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 2.3525, loss: 2.3525 +2023-12-24 17:17:47,593 - pyskl - INFO - Epoch [87][1000/3405] lr: 9.571e-03, eta: 15:55:29, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.3463, loss: 2.3463 +2023-12-24 17:18:13,445 - pyskl - INFO - Epoch [87][1100/3405] lr: 9.563e-03, eta: 15:55:02, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.3412, loss: 2.3412 +2023-12-24 17:18:39,398 - pyskl - INFO - Epoch [87][1200/3405] lr: 9.556e-03, eta: 15:54:35, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 2.3751, loss: 2.3751 +2023-12-24 17:19:05,001 - pyskl - INFO - Epoch [87][1300/3405] lr: 9.548e-03, eta: 15:54:08, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8425, top5_acc: 0.9744, loss_cls: 2.4352, loss: 2.4352 +2023-12-24 17:19:30,647 - pyskl - INFO - Epoch [87][1400/3405] lr: 9.541e-03, eta: 15:53:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 2.3759, loss: 2.3759 +2023-12-24 17:19:57,031 - pyskl - INFO - Epoch [87][1500/3405] lr: 9.534e-03, eta: 15:53:14, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 2.3634, loss: 2.3634 +2023-12-24 17:20:22,775 - pyskl - INFO - Epoch [87][1600/3405] lr: 9.526e-03, eta: 15:52:47, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8438, top5_acc: 0.9812, loss_cls: 2.3968, loss: 2.3968 +2023-12-24 17:20:48,592 - pyskl - INFO - Epoch [87][1700/3405] lr: 9.519e-03, eta: 15:52:21, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 2.4119, loss: 2.4119 +2023-12-24 17:21:14,301 - pyskl - INFO - Epoch [87][1800/3405] lr: 9.511e-03, eta: 15:51:54, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 2.3918, loss: 2.3918 +2023-12-24 17:21:40,144 - pyskl - INFO - Epoch [87][1900/3405] lr: 9.504e-03, eta: 15:51:27, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 2.4392, loss: 2.4392 +2023-12-24 17:22:06,165 - pyskl - INFO - Epoch [87][2000/3405] lr: 9.496e-03, eta: 15:51:00, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8650, top5_acc: 0.9894, loss_cls: 2.3405, loss: 2.3405 +2023-12-24 17:22:31,923 - pyskl - INFO - Epoch [87][2100/3405] lr: 9.489e-03, eta: 15:50:33, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 2.4047, loss: 2.4047 +2023-12-24 17:22:57,248 - pyskl - INFO - Epoch [87][2200/3405] lr: 9.481e-03, eta: 15:50:06, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 2.4092, loss: 2.4092 +2023-12-24 17:23:22,979 - pyskl - INFO - Epoch [87][2300/3405] lr: 9.474e-03, eta: 15:49:39, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 2.3233, loss: 2.3233 +2023-12-24 17:23:48,369 - pyskl - INFO - Epoch [87][2400/3405] lr: 9.466e-03, eta: 15:49:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 2.3719, loss: 2.3719 +2023-12-24 17:24:13,761 - pyskl - INFO - Epoch [87][2500/3405] lr: 9.459e-03, eta: 15:48:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 2.3751, loss: 2.3751 +2023-12-24 17:24:39,255 - pyskl - INFO - Epoch [87][2600/3405] lr: 9.451e-03, eta: 15:48:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9756, loss_cls: 2.4089, loss: 2.4089 +2023-12-24 17:25:04,755 - pyskl - INFO - Epoch [87][2700/3405] lr: 9.444e-03, eta: 15:47:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 2.4305, loss: 2.4305 +2023-12-24 17:25:30,082 - pyskl - INFO - Epoch [87][2800/3405] lr: 9.437e-03, eta: 15:47:23, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.3643, loss: 2.3643 +2023-12-24 17:25:55,708 - pyskl - INFO - Epoch [87][2900/3405] lr: 9.429e-03, eta: 15:46:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8425, top5_acc: 0.9831, loss_cls: 2.4060, loss: 2.4060 +2023-12-24 17:26:21,137 - pyskl - INFO - Epoch [87][3000/3405] lr: 9.422e-03, eta: 15:46:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 2.3879, loss: 2.3879 +2023-12-24 17:26:46,389 - pyskl - INFO - Epoch [87][3100/3405] lr: 9.414e-03, eta: 15:46:02, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 2.3615, loss: 2.3615 +2023-12-24 17:27:11,716 - pyskl - INFO - Epoch [87][3200/3405] lr: 9.407e-03, eta: 15:45:35, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 2.4559, loss: 2.4559 +2023-12-24 17:27:37,060 - pyskl - INFO - Epoch [87][3300/3405] lr: 9.399e-03, eta: 15:45:07, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 2.4106, loss: 2.4106 +2023-12-24 17:28:02,364 - pyskl - INFO - Epoch [87][3400/3405] lr: 9.392e-03, eta: 15:44:40, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 2.3850, loss: 2.3850 +2023-12-24 17:28:04,303 - pyskl - INFO - Saving checkpoint at 87 epochs +2023-12-24 17:32:32,266 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 17:32:32,961 - pyskl - INFO - +top1_acc 0.7960 +top5_acc 0.9602 +2023-12-24 17:32:33,028 - pyskl - INFO - Epoch(val) [87][3718] top1_acc: 0.7960, top5_acc: 0.9602 +2023-12-24 17:33:26,784 - pyskl - INFO - Epoch [88][100/3405] lr: 9.384e-03, eta: 15:44:31, time: 0.537, data_time: 0.283, memory: 5251, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.3248, loss: 2.3248 +2023-12-24 17:33:52,561 - pyskl - INFO - Epoch [88][200/3405] lr: 9.377e-03, eta: 15:44:04, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.3108, loss: 2.3108 +2023-12-24 17:34:18,467 - pyskl - INFO - Epoch [88][300/3405] lr: 9.369e-03, eta: 15:43:37, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 2.2921, loss: 2.2921 +2023-12-24 17:34:44,506 - pyskl - INFO - Epoch [88][400/3405] lr: 9.362e-03, eta: 15:43:11, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.3174, loss: 2.3174 +2023-12-24 17:35:10,054 - pyskl - INFO - Epoch [88][500/3405] lr: 9.354e-03, eta: 15:42:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8725, top5_acc: 0.9812, loss_cls: 2.3344, loss: 2.3344 +2023-12-24 17:35:35,384 - pyskl - INFO - Epoch [88][600/3405] lr: 9.347e-03, eta: 15:42:16, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 2.3426, loss: 2.3426 +2023-12-24 17:36:00,627 - pyskl - INFO - Epoch [88][700/3405] lr: 9.339e-03, eta: 15:41:49, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8706, top5_acc: 0.9912, loss_cls: 2.3232, loss: 2.3232 +2023-12-24 17:36:25,817 - pyskl - INFO - Epoch [88][800/3405] lr: 9.332e-03, eta: 15:41:22, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 2.4120, loss: 2.4120 +2023-12-24 17:36:51,013 - pyskl - INFO - Epoch [88][900/3405] lr: 9.324e-03, eta: 15:40:55, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9812, loss_cls: 2.3480, loss: 2.3480 +2023-12-24 17:37:16,646 - pyskl - INFO - Epoch [88][1000/3405] lr: 9.317e-03, eta: 15:40:28, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9888, loss_cls: 2.3598, loss: 2.3598 +2023-12-24 17:37:42,427 - pyskl - INFO - Epoch [88][1100/3405] lr: 9.310e-03, eta: 15:40:01, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 2.3603, loss: 2.3603 +2023-12-24 17:38:08,004 - pyskl - INFO - Epoch [88][1200/3405] lr: 9.302e-03, eta: 15:39:34, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 2.3457, loss: 2.3457 +2023-12-24 17:38:33,883 - pyskl - INFO - Epoch [88][1300/3405] lr: 9.295e-03, eta: 15:39:07, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 2.3907, loss: 2.3907 +2023-12-24 17:38:59,323 - pyskl - INFO - Epoch [88][1400/3405] lr: 9.287e-03, eta: 15:38:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 2.3909, loss: 2.3909 +2023-12-24 17:39:25,234 - pyskl - INFO - Epoch [88][1500/3405] lr: 9.280e-03, eta: 15:38:13, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 2.4010, loss: 2.4010 +2023-12-24 17:39:52,065 - pyskl - INFO - Epoch [88][1600/3405] lr: 9.272e-03, eta: 15:37:47, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 2.4191, loss: 2.4191 +2023-12-24 17:40:18,919 - pyskl - INFO - Epoch [88][1700/3405] lr: 9.265e-03, eta: 15:37:21, time: 0.269, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9875, loss_cls: 2.3741, loss: 2.3741 +2023-12-24 17:40:45,128 - pyskl - INFO - Epoch [88][1800/3405] lr: 9.258e-03, eta: 15:36:54, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 2.3681, loss: 2.3681 +2023-12-24 17:41:11,132 - pyskl - INFO - Epoch [88][1900/3405] lr: 9.250e-03, eta: 15:36:27, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 2.3674, loss: 2.3674 +2023-12-24 17:41:37,008 - pyskl - INFO - Epoch [88][2000/3405] lr: 9.243e-03, eta: 15:36:00, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 2.3899, loss: 2.3899 +2023-12-24 17:42:03,636 - pyskl - INFO - Epoch [88][2100/3405] lr: 9.235e-03, eta: 15:35:34, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9862, loss_cls: 2.3761, loss: 2.3761 +2023-12-24 17:42:29,612 - pyskl - INFO - Epoch [88][2200/3405] lr: 9.228e-03, eta: 15:35:07, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 2.3772, loss: 2.3772 +2023-12-24 17:42:55,315 - pyskl - INFO - Epoch [88][2300/3405] lr: 9.220e-03, eta: 15:34:40, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9831, loss_cls: 2.4094, loss: 2.4094 +2023-12-24 17:43:20,792 - pyskl - INFO - Epoch [88][2400/3405] lr: 9.213e-03, eta: 15:34:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 2.4248, loss: 2.4248 +2023-12-24 17:43:46,369 - pyskl - INFO - Epoch [88][2500/3405] lr: 9.206e-03, eta: 15:33:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 2.4032, loss: 2.4032 +2023-12-24 17:44:12,092 - pyskl - INFO - Epoch [88][2600/3405] lr: 9.198e-03, eta: 15:33:19, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 2.3975, loss: 2.3975 +2023-12-24 17:44:37,328 - pyskl - INFO - Epoch [88][2700/3405] lr: 9.191e-03, eta: 15:32:52, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 2.4253, loss: 2.4253 +2023-12-24 17:45:02,532 - pyskl - INFO - Epoch [88][2800/3405] lr: 9.183e-03, eta: 15:32:25, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 2.3659, loss: 2.3659 +2023-12-24 17:45:28,104 - pyskl - INFO - Epoch [88][2900/3405] lr: 9.176e-03, eta: 15:31:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 2.3871, loss: 2.3871 +2023-12-24 17:45:53,365 - pyskl - INFO - Epoch [88][3000/3405] lr: 9.169e-03, eta: 15:31:31, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 2.3475, loss: 2.3475 +2023-12-24 17:46:18,720 - pyskl - INFO - Epoch [88][3100/3405] lr: 9.161e-03, eta: 15:31:03, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 2.3854, loss: 2.3854 +2023-12-24 17:46:44,026 - pyskl - INFO - Epoch [88][3200/3405] lr: 9.154e-03, eta: 15:30:36, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 2.3564, loss: 2.3564 +2023-12-24 17:47:09,396 - pyskl - INFO - Epoch [88][3300/3405] lr: 9.146e-03, eta: 15:30:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 2.3843, loss: 2.3843 +2023-12-24 17:47:34,764 - pyskl - INFO - Epoch [88][3400/3405] lr: 9.139e-03, eta: 15:29:42, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 2.4296, loss: 2.4296 +2023-12-24 17:47:36,900 - pyskl - INFO - Saving checkpoint at 88 epochs +2023-12-24 17:52:05,510 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 17:52:06,188 - pyskl - INFO - +top1_acc 0.7623 +top5_acc 0.9486 +2023-12-24 17:52:06,215 - pyskl - INFO - Epoch(val) [88][3718] top1_acc: 0.7623, top5_acc: 0.9486 +2023-12-24 17:52:59,960 - pyskl - INFO - Epoch [89][100/3405] lr: 9.131e-03, eta: 15:29:32, time: 0.537, data_time: 0.284, memory: 5251, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 2.3354, loss: 2.3354 +2023-12-24 17:53:25,506 - pyskl - INFO - Epoch [89][200/3405] lr: 9.124e-03, eta: 15:29:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.3303, loss: 2.3303 +2023-12-24 17:53:51,130 - pyskl - INFO - Epoch [89][300/3405] lr: 9.116e-03, eta: 15:28:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 2.3088, loss: 2.3088 +2023-12-24 17:54:16,937 - pyskl - INFO - Epoch [89][400/3405] lr: 9.109e-03, eta: 15:28:11, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8681, top5_acc: 0.9919, loss_cls: 2.3147, loss: 2.3147 +2023-12-24 17:54:42,584 - pyskl - INFO - Epoch [89][500/3405] lr: 9.102e-03, eta: 15:27:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8794, top5_acc: 0.9925, loss_cls: 2.2991, loss: 2.2991 +2023-12-24 17:55:07,997 - pyskl - INFO - Epoch [89][600/3405] lr: 9.094e-03, eta: 15:27:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 2.2991, loss: 2.2991 +2023-12-24 17:55:33,254 - pyskl - INFO - Epoch [89][700/3405] lr: 9.087e-03, eta: 15:26:50, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.3437, loss: 2.3437 +2023-12-24 17:55:58,463 - pyskl - INFO - Epoch [89][800/3405] lr: 9.079e-03, eta: 15:26:23, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.3642, loss: 2.3642 +2023-12-24 17:56:23,664 - pyskl - INFO - Epoch [89][900/3405] lr: 9.072e-03, eta: 15:25:56, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8619, top5_acc: 0.9869, loss_cls: 2.3455, loss: 2.3455 +2023-12-24 17:56:49,283 - pyskl - INFO - Epoch [89][1000/3405] lr: 9.065e-03, eta: 15:25:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 2.3613, loss: 2.3613 +2023-12-24 17:57:14,899 - pyskl - INFO - Epoch [89][1100/3405] lr: 9.057e-03, eta: 15:25:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 2.3169, loss: 2.3169 +2023-12-24 17:57:40,928 - pyskl - INFO - Epoch [89][1200/3405] lr: 9.050e-03, eta: 15:24:35, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 2.3919, loss: 2.3919 +2023-12-24 17:58:06,202 - pyskl - INFO - Epoch [89][1300/3405] lr: 9.042e-03, eta: 15:24:08, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.3469, loss: 2.3469 +2023-12-24 17:58:31,515 - pyskl - INFO - Epoch [89][1400/3405] lr: 9.035e-03, eta: 15:23:40, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 2.3870, loss: 2.3870 +2023-12-24 17:58:57,166 - pyskl - INFO - Epoch [89][1500/3405] lr: 9.028e-03, eta: 15:23:13, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8631, top5_acc: 0.9869, loss_cls: 2.3390, loss: 2.3390 +2023-12-24 17:59:23,100 - pyskl - INFO - Epoch [89][1600/3405] lr: 9.020e-03, eta: 15:22:47, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8631, top5_acc: 0.9769, loss_cls: 2.3734, loss: 2.3734 +2023-12-24 17:59:48,883 - pyskl - INFO - Epoch [89][1700/3405] lr: 9.013e-03, eta: 15:22:20, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 2.3521, loss: 2.3521 +2023-12-24 18:00:14,672 - pyskl - INFO - Epoch [89][1800/3405] lr: 9.005e-03, eta: 15:21:53, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 2.3616, loss: 2.3616 +2023-12-24 18:00:40,366 - pyskl - INFO - Epoch [89][1900/3405] lr: 8.998e-03, eta: 15:21:26, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 2.3542, loss: 2.3542 +2023-12-24 18:01:06,091 - pyskl - INFO - Epoch [89][2000/3405] lr: 8.991e-03, eta: 15:20:59, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8712, top5_acc: 0.9881, loss_cls: 2.3432, loss: 2.3432 +2023-12-24 18:01:32,000 - pyskl - INFO - Epoch [89][2100/3405] lr: 8.983e-03, eta: 15:20:32, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 2.3526, loss: 2.3526 +2023-12-24 18:01:57,667 - pyskl - INFO - Epoch [89][2200/3405] lr: 8.976e-03, eta: 15:20:05, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 2.3987, loss: 2.3987 +2023-12-24 18:02:23,573 - pyskl - INFO - Epoch [89][2300/3405] lr: 8.969e-03, eta: 15:19:39, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8369, top5_acc: 0.9819, loss_cls: 2.4227, loss: 2.4227 +2023-12-24 18:02:49,132 - pyskl - INFO - Epoch [89][2400/3405] lr: 8.961e-03, eta: 15:19:12, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 2.4036, loss: 2.4036 +2023-12-24 18:03:15,358 - pyskl - INFO - Epoch [89][2500/3405] lr: 8.954e-03, eta: 15:18:45, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8538, top5_acc: 0.9869, loss_cls: 2.3556, loss: 2.3556 +2023-12-24 18:03:40,944 - pyskl - INFO - Epoch [89][2600/3405] lr: 8.946e-03, eta: 15:18:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 2.4156, loss: 2.4156 +2023-12-24 18:04:06,314 - pyskl - INFO - Epoch [89][2700/3405] lr: 8.939e-03, eta: 15:17:51, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 2.4079, loss: 2.4079 +2023-12-24 18:04:31,706 - pyskl - INFO - Epoch [89][2800/3405] lr: 8.932e-03, eta: 15:17:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 2.3791, loss: 2.3791 +2023-12-24 18:04:57,062 - pyskl - INFO - Epoch [89][2900/3405] lr: 8.924e-03, eta: 15:16:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8550, top5_acc: 0.9750, loss_cls: 2.4029, loss: 2.4029 +2023-12-24 18:05:22,304 - pyskl - INFO - Epoch [89][3000/3405] lr: 8.917e-03, eta: 15:16:29, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 2.4069, loss: 2.4069 +2023-12-24 18:05:47,535 - pyskl - INFO - Epoch [89][3100/3405] lr: 8.910e-03, eta: 15:16:02, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 2.4103, loss: 2.4103 +2023-12-24 18:06:12,777 - pyskl - INFO - Epoch [89][3200/3405] lr: 8.902e-03, eta: 15:15:35, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9869, loss_cls: 2.3823, loss: 2.3823 +2023-12-24 18:06:38,026 - pyskl - INFO - Epoch [89][3300/3405] lr: 8.895e-03, eta: 15:15:08, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 2.3990, loss: 2.3990 +2023-12-24 18:07:03,737 - pyskl - INFO - Epoch [89][3400/3405] lr: 8.888e-03, eta: 15:14:41, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 2.3857, loss: 2.3857 +2023-12-24 18:07:05,842 - pyskl - INFO - Saving checkpoint at 89 epochs +2023-12-24 18:11:34,671 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 18:11:35,286 - pyskl - INFO - +top1_acc 0.8152 +top5_acc 0.9613 +2023-12-24 18:11:35,291 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_84.pth was removed +2023-12-24 18:11:35,496 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_89.pth. +2023-12-24 18:11:35,497 - pyskl - INFO - Best top1_acc is 0.8152 at 89 epoch. +2023-12-24 18:11:35,522 - pyskl - INFO - Epoch(val) [89][3718] top1_acc: 0.8152, top5_acc: 0.9613 +2023-12-24 18:12:29,715 - pyskl - INFO - Epoch [90][100/3405] lr: 8.880e-03, eta: 15:14:31, time: 0.542, data_time: 0.287, memory: 5251, top1_acc: 0.8725, top5_acc: 0.9925, loss_cls: 2.3129, loss: 2.3129 +2023-12-24 18:12:55,089 - pyskl - INFO - Epoch [90][200/3405] lr: 8.872e-03, eta: 15:14:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.3147, loss: 2.3147 +2023-12-24 18:13:20,752 - pyskl - INFO - Epoch [90][300/3405] lr: 8.865e-03, eta: 15:13:37, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8706, top5_acc: 0.9881, loss_cls: 2.3299, loss: 2.3299 +2023-12-24 18:13:46,604 - pyskl - INFO - Epoch [90][400/3405] lr: 8.858e-03, eta: 15:13:10, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 2.3000, loss: 2.3000 +2023-12-24 18:14:12,089 - pyskl - INFO - Epoch [90][500/3405] lr: 8.850e-03, eta: 15:12:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 2.3101, loss: 2.3101 +2023-12-24 18:14:37,392 - pyskl - INFO - Epoch [90][600/3405] lr: 8.843e-03, eta: 15:12:16, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 2.2752, loss: 2.2752 +2023-12-24 18:15:02,918 - pyskl - INFO - Epoch [90][700/3405] lr: 8.836e-03, eta: 15:11:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8731, top5_acc: 0.9888, loss_cls: 2.3222, loss: 2.3222 +2023-12-24 18:15:28,308 - pyskl - INFO - Epoch [90][800/3405] lr: 8.828e-03, eta: 15:11:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 2.3687, loss: 2.3687 +2023-12-24 18:15:54,155 - pyskl - INFO - Epoch [90][900/3405] lr: 8.821e-03, eta: 15:10:55, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9856, loss_cls: 2.3505, loss: 2.3505 +2023-12-24 18:16:19,817 - pyskl - INFO - Epoch [90][1000/3405] lr: 8.814e-03, eta: 15:10:28, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 2.3577, loss: 2.3577 +2023-12-24 18:16:45,529 - pyskl - INFO - Epoch [90][1100/3405] lr: 8.806e-03, eta: 15:10:01, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.3386, loss: 2.3386 +2023-12-24 18:17:11,380 - pyskl - INFO - Epoch [90][1200/3405] lr: 8.799e-03, eta: 15:09:34, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8688, top5_acc: 0.9888, loss_cls: 2.3378, loss: 2.3378 +2023-12-24 18:17:36,968 - pyskl - INFO - Epoch [90][1300/3405] lr: 8.792e-03, eta: 15:09:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 2.3689, loss: 2.3689 +2023-12-24 18:18:02,539 - pyskl - INFO - Epoch [90][1400/3405] lr: 8.784e-03, eta: 15:08:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 2.3484, loss: 2.3484 +2023-12-24 18:18:28,089 - pyskl - INFO - Epoch [90][1500/3405] lr: 8.777e-03, eta: 15:08:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 2.3633, loss: 2.3633 +2023-12-24 18:18:53,590 - pyskl - INFO - Epoch [90][1600/3405] lr: 8.770e-03, eta: 15:07:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 2.3571, loss: 2.3571 +2023-12-24 18:19:19,071 - pyskl - INFO - Epoch [90][1700/3405] lr: 8.762e-03, eta: 15:07:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8556, top5_acc: 0.9869, loss_cls: 2.3772, loss: 2.3772 +2023-12-24 18:19:44,730 - pyskl - INFO - Epoch [90][1800/3405] lr: 8.755e-03, eta: 15:06:52, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8694, top5_acc: 0.9888, loss_cls: 2.3348, loss: 2.3348 +2023-12-24 18:20:10,517 - pyskl - INFO - Epoch [90][1900/3405] lr: 8.748e-03, eta: 15:06:25, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8731, top5_acc: 0.9881, loss_cls: 2.3235, loss: 2.3235 +2023-12-24 18:20:36,580 - pyskl - INFO - Epoch [90][2000/3405] lr: 8.740e-03, eta: 15:05:58, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9862, loss_cls: 2.3428, loss: 2.3428 +2023-12-24 18:21:02,771 - pyskl - INFO - Epoch [90][2100/3405] lr: 8.733e-03, eta: 15:05:32, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 2.3903, loss: 2.3903 +2023-12-24 18:21:28,767 - pyskl - INFO - Epoch [90][2200/3405] lr: 8.726e-03, eta: 15:05:05, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8762, top5_acc: 0.9906, loss_cls: 2.3302, loss: 2.3302 +2023-12-24 18:21:54,252 - pyskl - INFO - Epoch [90][2300/3405] lr: 8.718e-03, eta: 15:04:38, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 2.3100, loss: 2.3100 +2023-12-24 18:22:19,717 - pyskl - INFO - Epoch [90][2400/3405] lr: 8.711e-03, eta: 15:04:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 2.3539, loss: 2.3539 +2023-12-24 18:22:45,124 - pyskl - INFO - Epoch [90][2500/3405] lr: 8.704e-03, eta: 15:03:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8625, top5_acc: 0.9769, loss_cls: 2.3870, loss: 2.3870 +2023-12-24 18:23:10,805 - pyskl - INFO - Epoch [90][2600/3405] lr: 8.696e-03, eta: 15:03:17, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8625, top5_acc: 0.9769, loss_cls: 2.3759, loss: 2.3759 +2023-12-24 18:23:36,207 - pyskl - INFO - Epoch [90][2700/3405] lr: 8.689e-03, eta: 15:02:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 2.3410, loss: 2.3410 +2023-12-24 18:24:01,656 - pyskl - INFO - Epoch [90][2800/3405] lr: 8.682e-03, eta: 15:02:23, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 2.4110, loss: 2.4110 +2023-12-24 18:24:26,963 - pyskl - INFO - Epoch [90][2900/3405] lr: 8.674e-03, eta: 15:01:56, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8588, top5_acc: 0.9862, loss_cls: 2.3861, loss: 2.3861 +2023-12-24 18:24:52,203 - pyskl - INFO - Epoch [90][3000/3405] lr: 8.667e-03, eta: 15:01:28, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 2.3941, loss: 2.3941 +2023-12-24 18:25:17,415 - pyskl - INFO - Epoch [90][3100/3405] lr: 8.660e-03, eta: 15:01:01, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 2.3846, loss: 2.3846 +2023-12-24 18:25:42,632 - pyskl - INFO - Epoch [90][3200/3405] lr: 8.652e-03, eta: 15:00:34, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 2.3435, loss: 2.3435 +2023-12-24 18:26:08,155 - pyskl - INFO - Epoch [90][3300/3405] lr: 8.645e-03, eta: 15:00:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 2.3459, loss: 2.3459 +2023-12-24 18:26:33,991 - pyskl - INFO - Epoch [90][3400/3405] lr: 8.638e-03, eta: 14:59:40, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 2.3965, loss: 2.3965 +2023-12-24 18:26:36,098 - pyskl - INFO - Saving checkpoint at 90 epochs +2023-12-24 18:31:05,478 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 18:31:06,112 - pyskl - INFO - +top1_acc 0.8146 +top5_acc 0.9635 +2023-12-24 18:31:06,138 - pyskl - INFO - Epoch(val) [90][3718] top1_acc: 0.8146, top5_acc: 0.9635 +2023-12-24 18:32:00,038 - pyskl - INFO - Epoch [91][100/3405] lr: 8.630e-03, eta: 14:59:30, time: 0.539, data_time: 0.284, memory: 5251, top1_acc: 0.8725, top5_acc: 0.9900, loss_cls: 2.3111, loss: 2.3111 +2023-12-24 18:32:25,275 - pyskl - INFO - Epoch [91][200/3405] lr: 8.623e-03, eta: 14:59:03, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 2.3192, loss: 2.3192 +2023-12-24 18:32:50,935 - pyskl - INFO - Epoch [91][300/3405] lr: 8.615e-03, eta: 14:58:36, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 2.3040, loss: 2.3040 +2023-12-24 18:33:16,791 - pyskl - INFO - Epoch [91][400/3405] lr: 8.608e-03, eta: 14:58:09, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 2.3306, loss: 2.3306 +2023-12-24 18:33:42,603 - pyskl - INFO - Epoch [91][500/3405] lr: 8.601e-03, eta: 14:57:42, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.3103, loss: 2.3103 +2023-12-24 18:34:08,120 - pyskl - INFO - Epoch [91][600/3405] lr: 8.594e-03, eta: 14:57:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.3318, loss: 2.3318 +2023-12-24 18:34:33,507 - pyskl - INFO - Epoch [91][700/3405] lr: 8.586e-03, eta: 14:56:48, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 2.3698, loss: 2.3698 +2023-12-24 18:34:58,823 - pyskl - INFO - Epoch [91][800/3405] lr: 8.579e-03, eta: 14:56:21, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8756, top5_acc: 0.9888, loss_cls: 2.3206, loss: 2.3206 +2023-12-24 18:35:24,586 - pyskl - INFO - Epoch [91][900/3405] lr: 8.572e-03, eta: 14:55:54, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.3453, loss: 2.3453 +2023-12-24 18:35:50,172 - pyskl - INFO - Epoch [91][1000/3405] lr: 8.564e-03, eta: 14:55:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 2.3320, loss: 2.3320 +2023-12-24 18:36:16,111 - pyskl - INFO - Epoch [91][1100/3405] lr: 8.557e-03, eta: 14:55:00, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8669, top5_acc: 0.9875, loss_cls: 2.3602, loss: 2.3602 +2023-12-24 18:36:42,021 - pyskl - INFO - Epoch [91][1200/3405] lr: 8.550e-03, eta: 14:54:33, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 2.3278, loss: 2.3278 +2023-12-24 18:37:08,271 - pyskl - INFO - Epoch [91][1300/3405] lr: 8.542e-03, eta: 14:54:07, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.3013, loss: 2.3013 +2023-12-24 18:37:33,829 - pyskl - INFO - Epoch [91][1400/3405] lr: 8.535e-03, eta: 14:53:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.3073, loss: 2.3073 +2023-12-24 18:37:59,327 - pyskl - INFO - Epoch [91][1500/3405] lr: 8.528e-03, eta: 14:53:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.3311, loss: 2.3311 +2023-12-24 18:38:25,554 - pyskl - INFO - Epoch [91][1600/3405] lr: 8.521e-03, eta: 14:52:46, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9869, loss_cls: 2.3533, loss: 2.3533 +2023-12-24 18:38:50,867 - pyskl - INFO - Epoch [91][1700/3405] lr: 8.513e-03, eta: 14:52:19, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8600, top5_acc: 0.9906, loss_cls: 2.3538, loss: 2.3538 +2023-12-24 18:39:16,486 - pyskl - INFO - Epoch [91][1800/3405] lr: 8.506e-03, eta: 14:51:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 2.3558, loss: 2.3558 +2023-12-24 18:39:42,227 - pyskl - INFO - Epoch [91][1900/3405] lr: 8.499e-03, eta: 14:51:25, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9862, loss_cls: 2.3576, loss: 2.3576 +2023-12-24 18:40:07,817 - pyskl - INFO - Epoch [91][2000/3405] lr: 8.491e-03, eta: 14:50:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 2.3775, loss: 2.3775 +2023-12-24 18:40:33,541 - pyskl - INFO - Epoch [91][2100/3405] lr: 8.484e-03, eta: 14:50:31, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 2.3502, loss: 2.3502 +2023-12-24 18:40:59,637 - pyskl - INFO - Epoch [91][2200/3405] lr: 8.477e-03, eta: 14:50:05, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 2.3540, loss: 2.3540 +2023-12-24 18:41:25,360 - pyskl - INFO - Epoch [91][2300/3405] lr: 8.470e-03, eta: 14:49:38, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8481, top5_acc: 0.9744, loss_cls: 2.3980, loss: 2.3980 +2023-12-24 18:41:50,863 - pyskl - INFO - Epoch [91][2400/3405] lr: 8.462e-03, eta: 14:49:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 2.3236, loss: 2.3236 +2023-12-24 18:42:16,380 - pyskl - INFO - Epoch [91][2500/3405] lr: 8.455e-03, eta: 14:48:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.3630, loss: 2.3630 +2023-12-24 18:42:41,834 - pyskl - INFO - Epoch [91][2600/3405] lr: 8.448e-03, eta: 14:48:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 2.3814, loss: 2.3814 +2023-12-24 18:43:07,398 - pyskl - INFO - Epoch [91][2700/3405] lr: 8.440e-03, eta: 14:47:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 2.4089, loss: 2.4089 +2023-12-24 18:43:33,011 - pyskl - INFO - Epoch [91][2800/3405] lr: 8.433e-03, eta: 14:47:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 2.3932, loss: 2.3932 +2023-12-24 18:43:58,510 - pyskl - INFO - Epoch [91][2900/3405] lr: 8.426e-03, eta: 14:46:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8669, top5_acc: 0.9781, loss_cls: 2.3866, loss: 2.3866 +2023-12-24 18:44:23,998 - pyskl - INFO - Epoch [91][3000/3405] lr: 8.419e-03, eta: 14:46:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9856, loss_cls: 2.3902, loss: 2.3902 +2023-12-24 18:44:49,297 - pyskl - INFO - Epoch [91][3100/3405] lr: 8.411e-03, eta: 14:46:02, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 2.3590, loss: 2.3590 +2023-12-24 18:45:14,556 - pyskl - INFO - Epoch [91][3200/3405] lr: 8.404e-03, eta: 14:45:34, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.3401, loss: 2.3401 +2023-12-24 18:45:40,330 - pyskl - INFO - Epoch [91][3300/3405] lr: 8.397e-03, eta: 14:45:08, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 2.3603, loss: 2.3603 +2023-12-24 18:46:06,105 - pyskl - INFO - Epoch [91][3400/3405] lr: 8.390e-03, eta: 14:44:41, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 2.3231, loss: 2.3231 +2023-12-24 18:46:08,067 - pyskl - INFO - Saving checkpoint at 91 epochs +2023-12-24 18:50:36,556 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 18:50:37,191 - pyskl - INFO - +top1_acc 0.7900 +top5_acc 0.9555 +2023-12-24 18:50:37,217 - pyskl - INFO - Epoch(val) [91][3718] top1_acc: 0.7900, top5_acc: 0.9555 +2023-12-24 18:51:30,642 - pyskl - INFO - Epoch [92][100/3405] lr: 8.382e-03, eta: 14:44:30, time: 0.534, data_time: 0.281, memory: 5251, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 2.2628, loss: 2.2628 +2023-12-24 18:51:56,233 - pyskl - INFO - Epoch [92][200/3405] lr: 8.375e-03, eta: 14:44:03, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 2.3144, loss: 2.3144 +2023-12-24 18:52:22,042 - pyskl - INFO - Epoch [92][300/3405] lr: 8.367e-03, eta: 14:43:36, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8875, top5_acc: 0.9931, loss_cls: 2.2805, loss: 2.2805 +2023-12-24 18:52:48,319 - pyskl - INFO - Epoch [92][400/3405] lr: 8.360e-03, eta: 14:43:09, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.2939, loss: 2.2939 +2023-12-24 18:53:13,871 - pyskl - INFO - Epoch [92][500/3405] lr: 8.353e-03, eta: 14:42:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 2.3053, loss: 2.3053 +2023-12-24 18:53:39,390 - pyskl - INFO - Epoch [92][600/3405] lr: 8.346e-03, eta: 14:42:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.3028, loss: 2.3028 +2023-12-24 18:54:04,689 - pyskl - INFO - Epoch [92][700/3405] lr: 8.338e-03, eta: 14:41:48, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8881, top5_acc: 0.9931, loss_cls: 2.2835, loss: 2.2835 +2023-12-24 18:54:29,948 - pyskl - INFO - Epoch [92][800/3405] lr: 8.331e-03, eta: 14:41:21, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.3064, loss: 2.3064 +2023-12-24 18:54:55,344 - pyskl - INFO - Epoch [92][900/3405] lr: 8.324e-03, eta: 14:40:54, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.3020, loss: 2.3020 +2023-12-24 18:55:21,050 - pyskl - INFO - Epoch [92][1000/3405] lr: 8.317e-03, eta: 14:40:27, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.2914, loss: 2.2914 +2023-12-24 18:55:47,075 - pyskl - INFO - Epoch [92][1100/3405] lr: 8.309e-03, eta: 14:40:00, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.3137, loss: 2.3137 +2023-12-24 18:56:12,896 - pyskl - INFO - Epoch [92][1200/3405] lr: 8.302e-03, eta: 14:39:33, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 2.3661, loss: 2.3661 +2023-12-24 18:56:38,369 - pyskl - INFO - Epoch [92][1300/3405] lr: 8.295e-03, eta: 14:39:06, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 2.3470, loss: 2.3470 +2023-12-24 18:57:04,260 - pyskl - INFO - Epoch [92][1400/3405] lr: 8.288e-03, eta: 14:38:40, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.3575, loss: 2.3575 +2023-12-24 18:57:29,950 - pyskl - INFO - Epoch [92][1500/3405] lr: 8.281e-03, eta: 14:38:13, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 2.3596, loss: 2.3596 +2023-12-24 18:57:55,364 - pyskl - INFO - Epoch [92][1600/3405] lr: 8.273e-03, eta: 14:37:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.3226, loss: 2.3226 +2023-12-24 18:58:20,823 - pyskl - INFO - Epoch [92][1700/3405] lr: 8.266e-03, eta: 14:37:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 2.3810, loss: 2.3810 +2023-12-24 18:58:46,634 - pyskl - INFO - Epoch [92][1800/3405] lr: 8.259e-03, eta: 14:36:52, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 2.3893, loss: 2.3893 +2023-12-24 18:59:12,297 - pyskl - INFO - Epoch [92][1900/3405] lr: 8.252e-03, eta: 14:36:25, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 2.3466, loss: 2.3466 +2023-12-24 18:59:37,911 - pyskl - INFO - Epoch [92][2000/3405] lr: 8.244e-03, eta: 14:35:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 2.3503, loss: 2.3503 +2023-12-24 19:00:03,927 - pyskl - INFO - Epoch [92][2100/3405] lr: 8.237e-03, eta: 14:35:31, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 2.3894, loss: 2.3894 +2023-12-24 19:00:29,714 - pyskl - INFO - Epoch [92][2200/3405] lr: 8.230e-03, eta: 14:35:04, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 2.3123, loss: 2.3123 +2023-12-24 19:00:55,353 - pyskl - INFO - Epoch [92][2300/3405] lr: 8.223e-03, eta: 14:34:37, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 2.3325, loss: 2.3325 +2023-12-24 19:01:20,850 - pyskl - INFO - Epoch [92][2400/3405] lr: 8.215e-03, eta: 14:34:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8694, top5_acc: 0.9775, loss_cls: 2.3676, loss: 2.3676 +2023-12-24 19:01:46,213 - pyskl - INFO - Epoch [92][2500/3405] lr: 8.208e-03, eta: 14:33:43, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 2.3211, loss: 2.3211 +2023-12-24 19:02:11,652 - pyskl - INFO - Epoch [92][2600/3405] lr: 8.201e-03, eta: 14:33:16, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8606, top5_acc: 0.9888, loss_cls: 2.3271, loss: 2.3271 +2023-12-24 19:02:37,049 - pyskl - INFO - Epoch [92][2700/3405] lr: 8.194e-03, eta: 14:32:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 2.3272, loss: 2.3272 +2023-12-24 19:03:02,550 - pyskl - INFO - Epoch [92][2800/3405] lr: 8.187e-03, eta: 14:32:22, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.3583, loss: 2.3583 +2023-12-24 19:03:28,069 - pyskl - INFO - Epoch [92][2900/3405] lr: 8.179e-03, eta: 14:31:55, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.3288, loss: 2.3288 +2023-12-24 19:03:53,339 - pyskl - INFO - Epoch [92][3000/3405] lr: 8.172e-03, eta: 14:31:28, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 2.3274, loss: 2.3274 +2023-12-24 19:04:18,718 - pyskl - INFO - Epoch [92][3100/3405] lr: 8.165e-03, eta: 14:31:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.3271, loss: 2.3271 +2023-12-24 19:04:44,352 - pyskl - INFO - Epoch [92][3200/3405] lr: 8.158e-03, eta: 14:30:34, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 2.3473, loss: 2.3473 +2023-12-24 19:05:10,031 - pyskl - INFO - Epoch [92][3300/3405] lr: 8.150e-03, eta: 14:30:07, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8500, top5_acc: 0.9856, loss_cls: 2.3858, loss: 2.3858 +2023-12-24 19:05:35,509 - pyskl - INFO - Epoch [92][3400/3405] lr: 8.143e-03, eta: 14:29:40, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 2.3395, loss: 2.3395 +2023-12-24 19:05:37,551 - pyskl - INFO - Saving checkpoint at 92 epochs +2023-12-24 19:10:06,183 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 19:10:06,828 - pyskl - INFO - +top1_acc 0.7986 +top5_acc 0.9578 +2023-12-24 19:10:06,852 - pyskl - INFO - Epoch(val) [92][3718] top1_acc: 0.7986, top5_acc: 0.9578 +2023-12-24 19:11:00,057 - pyskl - INFO - Epoch [93][100/3405] lr: 8.136e-03, eta: 14:29:28, time: 0.532, data_time: 0.280, memory: 5251, top1_acc: 0.8681, top5_acc: 0.9912, loss_cls: 2.3336, loss: 2.3336 +2023-12-24 19:11:25,145 - pyskl - INFO - Epoch [93][200/3405] lr: 8.129e-03, eta: 14:29:01, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.3033, loss: 2.3033 +2023-12-24 19:11:50,995 - pyskl - INFO - Epoch [93][300/3405] lr: 8.121e-03, eta: 14:28:34, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.2777, loss: 2.2777 +2023-12-24 19:12:17,240 - pyskl - INFO - Epoch [93][400/3405] lr: 8.114e-03, eta: 14:28:08, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 2.2767, loss: 2.2767 +2023-12-24 19:12:43,037 - pyskl - INFO - Epoch [93][500/3405] lr: 8.107e-03, eta: 14:27:41, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 2.2774, loss: 2.2774 +2023-12-24 19:13:08,637 - pyskl - INFO - Epoch [93][600/3405] lr: 8.100e-03, eta: 14:27:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.2540, loss: 2.2540 +2023-12-24 19:13:34,142 - pyskl - INFO - Epoch [93][700/3405] lr: 8.093e-03, eta: 14:26:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8769, top5_acc: 0.9894, loss_cls: 2.3064, loss: 2.3064 +2023-12-24 19:14:00,005 - pyskl - INFO - Epoch [93][800/3405] lr: 8.085e-03, eta: 14:26:20, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 2.3296, loss: 2.3296 +2023-12-24 19:14:25,675 - pyskl - INFO - Epoch [93][900/3405] lr: 8.078e-03, eta: 14:25:53, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 2.3472, loss: 2.3472 +2023-12-24 19:14:51,352 - pyskl - INFO - Epoch [93][1000/3405] lr: 8.071e-03, eta: 14:25:26, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.3558, loss: 2.3558 +2023-12-24 19:15:17,161 - pyskl - INFO - Epoch [93][1100/3405] lr: 8.064e-03, eta: 14:25:00, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8800, top5_acc: 0.9894, loss_cls: 2.3048, loss: 2.3048 +2023-12-24 19:15:42,934 - pyskl - INFO - Epoch [93][1200/3405] lr: 8.057e-03, eta: 14:24:33, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8888, top5_acc: 0.9912, loss_cls: 2.2843, loss: 2.2843 +2023-12-24 19:16:08,560 - pyskl - INFO - Epoch [93][1300/3405] lr: 8.049e-03, eta: 14:24:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.3161, loss: 2.3161 +2023-12-24 19:16:34,308 - pyskl - INFO - Epoch [93][1400/3405] lr: 8.042e-03, eta: 14:23:39, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.3441, loss: 2.3441 +2023-12-24 19:16:59,835 - pyskl - INFO - Epoch [93][1500/3405] lr: 8.035e-03, eta: 14:23:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8762, top5_acc: 0.9900, loss_cls: 2.3201, loss: 2.3201 +2023-12-24 19:17:25,488 - pyskl - INFO - Epoch [93][1600/3405] lr: 8.028e-03, eta: 14:22:45, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.2961, loss: 2.2961 +2023-12-24 19:17:51,258 - pyskl - INFO - Epoch [93][1700/3405] lr: 8.021e-03, eta: 14:22:18, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.3289, loss: 2.3289 +2023-12-24 19:18:17,047 - pyskl - INFO - Epoch [93][1800/3405] lr: 8.013e-03, eta: 14:21:51, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8712, top5_acc: 0.9900, loss_cls: 2.2975, loss: 2.2975 +2023-12-24 19:18:42,437 - pyskl - INFO - Epoch [93][1900/3405] lr: 8.006e-03, eta: 14:21:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.3004, loss: 2.3004 +2023-12-24 19:19:08,337 - pyskl - INFO - Epoch [93][2000/3405] lr: 7.999e-03, eta: 14:20:58, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.3351, loss: 2.3351 +2023-12-24 19:19:34,951 - pyskl - INFO - Epoch [93][2100/3405] lr: 7.992e-03, eta: 14:20:31, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9912, loss_cls: 2.3144, loss: 2.3144 +2023-12-24 19:20:00,607 - pyskl - INFO - Epoch [93][2200/3405] lr: 7.985e-03, eta: 14:20:04, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 2.3398, loss: 2.3398 +2023-12-24 19:20:26,115 - pyskl - INFO - Epoch [93][2300/3405] lr: 7.978e-03, eta: 14:19:37, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 2.3162, loss: 2.3162 +2023-12-24 19:20:51,525 - pyskl - INFO - Epoch [93][2400/3405] lr: 7.970e-03, eta: 14:19:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 2.3270, loss: 2.3270 +2023-12-24 19:21:16,997 - pyskl - INFO - Epoch [93][2500/3405] lr: 7.963e-03, eta: 14:18:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8400, top5_acc: 0.9831, loss_cls: 2.3887, loss: 2.3887 +2023-12-24 19:21:42,726 - pyskl - INFO - Epoch [93][2600/3405] lr: 7.956e-03, eta: 14:18:17, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 2.3806, loss: 2.3806 +2023-12-24 19:22:08,269 - pyskl - INFO - Epoch [93][2700/3405] lr: 7.949e-03, eta: 14:17:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8619, top5_acc: 0.9869, loss_cls: 2.3704, loss: 2.3704 +2023-12-24 19:22:33,895 - pyskl - INFO - Epoch [93][2800/3405] lr: 7.942e-03, eta: 14:17:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.3181, loss: 2.3181 +2023-12-24 19:22:59,702 - pyskl - INFO - Epoch [93][2900/3405] lr: 7.935e-03, eta: 14:16:56, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 2.3805, loss: 2.3805 +2023-12-24 19:23:25,426 - pyskl - INFO - Epoch [93][3000/3405] lr: 7.927e-03, eta: 14:16:29, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 2.3679, loss: 2.3679 +2023-12-24 19:23:50,961 - pyskl - INFO - Epoch [93][3100/3405] lr: 7.920e-03, eta: 14:16:02, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.3395, loss: 2.3395 +2023-12-24 19:24:17,027 - pyskl - INFO - Epoch [93][3200/3405] lr: 7.913e-03, eta: 14:15:35, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8600, top5_acc: 0.9856, loss_cls: 2.3580, loss: 2.3580 +2023-12-24 19:24:42,677 - pyskl - INFO - Epoch [93][3300/3405] lr: 7.906e-03, eta: 14:15:08, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 2.3332, loss: 2.3332 +2023-12-24 19:25:08,667 - pyskl - INFO - Epoch [93][3400/3405] lr: 7.899e-03, eta: 14:14:42, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 2.3349, loss: 2.3349 +2023-12-24 19:25:10,603 - pyskl - INFO - Saving checkpoint at 93 epochs +2023-12-24 19:29:38,418 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 19:29:39,052 - pyskl - INFO - +top1_acc 0.8149 +top5_acc 0.9637 +2023-12-24 19:29:39,078 - pyskl - INFO - Epoch(val) [93][3718] top1_acc: 0.8149, top5_acc: 0.9637 +2023-12-24 19:30:32,499 - pyskl - INFO - Epoch [94][100/3405] lr: 7.891e-03, eta: 14:14:30, time: 0.534, data_time: 0.281, memory: 5251, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 2.2853, loss: 2.2853 +2023-12-24 19:30:57,809 - pyskl - INFO - Epoch [94][200/3405] lr: 7.884e-03, eta: 14:14:03, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8719, top5_acc: 0.9881, loss_cls: 2.3273, loss: 2.3273 +2023-12-24 19:31:23,691 - pyskl - INFO - Epoch [94][300/3405] lr: 7.877e-03, eta: 14:13:36, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.2590, loss: 2.2590 +2023-12-24 19:31:49,551 - pyskl - INFO - Epoch [94][400/3405] lr: 7.870e-03, eta: 14:13:09, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.2775, loss: 2.2775 +2023-12-24 19:32:15,213 - pyskl - INFO - Epoch [94][500/3405] lr: 7.863e-03, eta: 14:12:42, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.2901, loss: 2.2901 +2023-12-24 19:32:41,725 - pyskl - INFO - Epoch [94][600/3405] lr: 7.856e-03, eta: 14:12:16, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.8769, top5_acc: 0.9912, loss_cls: 2.2941, loss: 2.2941 +2023-12-24 19:33:07,412 - pyskl - INFO - Epoch [94][700/3405] lr: 7.849e-03, eta: 14:11:49, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.2888, loss: 2.2888 +2023-12-24 19:33:32,949 - pyskl - INFO - Epoch [94][800/3405] lr: 7.841e-03, eta: 14:11:22, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8750, top5_acc: 0.9894, loss_cls: 2.3072, loss: 2.3072 +2023-12-24 19:33:58,646 - pyskl - INFO - Epoch [94][900/3405] lr: 7.834e-03, eta: 14:10:55, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 2.3113, loss: 2.3113 +2023-12-24 19:34:24,078 - pyskl - INFO - Epoch [94][1000/3405] lr: 7.827e-03, eta: 14:10:28, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9931, loss_cls: 2.2379, loss: 2.2379 +2023-12-24 19:34:49,768 - pyskl - INFO - Epoch [94][1100/3405] lr: 7.820e-03, eta: 14:10:01, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.3068, loss: 2.3068 +2023-12-24 19:35:15,647 - pyskl - INFO - Epoch [94][1200/3405] lr: 7.813e-03, eta: 14:09:34, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8819, top5_acc: 0.9825, loss_cls: 2.3181, loss: 2.3181 +2023-12-24 19:35:41,116 - pyskl - INFO - Epoch [94][1300/3405] lr: 7.806e-03, eta: 14:09:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8600, top5_acc: 0.9894, loss_cls: 2.3361, loss: 2.3361 +2023-12-24 19:36:07,461 - pyskl - INFO - Epoch [94][1400/3405] lr: 7.799e-03, eta: 14:08:41, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 2.2389, loss: 2.2389 +2023-12-24 19:36:32,804 - pyskl - INFO - Epoch [94][1500/3405] lr: 7.791e-03, eta: 14:08:14, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 2.3056, loss: 2.3056 +2023-12-24 19:36:58,057 - pyskl - INFO - Epoch [94][1600/3405] lr: 7.784e-03, eta: 14:07:47, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9919, loss_cls: 2.2987, loss: 2.2987 +2023-12-24 19:37:23,318 - pyskl - INFO - Epoch [94][1700/3405] lr: 7.777e-03, eta: 14:07:20, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 2.3779, loss: 2.3779 +2023-12-24 19:37:49,096 - pyskl - INFO - Epoch [94][1800/3405] lr: 7.770e-03, eta: 14:06:53, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.3121, loss: 2.3121 +2023-12-24 19:38:15,198 - pyskl - INFO - Epoch [94][1900/3405] lr: 7.763e-03, eta: 14:06:26, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.2934, loss: 2.2934 +2023-12-24 19:38:41,081 - pyskl - INFO - Epoch [94][2000/3405] lr: 7.756e-03, eta: 14:05:59, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.2973, loss: 2.2973 +2023-12-24 19:39:06,781 - pyskl - INFO - Epoch [94][2100/3405] lr: 7.749e-03, eta: 14:05:33, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9938, loss_cls: 2.3092, loss: 2.3092 +2023-12-24 19:39:32,567 - pyskl - INFO - Epoch [94][2200/3405] lr: 7.742e-03, eta: 14:05:06, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 2.3373, loss: 2.3373 +2023-12-24 19:39:58,168 - pyskl - INFO - Epoch [94][2300/3405] lr: 7.735e-03, eta: 14:04:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 2.3188, loss: 2.3188 +2023-12-24 19:40:23,744 - pyskl - INFO - Epoch [94][2400/3405] lr: 7.727e-03, eta: 14:04:12, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.3269, loss: 2.3269 +2023-12-24 19:40:49,276 - pyskl - INFO - Epoch [94][2500/3405] lr: 7.720e-03, eta: 14:03:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 2.2961, loss: 2.2961 +2023-12-24 19:41:14,788 - pyskl - INFO - Epoch [94][2600/3405] lr: 7.713e-03, eta: 14:03:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 2.3885, loss: 2.3885 +2023-12-24 19:41:40,331 - pyskl - INFO - Epoch [94][2700/3405] lr: 7.706e-03, eta: 14:02:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 2.3555, loss: 2.3555 +2023-12-24 19:42:06,290 - pyskl - INFO - Epoch [94][2800/3405] lr: 7.699e-03, eta: 14:02:24, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.2720, loss: 2.2720 +2023-12-24 19:42:33,057 - pyskl - INFO - Epoch [94][2900/3405] lr: 7.692e-03, eta: 14:01:58, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.3362, loss: 2.3362 +2023-12-24 19:42:59,696 - pyskl - INFO - Epoch [94][3000/3405] lr: 7.685e-03, eta: 14:01:32, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.3530, loss: 2.3530 +2023-12-24 19:43:25,436 - pyskl - INFO - Epoch [94][3100/3405] lr: 7.678e-03, eta: 14:01:05, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 2.3480, loss: 2.3480 +2023-12-24 19:43:51,370 - pyskl - INFO - Epoch [94][3200/3405] lr: 7.671e-03, eta: 14:00:38, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.2927, loss: 2.2927 +2023-12-24 19:44:16,915 - pyskl - INFO - Epoch [94][3300/3405] lr: 7.664e-03, eta: 14:00:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 2.3456, loss: 2.3456 +2023-12-24 19:44:42,535 - pyskl - INFO - Epoch [94][3400/3405] lr: 7.656e-03, eta: 13:59:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.3231, loss: 2.3231 +2023-12-24 19:44:44,447 - pyskl - INFO - Saving checkpoint at 94 epochs +2023-12-24 19:49:12,424 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 19:49:13,036 - pyskl - INFO - +top1_acc 0.8165 +top5_acc 0.9635 +2023-12-24 19:49:13,041 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_89.pth was removed +2023-12-24 19:49:13,253 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_94.pth. +2023-12-24 19:49:13,255 - pyskl - INFO - Best top1_acc is 0.8165 at 94 epoch. +2023-12-24 19:49:13,279 - pyskl - INFO - Epoch(val) [94][3718] top1_acc: 0.8165, top5_acc: 0.9635 +2023-12-24 19:50:07,281 - pyskl - INFO - Epoch [95][100/3405] lr: 7.649e-03, eta: 13:59:32, time: 0.540, data_time: 0.285, memory: 5251, top1_acc: 0.8719, top5_acc: 0.9912, loss_cls: 2.3117, loss: 2.3117 +2023-12-24 19:50:32,994 - pyskl - INFO - Epoch [95][200/3405] lr: 7.642e-03, eta: 13:59:05, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.2943, loss: 2.2943 +2023-12-24 19:50:59,501 - pyskl - INFO - Epoch [95][300/3405] lr: 7.635e-03, eta: 13:58:39, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 2.2787, loss: 2.2787 +2023-12-24 19:51:26,465 - pyskl - INFO - Epoch [95][400/3405] lr: 7.628e-03, eta: 13:58:13, time: 0.270, data_time: 0.000, memory: 5251, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 2.2873, loss: 2.2873 +2023-12-24 19:51:52,480 - pyskl - INFO - Epoch [95][500/3405] lr: 7.621e-03, eta: 13:57:46, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8750, top5_acc: 0.9906, loss_cls: 2.2998, loss: 2.2998 +2023-12-24 19:52:17,740 - pyskl - INFO - Epoch [95][600/3405] lr: 7.614e-03, eta: 13:57:19, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.2953, loss: 2.2953 +2023-12-24 19:52:42,978 - pyskl - INFO - Epoch [95][700/3405] lr: 7.607e-03, eta: 13:56:52, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.3039, loss: 2.3039 +2023-12-24 19:53:08,342 - pyskl - INFO - Epoch [95][800/3405] lr: 7.599e-03, eta: 13:56:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.2452, loss: 2.2452 +2023-12-24 19:53:33,885 - pyskl - INFO - Epoch [95][900/3405] lr: 7.592e-03, eta: 13:55:58, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.2857, loss: 2.2857 +2023-12-24 19:53:59,717 - pyskl - INFO - Epoch [95][1000/3405] lr: 7.585e-03, eta: 13:55:31, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8819, top5_acc: 0.9894, loss_cls: 2.3057, loss: 2.3057 +2023-12-24 19:54:25,511 - pyskl - INFO - Epoch [95][1100/3405] lr: 7.578e-03, eta: 13:55:04, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.2938, loss: 2.2938 +2023-12-24 19:54:51,140 - pyskl - INFO - Epoch [95][1200/3405] lr: 7.571e-03, eta: 13:54:37, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8894, top5_acc: 0.9925, loss_cls: 2.2633, loss: 2.2633 +2023-12-24 19:55:16,595 - pyskl - INFO - Epoch [95][1300/3405] lr: 7.564e-03, eta: 13:54:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8850, top5_acc: 0.9906, loss_cls: 2.2784, loss: 2.2784 +2023-12-24 19:55:42,107 - pyskl - INFO - Epoch [95][1400/3405] lr: 7.557e-03, eta: 13:53:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.3311, loss: 2.3311 +2023-12-24 19:56:07,695 - pyskl - INFO - Epoch [95][1500/3405] lr: 7.550e-03, eta: 13:53:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 2.3147, loss: 2.3147 +2023-12-24 19:56:33,100 - pyskl - INFO - Epoch [95][1600/3405] lr: 7.543e-03, eta: 13:52:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 2.3272, loss: 2.3272 +2023-12-24 19:56:58,473 - pyskl - INFO - Epoch [95][1700/3405] lr: 7.536e-03, eta: 13:52:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 2.3122, loss: 2.3122 +2023-12-24 19:57:23,846 - pyskl - INFO - Epoch [95][1800/3405] lr: 7.529e-03, eta: 13:51:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8656, top5_acc: 0.9906, loss_cls: 2.3198, loss: 2.3198 +2023-12-24 19:57:49,400 - pyskl - INFO - Epoch [95][1900/3405] lr: 7.522e-03, eta: 13:51:28, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8831, top5_acc: 0.9906, loss_cls: 2.3119, loss: 2.3119 +2023-12-24 19:58:15,117 - pyskl - INFO - Epoch [95][2000/3405] lr: 7.515e-03, eta: 13:51:02, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 2.3290, loss: 2.3290 +2023-12-24 19:58:41,332 - pyskl - INFO - Epoch [95][2100/3405] lr: 7.508e-03, eta: 13:50:35, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.3297, loss: 2.3297 +2023-12-24 19:59:07,268 - pyskl - INFO - Epoch [95][2200/3405] lr: 7.501e-03, eta: 13:50:08, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8619, top5_acc: 0.9869, loss_cls: 2.3401, loss: 2.3401 +2023-12-24 19:59:32,849 - pyskl - INFO - Epoch [95][2300/3405] lr: 7.494e-03, eta: 13:49:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 2.3268, loss: 2.3268 +2023-12-24 19:59:58,419 - pyskl - INFO - Epoch [95][2400/3405] lr: 7.487e-03, eta: 13:49:15, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.3078, loss: 2.3078 +2023-12-24 20:00:23,895 - pyskl - INFO - Epoch [95][2500/3405] lr: 7.480e-03, eta: 13:48:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 2.3311, loss: 2.3311 +2023-12-24 20:00:49,455 - pyskl - INFO - Epoch [95][2600/3405] lr: 7.472e-03, eta: 13:48:21, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 2.3225, loss: 2.3225 +2023-12-24 20:01:14,963 - pyskl - INFO - Epoch [95][2700/3405] lr: 7.465e-03, eta: 13:47:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 2.3400, loss: 2.3400 +2023-12-24 20:01:40,830 - pyskl - INFO - Epoch [95][2800/3405] lr: 7.458e-03, eta: 13:47:27, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 2.3347, loss: 2.3347 +2023-12-24 20:02:06,249 - pyskl - INFO - Epoch [95][2900/3405] lr: 7.451e-03, eta: 13:47:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.3033, loss: 2.3033 +2023-12-24 20:02:31,510 - pyskl - INFO - Epoch [95][3000/3405] lr: 7.444e-03, eta: 13:46:33, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 2.3570, loss: 2.3570 +2023-12-24 20:02:57,450 - pyskl - INFO - Epoch [95][3100/3405] lr: 7.437e-03, eta: 13:46:06, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 2.3412, loss: 2.3412 +2023-12-24 20:03:22,809 - pyskl - INFO - Epoch [95][3200/3405] lr: 7.430e-03, eta: 13:45:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 2.3220, loss: 2.3220 +2023-12-24 20:03:48,216 - pyskl - INFO - Epoch [95][3300/3405] lr: 7.423e-03, eta: 13:45:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.2825, loss: 2.2825 +2023-12-24 20:04:13,586 - pyskl - INFO - Epoch [95][3400/3405] lr: 7.416e-03, eta: 13:44:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.2804, loss: 2.2804 +2023-12-24 20:04:15,561 - pyskl - INFO - Saving checkpoint at 95 epochs +2023-12-24 20:08:43,074 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 20:08:43,723 - pyskl - INFO - +top1_acc 0.8150 +top5_acc 0.9609 +2023-12-24 20:08:43,747 - pyskl - INFO - Epoch(val) [95][3718] top1_acc: 0.8150, top5_acc: 0.9609 +2023-12-24 20:09:37,790 - pyskl - INFO - Epoch [96][100/3405] lr: 7.409e-03, eta: 13:44:32, time: 0.540, data_time: 0.288, memory: 5251, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.2560, loss: 2.2560 +2023-12-24 20:10:03,371 - pyskl - INFO - Epoch [96][200/3405] lr: 7.402e-03, eta: 13:44:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 2.2532, loss: 2.2532 +2023-12-24 20:10:29,373 - pyskl - INFO - Epoch [96][300/3405] lr: 7.395e-03, eta: 13:43:39, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8788, top5_acc: 0.9912, loss_cls: 2.2867, loss: 2.2867 +2023-12-24 20:10:55,785 - pyskl - INFO - Epoch [96][400/3405] lr: 7.388e-03, eta: 13:43:12, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.2738, loss: 2.2738 +2023-12-24 20:11:21,661 - pyskl - INFO - Epoch [96][500/3405] lr: 7.381e-03, eta: 13:42:46, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8906, top5_acc: 0.9931, loss_cls: 2.2627, loss: 2.2627 +2023-12-24 20:11:47,076 - pyskl - INFO - Epoch [96][600/3405] lr: 7.374e-03, eta: 13:42:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9050, top5_acc: 0.9950, loss_cls: 2.2414, loss: 2.2414 +2023-12-24 20:12:12,506 - pyskl - INFO - Epoch [96][700/3405] lr: 7.367e-03, eta: 13:41:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.2423, loss: 2.2423 +2023-12-24 20:12:37,952 - pyskl - INFO - Epoch [96][800/3405] lr: 7.360e-03, eta: 13:41:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8956, top5_acc: 0.9925, loss_cls: 2.2644, loss: 2.2644 +2023-12-24 20:13:04,372 - pyskl - INFO - Epoch [96][900/3405] lr: 7.353e-03, eta: 13:40:58, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 2.3358, loss: 2.3358 +2023-12-24 20:13:30,441 - pyskl - INFO - Epoch [96][1000/3405] lr: 7.346e-03, eta: 13:40:32, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.3098, loss: 2.3098 +2023-12-24 20:13:56,288 - pyskl - INFO - Epoch [96][1100/3405] lr: 7.339e-03, eta: 13:40:05, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 2.2960, loss: 2.2960 +2023-12-24 20:14:21,955 - pyskl - INFO - Epoch [96][1200/3405] lr: 7.332e-03, eta: 13:39:38, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.2848, loss: 2.2848 +2023-12-24 20:14:47,757 - pyskl - INFO - Epoch [96][1300/3405] lr: 7.325e-03, eta: 13:39:11, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 2.3374, loss: 2.3374 +2023-12-24 20:15:13,916 - pyskl - INFO - Epoch [96][1400/3405] lr: 7.318e-03, eta: 13:38:45, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8775, top5_acc: 0.9900, loss_cls: 2.3002, loss: 2.3002 +2023-12-24 20:15:39,733 - pyskl - INFO - Epoch [96][1500/3405] lr: 7.311e-03, eta: 13:38:18, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.2970, loss: 2.2970 +2023-12-24 20:16:05,345 - pyskl - INFO - Epoch [96][1600/3405] lr: 7.304e-03, eta: 13:37:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 2.3207, loss: 2.3207 +2023-12-24 20:16:30,921 - pyskl - INFO - Epoch [96][1700/3405] lr: 7.297e-03, eta: 13:37:24, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.2916, loss: 2.2916 +2023-12-24 20:16:56,886 - pyskl - INFO - Epoch [96][1800/3405] lr: 7.290e-03, eta: 13:36:57, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.2822, loss: 2.2822 +2023-12-24 20:17:22,839 - pyskl - INFO - Epoch [96][1900/3405] lr: 7.283e-03, eta: 13:36:31, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 2.2635, loss: 2.2635 +2023-12-24 20:17:48,705 - pyskl - INFO - Epoch [96][2000/3405] lr: 7.276e-03, eta: 13:36:04, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.3130, loss: 2.3130 +2023-12-24 20:18:14,487 - pyskl - INFO - Epoch [96][2100/3405] lr: 7.269e-03, eta: 13:35:37, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.2942, loss: 2.2942 +2023-12-24 20:18:40,248 - pyskl - INFO - Epoch [96][2200/3405] lr: 7.262e-03, eta: 13:35:10, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.3403, loss: 2.3403 +2023-12-24 20:19:05,718 - pyskl - INFO - Epoch [96][2300/3405] lr: 7.255e-03, eta: 13:34:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 2.3025, loss: 2.3025 +2023-12-24 20:19:31,132 - pyskl - INFO - Epoch [96][2400/3405] lr: 7.248e-03, eta: 13:34:16, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.3042, loss: 2.3042 +2023-12-24 20:19:56,422 - pyskl - INFO - Epoch [96][2500/3405] lr: 7.241e-03, eta: 13:33:49, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.2736, loss: 2.2736 +2023-12-24 20:20:21,694 - pyskl - INFO - Epoch [96][2600/3405] lr: 7.234e-03, eta: 13:33:22, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.3020, loss: 2.3020 +2023-12-24 20:20:47,110 - pyskl - INFO - Epoch [96][2700/3405] lr: 7.227e-03, eta: 13:32:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 2.3289, loss: 2.3289 +2023-12-24 20:21:12,670 - pyskl - INFO - Epoch [96][2800/3405] lr: 7.220e-03, eta: 13:32:28, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.3272, loss: 2.3272 +2023-12-24 20:21:37,895 - pyskl - INFO - Epoch [96][2900/3405] lr: 7.213e-03, eta: 13:32:01, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8675, top5_acc: 0.9875, loss_cls: 2.3135, loss: 2.3135 +2023-12-24 20:22:03,909 - pyskl - INFO - Epoch [96][3000/3405] lr: 7.206e-03, eta: 13:31:34, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8819, top5_acc: 0.9919, loss_cls: 2.2920, loss: 2.2920 +2023-12-24 20:22:29,175 - pyskl - INFO - Epoch [96][3100/3405] lr: 7.199e-03, eta: 13:31:07, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 2.3212, loss: 2.3212 +2023-12-24 20:22:54,440 - pyskl - INFO - Epoch [96][3200/3405] lr: 7.192e-03, eta: 13:30:40, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.3360, loss: 2.3360 +2023-12-24 20:23:20,020 - pyskl - INFO - Epoch [96][3300/3405] lr: 7.185e-03, eta: 13:30:13, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.3243, loss: 2.3243 +2023-12-24 20:23:45,995 - pyskl - INFO - Epoch [96][3400/3405] lr: 7.178e-03, eta: 13:29:47, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.3117, loss: 2.3117 +2023-12-24 20:23:47,868 - pyskl - INFO - Saving checkpoint at 96 epochs +2023-12-24 20:28:16,200 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 20:28:16,827 - pyskl - INFO - +top1_acc 0.8250 +top5_acc 0.9649 +2023-12-24 20:28:16,832 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_94.pth was removed +2023-12-24 20:28:17,040 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_96.pth. +2023-12-24 20:28:17,042 - pyskl - INFO - Best top1_acc is 0.8250 at 96 epoch. +2023-12-24 20:28:17,067 - pyskl - INFO - Epoch(val) [96][3718] top1_acc: 0.8250, top5_acc: 0.9649 +2023-12-24 20:29:09,663 - pyskl - INFO - Epoch [97][100/3405] lr: 7.171e-03, eta: 13:29:33, time: 0.526, data_time: 0.275, memory: 5251, top1_acc: 0.9119, top5_acc: 0.9938, loss_cls: 2.2108, loss: 2.2108 +2023-12-24 20:29:35,048 - pyskl - INFO - Epoch [97][200/3405] lr: 7.164e-03, eta: 13:29:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8981, top5_acc: 0.9925, loss_cls: 2.2403, loss: 2.2403 +2023-12-24 20:30:00,888 - pyskl - INFO - Epoch [97][300/3405] lr: 7.157e-03, eta: 13:28:39, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 2.2547, loss: 2.2547 +2023-12-24 20:30:26,800 - pyskl - INFO - Epoch [97][400/3405] lr: 7.150e-03, eta: 13:28:12, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.2012, loss: 2.2012 +2023-12-24 20:30:52,515 - pyskl - INFO - Epoch [97][500/3405] lr: 7.143e-03, eta: 13:27:46, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9075, top5_acc: 0.9944, loss_cls: 2.2294, loss: 2.2294 +2023-12-24 20:31:17,942 - pyskl - INFO - Epoch [97][600/3405] lr: 7.136e-03, eta: 13:27:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.2806, loss: 2.2806 +2023-12-24 20:31:43,399 - pyskl - INFO - Epoch [97][700/3405] lr: 7.129e-03, eta: 13:26:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8969, top5_acc: 0.9931, loss_cls: 2.2399, loss: 2.2399 +2023-12-24 20:32:08,945 - pyskl - INFO - Epoch [97][800/3405] lr: 7.122e-03, eta: 13:26:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.2596, loss: 2.2596 +2023-12-24 20:32:34,855 - pyskl - INFO - Epoch [97][900/3405] lr: 7.115e-03, eta: 13:25:58, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 2.2427, loss: 2.2427 +2023-12-24 20:33:00,661 - pyskl - INFO - Epoch [97][1000/3405] lr: 7.108e-03, eta: 13:25:31, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 2.3013, loss: 2.3013 +2023-12-24 20:33:26,619 - pyskl - INFO - Epoch [97][1100/3405] lr: 7.101e-03, eta: 13:25:04, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8825, top5_acc: 0.9906, loss_cls: 2.2901, loss: 2.2901 +2023-12-24 20:33:52,201 - pyskl - INFO - Epoch [97][1200/3405] lr: 7.094e-03, eta: 13:24:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 2.3235, loss: 2.3235 +2023-12-24 20:34:17,819 - pyskl - INFO - Epoch [97][1300/3405] lr: 7.088e-03, eta: 13:24:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.2411, loss: 2.2411 +2023-12-24 20:34:43,474 - pyskl - INFO - Epoch [97][1400/3405] lr: 7.081e-03, eta: 13:23:44, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 2.2252, loss: 2.2252 +2023-12-24 20:35:08,934 - pyskl - INFO - Epoch [97][1500/3405] lr: 7.074e-03, eta: 13:23:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8800, top5_acc: 0.9894, loss_cls: 2.3063, loss: 2.3063 +2023-12-24 20:35:35,754 - pyskl - INFO - Epoch [97][1600/3405] lr: 7.067e-03, eta: 13:22:51, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.2637, loss: 2.2637 +2023-12-24 20:36:02,075 - pyskl - INFO - Epoch [97][1700/3405] lr: 7.060e-03, eta: 13:22:24, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.8819, top5_acc: 0.9825, loss_cls: 2.2958, loss: 2.2958 +2023-12-24 20:36:27,788 - pyskl - INFO - Epoch [97][1800/3405] lr: 7.053e-03, eta: 13:21:57, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 2.2848, loss: 2.2848 +2023-12-24 20:36:53,631 - pyskl - INFO - Epoch [97][1900/3405] lr: 7.046e-03, eta: 13:21:31, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 2.3323, loss: 2.3323 +2023-12-24 20:37:19,333 - pyskl - INFO - Epoch [97][2000/3405] lr: 7.039e-03, eta: 13:21:04, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8662, top5_acc: 0.9888, loss_cls: 2.3374, loss: 2.3374 +2023-12-24 20:37:45,520 - pyskl - INFO - Epoch [97][2100/3405] lr: 7.032e-03, eta: 13:20:37, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8812, top5_acc: 0.9900, loss_cls: 2.2924, loss: 2.2924 +2023-12-24 20:38:11,208 - pyskl - INFO - Epoch [97][2200/3405] lr: 7.025e-03, eta: 13:20:10, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8750, top5_acc: 0.9919, loss_cls: 2.2957, loss: 2.2957 +2023-12-24 20:38:36,895 - pyskl - INFO - Epoch [97][2300/3405] lr: 7.018e-03, eta: 13:19:44, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.2956, loss: 2.2956 +2023-12-24 20:39:02,493 - pyskl - INFO - Epoch [97][2400/3405] lr: 7.011e-03, eta: 13:19:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.3102, loss: 2.3102 +2023-12-24 20:39:28,103 - pyskl - INFO - Epoch [97][2500/3405] lr: 7.005e-03, eta: 13:18:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8694, top5_acc: 0.9900, loss_cls: 2.3099, loss: 2.3099 +2023-12-24 20:39:53,884 - pyskl - INFO - Epoch [97][2600/3405] lr: 6.998e-03, eta: 13:18:23, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8750, top5_acc: 0.9888, loss_cls: 2.3180, loss: 2.3180 +2023-12-24 20:40:19,379 - pyskl - INFO - Epoch [97][2700/3405] lr: 6.991e-03, eta: 13:17:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 2.3256, loss: 2.3256 +2023-12-24 20:40:44,826 - pyskl - INFO - Epoch [97][2800/3405] lr: 6.984e-03, eta: 13:17:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.2917, loss: 2.2917 +2023-12-24 20:41:10,459 - pyskl - INFO - Epoch [97][2900/3405] lr: 6.977e-03, eta: 13:17:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 2.3283, loss: 2.3283 +2023-12-24 20:41:36,242 - pyskl - INFO - Epoch [97][3000/3405] lr: 6.970e-03, eta: 13:16:35, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8850, top5_acc: 0.9906, loss_cls: 2.2726, loss: 2.2726 +2023-12-24 20:42:01,448 - pyskl - INFO - Epoch [97][3100/3405] lr: 6.963e-03, eta: 13:16:08, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.2826, loss: 2.2826 +2023-12-24 20:42:26,657 - pyskl - INFO - Epoch [97][3200/3405] lr: 6.956e-03, eta: 13:15:41, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9869, loss_cls: 2.3528, loss: 2.3528 +2023-12-24 20:42:51,894 - pyskl - INFO - Epoch [97][3300/3405] lr: 6.949e-03, eta: 13:15:14, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 2.2988, loss: 2.2988 +2023-12-24 20:43:17,144 - pyskl - INFO - Epoch [97][3400/3405] lr: 6.942e-03, eta: 13:14:47, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 2.2913, loss: 2.2913 +2023-12-24 20:43:19,001 - pyskl - INFO - Saving checkpoint at 97 epochs +2023-12-24 20:47:46,930 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 20:47:47,548 - pyskl - INFO - +top1_acc 0.8235 +top5_acc 0.9666 +2023-12-24 20:47:47,573 - pyskl - INFO - Epoch(val) [97][3718] top1_acc: 0.8235, top5_acc: 0.9666 +2023-12-24 20:48:40,592 - pyskl - INFO - Epoch [98][100/3405] lr: 6.935e-03, eta: 13:14:33, time: 0.530, data_time: 0.275, memory: 5251, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 2.2559, loss: 2.2559 +2023-12-24 20:49:06,245 - pyskl - INFO - Epoch [98][200/3405] lr: 6.928e-03, eta: 13:14:06, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 2.2061, loss: 2.2061 +2023-12-24 20:49:32,082 - pyskl - INFO - Epoch [98][300/3405] lr: 6.921e-03, eta: 13:13:40, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.2241, loss: 2.2241 +2023-12-24 20:49:58,144 - pyskl - INFO - Epoch [98][400/3405] lr: 6.915e-03, eta: 13:13:13, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 2.2210, loss: 2.2210 +2023-12-24 20:50:23,739 - pyskl - INFO - Epoch [98][500/3405] lr: 6.908e-03, eta: 13:12:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 2.2097, loss: 2.2097 +2023-12-24 20:50:49,461 - pyskl - INFO - Epoch [98][600/3405] lr: 6.901e-03, eta: 13:12:19, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 2.2467, loss: 2.2467 +2023-12-24 20:51:14,803 - pyskl - INFO - Epoch [98][700/3405] lr: 6.894e-03, eta: 13:11:52, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8969, top5_acc: 0.9850, loss_cls: 2.2686, loss: 2.2686 +2023-12-24 20:51:40,247 - pyskl - INFO - Epoch [98][800/3405] lr: 6.887e-03, eta: 13:11:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 2.2687, loss: 2.2687 +2023-12-24 20:52:06,005 - pyskl - INFO - Epoch [98][900/3405] lr: 6.880e-03, eta: 13:10:58, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8856, top5_acc: 0.9812, loss_cls: 2.2846, loss: 2.2846 +2023-12-24 20:52:31,861 - pyskl - INFO - Epoch [98][1000/3405] lr: 6.873e-03, eta: 13:10:32, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8831, top5_acc: 0.9906, loss_cls: 2.2842, loss: 2.2842 +2023-12-24 20:52:57,475 - pyskl - INFO - Epoch [98][1100/3405] lr: 6.867e-03, eta: 13:10:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.2485, loss: 2.2485 +2023-12-24 20:53:23,189 - pyskl - INFO - Epoch [98][1200/3405] lr: 6.860e-03, eta: 13:09:38, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.3097, loss: 2.3097 +2023-12-24 20:53:48,759 - pyskl - INFO - Epoch [98][1300/3405] lr: 6.853e-03, eta: 13:09:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9906, loss_cls: 2.3113, loss: 2.3113 +2023-12-24 20:54:14,660 - pyskl - INFO - Epoch [98][1400/3405] lr: 6.846e-03, eta: 13:08:44, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.2909, loss: 2.2909 +2023-12-24 20:54:40,569 - pyskl - INFO - Epoch [98][1500/3405] lr: 6.839e-03, eta: 13:08:18, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9038, top5_acc: 0.9944, loss_cls: 2.2540, loss: 2.2540 +2023-12-24 20:55:05,886 - pyskl - INFO - Epoch [98][1600/3405] lr: 6.832e-03, eta: 13:07:51, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.2844, loss: 2.2844 +2023-12-24 20:55:31,514 - pyskl - INFO - Epoch [98][1700/3405] lr: 6.825e-03, eta: 13:07:24, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8856, top5_acc: 0.9900, loss_cls: 2.2920, loss: 2.2920 +2023-12-24 20:55:57,277 - pyskl - INFO - Epoch [98][1800/3405] lr: 6.819e-03, eta: 13:06:57, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 2.2499, loss: 2.2499 +2023-12-24 20:56:23,047 - pyskl - INFO - Epoch [98][1900/3405] lr: 6.812e-03, eta: 13:06:30, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.3036, loss: 2.3036 +2023-12-24 20:56:48,646 - pyskl - INFO - Epoch [98][2000/3405] lr: 6.805e-03, eta: 13:06:03, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 2.3378, loss: 2.3378 +2023-12-24 20:57:14,478 - pyskl - INFO - Epoch [98][2100/3405] lr: 6.798e-03, eta: 13:05:37, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.2630, loss: 2.2630 +2023-12-24 20:57:39,874 - pyskl - INFO - Epoch [98][2200/3405] lr: 6.791e-03, eta: 13:05:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8869, top5_acc: 0.9931, loss_cls: 2.2699, loss: 2.2699 +2023-12-24 20:58:05,148 - pyskl - INFO - Epoch [98][2300/3405] lr: 6.784e-03, eta: 13:04:43, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8825, top5_acc: 0.9900, loss_cls: 2.2999, loss: 2.2999 +2023-12-24 20:58:30,622 - pyskl - INFO - Epoch [98][2400/3405] lr: 6.777e-03, eta: 13:04:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 2.3050, loss: 2.3050 +2023-12-24 20:58:56,016 - pyskl - INFO - Epoch [98][2500/3405] lr: 6.771e-03, eta: 13:03:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9894, loss_cls: 2.3254, loss: 2.3254 +2023-12-24 20:59:21,448 - pyskl - INFO - Epoch [98][2600/3405] lr: 6.764e-03, eta: 13:03:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8775, top5_acc: 0.9912, loss_cls: 2.2948, loss: 2.2948 +2023-12-24 20:59:46,846 - pyskl - INFO - Epoch [98][2700/3405] lr: 6.757e-03, eta: 13:02:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 2.2939, loss: 2.2939 +2023-12-24 21:00:13,048 - pyskl - INFO - Epoch [98][2800/3405] lr: 6.750e-03, eta: 13:02:28, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 2.2921, loss: 2.2921 +2023-12-24 21:00:39,381 - pyskl - INFO - Epoch [98][2900/3405] lr: 6.743e-03, eta: 13:02:02, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 2.2691, loss: 2.2691 +2023-12-24 21:01:04,856 - pyskl - INFO - Epoch [98][3000/3405] lr: 6.736e-03, eta: 13:01:35, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.2811, loss: 2.2811 +2023-12-24 21:01:30,959 - pyskl - INFO - Epoch [98][3100/3405] lr: 6.730e-03, eta: 13:01:08, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 2.3456, loss: 2.3456 +2023-12-24 21:01:57,237 - pyskl - INFO - Epoch [98][3200/3405] lr: 6.723e-03, eta: 13:00:42, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.2873, loss: 2.2873 +2023-12-24 21:02:22,877 - pyskl - INFO - Epoch [98][3300/3405] lr: 6.716e-03, eta: 13:00:15, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.2988, loss: 2.2988 +2023-12-24 21:02:48,484 - pyskl - INFO - Epoch [98][3400/3405] lr: 6.709e-03, eta: 12:59:48, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.2977, loss: 2.2977 +2023-12-24 21:02:50,454 - pyskl - INFO - Saving checkpoint at 98 epochs +2023-12-24 21:07:17,832 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 21:07:18,441 - pyskl - INFO - +top1_acc 0.8201 +top5_acc 0.9643 +2023-12-24 21:07:18,466 - pyskl - INFO - Epoch(val) [98][3718] top1_acc: 0.8201, top5_acc: 0.9643 +2023-12-24 21:08:11,792 - pyskl - INFO - Epoch [99][100/3405] lr: 6.702e-03, eta: 12:59:34, time: 0.533, data_time: 0.279, memory: 5251, top1_acc: 0.8988, top5_acc: 0.9925, loss_cls: 2.2429, loss: 2.2429 +2023-12-24 21:08:37,058 - pyskl - INFO - Epoch [99][200/3405] lr: 6.695e-03, eta: 12:59:07, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.2279, loss: 2.2279 +2023-12-24 21:09:02,888 - pyskl - INFO - Epoch [99][300/3405] lr: 6.688e-03, eta: 12:58:40, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.2459, loss: 2.2459 +2023-12-24 21:09:29,217 - pyskl - INFO - Epoch [99][400/3405] lr: 6.682e-03, eta: 12:58:13, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 2.2663, loss: 2.2663 +2023-12-24 21:09:54,795 - pyskl - INFO - Epoch [99][500/3405] lr: 6.675e-03, eta: 12:57:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.2255, loss: 2.2255 +2023-12-24 21:10:20,306 - pyskl - INFO - Epoch [99][600/3405] lr: 6.668e-03, eta: 12:57:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8925, top5_acc: 0.9925, loss_cls: 2.2315, loss: 2.2315 +2023-12-24 21:10:45,667 - pyskl - INFO - Epoch [99][700/3405] lr: 6.661e-03, eta: 12:56:53, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 2.2509, loss: 2.2509 +2023-12-24 21:11:11,965 - pyskl - INFO - Epoch [99][800/3405] lr: 6.654e-03, eta: 12:56:26, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.2689, loss: 2.2689 +2023-12-24 21:11:38,138 - pyskl - INFO - Epoch [99][900/3405] lr: 6.648e-03, eta: 12:56:00, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 2.2865, loss: 2.2865 +2023-12-24 21:12:03,856 - pyskl - INFO - Epoch [99][1000/3405] lr: 6.641e-03, eta: 12:55:33, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8750, top5_acc: 0.9912, loss_cls: 2.2962, loss: 2.2962 +2023-12-24 21:12:29,910 - pyskl - INFO - Epoch [99][1100/3405] lr: 6.634e-03, eta: 12:55:06, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 2.2505, loss: 2.2505 +2023-12-24 21:12:55,768 - pyskl - INFO - Epoch [99][1200/3405] lr: 6.627e-03, eta: 12:54:39, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 2.2404, loss: 2.2404 +2023-12-24 21:13:21,814 - pyskl - INFO - Epoch [99][1300/3405] lr: 6.620e-03, eta: 12:54:13, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.2853, loss: 2.2853 +2023-12-24 21:13:47,931 - pyskl - INFO - Epoch [99][1400/3405] lr: 6.614e-03, eta: 12:53:46, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.2757, loss: 2.2757 +2023-12-24 21:14:13,622 - pyskl - INFO - Epoch [99][1500/3405] lr: 6.607e-03, eta: 12:53:19, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.2502, loss: 2.2502 +2023-12-24 21:14:39,044 - pyskl - INFO - Epoch [99][1600/3405] lr: 6.600e-03, eta: 12:52:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.2782, loss: 2.2782 +2023-12-24 21:15:04,721 - pyskl - INFO - Epoch [99][1700/3405] lr: 6.593e-03, eta: 12:52:26, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 2.2146, loss: 2.2146 +2023-12-24 21:15:30,488 - pyskl - INFO - Epoch [99][1800/3405] lr: 6.587e-03, eta: 12:51:59, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 2.2989, loss: 2.2989 +2023-12-24 21:15:56,271 - pyskl - INFO - Epoch [99][1900/3405] lr: 6.580e-03, eta: 12:51:32, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8800, top5_acc: 0.9900, loss_cls: 2.3071, loss: 2.3071 +2023-12-24 21:16:21,927 - pyskl - INFO - Epoch [99][2000/3405] lr: 6.573e-03, eta: 12:51:05, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 2.2940, loss: 2.2940 +2023-12-24 21:16:47,803 - pyskl - INFO - Epoch [99][2100/3405] lr: 6.566e-03, eta: 12:50:39, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.2977, loss: 2.2977 +2023-12-24 21:17:13,468 - pyskl - INFO - Epoch [99][2200/3405] lr: 6.559e-03, eta: 12:50:12, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.2884, loss: 2.2884 +2023-12-24 21:17:38,969 - pyskl - INFO - Epoch [99][2300/3405] lr: 6.553e-03, eta: 12:49:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 2.2360, loss: 2.2360 +2023-12-24 21:18:04,353 - pyskl - INFO - Epoch [99][2400/3405] lr: 6.546e-03, eta: 12:49:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 2.2712, loss: 2.2712 +2023-12-24 21:18:29,927 - pyskl - INFO - Epoch [99][2500/3405] lr: 6.539e-03, eta: 12:48:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9038, top5_acc: 0.9944, loss_cls: 2.2315, loss: 2.2315 +2023-12-24 21:18:55,464 - pyskl - INFO - Epoch [99][2600/3405] lr: 6.532e-03, eta: 12:48:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.3119, loss: 2.3119 +2023-12-24 21:19:20,959 - pyskl - INFO - Epoch [99][2700/3405] lr: 6.526e-03, eta: 12:47:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 2.2648, loss: 2.2648 +2023-12-24 21:19:46,725 - pyskl - INFO - Epoch [99][2800/3405] lr: 6.519e-03, eta: 12:47:30, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8931, top5_acc: 0.9925, loss_cls: 2.2792, loss: 2.2792 +2023-12-24 21:20:12,468 - pyskl - INFO - Epoch [99][2900/3405] lr: 6.512e-03, eta: 12:47:04, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 2.2471, loss: 2.2471 +2023-12-24 21:20:38,064 - pyskl - INFO - Epoch [99][3000/3405] lr: 6.505e-03, eta: 12:46:37, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.2867, loss: 2.2867 +2023-12-24 21:21:03,509 - pyskl - INFO - Epoch [99][3100/3405] lr: 6.499e-03, eta: 12:46:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 2.3099, loss: 2.3099 +2023-12-24 21:21:29,073 - pyskl - INFO - Epoch [99][3200/3405] lr: 6.492e-03, eta: 12:45:43, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.2841, loss: 2.2841 +2023-12-24 21:21:54,911 - pyskl - INFO - Epoch [99][3300/3405] lr: 6.485e-03, eta: 12:45:16, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 2.3082, loss: 2.3082 +2023-12-24 21:22:20,469 - pyskl - INFO - Epoch [99][3400/3405] lr: 6.478e-03, eta: 12:44:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.2743, loss: 2.2743 +2023-12-24 21:22:22,484 - pyskl - INFO - Saving checkpoint at 99 epochs +2023-12-24 21:26:50,920 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 21:26:51,533 - pyskl - INFO - +top1_acc 0.7978 +top5_acc 0.9575 +2023-12-24 21:26:51,557 - pyskl - INFO - Epoch(val) [99][3718] top1_acc: 0.7978, top5_acc: 0.9575 +2023-12-24 21:27:44,709 - pyskl - INFO - Epoch [100][100/3405] lr: 6.471e-03, eta: 12:44:35, time: 0.531, data_time: 0.278, memory: 5251, top1_acc: 0.8994, top5_acc: 0.9944, loss_cls: 2.2494, loss: 2.2494 +2023-12-24 21:28:10,172 - pyskl - INFO - Epoch [100][200/3405] lr: 6.465e-03, eta: 12:44:08, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8938, top5_acc: 0.9919, loss_cls: 2.2469, loss: 2.2469 +2023-12-24 21:28:36,007 - pyskl - INFO - Epoch [100][300/3405] lr: 6.458e-03, eta: 12:43:41, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 2.2025, loss: 2.2025 +2023-12-24 21:29:01,801 - pyskl - INFO - Epoch [100][400/3405] lr: 6.451e-03, eta: 12:43:14, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 2.2143, loss: 2.2143 +2023-12-24 21:29:27,352 - pyskl - INFO - Epoch [100][500/3405] lr: 6.444e-03, eta: 12:42:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9113, top5_acc: 0.9956, loss_cls: 2.2115, loss: 2.2115 +2023-12-24 21:29:52,900 - pyskl - INFO - Epoch [100][600/3405] lr: 6.438e-03, eta: 12:42:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.2239, loss: 2.2239 +2023-12-24 21:30:18,313 - pyskl - INFO - Epoch [100][700/3405] lr: 6.431e-03, eta: 12:41:54, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.2323, loss: 2.2323 +2023-12-24 21:30:43,915 - pyskl - INFO - Epoch [100][800/3405] lr: 6.424e-03, eta: 12:41:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.2522, loss: 2.2522 +2023-12-24 21:31:09,393 - pyskl - INFO - Epoch [100][900/3405] lr: 6.418e-03, eta: 12:41:00, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.1959, loss: 2.1959 +2023-12-24 21:31:35,099 - pyskl - INFO - Epoch [100][1000/3405] lr: 6.411e-03, eta: 12:40:33, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.2543, loss: 2.2543 +2023-12-24 21:32:00,860 - pyskl - INFO - Epoch [100][1100/3405] lr: 6.404e-03, eta: 12:40:06, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.2338, loss: 2.2338 +2023-12-24 21:32:26,617 - pyskl - INFO - Epoch [100][1200/3405] lr: 6.397e-03, eta: 12:39:39, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 2.2544, loss: 2.2544 +2023-12-24 21:32:52,783 - pyskl - INFO - Epoch [100][1300/3405] lr: 6.391e-03, eta: 12:39:13, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.2827, loss: 2.2827 +2023-12-24 21:33:18,865 - pyskl - INFO - Epoch [100][1400/3405] lr: 6.384e-03, eta: 12:38:46, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.3033, loss: 2.3033 +2023-12-24 21:33:44,332 - pyskl - INFO - Epoch [100][1500/3405] lr: 6.377e-03, eta: 12:38:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8862, top5_acc: 0.9906, loss_cls: 2.2747, loss: 2.2747 +2023-12-24 21:34:10,205 - pyskl - INFO - Epoch [100][1600/3405] lr: 6.371e-03, eta: 12:37:53, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.2272, loss: 2.2272 +2023-12-24 21:34:36,025 - pyskl - INFO - Epoch [100][1700/3405] lr: 6.364e-03, eta: 12:37:26, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 2.2509, loss: 2.2509 +2023-12-24 21:35:02,103 - pyskl - INFO - Epoch [100][1800/3405] lr: 6.357e-03, eta: 12:36:59, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.2704, loss: 2.2704 +2023-12-24 21:35:28,000 - pyskl - INFO - Epoch [100][1900/3405] lr: 6.351e-03, eta: 12:36:33, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.2450, loss: 2.2450 +2023-12-24 21:35:53,852 - pyskl - INFO - Epoch [100][2000/3405] lr: 6.344e-03, eta: 12:36:06, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.2981, loss: 2.2981 +2023-12-24 21:36:19,983 - pyskl - INFO - Epoch [100][2100/3405] lr: 6.337e-03, eta: 12:35:39, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.2864, loss: 2.2864 +2023-12-24 21:36:45,322 - pyskl - INFO - Epoch [100][2200/3405] lr: 6.330e-03, eta: 12:35:12, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8950, top5_acc: 0.9938, loss_cls: 2.2604, loss: 2.2604 +2023-12-24 21:37:10,806 - pyskl - INFO - Epoch [100][2300/3405] lr: 6.324e-03, eta: 12:34:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.2837, loss: 2.2837 +2023-12-24 21:37:36,226 - pyskl - INFO - Epoch [100][2400/3405] lr: 6.317e-03, eta: 12:34:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9844, loss_cls: 2.2614, loss: 2.2614 +2023-12-24 21:38:01,839 - pyskl - INFO - Epoch [100][2500/3405] lr: 6.310e-03, eta: 12:33:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.2414, loss: 2.2414 +2023-12-24 21:38:27,282 - pyskl - INFO - Epoch [100][2600/3405] lr: 6.304e-03, eta: 12:33:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.2644, loss: 2.2644 +2023-12-24 21:38:52,924 - pyskl - INFO - Epoch [100][2700/3405] lr: 6.297e-03, eta: 12:32:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8869, top5_acc: 0.9906, loss_cls: 2.2650, loss: 2.2650 +2023-12-24 21:39:18,941 - pyskl - INFO - Epoch [100][2800/3405] lr: 6.290e-03, eta: 12:32:31, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.2734, loss: 2.2734 +2023-12-24 21:39:44,374 - pyskl - INFO - Epoch [100][2900/3405] lr: 6.284e-03, eta: 12:32:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.2152, loss: 2.2152 +2023-12-24 21:40:10,064 - pyskl - INFO - Epoch [100][3000/3405] lr: 6.277e-03, eta: 12:31:37, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 2.2610, loss: 2.2610 +2023-12-24 21:40:35,532 - pyskl - INFO - Epoch [100][3100/3405] lr: 6.270e-03, eta: 12:31:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.2722, loss: 2.2722 +2023-12-24 21:41:00,809 - pyskl - INFO - Epoch [100][3200/3405] lr: 6.264e-03, eta: 12:30:44, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.2435, loss: 2.2435 +2023-12-24 21:41:26,182 - pyskl - INFO - Epoch [100][3300/3405] lr: 6.257e-03, eta: 12:30:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 2.2742, loss: 2.2742 +2023-12-24 21:41:51,978 - pyskl - INFO - Epoch [100][3400/3405] lr: 6.250e-03, eta: 12:29:50, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.2666, loss: 2.2666 +2023-12-24 21:41:54,026 - pyskl - INFO - Saving checkpoint at 100 epochs +2023-12-24 21:46:21,817 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 21:46:22,458 - pyskl - INFO - +top1_acc 0.8165 +top5_acc 0.9627 +2023-12-24 21:46:22,483 - pyskl - INFO - Epoch(val) [100][3718] top1_acc: 0.8165, top5_acc: 0.9627 +2023-12-24 21:47:16,571 - pyskl - INFO - Epoch [101][100/3405] lr: 6.243e-03, eta: 12:29:35, time: 0.541, data_time: 0.288, memory: 5251, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.2108, loss: 2.2108 +2023-12-24 21:47:41,855 - pyskl - INFO - Epoch [101][200/3405] lr: 6.237e-03, eta: 12:29:08, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 2.2021, loss: 2.2021 +2023-12-24 21:48:07,765 - pyskl - INFO - Epoch [101][300/3405] lr: 6.230e-03, eta: 12:28:42, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9025, top5_acc: 0.9931, loss_cls: 2.2336, loss: 2.2336 +2023-12-24 21:48:33,873 - pyskl - INFO - Epoch [101][400/3405] lr: 6.223e-03, eta: 12:28:15, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8956, top5_acc: 0.9925, loss_cls: 2.2414, loss: 2.2414 +2023-12-24 21:48:59,701 - pyskl - INFO - Epoch [101][500/3405] lr: 6.217e-03, eta: 12:27:48, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.2044, loss: 2.2044 +2023-12-24 21:49:25,316 - pyskl - INFO - Epoch [101][600/3405] lr: 6.210e-03, eta: 12:27:21, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 2.2299, loss: 2.2299 +2023-12-24 21:49:50,816 - pyskl - INFO - Epoch [101][700/3405] lr: 6.204e-03, eta: 12:26:55, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9050, top5_acc: 0.9956, loss_cls: 2.2242, loss: 2.2242 +2023-12-24 21:50:16,508 - pyskl - INFO - Epoch [101][800/3405] lr: 6.197e-03, eta: 12:26:28, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9038, top5_acc: 0.9944, loss_cls: 2.2361, loss: 2.2361 +2023-12-24 21:50:42,067 - pyskl - INFO - Epoch [101][900/3405] lr: 6.190e-03, eta: 12:26:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 2.2063, loss: 2.2063 +2023-12-24 21:51:07,683 - pyskl - INFO - Epoch [101][1000/3405] lr: 6.184e-03, eta: 12:25:34, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.2003, loss: 2.2003 +2023-12-24 21:51:33,353 - pyskl - INFO - Epoch [101][1100/3405] lr: 6.177e-03, eta: 12:25:07, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 2.2177, loss: 2.2177 +2023-12-24 21:51:59,212 - pyskl - INFO - Epoch [101][1200/3405] lr: 6.170e-03, eta: 12:24:40, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.2657, loss: 2.2657 +2023-12-24 21:52:24,965 - pyskl - INFO - Epoch [101][1300/3405] lr: 6.164e-03, eta: 12:24:14, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.2166, loss: 2.2166 +2023-12-24 21:52:50,678 - pyskl - INFO - Epoch [101][1400/3405] lr: 6.157e-03, eta: 12:23:47, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8962, top5_acc: 0.9850, loss_cls: 2.2672, loss: 2.2672 +2023-12-24 21:53:16,802 - pyskl - INFO - Epoch [101][1500/3405] lr: 6.150e-03, eta: 12:23:20, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.2876, loss: 2.2876 +2023-12-24 21:53:42,257 - pyskl - INFO - Epoch [101][1600/3405] lr: 6.144e-03, eta: 12:22:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.2194, loss: 2.2194 +2023-12-24 21:54:08,137 - pyskl - INFO - Epoch [101][1700/3405] lr: 6.137e-03, eta: 12:22:27, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 2.1788, loss: 2.1788 +2023-12-24 21:54:33,855 - pyskl - INFO - Epoch [101][1800/3405] lr: 6.131e-03, eta: 12:22:00, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.2466, loss: 2.2466 +2023-12-24 21:54:59,622 - pyskl - INFO - Epoch [101][1900/3405] lr: 6.124e-03, eta: 12:21:33, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.2467, loss: 2.2467 +2023-12-24 21:55:25,710 - pyskl - INFO - Epoch [101][2000/3405] lr: 6.117e-03, eta: 12:21:07, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 2.2576, loss: 2.2576 +2023-12-24 21:55:51,359 - pyskl - INFO - Epoch [101][2100/3405] lr: 6.111e-03, eta: 12:20:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8962, top5_acc: 0.9944, loss_cls: 2.2404, loss: 2.2404 +2023-12-24 21:56:16,869 - pyskl - INFO - Epoch [101][2200/3405] lr: 6.104e-03, eta: 12:20:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 2.2537, loss: 2.2537 +2023-12-24 21:56:42,415 - pyskl - INFO - Epoch [101][2300/3405] lr: 6.098e-03, eta: 12:19:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.2221, loss: 2.2221 +2023-12-24 21:57:07,681 - pyskl - INFO - Epoch [101][2400/3405] lr: 6.091e-03, eta: 12:19:19, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.2275, loss: 2.2275 +2023-12-24 21:57:32,932 - pyskl - INFO - Epoch [101][2500/3405] lr: 6.084e-03, eta: 12:18:52, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.2229, loss: 2.2229 +2023-12-24 21:57:58,137 - pyskl - INFO - Epoch [101][2600/3405] lr: 6.078e-03, eta: 12:18:25, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 2.2536, loss: 2.2536 +2023-12-24 21:58:23,826 - pyskl - INFO - Epoch [101][2700/3405] lr: 6.071e-03, eta: 12:17:58, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 2.2779, loss: 2.2779 +2023-12-24 21:58:49,359 - pyskl - INFO - Epoch [101][2800/3405] lr: 6.065e-03, eta: 12:17:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8981, top5_acc: 0.9938, loss_cls: 2.2318, loss: 2.2318 +2023-12-24 21:59:16,155 - pyskl - INFO - Epoch [101][2900/3405] lr: 6.058e-03, eta: 12:17:05, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 2.2674, loss: 2.2674 +2023-12-24 21:59:41,977 - pyskl - INFO - Epoch [101][3000/3405] lr: 6.051e-03, eta: 12:16:38, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8925, top5_acc: 0.9938, loss_cls: 2.2287, loss: 2.2287 +2023-12-24 22:00:07,943 - pyskl - INFO - Epoch [101][3100/3405] lr: 6.045e-03, eta: 12:16:12, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.2335, loss: 2.2335 +2023-12-24 22:00:33,543 - pyskl - INFO - Epoch [101][3200/3405] lr: 6.038e-03, eta: 12:15:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8931, top5_acc: 0.9925, loss_cls: 2.2713, loss: 2.2713 +2023-12-24 22:00:59,370 - pyskl - INFO - Epoch [101][3300/3405] lr: 6.032e-03, eta: 12:15:18, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8719, top5_acc: 0.9881, loss_cls: 2.3319, loss: 2.3319 +2023-12-24 22:01:24,891 - pyskl - INFO - Epoch [101][3400/3405] lr: 6.025e-03, eta: 12:14:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.2460, loss: 2.2460 +2023-12-24 22:01:26,831 - pyskl - INFO - Saving checkpoint at 101 epochs +2023-12-24 22:05:55,343 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 22:05:55,962 - pyskl - INFO - +top1_acc 0.8136 +top5_acc 0.9616 +2023-12-24 22:05:55,987 - pyskl - INFO - Epoch(val) [101][3718] top1_acc: 0.8136, top5_acc: 0.9616 +2023-12-24 22:06:49,335 - pyskl - INFO - Epoch [102][100/3405] lr: 6.018e-03, eta: 12:14:36, time: 0.533, data_time: 0.279, memory: 5251, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.2016, loss: 2.2016 +2023-12-24 22:07:14,550 - pyskl - INFO - Epoch [102][200/3405] lr: 6.012e-03, eta: 12:14:09, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.1861, loss: 2.1861 +2023-12-24 22:07:40,196 - pyskl - INFO - Epoch [102][300/3405] lr: 6.005e-03, eta: 12:13:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 2.2174, loss: 2.2174 +2023-12-24 22:08:05,985 - pyskl - INFO - Epoch [102][400/3405] lr: 5.998e-03, eta: 12:13:15, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.1962, loss: 2.1962 +2023-12-24 22:08:31,580 - pyskl - INFO - Epoch [102][500/3405] lr: 5.992e-03, eta: 12:12:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.1982, loss: 2.1982 +2023-12-24 22:08:57,080 - pyskl - INFO - Epoch [102][600/3405] lr: 5.985e-03, eta: 12:12:22, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.2504, loss: 2.2504 +2023-12-24 22:09:22,506 - pyskl - INFO - Epoch [102][700/3405] lr: 5.979e-03, eta: 12:11:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8919, top5_acc: 0.9944, loss_cls: 2.2379, loss: 2.2379 +2023-12-24 22:09:48,095 - pyskl - INFO - Epoch [102][800/3405] lr: 5.972e-03, eta: 12:11:28, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 2.2099, loss: 2.2099 +2023-12-24 22:10:13,659 - pyskl - INFO - Epoch [102][900/3405] lr: 5.966e-03, eta: 12:11:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9069, top5_acc: 0.9938, loss_cls: 2.2068, loss: 2.2068 +2023-12-24 22:10:39,669 - pyskl - INFO - Epoch [102][1000/3405] lr: 5.959e-03, eta: 12:10:34, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.1948, loss: 2.1948 +2023-12-24 22:11:05,249 - pyskl - INFO - Epoch [102][1100/3405] lr: 5.953e-03, eta: 12:10:08, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8969, top5_acc: 0.9931, loss_cls: 2.2211, loss: 2.2211 +2023-12-24 22:11:31,527 - pyskl - INFO - Epoch [102][1200/3405] lr: 5.946e-03, eta: 12:09:41, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.1901, loss: 2.1901 +2023-12-24 22:11:58,295 - pyskl - INFO - Epoch [102][1300/3405] lr: 5.939e-03, eta: 12:09:15, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.2100, loss: 2.2100 +2023-12-24 22:12:25,091 - pyskl - INFO - Epoch [102][1400/3405] lr: 5.933e-03, eta: 12:08:49, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9962, loss_cls: 2.2333, loss: 2.2333 +2023-12-24 22:12:50,752 - pyskl - INFO - Epoch [102][1500/3405] lr: 5.926e-03, eta: 12:08:22, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.2101, loss: 2.2101 +2023-12-24 22:13:16,130 - pyskl - INFO - Epoch [102][1600/3405] lr: 5.920e-03, eta: 12:07:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.2236, loss: 2.2236 +2023-12-24 22:13:41,948 - pyskl - INFO - Epoch [102][1700/3405] lr: 5.913e-03, eta: 12:07:28, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 2.2428, loss: 2.2428 +2023-12-24 22:14:07,678 - pyskl - INFO - Epoch [102][1800/3405] lr: 5.907e-03, eta: 12:07:01, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.2078, loss: 2.2078 +2023-12-24 22:14:33,591 - pyskl - INFO - Epoch [102][1900/3405] lr: 5.900e-03, eta: 12:06:35, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.2190, loss: 2.2190 +2023-12-24 22:14:59,371 - pyskl - INFO - Epoch [102][2000/3405] lr: 5.894e-03, eta: 12:06:08, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8956, top5_acc: 0.9844, loss_cls: 2.2725, loss: 2.2725 +2023-12-24 22:15:25,095 - pyskl - INFO - Epoch [102][2100/3405] lr: 5.887e-03, eta: 12:05:41, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 2.2137, loss: 2.2137 +2023-12-24 22:15:51,152 - pyskl - INFO - Epoch [102][2200/3405] lr: 5.881e-03, eta: 12:05:15, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 2.2192, loss: 2.2192 +2023-12-24 22:16:16,562 - pyskl - INFO - Epoch [102][2300/3405] lr: 5.874e-03, eta: 12:04:48, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.2636, loss: 2.2636 +2023-12-24 22:16:41,907 - pyskl - INFO - Epoch [102][2400/3405] lr: 5.868e-03, eta: 12:04:21, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9094, top5_acc: 0.9950, loss_cls: 2.2113, loss: 2.2113 +2023-12-24 22:17:07,246 - pyskl - INFO - Epoch [102][2500/3405] lr: 5.861e-03, eta: 12:03:54, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8956, top5_acc: 0.9931, loss_cls: 2.2357, loss: 2.2357 +2023-12-24 22:17:32,755 - pyskl - INFO - Epoch [102][2600/3405] lr: 5.855e-03, eta: 12:03:27, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9019, top5_acc: 0.9950, loss_cls: 2.2332, loss: 2.2332 +2023-12-24 22:17:58,707 - pyskl - INFO - Epoch [102][2700/3405] lr: 5.848e-03, eta: 12:03:00, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.2431, loss: 2.2431 +2023-12-24 22:18:24,500 - pyskl - INFO - Epoch [102][2800/3405] lr: 5.842e-03, eta: 12:02:34, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.2471, loss: 2.2471 +2023-12-24 22:18:50,239 - pyskl - INFO - Epoch [102][2900/3405] lr: 5.835e-03, eta: 12:02:07, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.2684, loss: 2.2684 +2023-12-24 22:19:15,878 - pyskl - INFO - Epoch [102][3000/3405] lr: 5.829e-03, eta: 12:01:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8981, top5_acc: 0.9862, loss_cls: 2.2666, loss: 2.2666 +2023-12-24 22:19:41,634 - pyskl - INFO - Epoch [102][3100/3405] lr: 5.822e-03, eta: 12:01:13, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8912, top5_acc: 0.9925, loss_cls: 2.2447, loss: 2.2447 +2023-12-24 22:20:07,981 - pyskl - INFO - Epoch [102][3200/3405] lr: 5.816e-03, eta: 12:00:47, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.8988, top5_acc: 0.9938, loss_cls: 2.2358, loss: 2.2358 +2023-12-24 22:20:34,208 - pyskl - INFO - Epoch [102][3300/3405] lr: 5.809e-03, eta: 12:00:20, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 2.3076, loss: 2.3076 +2023-12-24 22:20:59,714 - pyskl - INFO - Epoch [102][3400/3405] lr: 5.803e-03, eta: 11:59:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8844, top5_acc: 0.9938, loss_cls: 2.2455, loss: 2.2455 +2023-12-24 22:21:01,746 - pyskl - INFO - Saving checkpoint at 102 epochs +2023-12-24 22:25:30,185 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 22:25:30,830 - pyskl - INFO - +top1_acc 0.8286 +top5_acc 0.9669 +2023-12-24 22:25:30,835 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_96.pth was removed +2023-12-24 22:25:31,047 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_102.pth. +2023-12-24 22:25:31,049 - pyskl - INFO - Best top1_acc is 0.8286 at 102 epoch. +2023-12-24 22:25:31,074 - pyskl - INFO - Epoch(val) [102][3718] top1_acc: 0.8286, top5_acc: 0.9669 +2023-12-24 22:26:24,442 - pyskl - INFO - Epoch [103][100/3405] lr: 5.796e-03, eta: 11:59:38, time: 0.534, data_time: 0.282, memory: 5251, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 2.1785, loss: 2.1785 +2023-12-24 22:26:49,562 - pyskl - INFO - Epoch [103][200/3405] lr: 5.789e-03, eta: 11:59:11, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 2.1877, loss: 2.1877 +2023-12-24 22:27:15,249 - pyskl - INFO - Epoch [103][300/3405] lr: 5.783e-03, eta: 11:58:44, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 2.1913, loss: 2.1913 +2023-12-24 22:27:40,967 - pyskl - INFO - Epoch [103][400/3405] lr: 5.776e-03, eta: 11:58:17, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 2.1784, loss: 2.1784 +2023-12-24 22:28:06,672 - pyskl - INFO - Epoch [103][500/3405] lr: 5.770e-03, eta: 11:57:50, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9031, top5_acc: 0.9950, loss_cls: 2.2053, loss: 2.2053 +2023-12-24 22:28:32,839 - pyskl - INFO - Epoch [103][600/3405] lr: 5.763e-03, eta: 11:57:24, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.1726, loss: 2.1726 +2023-12-24 22:28:58,622 - pyskl - INFO - Epoch [103][700/3405] lr: 5.757e-03, eta: 11:56:57, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.2220, loss: 2.2220 +2023-12-24 22:29:24,117 - pyskl - INFO - Epoch [103][800/3405] lr: 5.750e-03, eta: 11:56:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.2470, loss: 2.2470 +2023-12-24 22:29:50,087 - pyskl - INFO - Epoch [103][900/3405] lr: 5.744e-03, eta: 11:56:03, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.1977, loss: 2.1977 +2023-12-24 22:30:15,832 - pyskl - INFO - Epoch [103][1000/3405] lr: 5.737e-03, eta: 11:55:37, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.1939, loss: 2.1939 +2023-12-24 22:30:41,514 - pyskl - INFO - Epoch [103][1100/3405] lr: 5.731e-03, eta: 11:55:10, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 2.1748, loss: 2.1748 +2023-12-24 22:31:07,195 - pyskl - INFO - Epoch [103][1200/3405] lr: 5.725e-03, eta: 11:54:43, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9050, top5_acc: 0.9950, loss_cls: 2.2328, loss: 2.2328 +2023-12-24 22:31:33,770 - pyskl - INFO - Epoch [103][1300/3405] lr: 5.718e-03, eta: 11:54:17, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.2010, loss: 2.2010 +2023-12-24 22:32:00,608 - pyskl - INFO - Epoch [103][1400/3405] lr: 5.712e-03, eta: 11:53:51, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 0.9075, top5_acc: 0.9944, loss_cls: 2.2162, loss: 2.2162 +2023-12-24 22:32:27,473 - pyskl - INFO - Epoch [103][1500/3405] lr: 5.705e-03, eta: 11:53:24, time: 0.269, data_time: 0.000, memory: 5251, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 2.2052, loss: 2.2052 +2023-12-24 22:32:53,961 - pyskl - INFO - Epoch [103][1600/3405] lr: 5.699e-03, eta: 11:52:58, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.9031, top5_acc: 0.9950, loss_cls: 2.2404, loss: 2.2404 +2023-12-24 22:33:19,996 - pyskl - INFO - Epoch [103][1700/3405] lr: 5.692e-03, eta: 11:52:31, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 2.2171, loss: 2.2171 +2023-12-24 22:33:45,839 - pyskl - INFO - Epoch [103][1800/3405] lr: 5.686e-03, eta: 11:52:05, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.2182, loss: 2.2182 +2023-12-24 22:34:11,633 - pyskl - INFO - Epoch [103][1900/3405] lr: 5.679e-03, eta: 11:51:38, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 2.2099, loss: 2.2099 +2023-12-24 22:34:37,664 - pyskl - INFO - Epoch [103][2000/3405] lr: 5.673e-03, eta: 11:51:11, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9006, top5_acc: 0.9938, loss_cls: 2.2301, loss: 2.2301 +2023-12-24 22:35:03,608 - pyskl - INFO - Epoch [103][2100/3405] lr: 5.666e-03, eta: 11:50:45, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9056, top5_acc: 0.9969, loss_cls: 2.2110, loss: 2.2110 +2023-12-24 22:35:29,240 - pyskl - INFO - Epoch [103][2200/3405] lr: 5.660e-03, eta: 11:50:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 2.2389, loss: 2.2389 +2023-12-24 22:35:54,807 - pyskl - INFO - Epoch [103][2300/3405] lr: 5.654e-03, eta: 11:49:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.2603, loss: 2.2603 +2023-12-24 22:36:20,251 - pyskl - INFO - Epoch [103][2400/3405] lr: 5.647e-03, eta: 11:49:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.2458, loss: 2.2458 +2023-12-24 22:36:45,741 - pyskl - INFO - Epoch [103][2500/3405] lr: 5.641e-03, eta: 11:48:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.2293, loss: 2.2293 +2023-12-24 22:37:11,473 - pyskl - INFO - Epoch [103][2600/3405] lr: 5.634e-03, eta: 11:48:30, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.2176, loss: 2.2176 +2023-12-24 22:37:37,111 - pyskl - INFO - Epoch [103][2700/3405] lr: 5.628e-03, eta: 11:48:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.2488, loss: 2.2488 +2023-12-24 22:38:03,026 - pyskl - INFO - Epoch [103][2800/3405] lr: 5.621e-03, eta: 11:47:37, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.2619, loss: 2.2619 +2023-12-24 22:38:28,959 - pyskl - INFO - Epoch [103][2900/3405] lr: 5.615e-03, eta: 11:47:10, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8988, top5_acc: 0.9919, loss_cls: 2.2437, loss: 2.2437 +2023-12-24 22:38:54,527 - pyskl - INFO - Epoch [103][3000/3405] lr: 5.609e-03, eta: 11:46:43, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.2271, loss: 2.2271 +2023-12-24 22:39:20,093 - pyskl - INFO - Epoch [103][3100/3405] lr: 5.602e-03, eta: 11:46:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9019, top5_acc: 0.9950, loss_cls: 2.2284, loss: 2.2284 +2023-12-24 22:39:45,706 - pyskl - INFO - Epoch [103][3200/3405] lr: 5.596e-03, eta: 11:45:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8944, top5_acc: 0.9931, loss_cls: 2.2543, loss: 2.2543 +2023-12-24 22:40:11,286 - pyskl - INFO - Epoch [103][3300/3405] lr: 5.589e-03, eta: 11:45:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 2.2509, loss: 2.2509 +2023-12-24 22:40:36,816 - pyskl - INFO - Epoch [103][3400/3405] lr: 5.583e-03, eta: 11:44:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8881, top5_acc: 0.9931, loss_cls: 2.2792, loss: 2.2792 +2023-12-24 22:40:38,860 - pyskl - INFO - Saving checkpoint at 103 epochs +2023-12-24 22:45:06,458 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 22:45:07,089 - pyskl - INFO - +top1_acc 0.8226 +top5_acc 0.9633 +2023-12-24 22:45:07,114 - pyskl - INFO - Epoch(val) [103][3718] top1_acc: 0.8226, top5_acc: 0.9633 +2023-12-24 22:45:59,923 - pyskl - INFO - Epoch [104][100/3405] lr: 5.576e-03, eta: 11:44:40, time: 0.528, data_time: 0.275, memory: 5251, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.1962, loss: 2.1962 +2023-12-24 22:46:25,215 - pyskl - INFO - Epoch [104][200/3405] lr: 5.570e-03, eta: 11:44:13, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.1763, loss: 2.1763 +2023-12-24 22:46:51,132 - pyskl - INFO - Epoch [104][300/3405] lr: 5.563e-03, eta: 11:43:46, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.1951, loss: 2.1951 +2023-12-24 22:47:17,170 - pyskl - INFO - Epoch [104][400/3405] lr: 5.557e-03, eta: 11:43:20, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.1750, loss: 2.1750 +2023-12-24 22:47:42,790 - pyskl - INFO - Epoch [104][500/3405] lr: 5.551e-03, eta: 11:42:53, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9350, top5_acc: 0.9988, loss_cls: 2.1406, loss: 2.1406 +2023-12-24 22:48:08,307 - pyskl - INFO - Epoch [104][600/3405] lr: 5.544e-03, eta: 11:42:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.1626, loss: 2.1626 +2023-12-24 22:48:33,933 - pyskl - INFO - Epoch [104][700/3405] lr: 5.538e-03, eta: 11:41:59, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 2.1568, loss: 2.1568 +2023-12-24 22:48:59,518 - pyskl - INFO - Epoch [104][800/3405] lr: 5.532e-03, eta: 11:41:32, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9187, top5_acc: 0.9969, loss_cls: 2.1820, loss: 2.1820 +2023-12-24 22:49:25,241 - pyskl - INFO - Epoch [104][900/3405] lr: 5.525e-03, eta: 11:41:06, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9075, top5_acc: 0.9950, loss_cls: 2.2213, loss: 2.2213 +2023-12-24 22:49:51,034 - pyskl - INFO - Epoch [104][1000/3405] lr: 5.519e-03, eta: 11:40:39, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9069, top5_acc: 0.9938, loss_cls: 2.2141, loss: 2.2141 +2023-12-24 22:50:16,586 - pyskl - INFO - Epoch [104][1100/3405] lr: 5.512e-03, eta: 11:40:12, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 2.1860, loss: 2.1860 +2023-12-24 22:50:41,971 - pyskl - INFO - Epoch [104][1200/3405] lr: 5.506e-03, eta: 11:39:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9163, top5_acc: 0.9950, loss_cls: 2.1850, loss: 2.1850 +2023-12-24 22:51:08,661 - pyskl - INFO - Epoch [104][1300/3405] lr: 5.500e-03, eta: 11:39:19, time: 0.267, data_time: 0.000, memory: 5251, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 2.2210, loss: 2.2210 +2023-12-24 22:51:34,162 - pyskl - INFO - Epoch [104][1400/3405] lr: 5.493e-03, eta: 11:38:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 2.1817, loss: 2.1817 +2023-12-24 22:51:59,532 - pyskl - INFO - Epoch [104][1500/3405] lr: 5.487e-03, eta: 11:38:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8944, top5_acc: 0.9944, loss_cls: 2.2499, loss: 2.2499 +2023-12-24 22:52:25,289 - pyskl - INFO - Epoch [104][1600/3405] lr: 5.481e-03, eta: 11:37:58, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9119, top5_acc: 0.9969, loss_cls: 2.2026, loss: 2.2026 +2023-12-24 22:52:51,207 - pyskl - INFO - Epoch [104][1700/3405] lr: 5.474e-03, eta: 11:37:32, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9256, top5_acc: 0.9962, loss_cls: 2.1756, loss: 2.1756 +2023-12-24 22:53:16,968 - pyskl - INFO - Epoch [104][1800/3405] lr: 5.468e-03, eta: 11:37:05, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 2.1907, loss: 2.1907 +2023-12-24 22:53:42,739 - pyskl - INFO - Epoch [104][1900/3405] lr: 5.461e-03, eta: 11:36:38, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8969, top5_acc: 0.9931, loss_cls: 2.2411, loss: 2.2411 +2023-12-24 22:54:08,633 - pyskl - INFO - Epoch [104][2000/3405] lr: 5.455e-03, eta: 11:36:11, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.2402, loss: 2.2402 +2023-12-24 22:54:34,801 - pyskl - INFO - Epoch [104][2100/3405] lr: 5.449e-03, eta: 11:35:45, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.2222, loss: 2.2222 +2023-12-24 22:55:00,313 - pyskl - INFO - Epoch [104][2200/3405] lr: 5.442e-03, eta: 11:35:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9100, top5_acc: 0.9950, loss_cls: 2.1963, loss: 2.1963 +2023-12-24 22:55:25,867 - pyskl - INFO - Epoch [104][2300/3405] lr: 5.436e-03, eta: 11:34:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9237, top5_acc: 0.9962, loss_cls: 2.1854, loss: 2.1854 +2023-12-24 22:55:51,313 - pyskl - INFO - Epoch [104][2400/3405] lr: 5.430e-03, eta: 11:34:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.2019, loss: 2.2019 +2023-12-24 22:56:17,180 - pyskl - INFO - Epoch [104][2500/3405] lr: 5.423e-03, eta: 11:33:58, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.2112, loss: 2.2112 +2023-12-24 22:56:43,088 - pyskl - INFO - Epoch [104][2600/3405] lr: 5.417e-03, eta: 11:33:31, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9100, top5_acc: 0.9869, loss_cls: 2.2386, loss: 2.2386 +2023-12-24 22:57:08,770 - pyskl - INFO - Epoch [104][2700/3405] lr: 5.411e-03, eta: 11:33:04, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.2097, loss: 2.2097 +2023-12-24 22:57:34,250 - pyskl - INFO - Epoch [104][2800/3405] lr: 5.404e-03, eta: 11:32:37, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.2356, loss: 2.2356 +2023-12-24 22:57:59,873 - pyskl - INFO - Epoch [104][2900/3405] lr: 5.398e-03, eta: 11:32:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 2.2267, loss: 2.2267 +2023-12-24 22:58:25,648 - pyskl - INFO - Epoch [104][3000/3405] lr: 5.392e-03, eta: 11:31:44, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.2356, loss: 2.2356 +2023-12-24 22:58:51,308 - pyskl - INFO - Epoch [104][3100/3405] lr: 5.385e-03, eta: 11:31:17, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9038, top5_acc: 0.9950, loss_cls: 2.2204, loss: 2.2204 +2023-12-24 22:59:17,149 - pyskl - INFO - Epoch [104][3200/3405] lr: 5.379e-03, eta: 11:30:50, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.2741, loss: 2.2741 +2023-12-24 22:59:42,530 - pyskl - INFO - Epoch [104][3300/3405] lr: 5.373e-03, eta: 11:30:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.2068, loss: 2.2068 +2023-12-24 23:00:08,023 - pyskl - INFO - Epoch [104][3400/3405] lr: 5.366e-03, eta: 11:29:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.2272, loss: 2.2272 +2023-12-24 23:00:10,035 - pyskl - INFO - Saving checkpoint at 104 epochs +2023-12-24 23:04:37,909 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 23:04:38,574 - pyskl - INFO - +top1_acc 0.8281 +top5_acc 0.9641 +2023-12-24 23:04:38,599 - pyskl - INFO - Epoch(val) [104][3718] top1_acc: 0.8281, top5_acc: 0.9641 +2023-12-24 23:05:30,984 - pyskl - INFO - Epoch [105][100/3405] lr: 5.360e-03, eta: 11:29:40, time: 0.524, data_time: 0.270, memory: 5251, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 2.2027, loss: 2.2027 +2023-12-24 23:05:56,415 - pyskl - INFO - Epoch [105][200/3405] lr: 5.354e-03, eta: 11:29:13, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 2.1616, loss: 2.1616 +2023-12-24 23:06:22,868 - pyskl - INFO - Epoch [105][300/3405] lr: 5.347e-03, eta: 11:28:47, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 2.2121, loss: 2.2121 +2023-12-24 23:06:50,152 - pyskl - INFO - Epoch [105][400/3405] lr: 5.341e-03, eta: 11:28:20, time: 0.273, data_time: 0.000, memory: 5251, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.1762, loss: 2.1762 +2023-12-24 23:07:17,115 - pyskl - INFO - Epoch [105][500/3405] lr: 5.335e-03, eta: 11:27:54, time: 0.270, data_time: 0.000, memory: 5251, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 2.1717, loss: 2.1717 +2023-12-24 23:07:43,841 - pyskl - INFO - Epoch [105][600/3405] lr: 5.328e-03, eta: 11:27:28, time: 0.267, data_time: 0.000, memory: 5251, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 2.1627, loss: 2.1627 +2023-12-24 23:08:09,459 - pyskl - INFO - Epoch [105][700/3405] lr: 5.322e-03, eta: 11:27:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 2.1767, loss: 2.1767 +2023-12-24 23:08:35,018 - pyskl - INFO - Epoch [105][800/3405] lr: 5.316e-03, eta: 11:26:34, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.1538, loss: 2.1538 +2023-12-24 23:09:00,941 - pyskl - INFO - Epoch [105][900/3405] lr: 5.309e-03, eta: 11:26:08, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.1813, loss: 2.1813 +2023-12-24 23:09:26,871 - pyskl - INFO - Epoch [105][1000/3405] lr: 5.303e-03, eta: 11:25:41, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.1865, loss: 2.1865 +2023-12-24 23:09:52,637 - pyskl - INFO - Epoch [105][1100/3405] lr: 5.297e-03, eta: 11:25:14, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 2.1840, loss: 2.1840 +2023-12-24 23:10:18,214 - pyskl - INFO - Epoch [105][1200/3405] lr: 5.291e-03, eta: 11:24:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8969, top5_acc: 0.9931, loss_cls: 2.2357, loss: 2.2357 +2023-12-24 23:10:44,104 - pyskl - INFO - Epoch [105][1300/3405] lr: 5.284e-03, eta: 11:24:21, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.2018, loss: 2.2018 +2023-12-24 23:11:09,871 - pyskl - INFO - Epoch [105][1400/3405] lr: 5.278e-03, eta: 11:23:54, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 2.1610, loss: 2.1610 +2023-12-24 23:11:35,555 - pyskl - INFO - Epoch [105][1500/3405] lr: 5.272e-03, eta: 11:23:27, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.1750, loss: 2.1750 +2023-12-24 23:12:01,233 - pyskl - INFO - Epoch [105][1600/3405] lr: 5.265e-03, eta: 11:23:01, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9031, top5_acc: 0.9925, loss_cls: 2.2192, loss: 2.2192 +2023-12-24 23:12:27,311 - pyskl - INFO - Epoch [105][1700/3405] lr: 5.259e-03, eta: 11:22:34, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.1813, loss: 2.1813 +2023-12-24 23:12:53,049 - pyskl - INFO - Epoch [105][1800/3405] lr: 5.253e-03, eta: 11:22:07, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 2.2241, loss: 2.2241 +2023-12-24 23:13:18,814 - pyskl - INFO - Epoch [105][1900/3405] lr: 5.247e-03, eta: 11:21:41, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8994, top5_acc: 0.9950, loss_cls: 2.2333, loss: 2.2333 +2023-12-24 23:13:44,570 - pyskl - INFO - Epoch [105][2000/3405] lr: 5.240e-03, eta: 11:21:14, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.2377, loss: 2.2377 +2023-12-24 23:14:10,132 - pyskl - INFO - Epoch [105][2100/3405] lr: 5.234e-03, eta: 11:20:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.2007, loss: 2.2007 +2023-12-24 23:14:35,557 - pyskl - INFO - Epoch [105][2200/3405] lr: 5.228e-03, eta: 11:20:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.2351, loss: 2.2351 +2023-12-24 23:15:01,083 - pyskl - INFO - Epoch [105][2300/3405] lr: 5.222e-03, eta: 11:19:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.2297, loss: 2.2297 +2023-12-24 23:15:26,509 - pyskl - INFO - Epoch [105][2400/3405] lr: 5.215e-03, eta: 11:19:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.1959, loss: 2.1959 +2023-12-24 23:15:51,996 - pyskl - INFO - Epoch [105][2500/3405] lr: 5.209e-03, eta: 11:19:00, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9150, top5_acc: 0.9956, loss_cls: 2.1981, loss: 2.1981 +2023-12-24 23:16:17,706 - pyskl - INFO - Epoch [105][2600/3405] lr: 5.203e-03, eta: 11:18:33, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.1934, loss: 2.1934 +2023-12-24 23:16:43,268 - pyskl - INFO - Epoch [105][2700/3405] lr: 5.197e-03, eta: 11:18:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.2349, loss: 2.2349 +2023-12-24 23:17:08,890 - pyskl - INFO - Epoch [105][2800/3405] lr: 5.190e-03, eta: 11:17:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9075, top5_acc: 0.9956, loss_cls: 2.2325, loss: 2.2325 +2023-12-24 23:17:34,868 - pyskl - INFO - Epoch [105][2900/3405] lr: 5.184e-03, eta: 11:17:13, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.2594, loss: 2.2594 +2023-12-24 23:18:00,131 - pyskl - INFO - Epoch [105][3000/3405] lr: 5.178e-03, eta: 11:16:46, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9100, top5_acc: 0.9950, loss_cls: 2.2040, loss: 2.2040 +2023-12-24 23:18:25,402 - pyskl - INFO - Epoch [105][3100/3405] lr: 5.172e-03, eta: 11:16:19, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 2.2343, loss: 2.2343 +2023-12-24 23:18:50,662 - pyskl - INFO - Epoch [105][3200/3405] lr: 5.166e-03, eta: 11:15:52, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.2641, loss: 2.2641 +2023-12-24 23:19:15,920 - pyskl - INFO - Epoch [105][3300/3405] lr: 5.159e-03, eta: 11:15:25, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8906, top5_acc: 0.9919, loss_cls: 2.2692, loss: 2.2692 +2023-12-24 23:19:41,350 - pyskl - INFO - Epoch [105][3400/3405] lr: 5.153e-03, eta: 11:14:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8894, top5_acc: 0.9931, loss_cls: 2.2555, loss: 2.2555 +2023-12-24 23:19:43,295 - pyskl - INFO - Saving checkpoint at 105 epochs +2023-12-24 23:24:11,540 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 23:24:12,246 - pyskl - INFO - +top1_acc 0.8292 +top5_acc 0.9663 +2023-12-24 23:24:12,251 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_102.pth was removed +2023-12-24 23:24:12,465 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_105.pth. +2023-12-24 23:24:12,466 - pyskl - INFO - Best top1_acc is 0.8292 at 105 epoch. +2023-12-24 23:24:12,491 - pyskl - INFO - Epoch(val) [105][3718] top1_acc: 0.8292, top5_acc: 0.9663 +2023-12-24 23:25:04,725 - pyskl - INFO - Epoch [106][100/3405] lr: 5.147e-03, eta: 11:14:41, time: 0.522, data_time: 0.272, memory: 5251, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.1726, loss: 2.1726 +2023-12-24 23:25:29,942 - pyskl - INFO - Epoch [106][200/3405] lr: 5.140e-03, eta: 11:14:14, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9244, top5_acc: 0.9962, loss_cls: 2.1707, loss: 2.1707 +2023-12-24 23:25:55,691 - pyskl - INFO - Epoch [106][300/3405] lr: 5.134e-03, eta: 11:13:47, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.1550, loss: 2.1550 +2023-12-24 23:26:21,578 - pyskl - INFO - Epoch [106][400/3405] lr: 5.128e-03, eta: 11:13:20, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.1522, loss: 2.1522 +2023-12-24 23:26:47,101 - pyskl - INFO - Epoch [106][500/3405] lr: 5.122e-03, eta: 11:12:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.1472, loss: 2.1472 +2023-12-24 23:27:12,653 - pyskl - INFO - Epoch [106][600/3405] lr: 5.115e-03, eta: 11:12:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 2.1988, loss: 2.1988 +2023-12-24 23:27:38,808 - pyskl - INFO - Epoch [106][700/3405] lr: 5.109e-03, eta: 11:12:00, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.1541, loss: 2.1541 +2023-12-24 23:28:04,622 - pyskl - INFO - Epoch [106][800/3405] lr: 5.103e-03, eta: 11:11:33, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9256, top5_acc: 0.9969, loss_cls: 2.1655, loss: 2.1655 +2023-12-24 23:28:30,226 - pyskl - INFO - Epoch [106][900/3405] lr: 5.097e-03, eta: 11:11:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9281, top5_acc: 0.9981, loss_cls: 2.1386, loss: 2.1386 +2023-12-24 23:28:56,008 - pyskl - INFO - Epoch [106][1000/3405] lr: 5.091e-03, eta: 11:10:40, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9306, top5_acc: 0.9981, loss_cls: 2.1713, loss: 2.1713 +2023-12-24 23:29:22,542 - pyskl - INFO - Epoch [106][1100/3405] lr: 5.084e-03, eta: 11:10:14, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 2.2004, loss: 2.2004 +2023-12-24 23:29:49,337 - pyskl - INFO - Epoch [106][1200/3405] lr: 5.078e-03, eta: 11:09:47, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 0.9269, top5_acc: 0.9975, loss_cls: 2.1506, loss: 2.1506 +2023-12-24 23:30:16,117 - pyskl - INFO - Epoch [106][1300/3405] lr: 5.072e-03, eta: 11:09:21, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 0.9325, top5_acc: 0.9988, loss_cls: 2.1656, loss: 2.1656 +2023-12-24 23:30:42,954 - pyskl - INFO - Epoch [106][1400/3405] lr: 5.066e-03, eta: 11:08:55, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.1993, loss: 2.1993 +2023-12-24 23:31:09,810 - pyskl - INFO - Epoch [106][1500/3405] lr: 5.060e-03, eta: 11:08:28, time: 0.269, data_time: 0.000, memory: 5251, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.1999, loss: 2.1999 +2023-12-24 23:31:36,098 - pyskl - INFO - Epoch [106][1600/3405] lr: 5.054e-03, eta: 11:08:02, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.9219, top5_acc: 0.9969, loss_cls: 2.1778, loss: 2.1778 +2023-12-24 23:32:02,000 - pyskl - INFO - Epoch [106][1700/3405] lr: 5.047e-03, eta: 11:07:35, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.1756, loss: 2.1756 +2023-12-24 23:32:27,568 - pyskl - INFO - Epoch [106][1800/3405] lr: 5.041e-03, eta: 11:07:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.1817, loss: 2.1817 +2023-12-24 23:32:53,418 - pyskl - INFO - Epoch [106][1900/3405] lr: 5.035e-03, eta: 11:06:42, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9187, top5_acc: 0.9975, loss_cls: 2.1800, loss: 2.1800 +2023-12-24 23:33:19,252 - pyskl - INFO - Epoch [106][2000/3405] lr: 5.029e-03, eta: 11:06:15, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9187, top5_acc: 0.9962, loss_cls: 2.1718, loss: 2.1718 +2023-12-24 23:33:44,760 - pyskl - INFO - Epoch [106][2100/3405] lr: 5.023e-03, eta: 11:05:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.2440, loss: 2.2440 +2023-12-24 23:34:11,082 - pyskl - INFO - Epoch [106][2200/3405] lr: 5.017e-03, eta: 11:05:22, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.1988, loss: 2.1988 +2023-12-24 23:34:37,103 - pyskl - INFO - Epoch [106][2300/3405] lr: 5.010e-03, eta: 11:04:55, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 2.1946, loss: 2.1946 +2023-12-24 23:35:02,615 - pyskl - INFO - Epoch [106][2400/3405] lr: 5.004e-03, eta: 11:04:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9006, top5_acc: 0.9956, loss_cls: 2.2336, loss: 2.2336 +2023-12-24 23:35:28,339 - pyskl - INFO - Epoch [106][2500/3405] lr: 4.998e-03, eta: 11:04:02, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 2.2108, loss: 2.2108 +2023-12-24 23:35:53,994 - pyskl - INFO - Epoch [106][2600/3405] lr: 4.992e-03, eta: 11:03:35, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.1846, loss: 2.1846 +2023-12-24 23:36:19,831 - pyskl - INFO - Epoch [106][2700/3405] lr: 4.986e-03, eta: 11:03:08, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.2351, loss: 2.2351 +2023-12-24 23:36:45,896 - pyskl - INFO - Epoch [106][2800/3405] lr: 4.980e-03, eta: 11:02:42, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.2198, loss: 2.2198 +2023-12-24 23:37:12,364 - pyskl - INFO - Epoch [106][2900/3405] lr: 4.974e-03, eta: 11:02:15, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.9119, top5_acc: 0.9938, loss_cls: 2.2004, loss: 2.2004 +2023-12-24 23:37:37,975 - pyskl - INFO - Epoch [106][3000/3405] lr: 4.967e-03, eta: 11:01:48, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9062, top5_acc: 0.9962, loss_cls: 2.2132, loss: 2.2132 +2023-12-24 23:38:04,332 - pyskl - INFO - Epoch [106][3100/3405] lr: 4.961e-03, eta: 11:01:22, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.2256, loss: 2.2256 +2023-12-24 23:38:30,203 - pyskl - INFO - Epoch [106][3200/3405] lr: 4.955e-03, eta: 11:00:55, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 2.2108, loss: 2.2108 +2023-12-24 23:38:56,961 - pyskl - INFO - Epoch [106][3300/3405] lr: 4.949e-03, eta: 11:00:29, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 0.9137, top5_acc: 0.9956, loss_cls: 2.2006, loss: 2.2006 +2023-12-24 23:39:22,956 - pyskl - INFO - Epoch [106][3400/3405] lr: 4.943e-03, eta: 11:00:02, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 2.2080, loss: 2.2080 +2023-12-24 23:39:25,031 - pyskl - INFO - Saving checkpoint at 106 epochs +2023-12-24 23:43:53,571 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 23:43:54,206 - pyskl - INFO - +top1_acc 0.8293 +top5_acc 0.9665 +2023-12-24 23:43:54,211 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_105.pth was removed +2023-12-24 23:43:54,422 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. +2023-12-24 23:43:54,423 - pyskl - INFO - Best top1_acc is 0.8293 at 106 epoch. +2023-12-24 23:43:54,448 - pyskl - INFO - Epoch(val) [106][3718] top1_acc: 0.8293, top5_acc: 0.9665 +2023-12-24 23:44:48,046 - pyskl - INFO - Epoch [107][100/3405] lr: 4.936e-03, eta: 10:59:45, time: 0.536, data_time: 0.285, memory: 5251, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 2.1499, loss: 2.1499 +2023-12-24 23:45:13,398 - pyskl - INFO - Epoch [107][200/3405] lr: 4.930e-03, eta: 10:59:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9206, top5_acc: 0.9956, loss_cls: 2.1681, loss: 2.1681 +2023-12-24 23:45:39,169 - pyskl - INFO - Epoch [107][300/3405] lr: 4.924e-03, eta: 10:58:52, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 2.1381, loss: 2.1381 +2023-12-24 23:46:05,163 - pyskl - INFO - Epoch [107][400/3405] lr: 4.918e-03, eta: 10:58:25, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9281, top5_acc: 0.9969, loss_cls: 2.1487, loss: 2.1487 +2023-12-24 23:46:30,839 - pyskl - INFO - Epoch [107][500/3405] lr: 4.912e-03, eta: 10:57:58, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 2.1537, loss: 2.1537 +2023-12-24 23:46:56,434 - pyskl - INFO - Epoch [107][600/3405] lr: 4.906e-03, eta: 10:57:32, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9450, top5_acc: 0.9994, loss_cls: 2.1092, loss: 2.1092 +2023-12-24 23:47:21,927 - pyskl - INFO - Epoch [107][700/3405] lr: 4.900e-03, eta: 10:57:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 2.1154, loss: 2.1154 +2023-12-24 23:47:47,555 - pyskl - INFO - Epoch [107][800/3405] lr: 4.894e-03, eta: 10:56:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.1654, loss: 2.1654 +2023-12-24 23:48:13,240 - pyskl - INFO - Epoch [107][900/3405] lr: 4.888e-03, eta: 10:56:11, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9325, top5_acc: 0.9981, loss_cls: 2.1569, loss: 2.1569 +2023-12-24 23:48:38,482 - pyskl - INFO - Epoch [107][1000/3405] lr: 4.881e-03, eta: 10:55:44, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 2.1500, loss: 2.1500 +2023-12-24 23:49:03,722 - pyskl - INFO - Epoch [107][1100/3405] lr: 4.875e-03, eta: 10:55:17, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 2.1623, loss: 2.1623 +2023-12-24 23:49:28,961 - pyskl - INFO - Epoch [107][1200/3405] lr: 4.869e-03, eta: 10:54:50, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.1862, loss: 2.1862 +2023-12-24 23:49:54,170 - pyskl - INFO - Epoch [107][1300/3405] lr: 4.863e-03, eta: 10:54:24, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9294, top5_acc: 0.9969, loss_cls: 2.1694, loss: 2.1694 +2023-12-24 23:50:19,714 - pyskl - INFO - Epoch [107][1400/3405] lr: 4.857e-03, eta: 10:53:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.1802, loss: 2.1802 +2023-12-24 23:50:45,341 - pyskl - INFO - Epoch [107][1500/3405] lr: 4.851e-03, eta: 10:53:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9237, top5_acc: 0.9906, loss_cls: 2.1787, loss: 2.1787 +2023-12-24 23:51:10,979 - pyskl - INFO - Epoch [107][1600/3405] lr: 4.845e-03, eta: 10:53:03, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.1633, loss: 2.1633 +2023-12-24 23:51:36,938 - pyskl - INFO - Epoch [107][1700/3405] lr: 4.839e-03, eta: 10:52:37, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 2.1752, loss: 2.1752 +2023-12-24 23:52:02,727 - pyskl - INFO - Epoch [107][1800/3405] lr: 4.833e-03, eta: 10:52:10, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9181, top5_acc: 0.9956, loss_cls: 2.1694, loss: 2.1694 +2023-12-24 23:52:28,267 - pyskl - INFO - Epoch [107][1900/3405] lr: 4.827e-03, eta: 10:51:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9200, top5_acc: 0.9969, loss_cls: 2.1772, loss: 2.1772 +2023-12-24 23:52:53,773 - pyskl - INFO - Epoch [107][2000/3405] lr: 4.821e-03, eta: 10:51:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 2.1698, loss: 2.1698 +2023-12-24 23:53:19,469 - pyskl - INFO - Epoch [107][2100/3405] lr: 4.815e-03, eta: 10:50:50, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 2.1733, loss: 2.1733 +2023-12-24 23:53:45,683 - pyskl - INFO - Epoch [107][2200/3405] lr: 4.809e-03, eta: 10:50:23, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 2.1990, loss: 2.1990 +2023-12-24 23:54:11,305 - pyskl - INFO - Epoch [107][2300/3405] lr: 4.802e-03, eta: 10:49:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.1942, loss: 2.1942 +2023-12-24 23:54:37,044 - pyskl - INFO - Epoch [107][2400/3405] lr: 4.796e-03, eta: 10:49:30, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.1852, loss: 2.1852 +2023-12-24 23:55:02,637 - pyskl - INFO - Epoch [107][2500/3405] lr: 4.790e-03, eta: 10:49:03, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.2202, loss: 2.2202 +2023-12-24 23:55:28,669 - pyskl - INFO - Epoch [107][2600/3405] lr: 4.784e-03, eta: 10:48:36, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.1846, loss: 2.1846 +2023-12-24 23:55:54,232 - pyskl - INFO - Epoch [107][2700/3405] lr: 4.778e-03, eta: 10:48:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9137, top5_acc: 0.9950, loss_cls: 2.1983, loss: 2.1983 +2023-12-24 23:56:19,604 - pyskl - INFO - Epoch [107][2800/3405] lr: 4.772e-03, eta: 10:47:42, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.2118, loss: 2.2118 +2023-12-24 23:56:46,067 - pyskl - INFO - Epoch [107][2900/3405] lr: 4.766e-03, eta: 10:47:16, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.2097, loss: 2.2097 +2023-12-24 23:57:11,675 - pyskl - INFO - Epoch [107][3000/3405] lr: 4.760e-03, eta: 10:46:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 2.1915, loss: 2.1915 +2023-12-24 23:57:37,416 - pyskl - INFO - Epoch [107][3100/3405] lr: 4.754e-03, eta: 10:46:23, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9075, top5_acc: 0.9938, loss_cls: 2.2032, loss: 2.2032 +2023-12-24 23:58:03,309 - pyskl - INFO - Epoch [107][3200/3405] lr: 4.748e-03, eta: 10:45:56, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9144, top5_acc: 0.9962, loss_cls: 2.1853, loss: 2.1853 +2023-12-24 23:58:28,741 - pyskl - INFO - Epoch [107][3300/3405] lr: 4.742e-03, eta: 10:45:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 2.1634, loss: 2.1634 +2023-12-24 23:58:54,378 - pyskl - INFO - Epoch [107][3400/3405] lr: 4.736e-03, eta: 10:45:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 2.1668, loss: 2.1668 +2023-12-24 23:58:56,367 - pyskl - INFO - Saving checkpoint at 107 epochs +2023-12-25 00:03:25,957 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 00:03:26,613 - pyskl - INFO - +top1_acc 0.8260 +top5_acc 0.9651 +2023-12-25 00:03:26,638 - pyskl - INFO - Epoch(val) [107][3718] top1_acc: 0.8260, top5_acc: 0.9651 +2023-12-25 00:04:20,565 - pyskl - INFO - Epoch [108][100/3405] lr: 4.730e-03, eta: 10:44:45, time: 0.539, data_time: 0.286, memory: 5251, top1_acc: 0.9219, top5_acc: 0.9962, loss_cls: 2.1557, loss: 2.1557 +2023-12-25 00:04:46,283 - pyskl - INFO - Epoch [108][200/3405] lr: 4.724e-03, eta: 10:44:18, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 2.1450, loss: 2.1450 +2023-12-25 00:05:12,463 - pyskl - INFO - Epoch [108][300/3405] lr: 4.718e-03, eta: 10:43:52, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 2.1489, loss: 2.1489 +2023-12-25 00:05:38,606 - pyskl - INFO - Epoch [108][400/3405] lr: 4.712e-03, eta: 10:43:25, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 2.1416, loss: 2.1416 +2023-12-25 00:06:04,345 - pyskl - INFO - Epoch [108][500/3405] lr: 4.706e-03, eta: 10:42:59, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9375, top5_acc: 0.9981, loss_cls: 2.1302, loss: 2.1302 +2023-12-25 00:06:30,063 - pyskl - INFO - Epoch [108][600/3405] lr: 4.700e-03, eta: 10:42:32, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 2.1446, loss: 2.1446 +2023-12-25 00:06:55,685 - pyskl - INFO - Epoch [108][700/3405] lr: 4.694e-03, eta: 10:42:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9356, top5_acc: 0.9981, loss_cls: 2.1412, loss: 2.1412 +2023-12-25 00:07:21,473 - pyskl - INFO - Epoch [108][800/3405] lr: 4.688e-03, eta: 10:41:38, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9344, top5_acc: 0.9994, loss_cls: 2.1393, loss: 2.1393 +2023-12-25 00:07:47,463 - pyskl - INFO - Epoch [108][900/3405] lr: 4.682e-03, eta: 10:41:12, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9131, top5_acc: 0.9962, loss_cls: 2.1831, loss: 2.1831 +2023-12-25 00:08:13,271 - pyskl - INFO - Epoch [108][1000/3405] lr: 4.676e-03, eta: 10:40:45, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 2.1522, loss: 2.1522 +2023-12-25 00:08:38,960 - pyskl - INFO - Epoch [108][1100/3405] lr: 4.670e-03, eta: 10:40:18, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 2.1548, loss: 2.1548 +2023-12-25 00:09:04,925 - pyskl - INFO - Epoch [108][1200/3405] lr: 4.664e-03, eta: 10:39:52, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9237, top5_acc: 0.9975, loss_cls: 2.1590, loss: 2.1590 +2023-12-25 00:09:30,497 - pyskl - INFO - Epoch [108][1300/3405] lr: 4.658e-03, eta: 10:39:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 2.1389, loss: 2.1389 +2023-12-25 00:09:56,136 - pyskl - INFO - Epoch [108][1400/3405] lr: 4.652e-03, eta: 10:38:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.1726, loss: 2.1726 +2023-12-25 00:10:21,877 - pyskl - INFO - Epoch [108][1500/3405] lr: 4.646e-03, eta: 10:38:31, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.1346, loss: 2.1346 +2023-12-25 00:10:48,406 - pyskl - INFO - Epoch [108][1600/3405] lr: 4.640e-03, eta: 10:38:05, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.1584, loss: 2.1584 +2023-12-25 00:11:13,940 - pyskl - INFO - Epoch [108][1700/3405] lr: 4.634e-03, eta: 10:37:38, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9181, top5_acc: 0.9956, loss_cls: 2.1799, loss: 2.1799 +2023-12-25 00:11:39,538 - pyskl - INFO - Epoch [108][1800/3405] lr: 4.628e-03, eta: 10:37:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 2.1517, loss: 2.1517 +2023-12-25 00:12:05,367 - pyskl - INFO - Epoch [108][1900/3405] lr: 4.622e-03, eta: 10:36:45, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.1809, loss: 2.1809 +2023-12-25 00:12:30,789 - pyskl - INFO - Epoch [108][2000/3405] lr: 4.616e-03, eta: 10:36:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 2.1917, loss: 2.1917 +2023-12-25 00:12:56,160 - pyskl - INFO - Epoch [108][2100/3405] lr: 4.610e-03, eta: 10:35:51, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9144, top5_acc: 0.9981, loss_cls: 2.1837, loss: 2.1837 +2023-12-25 00:13:21,570 - pyskl - INFO - Epoch [108][2200/3405] lr: 4.604e-03, eta: 10:35:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9150, top5_acc: 0.9969, loss_cls: 2.1916, loss: 2.1916 +2023-12-25 00:13:47,154 - pyskl - INFO - Epoch [108][2300/3405] lr: 4.598e-03, eta: 10:34:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 2.1821, loss: 2.1821 +2023-12-25 00:14:12,787 - pyskl - INFO - Epoch [108][2400/3405] lr: 4.592e-03, eta: 10:34:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9156, top5_acc: 0.9956, loss_cls: 2.1831, loss: 2.1831 +2023-12-25 00:14:38,285 - pyskl - INFO - Epoch [108][2500/3405] lr: 4.586e-03, eta: 10:34:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 2.1818, loss: 2.1818 +2023-12-25 00:15:04,076 - pyskl - INFO - Epoch [108][2600/3405] lr: 4.580e-03, eta: 10:33:37, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9300, top5_acc: 0.9975, loss_cls: 2.1678, loss: 2.1678 +2023-12-25 00:15:29,522 - pyskl - INFO - Epoch [108][2700/3405] lr: 4.574e-03, eta: 10:33:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 2.1580, loss: 2.1580 +2023-12-25 00:15:54,963 - pyskl - INFO - Epoch [108][2800/3405] lr: 4.568e-03, eta: 10:32:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9125, top5_acc: 0.9950, loss_cls: 2.1775, loss: 2.1775 +2023-12-25 00:16:21,478 - pyskl - INFO - Epoch [108][2900/3405] lr: 4.562e-03, eta: 10:32:17, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 2.1793, loss: 2.1793 +2023-12-25 00:16:48,301 - pyskl - INFO - Epoch [108][3000/3405] lr: 4.556e-03, eta: 10:31:51, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 0.9187, top5_acc: 0.9956, loss_cls: 2.1785, loss: 2.1785 +2023-12-25 00:17:15,116 - pyskl - INFO - Epoch [108][3100/3405] lr: 4.550e-03, eta: 10:31:25, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 2.2105, loss: 2.2105 +2023-12-25 00:17:41,936 - pyskl - INFO - Epoch [108][3200/3405] lr: 4.544e-03, eta: 10:30:58, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 2.1553, loss: 2.1553 +2023-12-25 00:18:08,809 - pyskl - INFO - Epoch [108][3300/3405] lr: 4.538e-03, eta: 10:30:32, time: 0.269, data_time: 0.000, memory: 5251, top1_acc: 0.9169, top5_acc: 0.9900, loss_cls: 2.2023, loss: 2.2023 +2023-12-25 00:18:34,471 - pyskl - INFO - Epoch [108][3400/3405] lr: 4.533e-03, eta: 10:30:05, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9025, top5_acc: 0.9969, loss_cls: 2.2203, loss: 2.2203 +2023-12-25 00:18:36,563 - pyskl - INFO - Saving checkpoint at 108 epochs +2023-12-25 00:23:05,601 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 00:23:06,252 - pyskl - INFO - +top1_acc 0.8366 +top5_acc 0.9681 +2023-12-25 00:23:06,256 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_106.pth was removed +2023-12-25 00:23:06,470 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_108.pth. +2023-12-25 00:23:06,472 - pyskl - INFO - Best top1_acc is 0.8366 at 108 epoch. +2023-12-25 00:23:06,497 - pyskl - INFO - Epoch(val) [108][3718] top1_acc: 0.8366, top5_acc: 0.9681 +2023-12-25 00:24:00,516 - pyskl - INFO - Epoch [109][100/3405] lr: 4.526e-03, eta: 10:29:48, time: 0.540, data_time: 0.288, memory: 5251, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.1479, loss: 2.1479 +2023-12-25 00:24:26,063 - pyskl - INFO - Epoch [109][200/3405] lr: 4.520e-03, eta: 10:29:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 2.1278, loss: 2.1278 +2023-12-25 00:24:51,941 - pyskl - INFO - Epoch [109][300/3405] lr: 4.515e-03, eta: 10:28:54, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 2.1306, loss: 2.1306 +2023-12-25 00:25:17,880 - pyskl - INFO - Epoch [109][400/3405] lr: 4.509e-03, eta: 10:28:28, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 2.1557, loss: 2.1557 +2023-12-25 00:25:43,801 - pyskl - INFO - Epoch [109][500/3405] lr: 4.503e-03, eta: 10:28:01, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 2.1222, loss: 2.1222 +2023-12-25 00:26:09,319 - pyskl - INFO - Epoch [109][600/3405] lr: 4.497e-03, eta: 10:27:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 2.1250, loss: 2.1250 +2023-12-25 00:26:34,913 - pyskl - INFO - Epoch [109][700/3405] lr: 4.491e-03, eta: 10:27:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9325, top5_acc: 0.9988, loss_cls: 2.1387, loss: 2.1387 +2023-12-25 00:27:00,772 - pyskl - INFO - Epoch [109][800/3405] lr: 4.485e-03, eta: 10:26:41, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 2.1119, loss: 2.1119 +2023-12-25 00:27:26,367 - pyskl - INFO - Epoch [109][900/3405] lr: 4.479e-03, eta: 10:26:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9269, top5_acc: 0.9975, loss_cls: 2.1448, loss: 2.1448 +2023-12-25 00:27:51,969 - pyskl - INFO - Epoch [109][1000/3405] lr: 4.473e-03, eta: 10:25:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9306, top5_acc: 0.9975, loss_cls: 2.1534, loss: 2.1534 +2023-12-25 00:28:17,237 - pyskl - INFO - Epoch [109][1100/3405] lr: 4.467e-03, eta: 10:25:20, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 2.1755, loss: 2.1755 +2023-12-25 00:28:42,595 - pyskl - INFO - Epoch [109][1200/3405] lr: 4.461e-03, eta: 10:24:54, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 2.1518, loss: 2.1518 +2023-12-25 00:29:07,908 - pyskl - INFO - Epoch [109][1300/3405] lr: 4.455e-03, eta: 10:24:27, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 2.1391, loss: 2.1391 +2023-12-25 00:29:33,256 - pyskl - INFO - Epoch [109][1400/3405] lr: 4.450e-03, eta: 10:24:00, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 2.1331, loss: 2.1331 +2023-12-25 00:29:59,015 - pyskl - INFO - Epoch [109][1500/3405] lr: 4.444e-03, eta: 10:23:33, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 2.1446, loss: 2.1446 +2023-12-25 00:30:24,860 - pyskl - INFO - Epoch [109][1600/3405] lr: 4.438e-03, eta: 10:23:06, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.1388, loss: 2.1388 +2023-12-25 00:30:50,517 - pyskl - INFO - Epoch [109][1700/3405] lr: 4.432e-03, eta: 10:22:40, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 2.1372, loss: 2.1372 +2023-12-25 00:31:16,291 - pyskl - INFO - Epoch [109][1800/3405] lr: 4.426e-03, eta: 10:22:13, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9225, top5_acc: 0.9988, loss_cls: 2.1622, loss: 2.1622 +2023-12-25 00:31:41,917 - pyskl - INFO - Epoch [109][1900/3405] lr: 4.420e-03, eta: 10:21:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9187, top5_acc: 0.9962, loss_cls: 2.1941, loss: 2.1941 +2023-12-25 00:32:07,391 - pyskl - INFO - Epoch [109][2000/3405] lr: 4.414e-03, eta: 10:21:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9244, top5_acc: 0.9969, loss_cls: 2.1599, loss: 2.1599 +2023-12-25 00:32:32,745 - pyskl - INFO - Epoch [109][2100/3405] lr: 4.409e-03, eta: 10:20:53, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 2.1318, loss: 2.1318 +2023-12-25 00:32:58,282 - pyskl - INFO - Epoch [109][2200/3405] lr: 4.403e-03, eta: 10:20:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 2.1329, loss: 2.1329 +2023-12-25 00:33:24,018 - pyskl - INFO - Epoch [109][2300/3405] lr: 4.397e-03, eta: 10:19:59, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9163, top5_acc: 0.9956, loss_cls: 2.1778, loss: 2.1778 +2023-12-25 00:33:49,610 - pyskl - INFO - Epoch [109][2400/3405] lr: 4.391e-03, eta: 10:19:32, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 2.1610, loss: 2.1610 +2023-12-25 00:34:15,561 - pyskl - INFO - Epoch [109][2500/3405] lr: 4.385e-03, eta: 10:19:06, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.1411, loss: 2.1411 +2023-12-25 00:34:41,205 - pyskl - INFO - Epoch [109][2600/3405] lr: 4.379e-03, eta: 10:18:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 2.1673, loss: 2.1673 +2023-12-25 00:35:06,618 - pyskl - INFO - Epoch [109][2700/3405] lr: 4.373e-03, eta: 10:18:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 2.1548, loss: 2.1548 +2023-12-25 00:35:32,085 - pyskl - INFO - Epoch [109][2800/3405] lr: 4.368e-03, eta: 10:17:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 2.1681, loss: 2.1681 +2023-12-25 00:35:57,731 - pyskl - INFO - Epoch [109][2900/3405] lr: 4.362e-03, eta: 10:17:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 2.1906, loss: 2.1906 +2023-12-25 00:36:23,192 - pyskl - INFO - Epoch [109][3000/3405] lr: 4.356e-03, eta: 10:16:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 2.1677, loss: 2.1677 +2023-12-25 00:36:49,073 - pyskl - INFO - Epoch [109][3100/3405] lr: 4.350e-03, eta: 10:16:25, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 2.1731, loss: 2.1731 +2023-12-25 00:37:14,599 - pyskl - INFO - Epoch [109][3200/3405] lr: 4.344e-03, eta: 10:15:58, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9275, top5_acc: 0.9969, loss_cls: 2.1661, loss: 2.1661 +2023-12-25 00:37:40,214 - pyskl - INFO - Epoch [109][3300/3405] lr: 4.338e-03, eta: 10:15:32, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.1766, loss: 2.1766 +2023-12-25 00:38:06,149 - pyskl - INFO - Epoch [109][3400/3405] lr: 4.333e-03, eta: 10:15:05, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.1833, loss: 2.1833 +2023-12-25 00:38:08,347 - pyskl - INFO - Saving checkpoint at 109 epochs +2023-12-25 00:42:37,510 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 00:42:38,153 - pyskl - INFO - +top1_acc 0.8393 +top5_acc 0.9656 +2023-12-25 00:42:38,158 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_108.pth was removed +2023-12-25 00:42:38,372 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_109.pth. +2023-12-25 00:42:38,374 - pyskl - INFO - Best top1_acc is 0.8393 at 109 epoch. +2023-12-25 00:42:38,400 - pyskl - INFO - Epoch(val) [109][3718] top1_acc: 0.8393, top5_acc: 0.9656 +2023-12-25 00:43:31,779 - pyskl - INFO - Epoch [110][100/3405] lr: 4.326e-03, eta: 10:14:47, time: 0.534, data_time: 0.282, memory: 5251, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 2.0906, loss: 2.0906 +2023-12-25 00:43:57,071 - pyskl - INFO - Epoch [110][200/3405] lr: 4.321e-03, eta: 10:14:20, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 2.1131, loss: 2.1131 +2023-12-25 00:44:22,844 - pyskl - INFO - Epoch [110][300/3405] lr: 4.315e-03, eta: 10:13:53, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9319, top5_acc: 0.9988, loss_cls: 2.1252, loss: 2.1252 +2023-12-25 00:44:48,796 - pyskl - INFO - Epoch [110][400/3405] lr: 4.309e-03, eta: 10:13:27, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9487, top5_acc: 1.0000, loss_cls: 2.0788, loss: 2.0788 +2023-12-25 00:45:14,702 - pyskl - INFO - Epoch [110][500/3405] lr: 4.303e-03, eta: 10:13:00, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.1131, loss: 2.1131 +2023-12-25 00:45:40,226 - pyskl - INFO - Epoch [110][600/3405] lr: 4.297e-03, eta: 10:12:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.1237, loss: 2.1237 +2023-12-25 00:46:06,395 - pyskl - INFO - Epoch [110][700/3405] lr: 4.292e-03, eta: 10:12:07, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 2.1192, loss: 2.1192 +2023-12-25 00:46:32,366 - pyskl - INFO - Epoch [110][800/3405] lr: 4.286e-03, eta: 10:11:40, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9400, top5_acc: 0.9988, loss_cls: 2.1155, loss: 2.1155 +2023-12-25 00:46:58,242 - pyskl - INFO - Epoch [110][900/3405] lr: 4.280e-03, eta: 10:11:13, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 2.1285, loss: 2.1285 +2023-12-25 00:47:23,821 - pyskl - INFO - Epoch [110][1000/3405] lr: 4.274e-03, eta: 10:10:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.1602, loss: 2.1602 +2023-12-25 00:47:49,288 - pyskl - INFO - Epoch [110][1100/3405] lr: 4.268e-03, eta: 10:10:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 2.1319, loss: 2.1319 +2023-12-25 00:48:15,007 - pyskl - INFO - Epoch [110][1200/3405] lr: 4.263e-03, eta: 10:09:53, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 2.1585, loss: 2.1585 +2023-12-25 00:48:40,872 - pyskl - INFO - Epoch [110][1300/3405] lr: 4.257e-03, eta: 10:09:27, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 2.1266, loss: 2.1266 +2023-12-25 00:49:06,483 - pyskl - INFO - Epoch [110][1400/3405] lr: 4.251e-03, eta: 10:09:00, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 2.1082, loss: 2.1082 +2023-12-25 00:49:32,492 - pyskl - INFO - Epoch [110][1500/3405] lr: 4.245e-03, eta: 10:08:33, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 2.1445, loss: 2.1445 +2023-12-25 00:49:58,494 - pyskl - INFO - Epoch [110][1600/3405] lr: 4.240e-03, eta: 10:08:07, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9144, top5_acc: 0.9950, loss_cls: 2.1762, loss: 2.1762 +2023-12-25 00:50:24,455 - pyskl - INFO - Epoch [110][1700/3405] lr: 4.234e-03, eta: 10:07:40, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.1402, loss: 2.1402 +2023-12-25 00:50:50,368 - pyskl - INFO - Epoch [110][1800/3405] lr: 4.228e-03, eta: 10:07:13, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9394, top5_acc: 0.9981, loss_cls: 2.1295, loss: 2.1295 +2023-12-25 00:51:15,892 - pyskl - INFO - Epoch [110][1900/3405] lr: 4.222e-03, eta: 10:06:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 2.1645, loss: 2.1645 +2023-12-25 00:51:41,374 - pyskl - INFO - Epoch [110][2000/3405] lr: 4.217e-03, eta: 10:06:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9300, top5_acc: 0.9969, loss_cls: 2.1578, loss: 2.1578 +2023-12-25 00:52:06,762 - pyskl - INFO - Epoch [110][2100/3405] lr: 4.211e-03, eta: 10:05:53, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 2.1741, loss: 2.1741 +2023-12-25 00:52:32,450 - pyskl - INFO - Epoch [110][2200/3405] lr: 4.205e-03, eta: 10:05:26, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 2.1334, loss: 2.1334 +2023-12-25 00:52:58,551 - pyskl - INFO - Epoch [110][2300/3405] lr: 4.199e-03, eta: 10:05:00, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 2.1214, loss: 2.1214 +2023-12-25 00:53:23,984 - pyskl - INFO - Epoch [110][2400/3405] lr: 4.194e-03, eta: 10:04:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.1671, loss: 2.1671 +2023-12-25 00:53:50,031 - pyskl - INFO - Epoch [110][2500/3405] lr: 4.188e-03, eta: 10:04:06, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 2.1276, loss: 2.1276 +2023-12-25 00:54:15,974 - pyskl - INFO - Epoch [110][2600/3405] lr: 4.182e-03, eta: 10:03:40, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 2.1245, loss: 2.1245 +2023-12-25 00:54:41,724 - pyskl - INFO - Epoch [110][2700/3405] lr: 4.176e-03, eta: 10:03:13, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 2.1473, loss: 2.1473 +2023-12-25 00:55:07,274 - pyskl - INFO - Epoch [110][2800/3405] lr: 4.171e-03, eta: 10:02:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9256, top5_acc: 0.9975, loss_cls: 2.1464, loss: 2.1464 +2023-12-25 00:55:32,907 - pyskl - INFO - Epoch [110][2900/3405] lr: 4.165e-03, eta: 10:02:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9269, top5_acc: 0.9975, loss_cls: 2.1648, loss: 2.1648 +2023-12-25 00:55:58,410 - pyskl - INFO - Epoch [110][3000/3405] lr: 4.159e-03, eta: 10:01:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9150, top5_acc: 0.9969, loss_cls: 2.1638, loss: 2.1638 +2023-12-25 00:56:23,805 - pyskl - INFO - Epoch [110][3100/3405] lr: 4.153e-03, eta: 10:01:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 2.1508, loss: 2.1508 +2023-12-25 00:56:49,387 - pyskl - INFO - Epoch [110][3200/3405] lr: 4.148e-03, eta: 10:00:59, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.1752, loss: 2.1752 +2023-12-25 00:57:14,792 - pyskl - INFO - Epoch [110][3300/3405] lr: 4.142e-03, eta: 10:00:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 2.1478, loss: 2.1478 +2023-12-25 00:57:40,049 - pyskl - INFO - Epoch [110][3400/3405] lr: 4.136e-03, eta: 10:00:05, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9350, top5_acc: 0.9988, loss_cls: 2.1469, loss: 2.1469 +2023-12-25 00:57:42,085 - pyskl - INFO - Saving checkpoint at 110 epochs +2023-12-25 01:02:09,877 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 01:02:10,546 - pyskl - INFO - +top1_acc 0.8383 +top5_acc 0.9687 +2023-12-25 01:02:10,571 - pyskl - INFO - Epoch(val) [110][3718] top1_acc: 0.8383, top5_acc: 0.9687 +2023-12-25 01:03:04,611 - pyskl - INFO - Epoch [111][100/3405] lr: 4.130e-03, eta: 9:59:47, time: 0.540, data_time: 0.286, memory: 5251, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 2.1168, loss: 2.1168 +2023-12-25 01:03:30,055 - pyskl - INFO - Epoch [111][200/3405] lr: 4.125e-03, eta: 9:59:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 2.0922, loss: 2.0922 +2023-12-25 01:03:55,880 - pyskl - INFO - Epoch [111][300/3405] lr: 4.119e-03, eta: 9:58:54, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 2.1118, loss: 2.1118 +2023-12-25 01:04:21,684 - pyskl - INFO - Epoch [111][400/3405] lr: 4.113e-03, eta: 9:58:27, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 2.0856, loss: 2.0856 +2023-12-25 01:04:47,892 - pyskl - INFO - Epoch [111][500/3405] lr: 4.107e-03, eta: 9:58:01, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 2.1165, loss: 2.1165 +2023-12-25 01:05:13,757 - pyskl - INFO - Epoch [111][600/3405] lr: 4.102e-03, eta: 9:57:34, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 2.1333, loss: 2.1333 +2023-12-25 01:05:40,015 - pyskl - INFO - Epoch [111][700/3405] lr: 4.096e-03, eta: 9:57:07, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 2.1027, loss: 2.1027 +2023-12-25 01:06:05,792 - pyskl - INFO - Epoch [111][800/3405] lr: 4.090e-03, eta: 9:56:41, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 2.1088, loss: 2.1088 +2023-12-25 01:06:31,460 - pyskl - INFO - Epoch [111][900/3405] lr: 4.085e-03, eta: 9:56:14, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 2.1444, loss: 2.1444 +2023-12-25 01:06:57,160 - pyskl - INFO - Epoch [111][1000/3405] lr: 4.079e-03, eta: 9:55:47, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9225, top5_acc: 0.9969, loss_cls: 2.1657, loss: 2.1657 +2023-12-25 01:07:22,698 - pyskl - INFO - Epoch [111][1100/3405] lr: 4.073e-03, eta: 9:55:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 2.1285, loss: 2.1285 +2023-12-25 01:07:48,828 - pyskl - INFO - Epoch [111][1200/3405] lr: 4.068e-03, eta: 9:54:54, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 2.1349, loss: 2.1349 +2023-12-25 01:08:14,540 - pyskl - INFO - Epoch [111][1300/3405] lr: 4.062e-03, eta: 9:54:27, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 2.1590, loss: 2.1590 +2023-12-25 01:08:40,131 - pyskl - INFO - Epoch [111][1400/3405] lr: 4.056e-03, eta: 9:54:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 2.1366, loss: 2.1366 +2023-12-25 01:09:06,354 - pyskl - INFO - Epoch [111][1500/3405] lr: 4.051e-03, eta: 9:53:34, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9437, top5_acc: 0.9994, loss_cls: 2.0914, loss: 2.0914 +2023-12-25 01:09:31,952 - pyskl - INFO - Epoch [111][1600/3405] lr: 4.045e-03, eta: 9:53:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 2.1294, loss: 2.1294 +2023-12-25 01:09:57,659 - pyskl - INFO - Epoch [111][1700/3405] lr: 4.039e-03, eta: 9:52:41, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 2.1520, loss: 2.1520 +2023-12-25 01:10:23,275 - pyskl - INFO - Epoch [111][1800/3405] lr: 4.034e-03, eta: 9:52:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 2.1152, loss: 2.1152 +2023-12-25 01:10:48,821 - pyskl - INFO - Epoch [111][1900/3405] lr: 4.028e-03, eta: 9:51:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 2.1462, loss: 2.1462 +2023-12-25 01:11:14,477 - pyskl - INFO - Epoch [111][2000/3405] lr: 4.022e-03, eta: 9:51:20, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 2.0978, loss: 2.0978 +2023-12-25 01:11:40,306 - pyskl - INFO - Epoch [111][2100/3405] lr: 4.017e-03, eta: 9:50:54, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 2.1274, loss: 2.1274 +2023-12-25 01:12:06,212 - pyskl - INFO - Epoch [111][2200/3405] lr: 4.011e-03, eta: 9:50:27, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 2.1372, loss: 2.1372 +2023-12-25 01:12:32,565 - pyskl - INFO - Epoch [111][2300/3405] lr: 4.005e-03, eta: 9:50:01, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.9244, top5_acc: 0.9962, loss_cls: 2.1544, loss: 2.1544 +2023-12-25 01:12:58,048 - pyskl - INFO - Epoch [111][2400/3405] lr: 4.000e-03, eta: 9:49:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.1491, loss: 2.1491 +2023-12-25 01:13:24,481 - pyskl - INFO - Epoch [111][2500/3405] lr: 3.994e-03, eta: 9:49:07, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.1439, loss: 2.1439 +2023-12-25 01:13:51,191 - pyskl - INFO - Epoch [111][2600/3405] lr: 3.988e-03, eta: 9:48:41, time: 0.267, data_time: 0.000, memory: 5251, top1_acc: 0.9250, top5_acc: 0.9969, loss_cls: 2.1595, loss: 2.1595 +2023-12-25 01:14:16,921 - pyskl - INFO - Epoch [111][2700/3405] lr: 3.983e-03, eta: 9:48:14, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 2.1279, loss: 2.1279 +2023-12-25 01:14:42,586 - pyskl - INFO - Epoch [111][2800/3405] lr: 3.977e-03, eta: 9:47:48, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 2.1315, loss: 2.1315 +2023-12-25 01:15:08,261 - pyskl - INFO - Epoch [111][2900/3405] lr: 3.972e-03, eta: 9:47:21, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 2.1349, loss: 2.1349 +2023-12-25 01:15:33,855 - pyskl - INFO - Epoch [111][3000/3405] lr: 3.966e-03, eta: 9:46:54, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 2.1073, loss: 2.1073 +2023-12-25 01:15:59,542 - pyskl - INFO - Epoch [111][3100/3405] lr: 3.960e-03, eta: 9:46:28, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9263, top5_acc: 0.9988, loss_cls: 2.1551, loss: 2.1551 +2023-12-25 01:16:25,518 - pyskl - INFO - Epoch [111][3200/3405] lr: 3.955e-03, eta: 9:46:01, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.1818, loss: 2.1818 +2023-12-25 01:16:51,809 - pyskl - INFO - Epoch [111][3300/3405] lr: 3.949e-03, eta: 9:45:34, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 2.1511, loss: 2.1511 +2023-12-25 01:17:18,538 - pyskl - INFO - Epoch [111][3400/3405] lr: 3.943e-03, eta: 9:45:08, time: 0.267, data_time: 0.000, memory: 5251, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 2.1196, loss: 2.1196 +2023-12-25 01:17:20,656 - pyskl - INFO - Saving checkpoint at 111 epochs +2023-12-25 01:21:49,258 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 01:21:49,916 - pyskl - INFO - +top1_acc 0.8439 +top5_acc 0.9698 +2023-12-25 01:21:49,921 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_109.pth was removed +2023-12-25 01:21:50,132 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_111.pth. +2023-12-25 01:21:50,134 - pyskl - INFO - Best top1_acc is 0.8439 at 111 epoch. +2023-12-25 01:21:50,158 - pyskl - INFO - Epoch(val) [111][3718] top1_acc: 0.8439, top5_acc: 0.9698 +2023-12-25 01:22:43,446 - pyskl - INFO - Epoch [112][100/3405] lr: 3.938e-03, eta: 9:44:49, time: 0.533, data_time: 0.280, memory: 5251, top1_acc: 0.9525, top5_acc: 0.9994, loss_cls: 2.0838, loss: 2.0838 +2023-12-25 01:23:08,927 - pyskl - INFO - Epoch [112][200/3405] lr: 3.932e-03, eta: 9:44:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 2.0858, loss: 2.0858 +2023-12-25 01:23:34,680 - pyskl - INFO - Epoch [112][300/3405] lr: 3.926e-03, eta: 9:43:56, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 2.0929, loss: 2.0929 +2023-12-25 01:24:00,830 - pyskl - INFO - Epoch [112][400/3405] lr: 3.921e-03, eta: 9:43:29, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9475, top5_acc: 0.9994, loss_cls: 2.0826, loss: 2.0826 +2023-12-25 01:24:26,616 - pyskl - INFO - Epoch [112][500/3405] lr: 3.915e-03, eta: 9:43:03, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 2.1094, loss: 2.1094 +2023-12-25 01:24:52,307 - pyskl - INFO - Epoch [112][600/3405] lr: 3.910e-03, eta: 9:42:36, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 2.1103, loss: 2.1103 +2023-12-25 01:25:18,679 - pyskl - INFO - Epoch [112][700/3405] lr: 3.904e-03, eta: 9:42:09, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 2.0870, loss: 2.0870 +2023-12-25 01:25:44,377 - pyskl - INFO - Epoch [112][800/3405] lr: 3.898e-03, eta: 9:41:43, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 2.0917, loss: 2.0917 +2023-12-25 01:26:10,256 - pyskl - INFO - Epoch [112][900/3405] lr: 3.893e-03, eta: 9:41:16, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9531, top5_acc: 0.9950, loss_cls: 2.1010, loss: 2.1010 +2023-12-25 01:26:36,121 - pyskl - INFO - Epoch [112][1000/3405] lr: 3.887e-03, eta: 9:40:49, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 2.1027, loss: 2.1027 +2023-12-25 01:27:02,120 - pyskl - INFO - Epoch [112][1100/3405] lr: 3.882e-03, eta: 9:40:23, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9437, top5_acc: 0.9994, loss_cls: 2.1050, loss: 2.1050 +2023-12-25 01:27:28,205 - pyskl - INFO - Epoch [112][1200/3405] lr: 3.876e-03, eta: 9:39:56, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 2.1182, loss: 2.1182 +2023-12-25 01:27:53,942 - pyskl - INFO - Epoch [112][1300/3405] lr: 3.871e-03, eta: 9:39:30, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 2.0959, loss: 2.0959 +2023-12-25 01:28:20,195 - pyskl - INFO - Epoch [112][1400/3405] lr: 3.865e-03, eta: 9:39:03, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 2.1113, loss: 2.1113 +2023-12-25 01:28:46,044 - pyskl - INFO - Epoch [112][1500/3405] lr: 3.860e-03, eta: 9:38:36, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 2.1033, loss: 2.1033 +2023-12-25 01:29:11,749 - pyskl - INFO - Epoch [112][1600/3405] lr: 3.854e-03, eta: 9:38:10, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 2.1404, loss: 2.1404 +2023-12-25 01:29:37,416 - pyskl - INFO - Epoch [112][1700/3405] lr: 3.848e-03, eta: 9:37:43, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 2.1313, loss: 2.1313 +2023-12-25 01:30:03,072 - pyskl - INFO - Epoch [112][1800/3405] lr: 3.843e-03, eta: 9:37:16, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9387, top5_acc: 0.9975, loss_cls: 2.1192, loss: 2.1192 +2023-12-25 01:30:28,760 - pyskl - INFO - Epoch [112][1900/3405] lr: 3.837e-03, eta: 9:36:50, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9469, top5_acc: 0.9988, loss_cls: 2.1057, loss: 2.1057 +2023-12-25 01:30:54,251 - pyskl - INFO - Epoch [112][2000/3405] lr: 3.832e-03, eta: 9:36:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 2.1101, loss: 2.1101 +2023-12-25 01:31:20,121 - pyskl - INFO - Epoch [112][2100/3405] lr: 3.826e-03, eta: 9:35:56, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 2.1331, loss: 2.1331 +2023-12-25 01:31:45,641 - pyskl - INFO - Epoch [112][2200/3405] lr: 3.821e-03, eta: 9:35:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 2.1389, loss: 2.1389 +2023-12-25 01:32:11,686 - pyskl - INFO - Epoch [112][2300/3405] lr: 3.815e-03, eta: 9:35:03, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 2.1010, loss: 2.1010 +2023-12-25 01:32:37,518 - pyskl - INFO - Epoch [112][2400/3405] lr: 3.810e-03, eta: 9:34:36, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 2.1143, loss: 2.1143 +2023-12-25 01:33:03,114 - pyskl - INFO - Epoch [112][2500/3405] lr: 3.804e-03, eta: 9:34:10, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 2.1509, loss: 2.1509 +2023-12-25 01:33:28,652 - pyskl - INFO - Epoch [112][2600/3405] lr: 3.799e-03, eta: 9:33:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.1319, loss: 2.1319 +2023-12-25 01:33:54,101 - pyskl - INFO - Epoch [112][2700/3405] lr: 3.793e-03, eta: 9:33:16, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.1433, loss: 2.1433 +2023-12-25 01:34:19,541 - pyskl - INFO - Epoch [112][2800/3405] lr: 3.788e-03, eta: 9:32:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.1359, loss: 2.1359 +2023-12-25 01:34:45,053 - pyskl - INFO - Epoch [112][2900/3405] lr: 3.782e-03, eta: 9:32:22, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 2.1395, loss: 2.1395 +2023-12-25 01:35:10,759 - pyskl - INFO - Epoch [112][3000/3405] lr: 3.777e-03, eta: 9:31:56, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 2.1251, loss: 2.1251 +2023-12-25 01:35:36,592 - pyskl - INFO - Epoch [112][3100/3405] lr: 3.771e-03, eta: 9:31:29, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9294, top5_acc: 0.9975, loss_cls: 2.1356, loss: 2.1356 +2023-12-25 01:36:01,882 - pyskl - INFO - Epoch [112][3200/3405] lr: 3.766e-03, eta: 9:31:02, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9319, top5_acc: 0.9975, loss_cls: 2.1333, loss: 2.1333 +2023-12-25 01:36:27,138 - pyskl - INFO - Epoch [112][3300/3405] lr: 3.760e-03, eta: 9:30:35, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.1540, loss: 2.1540 +2023-12-25 01:36:52,485 - pyskl - INFO - Epoch [112][3400/3405] lr: 3.755e-03, eta: 9:30:09, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 2.1678, loss: 2.1678 +2023-12-25 01:36:54,491 - pyskl - INFO - Saving checkpoint at 112 epochs +2023-12-25 01:41:23,219 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 01:41:23,876 - pyskl - INFO - +top1_acc 0.8419 +top5_acc 0.9682 +2023-12-25 01:41:23,901 - pyskl - INFO - Epoch(val) [112][3718] top1_acc: 0.8419, top5_acc: 0.9682 +2023-12-25 01:42:17,326 - pyskl - INFO - Epoch [113][100/3405] lr: 3.749e-03, eta: 9:29:50, time: 0.534, data_time: 0.280, memory: 5251, top1_acc: 0.9450, top5_acc: 0.9988, loss_cls: 2.1048, loss: 2.1048 +2023-12-25 01:42:42,865 - pyskl - INFO - Epoch [113][200/3405] lr: 3.743e-03, eta: 9:29:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 2.0905, loss: 2.0905 +2023-12-25 01:43:08,651 - pyskl - INFO - Epoch [113][300/3405] lr: 3.738e-03, eta: 9:28:56, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9569, top5_acc: 1.0000, loss_cls: 2.0706, loss: 2.0706 +2023-12-25 01:43:35,020 - pyskl - INFO - Epoch [113][400/3405] lr: 3.732e-03, eta: 9:28:30, time: 0.264, data_time: 0.001, memory: 5251, top1_acc: 0.9506, top5_acc: 0.9994, loss_cls: 2.0778, loss: 2.0778 +2023-12-25 01:44:00,806 - pyskl - INFO - Epoch [113][500/3405] lr: 3.727e-03, eta: 9:28:03, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9487, top5_acc: 0.9994, loss_cls: 2.0997, loss: 2.0997 +2023-12-25 01:44:27,102 - pyskl - INFO - Epoch [113][600/3405] lr: 3.721e-03, eta: 9:27:37, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 2.0977, loss: 2.0977 +2023-12-25 01:44:53,036 - pyskl - INFO - Epoch [113][700/3405] lr: 3.716e-03, eta: 9:27:10, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 2.0824, loss: 2.0824 +2023-12-25 01:45:18,698 - pyskl - INFO - Epoch [113][800/3405] lr: 3.710e-03, eta: 9:26:43, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 2.0791, loss: 2.0791 +2023-12-25 01:45:44,411 - pyskl - INFO - Epoch [113][900/3405] lr: 3.705e-03, eta: 9:26:17, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 2.1041, loss: 2.1041 +2023-12-25 01:46:10,024 - pyskl - INFO - Epoch [113][1000/3405] lr: 3.699e-03, eta: 9:25:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 2.0875, loss: 2.0875 +2023-12-25 01:46:36,747 - pyskl - INFO - Epoch [113][1100/3405] lr: 3.694e-03, eta: 9:25:23, time: 0.267, data_time: 0.000, memory: 5251, top1_acc: 0.9519, top5_acc: 0.9994, loss_cls: 2.0975, loss: 2.0975 +2023-12-25 01:47:03,607 - pyskl - INFO - Epoch [113][1200/3405] lr: 3.689e-03, eta: 9:24:57, time: 0.269, data_time: 0.000, memory: 5251, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 2.0975, loss: 2.0975 +2023-12-25 01:47:29,479 - pyskl - INFO - Epoch [113][1300/3405] lr: 3.683e-03, eta: 9:24:30, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 2.0770, loss: 2.0770 +2023-12-25 01:47:55,416 - pyskl - INFO - Epoch [113][1400/3405] lr: 3.678e-03, eta: 9:24:04, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 2.0806, loss: 2.0806 +2023-12-25 01:48:21,169 - pyskl - INFO - Epoch [113][1500/3405] lr: 3.672e-03, eta: 9:23:37, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 2.1106, loss: 2.1106 +2023-12-25 01:48:46,741 - pyskl - INFO - Epoch [113][1600/3405] lr: 3.667e-03, eta: 9:23:10, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 2.1004, loss: 2.1004 +2023-12-25 01:49:12,605 - pyskl - INFO - Epoch [113][1700/3405] lr: 3.661e-03, eta: 9:22:44, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 2.1213, loss: 2.1213 +2023-12-25 01:49:38,065 - pyskl - INFO - Epoch [113][1800/3405] lr: 3.656e-03, eta: 9:22:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 2.0890, loss: 2.0890 +2023-12-25 01:50:03,525 - pyskl - INFO - Epoch [113][1900/3405] lr: 3.650e-03, eta: 9:21:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 2.0886, loss: 2.0886 +2023-12-25 01:50:29,448 - pyskl - INFO - Epoch [113][2000/3405] lr: 3.645e-03, eta: 9:21:24, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9394, top5_acc: 0.9988, loss_cls: 2.1028, loss: 2.1028 +2023-12-25 01:50:55,192 - pyskl - INFO - Epoch [113][2100/3405] lr: 3.640e-03, eta: 9:20:57, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 2.1154, loss: 2.1154 +2023-12-25 01:51:20,775 - pyskl - INFO - Epoch [113][2200/3405] lr: 3.634e-03, eta: 9:20:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 2.0895, loss: 2.0895 +2023-12-25 01:51:46,435 - pyskl - INFO - Epoch [113][2300/3405] lr: 3.629e-03, eta: 9:20:04, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9363, top5_acc: 0.9994, loss_cls: 2.1167, loss: 2.1167 +2023-12-25 01:52:12,636 - pyskl - INFO - Epoch [113][2400/3405] lr: 3.623e-03, eta: 9:19:37, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.1170, loss: 2.1170 +2023-12-25 01:52:38,314 - pyskl - INFO - Epoch [113][2500/3405] lr: 3.618e-03, eta: 9:19:10, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.1558, loss: 2.1558 +2023-12-25 01:53:03,856 - pyskl - INFO - Epoch [113][2600/3405] lr: 3.613e-03, eta: 9:18:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 2.1350, loss: 2.1350 +2023-12-25 01:53:29,585 - pyskl - INFO - Epoch [113][2700/3405] lr: 3.607e-03, eta: 9:18:17, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 2.1195, loss: 2.1195 +2023-12-25 01:53:54,875 - pyskl - INFO - Epoch [113][2800/3405] lr: 3.602e-03, eta: 9:17:50, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 2.1368, loss: 2.1368 +2023-12-25 01:54:20,114 - pyskl - INFO - Epoch [113][2900/3405] lr: 3.596e-03, eta: 9:17:23, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 2.1077, loss: 2.1077 +2023-12-25 01:54:45,698 - pyskl - INFO - Epoch [113][3000/3405] lr: 3.591e-03, eta: 9:16:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.1290, loss: 2.1290 +2023-12-25 01:55:11,988 - pyskl - INFO - Epoch [113][3100/3405] lr: 3.586e-03, eta: 9:16:30, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 2.1205, loss: 2.1205 +2023-12-25 01:55:38,614 - pyskl - INFO - Epoch [113][3200/3405] lr: 3.580e-03, eta: 9:16:04, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.1190, loss: 2.1190 +2023-12-25 01:56:05,257 - pyskl - INFO - Epoch [113][3300/3405] lr: 3.575e-03, eta: 9:15:37, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 2.1299, loss: 2.1299 +2023-12-25 01:56:31,488 - pyskl - INFO - Epoch [113][3400/3405] lr: 3.569e-03, eta: 9:15:11, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9331, top5_acc: 1.0000, loss_cls: 2.1459, loss: 2.1459 +2023-12-25 01:56:33,529 - pyskl - INFO - Saving checkpoint at 113 epochs +2023-12-25 02:01:01,944 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 02:01:02,597 - pyskl - INFO - +top1_acc 0.8424 +top5_acc 0.9689 +2023-12-25 02:01:02,622 - pyskl - INFO - Epoch(val) [113][3718] top1_acc: 0.8424, top5_acc: 0.9689 +2023-12-25 02:01:55,714 - pyskl - INFO - Epoch [114][100/3405] lr: 3.564e-03, eta: 9:14:51, time: 0.531, data_time: 0.280, memory: 5251, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 2.0822, loss: 2.0822 +2023-12-25 02:02:21,108 - pyskl - INFO - Epoch [114][200/3405] lr: 3.558e-03, eta: 9:14:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9494, top5_acc: 0.9994, loss_cls: 2.0875, loss: 2.0875 +2023-12-25 02:02:47,402 - pyskl - INFO - Epoch [114][300/3405] lr: 3.553e-03, eta: 9:13:58, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 2.0837, loss: 2.0837 +2023-12-25 02:03:13,639 - pyskl - INFO - Epoch [114][400/3405] lr: 3.548e-03, eta: 9:13:32, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 2.0796, loss: 2.0796 +2023-12-25 02:03:39,529 - pyskl - INFO - Epoch [114][500/3405] lr: 3.542e-03, eta: 9:13:05, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9587, top5_acc: 1.0000, loss_cls: 2.0706, loss: 2.0706 +2023-12-25 02:04:05,539 - pyskl - INFO - Epoch [114][600/3405] lr: 3.537e-03, eta: 9:12:38, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 2.0699, loss: 2.0699 +2023-12-25 02:04:31,102 - pyskl - INFO - Epoch [114][700/3405] lr: 3.532e-03, eta: 9:12:12, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 2.0950, loss: 2.0950 +2023-12-25 02:04:56,753 - pyskl - INFO - Epoch [114][800/3405] lr: 3.526e-03, eta: 9:11:45, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 2.1037, loss: 2.1037 +2023-12-25 02:05:22,507 - pyskl - INFO - Epoch [114][900/3405] lr: 3.521e-03, eta: 9:11:18, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 2.1038, loss: 2.1038 +2023-12-25 02:05:48,966 - pyskl - INFO - Epoch [114][1000/3405] lr: 3.516e-03, eta: 9:10:52, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 2.0781, loss: 2.0781 +2023-12-25 02:06:14,948 - pyskl - INFO - Epoch [114][1100/3405] lr: 3.510e-03, eta: 9:10:25, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 2.0539, loss: 2.0539 +2023-12-25 02:06:40,580 - pyskl - INFO - Epoch [114][1200/3405] lr: 3.505e-03, eta: 9:09:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 2.0859, loss: 2.0859 +2023-12-25 02:07:06,377 - pyskl - INFO - Epoch [114][1300/3405] lr: 3.499e-03, eta: 9:09:32, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 2.0792, loss: 2.0792 +2023-12-25 02:07:32,372 - pyskl - INFO - Epoch [114][1400/3405] lr: 3.494e-03, eta: 9:09:05, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 2.0632, loss: 2.0632 +2023-12-25 02:07:57,783 - pyskl - INFO - Epoch [114][1500/3405] lr: 3.489e-03, eta: 9:08:38, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9494, top5_acc: 0.9994, loss_cls: 2.0974, loss: 2.0974 +2023-12-25 02:08:23,418 - pyskl - INFO - Epoch [114][1600/3405] lr: 3.484e-03, eta: 9:08:12, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 2.0889, loss: 2.0889 +2023-12-25 02:08:49,053 - pyskl - INFO - Epoch [114][1700/3405] lr: 3.478e-03, eta: 9:07:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9531, top5_acc: 1.0000, loss_cls: 2.0774, loss: 2.0774 +2023-12-25 02:09:14,473 - pyskl - INFO - Epoch [114][1800/3405] lr: 3.473e-03, eta: 9:07:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 2.1272, loss: 2.1272 +2023-12-25 02:09:40,058 - pyskl - INFO - Epoch [114][1900/3405] lr: 3.468e-03, eta: 9:06:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 2.0966, loss: 2.0966 +2023-12-25 02:10:05,491 - pyskl - INFO - Epoch [114][2000/3405] lr: 3.462e-03, eta: 9:06:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 2.0914, loss: 2.0914 +2023-12-25 02:10:30,971 - pyskl - INFO - Epoch [114][2100/3405] lr: 3.457e-03, eta: 9:05:58, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9344, top5_acc: 0.9994, loss_cls: 2.1154, loss: 2.1154 +2023-12-25 02:10:56,602 - pyskl - INFO - Epoch [114][2200/3405] lr: 3.452e-03, eta: 9:05:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 2.1170, loss: 2.1170 +2023-12-25 02:11:22,033 - pyskl - INFO - Epoch [114][2300/3405] lr: 3.446e-03, eta: 9:05:05, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 2.0919, loss: 2.0919 +2023-12-25 02:11:47,761 - pyskl - INFO - Epoch [114][2400/3405] lr: 3.441e-03, eta: 9:04:38, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 2.0968, loss: 2.0968 +2023-12-25 02:12:13,413 - pyskl - INFO - Epoch [114][2500/3405] lr: 3.436e-03, eta: 9:04:11, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9456, top5_acc: 1.0000, loss_cls: 2.1037, loss: 2.1037 +2023-12-25 02:12:38,859 - pyskl - INFO - Epoch [114][2600/3405] lr: 3.430e-03, eta: 9:03:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 2.1163, loss: 2.1163 +2023-12-25 02:13:04,490 - pyskl - INFO - Epoch [114][2700/3405] lr: 3.425e-03, eta: 9:03:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 2.1114, loss: 2.1114 +2023-12-25 02:13:29,983 - pyskl - INFO - Epoch [114][2800/3405] lr: 3.420e-03, eta: 9:02:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 2.1162, loss: 2.1162 +2023-12-25 02:13:55,787 - pyskl - INFO - Epoch [114][2900/3405] lr: 3.415e-03, eta: 9:02:24, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 2.1190, loss: 2.1190 +2023-12-25 02:14:21,580 - pyskl - INFO - Epoch [114][3000/3405] lr: 3.409e-03, eta: 9:01:58, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 2.1247, loss: 2.1247 +2023-12-25 02:14:46,844 - pyskl - INFO - Epoch [114][3100/3405] lr: 3.404e-03, eta: 9:01:31, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 2.0913, loss: 2.0913 +2023-12-25 02:15:12,079 - pyskl - INFO - Epoch [114][3200/3405] lr: 3.399e-03, eta: 9:01:04, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9413, top5_acc: 0.9988, loss_cls: 2.1164, loss: 2.1164 +2023-12-25 02:15:37,443 - pyskl - INFO - Epoch [114][3300/3405] lr: 3.393e-03, eta: 9:00:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 2.1196, loss: 2.1196 +2023-12-25 02:16:02,733 - pyskl - INFO - Epoch [114][3400/3405] lr: 3.388e-03, eta: 9:00:11, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9369, top5_acc: 0.9981, loss_cls: 2.1158, loss: 2.1158 +2023-12-25 02:16:04,718 - pyskl - INFO - Saving checkpoint at 114 epochs +2023-12-25 02:20:33,375 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 02:20:34,000 - pyskl - INFO - +top1_acc 0.8476 +top5_acc 0.9690 +2023-12-25 02:20:34,005 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_111.pth was removed +2023-12-25 02:20:34,238 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_114.pth. +2023-12-25 02:20:34,239 - pyskl - INFO - Best top1_acc is 0.8476 at 114 epoch. +2023-12-25 02:20:34,265 - pyskl - INFO - Epoch(val) [114][3718] top1_acc: 0.8476, top5_acc: 0.9690 +2023-12-25 02:21:26,781 - pyskl - INFO - Epoch [115][100/3405] lr: 3.383e-03, eta: 8:59:51, time: 0.525, data_time: 0.270, memory: 5251, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 2.0808, loss: 2.0808 +2023-12-25 02:21:52,588 - pyskl - INFO - Epoch [115][200/3405] lr: 3.377e-03, eta: 8:59:24, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 2.0599, loss: 2.0599 +2023-12-25 02:22:18,623 - pyskl - INFO - Epoch [115][300/3405] lr: 3.372e-03, eta: 8:58:57, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 2.0706, loss: 2.0706 +2023-12-25 02:22:44,730 - pyskl - INFO - Epoch [115][400/3405] lr: 3.367e-03, eta: 8:58:31, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 2.0559, loss: 2.0559 +2023-12-25 02:23:10,340 - pyskl - INFO - Epoch [115][500/3405] lr: 3.362e-03, eta: 8:58:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 2.0532, loss: 2.0532 +2023-12-25 02:23:36,310 - pyskl - INFO - Epoch [115][600/3405] lr: 3.356e-03, eta: 8:57:37, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 2.0450, loss: 2.0450 +2023-12-25 02:24:02,215 - pyskl - INFO - Epoch [115][700/3405] lr: 3.351e-03, eta: 8:57:11, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 2.0738, loss: 2.0738 +2023-12-25 02:24:27,739 - pyskl - INFO - Epoch [115][800/3405] lr: 3.346e-03, eta: 8:56:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 2.0666, loss: 2.0666 +2023-12-25 02:24:53,634 - pyskl - INFO - Epoch [115][900/3405] lr: 3.341e-03, eta: 8:56:17, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 2.0928, loss: 2.0928 +2023-12-25 02:25:19,371 - pyskl - INFO - Epoch [115][1000/3405] lr: 3.335e-03, eta: 8:55:51, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9481, top5_acc: 0.9994, loss_cls: 2.0950, loss: 2.0950 +2023-12-25 02:25:44,818 - pyskl - INFO - Epoch [115][1100/3405] lr: 3.330e-03, eta: 8:55:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 2.0668, loss: 2.0668 +2023-12-25 02:26:10,696 - pyskl - INFO - Epoch [115][1200/3405] lr: 3.325e-03, eta: 8:54:57, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 2.1010, loss: 2.1010 +2023-12-25 02:26:36,289 - pyskl - INFO - Epoch [115][1300/3405] lr: 3.320e-03, eta: 8:54:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 2.0856, loss: 2.0856 +2023-12-25 02:27:01,994 - pyskl - INFO - Epoch [115][1400/3405] lr: 3.315e-03, eta: 8:54:04, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 2.0876, loss: 2.0876 +2023-12-25 02:27:27,889 - pyskl - INFO - Epoch [115][1500/3405] lr: 3.309e-03, eta: 8:53:37, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 2.0736, loss: 2.0736 +2023-12-25 02:27:53,576 - pyskl - INFO - Epoch [115][1600/3405] lr: 3.304e-03, eta: 8:53:11, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 2.0658, loss: 2.0658 +2023-12-25 02:28:19,269 - pyskl - INFO - Epoch [115][1700/3405] lr: 3.299e-03, eta: 8:52:44, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 2.1115, loss: 2.1115 +2023-12-25 02:28:44,970 - pyskl - INFO - Epoch [115][1800/3405] lr: 3.294e-03, eta: 8:52:17, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 2.0970, loss: 2.0970 +2023-12-25 02:29:10,690 - pyskl - INFO - Epoch [115][1900/3405] lr: 3.289e-03, eta: 8:51:51, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 2.0676, loss: 2.0676 +2023-12-25 02:29:36,257 - pyskl - INFO - Epoch [115][2000/3405] lr: 3.283e-03, eta: 8:51:24, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 2.0956, loss: 2.0956 +2023-12-25 02:30:01,757 - pyskl - INFO - Epoch [115][2100/3405] lr: 3.278e-03, eta: 8:50:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 2.1153, loss: 2.1153 +2023-12-25 02:30:27,246 - pyskl - INFO - Epoch [115][2200/3405] lr: 3.273e-03, eta: 8:50:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 2.1162, loss: 2.1162 +2023-12-25 02:30:53,431 - pyskl - INFO - Epoch [115][2300/3405] lr: 3.268e-03, eta: 8:50:04, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 2.0771, loss: 2.0771 +2023-12-25 02:31:19,170 - pyskl - INFO - Epoch [115][2400/3405] lr: 3.263e-03, eta: 8:49:37, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9463, top5_acc: 0.9988, loss_cls: 2.1092, loss: 2.1092 +2023-12-25 02:31:44,653 - pyskl - INFO - Epoch [115][2500/3405] lr: 3.257e-03, eta: 8:49:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 2.1055, loss: 2.1055 +2023-12-25 02:32:10,253 - pyskl - INFO - Epoch [115][2600/3405] lr: 3.252e-03, eta: 8:48:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 2.1059, loss: 2.1059 +2023-12-25 02:32:35,695 - pyskl - INFO - Epoch [115][2700/3405] lr: 3.247e-03, eta: 8:48:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 2.0761, loss: 2.0761 +2023-12-25 02:33:01,149 - pyskl - INFO - Epoch [115][2800/3405] lr: 3.242e-03, eta: 8:47:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 2.0842, loss: 2.0842 +2023-12-25 02:33:26,809 - pyskl - INFO - Epoch [115][2900/3405] lr: 3.237e-03, eta: 8:47:24, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 2.0925, loss: 2.0925 +2023-12-25 02:33:52,204 - pyskl - INFO - Epoch [115][3000/3405] lr: 3.232e-03, eta: 8:46:57, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 2.1178, loss: 2.1178 +2023-12-25 02:34:17,460 - pyskl - INFO - Epoch [115][3100/3405] lr: 3.226e-03, eta: 8:46:30, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 2.0992, loss: 2.0992 +2023-12-25 02:34:42,651 - pyskl - INFO - Epoch [115][3200/3405] lr: 3.221e-03, eta: 8:46:03, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 2.1015, loss: 2.1015 +2023-12-25 02:35:07,890 - pyskl - INFO - Epoch [115][3300/3405] lr: 3.216e-03, eta: 8:45:37, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 2.1022, loss: 2.1022 +2023-12-25 02:35:33,118 - pyskl - INFO - Epoch [115][3400/3405] lr: 3.211e-03, eta: 8:45:10, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 2.1102, loss: 2.1102 +2023-12-25 02:35:35,032 - pyskl - INFO - Saving checkpoint at 115 epochs +2023-12-25 02:40:02,243 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 02:40:02,898 - pyskl - INFO - +top1_acc 0.8366 +top5_acc 0.9675 +2023-12-25 02:40:02,922 - pyskl - INFO - Epoch(val) [115][3718] top1_acc: 0.8366, top5_acc: 0.9675 +2023-12-25 02:40:55,692 - pyskl - INFO - Epoch [116][100/3405] lr: 3.206e-03, eta: 8:44:50, time: 0.528, data_time: 0.275, memory: 5251, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 2.0632, loss: 2.0632 +2023-12-25 02:41:21,119 - pyskl - INFO - Epoch [116][200/3405] lr: 3.200e-03, eta: 8:44:23, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 2.0403, loss: 2.0403 +2023-12-25 02:41:47,293 - pyskl - INFO - Epoch [116][300/3405] lr: 3.195e-03, eta: 8:43:56, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 2.0646, loss: 2.0646 +2023-12-25 02:42:13,399 - pyskl - INFO - Epoch [116][400/3405] lr: 3.190e-03, eta: 8:43:30, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 2.0886, loss: 2.0886 +2023-12-25 02:42:38,942 - pyskl - INFO - Epoch [116][500/3405] lr: 3.185e-03, eta: 8:43:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9631, top5_acc: 0.9962, loss_cls: 2.0619, loss: 2.0619 +2023-12-25 02:43:05,026 - pyskl - INFO - Epoch [116][600/3405] lr: 3.180e-03, eta: 8:42:37, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 2.0474, loss: 2.0474 +2023-12-25 02:43:30,782 - pyskl - INFO - Epoch [116][700/3405] lr: 3.175e-03, eta: 8:42:10, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 2.0504, loss: 2.0504 +2023-12-25 02:43:56,333 - pyskl - INFO - Epoch [116][800/3405] lr: 3.170e-03, eta: 8:41:43, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 2.0609, loss: 2.0609 +2023-12-25 02:44:21,969 - pyskl - INFO - Epoch [116][900/3405] lr: 3.165e-03, eta: 8:41:16, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 2.0605, loss: 2.0605 +2023-12-25 02:44:47,599 - pyskl - INFO - Epoch [116][1000/3405] lr: 3.159e-03, eta: 8:40:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 2.0590, loss: 2.0590 +2023-12-25 02:45:13,360 - pyskl - INFO - Epoch [116][1100/3405] lr: 3.154e-03, eta: 8:40:23, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 2.0425, loss: 2.0425 +2023-12-25 02:45:38,879 - pyskl - INFO - Epoch [116][1200/3405] lr: 3.149e-03, eta: 8:39:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 2.0541, loss: 2.0541 +2023-12-25 02:46:04,611 - pyskl - INFO - Epoch [116][1300/3405] lr: 3.144e-03, eta: 8:39:30, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9475, top5_acc: 1.0000, loss_cls: 2.0954, loss: 2.0954 +2023-12-25 02:46:30,461 - pyskl - INFO - Epoch [116][1400/3405] lr: 3.139e-03, eta: 8:39:03, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 2.0850, loss: 2.0850 +2023-12-25 02:46:56,228 - pyskl - INFO - Epoch [116][1500/3405] lr: 3.134e-03, eta: 8:38:36, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 2.0683, loss: 2.0683 +2023-12-25 02:47:21,932 - pyskl - INFO - Epoch [116][1600/3405] lr: 3.129e-03, eta: 8:38:10, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 2.0532, loss: 2.0532 +2023-12-25 02:47:47,517 - pyskl - INFO - Epoch [116][1700/3405] lr: 3.124e-03, eta: 8:37:43, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 2.0559, loss: 2.0559 +2023-12-25 02:48:13,184 - pyskl - INFO - Epoch [116][1800/3405] lr: 3.119e-03, eta: 8:37:16, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 2.0960, loss: 2.0960 +2023-12-25 02:48:38,871 - pyskl - INFO - Epoch [116][1900/3405] lr: 3.114e-03, eta: 8:36:50, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 2.0926, loss: 2.0926 +2023-12-25 02:49:04,990 - pyskl - INFO - Epoch [116][2000/3405] lr: 3.109e-03, eta: 8:36:23, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 2.0900, loss: 2.0900 +2023-12-25 02:49:30,443 - pyskl - INFO - Epoch [116][2100/3405] lr: 3.103e-03, eta: 8:35:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9481, top5_acc: 0.9994, loss_cls: 2.0869, loss: 2.0869 +2023-12-25 02:49:56,062 - pyskl - INFO - Epoch [116][2200/3405] lr: 3.098e-03, eta: 8:35:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9569, top5_acc: 0.9994, loss_cls: 2.0696, loss: 2.0696 +2023-12-25 02:50:21,656 - pyskl - INFO - Epoch [116][2300/3405] lr: 3.093e-03, eta: 8:35:03, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9544, top5_acc: 1.0000, loss_cls: 2.0773, loss: 2.0773 +2023-12-25 02:50:47,522 - pyskl - INFO - Epoch [116][2400/3405] lr: 3.088e-03, eta: 8:34:37, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 2.0678, loss: 2.0678 +2023-12-25 02:51:13,320 - pyskl - INFO - Epoch [116][2500/3405] lr: 3.083e-03, eta: 8:34:10, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 2.0740, loss: 2.0740 +2023-12-25 02:51:39,095 - pyskl - INFO - Epoch [116][2600/3405] lr: 3.078e-03, eta: 8:33:43, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9450, top5_acc: 0.9994, loss_cls: 2.1117, loss: 2.1117 +2023-12-25 02:52:04,729 - pyskl - INFO - Epoch [116][2700/3405] lr: 3.073e-03, eta: 8:33:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 2.0779, loss: 2.0779 +2023-12-25 02:52:30,524 - pyskl - INFO - Epoch [116][2800/3405] lr: 3.068e-03, eta: 8:32:50, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 2.0621, loss: 2.0621 +2023-12-25 02:52:56,273 - pyskl - INFO - Epoch [116][2900/3405] lr: 3.063e-03, eta: 8:32:23, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 2.0816, loss: 2.0816 +2023-12-25 02:53:21,609 - pyskl - INFO - Epoch [116][3000/3405] lr: 3.058e-03, eta: 8:31:57, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 2.0674, loss: 2.0674 +2023-12-25 02:53:46,911 - pyskl - INFO - Epoch [116][3100/3405] lr: 3.053e-03, eta: 8:31:30, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 2.0871, loss: 2.0871 +2023-12-25 02:54:12,730 - pyskl - INFO - Epoch [116][3200/3405] lr: 3.048e-03, eta: 8:31:03, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 2.0995, loss: 2.0995 +2023-12-25 02:54:37,999 - pyskl - INFO - Epoch [116][3300/3405] lr: 3.043e-03, eta: 8:30:36, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 2.1002, loss: 2.1002 +2023-12-25 02:55:03,221 - pyskl - INFO - Epoch [116][3400/3405] lr: 3.038e-03, eta: 8:30:10, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 2.0977, loss: 2.0977 +2023-12-25 02:55:05,131 - pyskl - INFO - Saving checkpoint at 116 epochs +2023-12-25 02:59:31,825 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 02:59:32,466 - pyskl - INFO - +top1_acc 0.8467 +top5_acc 0.9701 +2023-12-25 02:59:32,493 - pyskl - INFO - Epoch(val) [116][3718] top1_acc: 0.8467, top5_acc: 0.9701 +2023-12-25 03:00:25,133 - pyskl - INFO - Epoch [117][100/3405] lr: 3.033e-03, eta: 8:29:49, time: 0.526, data_time: 0.274, memory: 5251, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 2.0434, loss: 2.0434 +2023-12-25 03:00:50,336 - pyskl - INFO - Epoch [117][200/3405] lr: 3.028e-03, eta: 8:29:22, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 2.0289, loss: 2.0289 +2023-12-25 03:01:16,418 - pyskl - INFO - Epoch [117][300/3405] lr: 3.023e-03, eta: 8:28:56, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 2.0385, loss: 2.0385 +2023-12-25 03:01:42,429 - pyskl - INFO - Epoch [117][400/3405] lr: 3.018e-03, eta: 8:28:29, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 2.0395, loss: 2.0395 +2023-12-25 03:02:08,643 - pyskl - INFO - Epoch [117][500/3405] lr: 3.013e-03, eta: 8:28:03, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 2.0459, loss: 2.0459 +2023-12-25 03:02:34,594 - pyskl - INFO - Epoch [117][600/3405] lr: 3.008e-03, eta: 8:27:36, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 2.0451, loss: 2.0451 +2023-12-25 03:03:00,731 - pyskl - INFO - Epoch [117][700/3405] lr: 3.003e-03, eta: 8:27:09, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 2.0509, loss: 2.0509 +2023-12-25 03:03:26,428 - pyskl - INFO - Epoch [117][800/3405] lr: 2.998e-03, eta: 8:26:43, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 2.0651, loss: 2.0651 +2023-12-25 03:03:52,352 - pyskl - INFO - Epoch [117][900/3405] lr: 2.993e-03, eta: 8:26:16, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 2.0504, loss: 2.0504 +2023-12-25 03:04:18,125 - pyskl - INFO - Epoch [117][1000/3405] lr: 2.988e-03, eta: 8:25:50, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 2.0454, loss: 2.0454 +2023-12-25 03:04:44,257 - pyskl - INFO - Epoch [117][1100/3405] lr: 2.983e-03, eta: 8:25:23, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9606, top5_acc: 1.0000, loss_cls: 2.0570, loss: 2.0570 +2023-12-25 03:05:11,112 - pyskl - INFO - Epoch [117][1200/3405] lr: 2.978e-03, eta: 8:24:57, time: 0.269, data_time: 0.000, memory: 5251, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 2.0459, loss: 2.0459 +2023-12-25 03:05:37,412 - pyskl - INFO - Epoch [117][1300/3405] lr: 2.973e-03, eta: 8:24:30, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 2.0399, loss: 2.0399 +2023-12-25 03:06:03,582 - pyskl - INFO - Epoch [117][1400/3405] lr: 2.968e-03, eta: 8:24:04, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9581, top5_acc: 1.0000, loss_cls: 2.0662, loss: 2.0662 +2023-12-25 03:06:29,410 - pyskl - INFO - Epoch [117][1500/3405] lr: 2.963e-03, eta: 8:23:37, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 2.0815, loss: 2.0815 +2023-12-25 03:06:55,197 - pyskl - INFO - Epoch [117][1600/3405] lr: 2.958e-03, eta: 8:23:10, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 2.0633, loss: 2.0633 +2023-12-25 03:07:20,723 - pyskl - INFO - Epoch [117][1700/3405] lr: 2.953e-03, eta: 8:22:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9575, top5_acc: 1.0000, loss_cls: 2.0636, loss: 2.0636 +2023-12-25 03:07:46,374 - pyskl - INFO - Epoch [117][1800/3405] lr: 2.948e-03, eta: 8:22:17, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 2.0614, loss: 2.0614 +2023-12-25 03:08:11,822 - pyskl - INFO - Epoch [117][1900/3405] lr: 2.943e-03, eta: 8:21:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 2.0658, loss: 2.0658 +2023-12-25 03:08:37,320 - pyskl - INFO - Epoch [117][2000/3405] lr: 2.938e-03, eta: 8:21:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 2.0627, loss: 2.0627 +2023-12-25 03:09:03,000 - pyskl - INFO - Epoch [117][2100/3405] lr: 2.933e-03, eta: 8:20:57, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 2.0456, loss: 2.0456 +2023-12-25 03:09:29,040 - pyskl - INFO - Epoch [117][2200/3405] lr: 2.928e-03, eta: 8:20:30, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 2.0420, loss: 2.0420 +2023-12-25 03:09:54,612 - pyskl - INFO - Epoch [117][2300/3405] lr: 2.923e-03, eta: 8:20:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 2.0733, loss: 2.0733 +2023-12-25 03:10:20,301 - pyskl - INFO - Epoch [117][2400/3405] lr: 2.918e-03, eta: 8:19:37, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 2.0636, loss: 2.0636 +2023-12-25 03:10:45,828 - pyskl - INFO - Epoch [117][2500/3405] lr: 2.913e-03, eta: 8:19:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 2.0534, loss: 2.0534 +2023-12-25 03:11:11,069 - pyskl - INFO - Epoch [117][2600/3405] lr: 2.908e-03, eta: 8:18:44, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9625, top5_acc: 1.0000, loss_cls: 2.0523, loss: 2.0523 +2023-12-25 03:11:36,278 - pyskl - INFO - Epoch [117][2700/3405] lr: 2.903e-03, eta: 8:18:17, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 2.0640, loss: 2.0640 +2023-12-25 03:12:01,779 - pyskl - INFO - Epoch [117][2800/3405] lr: 2.898e-03, eta: 8:17:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 2.0612, loss: 2.0612 +2023-12-25 03:12:27,621 - pyskl - INFO - Epoch [117][2900/3405] lr: 2.893e-03, eta: 8:17:23, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 2.0920, loss: 2.0920 +2023-12-25 03:12:53,146 - pyskl - INFO - Epoch [117][3000/3405] lr: 2.889e-03, eta: 8:16:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 2.0806, loss: 2.0806 +2023-12-25 03:13:18,527 - pyskl - INFO - Epoch [117][3100/3405] lr: 2.884e-03, eta: 8:16:30, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 2.0658, loss: 2.0658 +2023-12-25 03:13:43,856 - pyskl - INFO - Epoch [117][3200/3405] lr: 2.879e-03, eta: 8:16:03, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 2.0859, loss: 2.0859 +2023-12-25 03:14:09,174 - pyskl - INFO - Epoch [117][3300/3405] lr: 2.874e-03, eta: 8:15:37, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 2.0845, loss: 2.0845 +2023-12-25 03:14:34,615 - pyskl - INFO - Epoch [117][3400/3405] lr: 2.869e-03, eta: 8:15:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 2.0823, loss: 2.0823 +2023-12-25 03:14:36,589 - pyskl - INFO - Saving checkpoint at 117 epochs +2023-12-25 03:19:03,701 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 03:19:04,335 - pyskl - INFO - +top1_acc 0.8469 +top5_acc 0.9691 +2023-12-25 03:19:04,360 - pyskl - INFO - Epoch(val) [117][3718] top1_acc: 0.8469, top5_acc: 0.9691 +2023-12-25 03:19:57,481 - pyskl - INFO - Epoch [118][100/3405] lr: 2.864e-03, eta: 8:14:49, time: 0.531, data_time: 0.272, memory: 5251, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 2.0447, loss: 2.0447 +2023-12-25 03:20:23,266 - pyskl - INFO - Epoch [118][200/3405] lr: 2.859e-03, eta: 8:14:23, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 2.0379, loss: 2.0379 +2023-12-25 03:20:49,318 - pyskl - INFO - Epoch [118][300/3405] lr: 2.854e-03, eta: 8:13:56, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 2.0341, loss: 2.0341 +2023-12-25 03:21:15,196 - pyskl - INFO - Epoch [118][400/3405] lr: 2.849e-03, eta: 8:13:29, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 2.0342, loss: 2.0342 +2023-12-25 03:21:41,148 - pyskl - INFO - Epoch [118][500/3405] lr: 2.844e-03, eta: 8:13:03, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 2.0557, loss: 2.0557 +2023-12-25 03:22:07,093 - pyskl - INFO - Epoch [118][600/3405] lr: 2.839e-03, eta: 8:12:36, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 2.0456, loss: 2.0456 +2023-12-25 03:22:32,707 - pyskl - INFO - Epoch [118][700/3405] lr: 2.834e-03, eta: 8:12:10, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 2.0289, loss: 2.0289 +2023-12-25 03:22:58,264 - pyskl - INFO - Epoch [118][800/3405] lr: 2.830e-03, eta: 8:11:43, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 2.0560, loss: 2.0560 +2023-12-25 03:23:24,181 - pyskl - INFO - Epoch [118][900/3405] lr: 2.825e-03, eta: 8:11:16, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 2.0460, loss: 2.0460 +2023-12-25 03:23:50,196 - pyskl - INFO - Epoch [118][1000/3405] lr: 2.820e-03, eta: 8:10:50, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 2.0436, loss: 2.0436 +2023-12-25 03:24:16,044 - pyskl - INFO - Epoch [118][1100/3405] lr: 2.815e-03, eta: 8:10:23, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 2.0465, loss: 2.0465 +2023-12-25 03:24:41,666 - pyskl - INFO - Epoch [118][1200/3405] lr: 2.810e-03, eta: 8:09:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 2.0680, loss: 2.0680 +2023-12-25 03:25:07,846 - pyskl - INFO - Epoch [118][1300/3405] lr: 2.805e-03, eta: 8:09:30, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 2.0511, loss: 2.0511 +2023-12-25 03:25:33,993 - pyskl - INFO - Epoch [118][1400/3405] lr: 2.800e-03, eta: 8:09:03, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 2.0485, loss: 2.0485 +2023-12-25 03:25:59,768 - pyskl - INFO - Epoch [118][1500/3405] lr: 2.796e-03, eta: 8:08:37, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 2.0287, loss: 2.0287 +2023-12-25 03:26:25,362 - pyskl - INFO - Epoch [118][1600/3405] lr: 2.791e-03, eta: 8:08:10, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 2.0609, loss: 2.0609 +2023-12-25 03:26:51,266 - pyskl - INFO - Epoch [118][1700/3405] lr: 2.786e-03, eta: 8:07:43, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 2.0439, loss: 2.0439 +2023-12-25 03:27:16,930 - pyskl - INFO - Epoch [118][1800/3405] lr: 2.781e-03, eta: 8:07:17, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 2.0584, loss: 2.0584 +2023-12-25 03:27:42,418 - pyskl - INFO - Epoch [118][1900/3405] lr: 2.776e-03, eta: 8:06:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 2.0274, loss: 2.0274 +2023-12-25 03:28:07,892 - pyskl - INFO - Epoch [118][2000/3405] lr: 2.771e-03, eta: 8:06:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 2.0260, loss: 2.0260 +2023-12-25 03:28:33,148 - pyskl - INFO - Epoch [118][2100/3405] lr: 2.767e-03, eta: 8:05:57, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 2.0554, loss: 2.0554 +2023-12-25 03:28:58,462 - pyskl - INFO - Epoch [118][2200/3405] lr: 2.762e-03, eta: 8:05:30, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 2.0608, loss: 2.0608 +2023-12-25 03:29:23,786 - pyskl - INFO - Epoch [118][2300/3405] lr: 2.757e-03, eta: 8:05:03, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 2.0338, loss: 2.0338 +2023-12-25 03:29:49,368 - pyskl - INFO - Epoch [118][2400/3405] lr: 2.752e-03, eta: 8:04:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9606, top5_acc: 1.0000, loss_cls: 2.0444, loss: 2.0444 +2023-12-25 03:30:14,850 - pyskl - INFO - Epoch [118][2500/3405] lr: 2.747e-03, eta: 8:04:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 2.0486, loss: 2.0486 +2023-12-25 03:30:40,104 - pyskl - INFO - Epoch [118][2600/3405] lr: 2.742e-03, eta: 8:03:43, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 2.0716, loss: 2.0716 +2023-12-25 03:31:05,436 - pyskl - INFO - Epoch [118][2700/3405] lr: 2.738e-03, eta: 8:03:16, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 2.0761, loss: 2.0761 +2023-12-25 03:31:31,163 - pyskl - INFO - Epoch [118][2800/3405] lr: 2.733e-03, eta: 8:02:50, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 2.0864, loss: 2.0864 +2023-12-25 03:31:56,867 - pyskl - INFO - Epoch [118][2900/3405] lr: 2.728e-03, eta: 8:02:23, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 2.0628, loss: 2.0628 +2023-12-25 03:32:22,360 - pyskl - INFO - Epoch [118][3000/3405] lr: 2.723e-03, eta: 8:01:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9600, top5_acc: 1.0000, loss_cls: 2.0625, loss: 2.0625 +2023-12-25 03:32:47,763 - pyskl - INFO - Epoch [118][3100/3405] lr: 2.718e-03, eta: 8:01:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 2.0747, loss: 2.0747 +2023-12-25 03:33:13,233 - pyskl - INFO - Epoch [118][3200/3405] lr: 2.714e-03, eta: 8:01:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 2.0514, loss: 2.0514 +2023-12-25 03:33:38,606 - pyskl - INFO - Epoch [118][3300/3405] lr: 2.709e-03, eta: 8:00:36, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 2.0801, loss: 2.0801 +2023-12-25 03:34:04,138 - pyskl - INFO - Epoch [118][3400/3405] lr: 2.704e-03, eta: 8:00:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9594, top5_acc: 1.0000, loss_cls: 2.0639, loss: 2.0639 +2023-12-25 03:34:06,069 - pyskl - INFO - Saving checkpoint at 118 epochs +2023-12-25 03:38:33,499 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 03:38:34,113 - pyskl - INFO - +top1_acc 0.8536 +top5_acc 0.9697 +2023-12-25 03:38:34,118 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_114.pth was removed +2023-12-25 03:38:34,332 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. +2023-12-25 03:38:34,334 - pyskl - INFO - Best top1_acc is 0.8536 at 118 epoch. +2023-12-25 03:38:34,359 - pyskl - INFO - Epoch(val) [118][3718] top1_acc: 0.8536, top5_acc: 0.9697 +2023-12-25 03:39:27,022 - pyskl - INFO - Epoch [119][100/3405] lr: 2.699e-03, eta: 7:59:48, time: 0.527, data_time: 0.275, memory: 5251, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 2.0385, loss: 2.0385 +2023-12-25 03:39:52,609 - pyskl - INFO - Epoch [119][200/3405] lr: 2.694e-03, eta: 7:59:22, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 2.0403, loss: 2.0403 +2023-12-25 03:40:19,016 - pyskl - INFO - Epoch [119][300/3405] lr: 2.690e-03, eta: 7:58:55, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 2.0377, loss: 2.0377 +2023-12-25 03:40:45,058 - pyskl - INFO - Epoch [119][400/3405] lr: 2.685e-03, eta: 7:58:29, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 2.0094, loss: 2.0094 +2023-12-25 03:41:11,265 - pyskl - INFO - Epoch [119][500/3405] lr: 2.680e-03, eta: 7:58:02, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 2.0074, loss: 2.0074 +2023-12-25 03:41:36,967 - pyskl - INFO - Epoch [119][600/3405] lr: 2.675e-03, eta: 7:57:36, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 2.0237, loss: 2.0237 +2023-12-25 03:42:02,557 - pyskl - INFO - Epoch [119][700/3405] lr: 2.671e-03, eta: 7:57:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 2.0273, loss: 2.0273 +2023-12-25 03:42:28,808 - pyskl - INFO - Epoch [119][800/3405] lr: 2.666e-03, eta: 7:56:42, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 2.0509, loss: 2.0509 +2023-12-25 03:42:55,322 - pyskl - INFO - Epoch [119][900/3405] lr: 2.661e-03, eta: 7:56:16, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 2.0315, loss: 2.0315 +2023-12-25 03:43:20,855 - pyskl - INFO - Epoch [119][1000/3405] lr: 2.656e-03, eta: 7:55:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 2.0281, loss: 2.0281 +2023-12-25 03:43:46,401 - pyskl - INFO - Epoch [119][1100/3405] lr: 2.652e-03, eta: 7:55:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 2.0463, loss: 2.0463 +2023-12-25 03:44:12,239 - pyskl - INFO - Epoch [119][1200/3405] lr: 2.647e-03, eta: 7:54:56, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 2.0325, loss: 2.0325 +2023-12-25 03:44:38,232 - pyskl - INFO - Epoch [119][1300/3405] lr: 2.642e-03, eta: 7:54:29, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 2.0407, loss: 2.0407 +2023-12-25 03:45:04,132 - pyskl - INFO - Epoch [119][1400/3405] lr: 2.637e-03, eta: 7:54:03, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 2.0430, loss: 2.0430 +2023-12-25 03:45:29,822 - pyskl - INFO - Epoch [119][1500/3405] lr: 2.633e-03, eta: 7:53:36, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 2.0311, loss: 2.0311 +2023-12-25 03:45:55,505 - pyskl - INFO - Epoch [119][1600/3405] lr: 2.628e-03, eta: 7:53:09, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 2.0648, loss: 2.0648 +2023-12-25 03:46:21,189 - pyskl - INFO - Epoch [119][1700/3405] lr: 2.623e-03, eta: 7:52:43, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 2.0444, loss: 2.0444 +2023-12-25 03:46:46,394 - pyskl - INFO - Epoch [119][1800/3405] lr: 2.619e-03, eta: 7:52:16, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 2.0264, loss: 2.0264 +2023-12-25 03:47:11,605 - pyskl - INFO - Epoch [119][1900/3405] lr: 2.614e-03, eta: 7:51:49, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 2.0199, loss: 2.0199 +2023-12-25 03:47:36,843 - pyskl - INFO - Epoch [119][2000/3405] lr: 2.609e-03, eta: 7:51:23, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 2.0414, loss: 2.0414 +2023-12-25 03:48:02,140 - pyskl - INFO - Epoch [119][2100/3405] lr: 2.604e-03, eta: 7:50:56, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 2.0331, loss: 2.0331 +2023-12-25 03:48:27,453 - pyskl - INFO - Epoch [119][2200/3405] lr: 2.600e-03, eta: 7:50:29, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 2.0349, loss: 2.0349 +2023-12-25 03:48:52,851 - pyskl - INFO - Epoch [119][2300/3405] lr: 2.595e-03, eta: 7:50:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9650, top5_acc: 0.9969, loss_cls: 2.0502, loss: 2.0502 +2023-12-25 03:49:18,474 - pyskl - INFO - Epoch [119][2400/3405] lr: 2.590e-03, eta: 7:49:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 2.0414, loss: 2.0414 +2023-12-25 03:49:44,079 - pyskl - INFO - Epoch [119][2500/3405] lr: 2.586e-03, eta: 7:49:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 2.0600, loss: 2.0600 +2023-12-25 03:50:09,621 - pyskl - INFO - Epoch [119][2600/3405] lr: 2.581e-03, eta: 7:48:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 2.0471, loss: 2.0471 +2023-12-25 03:50:35,105 - pyskl - INFO - Epoch [119][2700/3405] lr: 2.576e-03, eta: 7:48:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 2.0556, loss: 2.0556 +2023-12-25 03:51:00,347 - pyskl - INFO - Epoch [119][2800/3405] lr: 2.572e-03, eta: 7:47:49, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 2.0372, loss: 2.0372 +2023-12-25 03:51:25,678 - pyskl - INFO - Epoch [119][2900/3405] lr: 2.567e-03, eta: 7:47:22, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 2.0602, loss: 2.0602 +2023-12-25 03:51:51,253 - pyskl - INFO - Epoch [119][3000/3405] lr: 2.562e-03, eta: 7:46:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 2.0773, loss: 2.0773 +2023-12-25 03:52:16,604 - pyskl - INFO - Epoch [119][3100/3405] lr: 2.558e-03, eta: 7:46:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9575, top5_acc: 1.0000, loss_cls: 2.0590, loss: 2.0590 +2023-12-25 03:52:41,844 - pyskl - INFO - Epoch [119][3200/3405] lr: 2.553e-03, eta: 7:46:02, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 2.0425, loss: 2.0425 +2023-12-25 03:53:07,098 - pyskl - INFO - Epoch [119][3300/3405] lr: 2.548e-03, eta: 7:45:35, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 2.0516, loss: 2.0516 +2023-12-25 03:53:32,484 - pyskl - INFO - Epoch [119][3400/3405] lr: 2.544e-03, eta: 7:45:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 2.0356, loss: 2.0356 +2023-12-25 03:53:34,389 - pyskl - INFO - Saving checkpoint at 119 epochs +2023-12-25 03:58:01,661 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 03:58:02,290 - pyskl - INFO - +top1_acc 0.8515 +top5_acc 0.9694 +2023-12-25 03:58:02,315 - pyskl - INFO - Epoch(val) [119][3718] top1_acc: 0.8515, top5_acc: 0.9694 +2023-12-25 03:58:54,585 - pyskl - INFO - Epoch [120][100/3405] lr: 2.539e-03, eta: 7:44:47, time: 0.523, data_time: 0.270, memory: 5251, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 2.0191, loss: 2.0191 +2023-12-25 03:59:19,998 - pyskl - INFO - Epoch [120][200/3405] lr: 2.534e-03, eta: 7:44:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 2.0446, loss: 2.0446 +2023-12-25 03:59:45,945 - pyskl - INFO - Epoch [120][300/3405] lr: 2.529e-03, eta: 7:43:54, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 2.0106, loss: 2.0106 +2023-12-25 04:00:11,914 - pyskl - INFO - Epoch [120][400/3405] lr: 2.525e-03, eta: 7:43:27, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 2.0184, loss: 2.0184 +2023-12-25 04:00:38,246 - pyskl - INFO - Epoch [120][500/3405] lr: 2.520e-03, eta: 7:43:01, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 2.0159, loss: 2.0159 +2023-12-25 04:01:04,099 - pyskl - INFO - Epoch [120][600/3405] lr: 2.516e-03, eta: 7:42:34, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 2.0235, loss: 2.0235 +2023-12-25 04:01:29,858 - pyskl - INFO - Epoch [120][700/3405] lr: 2.511e-03, eta: 7:42:08, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 2.0313, loss: 2.0313 +2023-12-25 04:01:55,518 - pyskl - INFO - Epoch [120][800/3405] lr: 2.506e-03, eta: 7:41:41, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 2.0316, loss: 2.0316 +2023-12-25 04:02:21,110 - pyskl - INFO - Epoch [120][900/3405] lr: 2.502e-03, eta: 7:41:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 2.0166, loss: 2.0166 +2023-12-25 04:02:46,965 - pyskl - INFO - Epoch [120][1000/3405] lr: 2.497e-03, eta: 7:40:48, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 2.0232, loss: 2.0232 +2023-12-25 04:03:12,619 - pyskl - INFO - Epoch [120][1100/3405] lr: 2.493e-03, eta: 7:40:21, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 2.0161, loss: 2.0161 +2023-12-25 04:03:38,238 - pyskl - INFO - Epoch [120][1200/3405] lr: 2.488e-03, eta: 7:39:54, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 2.0146, loss: 2.0146 +2023-12-25 04:04:04,071 - pyskl - INFO - Epoch [120][1300/3405] lr: 2.483e-03, eta: 7:39:28, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 2.0237, loss: 2.0237 +2023-12-25 04:04:30,020 - pyskl - INFO - Epoch [120][1400/3405] lr: 2.479e-03, eta: 7:39:01, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 2.0150, loss: 2.0150 +2023-12-25 04:04:55,777 - pyskl - INFO - Epoch [120][1500/3405] lr: 2.474e-03, eta: 7:38:35, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 2.0503, loss: 2.0503 +2023-12-25 04:05:22,299 - pyskl - INFO - Epoch [120][1600/3405] lr: 2.470e-03, eta: 7:38:08, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 2.0168, loss: 2.0168 +2023-12-25 04:05:48,458 - pyskl - INFO - Epoch [120][1700/3405] lr: 2.465e-03, eta: 7:37:42, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 2.0193, loss: 2.0193 +2023-12-25 04:06:14,256 - pyskl - INFO - Epoch [120][1800/3405] lr: 2.460e-03, eta: 7:37:15, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 2.0261, loss: 2.0261 +2023-12-25 04:06:39,841 - pyskl - INFO - Epoch [120][1900/3405] lr: 2.456e-03, eta: 7:36:48, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 2.0029, loss: 2.0029 +2023-12-25 04:07:06,074 - pyskl - INFO - Epoch [120][2000/3405] lr: 2.451e-03, eta: 7:36:22, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 2.0067, loss: 2.0067 +2023-12-25 04:07:31,654 - pyskl - INFO - Epoch [120][2100/3405] lr: 2.447e-03, eta: 7:35:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 2.0233, loss: 2.0233 +2023-12-25 04:07:57,985 - pyskl - INFO - Epoch [120][2200/3405] lr: 2.442e-03, eta: 7:35:29, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 2.0220, loss: 2.0220 +2023-12-25 04:08:23,706 - pyskl - INFO - Epoch [120][2300/3405] lr: 2.438e-03, eta: 7:35:02, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 2.0283, loss: 2.0283 +2023-12-25 04:08:49,247 - pyskl - INFO - Epoch [120][2400/3405] lr: 2.433e-03, eta: 7:34:35, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 2.0176, loss: 2.0176 +2023-12-25 04:09:14,746 - pyskl - INFO - Epoch [120][2500/3405] lr: 2.428e-03, eta: 7:34:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 2.0267, loss: 2.0267 +2023-12-25 04:09:40,309 - pyskl - INFO - Epoch [120][2600/3405] lr: 2.424e-03, eta: 7:33:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 2.0258, loss: 2.0258 +2023-12-25 04:10:06,001 - pyskl - INFO - Epoch [120][2700/3405] lr: 2.419e-03, eta: 7:33:16, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 2.0085, loss: 2.0085 +2023-12-25 04:10:31,340 - pyskl - INFO - Epoch [120][2800/3405] lr: 2.415e-03, eta: 7:32:49, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 2.0371, loss: 2.0371 +2023-12-25 04:10:56,814 - pyskl - INFO - Epoch [120][2900/3405] lr: 2.410e-03, eta: 7:32:22, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 2.0328, loss: 2.0328 +2023-12-25 04:11:22,161 - pyskl - INFO - Epoch [120][3000/3405] lr: 2.406e-03, eta: 7:31:55, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 2.0431, loss: 2.0431 +2023-12-25 04:11:47,656 - pyskl - INFO - Epoch [120][3100/3405] lr: 2.401e-03, eta: 7:31:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 2.0380, loss: 2.0380 +2023-12-25 04:12:13,205 - pyskl - INFO - Epoch [120][3200/3405] lr: 2.397e-03, eta: 7:31:02, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 2.0185, loss: 2.0185 +2023-12-25 04:12:38,671 - pyskl - INFO - Epoch [120][3300/3405] lr: 2.392e-03, eta: 7:30:35, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 2.0377, loss: 2.0377 +2023-12-25 04:13:03,956 - pyskl - INFO - Epoch [120][3400/3405] lr: 2.388e-03, eta: 7:30:09, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 2.0393, loss: 2.0393 +2023-12-25 04:13:06,053 - pyskl - INFO - Saving checkpoint at 120 epochs +2023-12-25 04:17:33,454 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 04:17:34,097 - pyskl - INFO - +top1_acc 0.8513 +top5_acc 0.9690 +2023-12-25 04:17:34,122 - pyskl - INFO - Epoch(val) [120][3718] top1_acc: 0.8513, top5_acc: 0.9690 +2023-12-25 04:18:26,270 - pyskl - INFO - Epoch [121][100/3405] lr: 2.383e-03, eta: 7:29:47, time: 0.521, data_time: 0.271, memory: 5251, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 2.0070, loss: 2.0070 +2023-12-25 04:18:51,874 - pyskl - INFO - Epoch [121][200/3405] lr: 2.378e-03, eta: 7:29:20, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 2.0124, loss: 2.0124 +2023-12-25 04:19:17,752 - pyskl - INFO - Epoch [121][300/3405] lr: 2.374e-03, eta: 7:28:54, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 2.0110, loss: 2.0110 +2023-12-25 04:19:43,987 - pyskl - INFO - Epoch [121][400/3405] lr: 2.369e-03, eta: 7:28:27, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.9894, loss: 1.9894 +2023-12-25 04:20:11,082 - pyskl - INFO - Epoch [121][500/3405] lr: 2.365e-03, eta: 7:28:01, time: 0.271, data_time: 0.000, memory: 5251, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.9891, loss: 1.9891 +2023-12-25 04:20:37,467 - pyskl - INFO - Epoch [121][600/3405] lr: 2.360e-03, eta: 7:27:34, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 2.0190, loss: 2.0190 +2023-12-25 04:21:03,542 - pyskl - INFO - Epoch [121][700/3405] lr: 2.356e-03, eta: 7:27:08, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 2.0212, loss: 2.0212 +2023-12-25 04:21:29,133 - pyskl - INFO - Epoch [121][800/3405] lr: 2.351e-03, eta: 7:26:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 2.0145, loss: 2.0145 +2023-12-25 04:21:54,466 - pyskl - INFO - Epoch [121][900/3405] lr: 2.347e-03, eta: 7:26:15, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 2.0252, loss: 2.0252 +2023-12-25 04:22:19,852 - pyskl - INFO - Epoch [121][1000/3405] lr: 2.342e-03, eta: 7:25:48, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 2.0134, loss: 2.0134 +2023-12-25 04:22:45,177 - pyskl - INFO - Epoch [121][1100/3405] lr: 2.338e-03, eta: 7:25:21, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 2.0191, loss: 2.0191 +2023-12-25 04:23:10,777 - pyskl - INFO - Epoch [121][1200/3405] lr: 2.333e-03, eta: 7:24:54, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.9970, loss: 1.9970 +2023-12-25 04:23:36,559 - pyskl - INFO - Epoch [121][1300/3405] lr: 2.329e-03, eta: 7:24:28, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 2.0217, loss: 2.0217 +2023-12-25 04:24:02,171 - pyskl - INFO - Epoch [121][1400/3405] lr: 2.324e-03, eta: 7:24:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 2.0101, loss: 2.0101 +2023-12-25 04:24:27,976 - pyskl - INFO - Epoch [121][1500/3405] lr: 2.320e-03, eta: 7:23:35, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 2.0184, loss: 2.0184 +2023-12-25 04:24:54,031 - pyskl - INFO - Epoch [121][1600/3405] lr: 2.316e-03, eta: 7:23:08, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 2.0045, loss: 2.0045 +2023-12-25 04:25:20,217 - pyskl - INFO - Epoch [121][1700/3405] lr: 2.311e-03, eta: 7:22:42, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 2.0230, loss: 2.0230 +2023-12-25 04:25:45,799 - pyskl - INFO - Epoch [121][1800/3405] lr: 2.307e-03, eta: 7:22:15, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 2.0135, loss: 2.0135 +2023-12-25 04:26:11,307 - pyskl - INFO - Epoch [121][1900/3405] lr: 2.302e-03, eta: 7:21:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 2.0151, loss: 2.0151 +2023-12-25 04:26:37,626 - pyskl - INFO - Epoch [121][2000/3405] lr: 2.298e-03, eta: 7:21:22, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 2.0097, loss: 2.0097 +2023-12-25 04:27:04,412 - pyskl - INFO - Epoch [121][2100/3405] lr: 2.293e-03, eta: 7:20:55, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 2.0094, loss: 2.0094 +2023-12-25 04:27:31,244 - pyskl - INFO - Epoch [121][2200/3405] lr: 2.289e-03, eta: 7:20:29, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 2.0050, loss: 2.0050 +2023-12-25 04:27:57,852 - pyskl - INFO - Epoch [121][2300/3405] lr: 2.284e-03, eta: 7:20:03, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.9993, loss: 1.9993 +2023-12-25 04:28:24,005 - pyskl - INFO - Epoch [121][2400/3405] lr: 2.280e-03, eta: 7:19:36, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 2.0026, loss: 2.0026 +2023-12-25 04:28:49,541 - pyskl - INFO - Epoch [121][2500/3405] lr: 2.276e-03, eta: 7:19:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 2.0214, loss: 2.0214 +2023-12-25 04:29:15,249 - pyskl - INFO - Epoch [121][2600/3405] lr: 2.271e-03, eta: 7:18:43, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 2.0256, loss: 2.0256 +2023-12-25 04:29:41,059 - pyskl - INFO - Epoch [121][2700/3405] lr: 2.267e-03, eta: 7:18:16, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 2.0092, loss: 2.0092 +2023-12-25 04:30:06,291 - pyskl - INFO - Epoch [121][2800/3405] lr: 2.262e-03, eta: 7:17:50, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 2.0233, loss: 2.0233 +2023-12-25 04:30:31,813 - pyskl - INFO - Epoch [121][2900/3405] lr: 2.258e-03, eta: 7:17:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 2.0175, loss: 2.0175 +2023-12-25 04:30:57,115 - pyskl - INFO - Epoch [121][3000/3405] lr: 2.253e-03, eta: 7:16:56, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9625, top5_acc: 1.0000, loss_cls: 2.0546, loss: 2.0546 +2023-12-25 04:31:22,410 - pyskl - INFO - Epoch [121][3100/3405] lr: 2.249e-03, eta: 7:16:29, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 2.0338, loss: 2.0338 +2023-12-25 04:31:47,681 - pyskl - INFO - Epoch [121][3200/3405] lr: 2.245e-03, eta: 7:16:03, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 2.0404, loss: 2.0404 +2023-12-25 04:32:13,088 - pyskl - INFO - Epoch [121][3300/3405] lr: 2.240e-03, eta: 7:15:36, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 2.0281, loss: 2.0281 +2023-12-25 04:32:38,547 - pyskl - INFO - Epoch [121][3400/3405] lr: 2.236e-03, eta: 7:15:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 2.0374, loss: 2.0374 +2023-12-25 04:32:40,453 - pyskl - INFO - Saving checkpoint at 121 epochs +2023-12-25 04:37:07,819 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 04:37:08,477 - pyskl - INFO - +top1_acc 0.8559 +top5_acc 0.9704 +2023-12-25 04:37:08,482 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_118.pth was removed +2023-12-25 04:37:08,692 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. +2023-12-25 04:37:08,693 - pyskl - INFO - Best top1_acc is 0.8559 at 121 epoch. +2023-12-25 04:37:08,718 - pyskl - INFO - Epoch(val) [121][3718] top1_acc: 0.8559, top5_acc: 0.9704 +2023-12-25 04:38:00,895 - pyskl - INFO - Epoch [122][100/3405] lr: 2.231e-03, eta: 7:14:47, time: 0.522, data_time: 0.272, memory: 5251, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 2.0176, loss: 2.0176 +2023-12-25 04:38:26,390 - pyskl - INFO - Epoch [122][200/3405] lr: 2.227e-03, eta: 7:14:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 2.0062, loss: 2.0062 +2023-12-25 04:38:52,428 - pyskl - INFO - Epoch [122][300/3405] lr: 2.223e-03, eta: 7:13:54, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 2.0179, loss: 2.0179 +2023-12-25 04:39:18,194 - pyskl - INFO - Epoch [122][400/3405] lr: 2.218e-03, eta: 7:13:28, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.9909, loss: 1.9909 +2023-12-25 04:39:44,440 - pyskl - INFO - Epoch [122][500/3405] lr: 2.214e-03, eta: 7:13:01, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9823, loss: 1.9823 +2023-12-25 04:40:10,187 - pyskl - INFO - Epoch [122][600/3405] lr: 2.209e-03, eta: 7:12:35, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 2.0030, loss: 2.0030 +2023-12-25 04:40:35,515 - pyskl - INFO - Epoch [122][700/3405] lr: 2.205e-03, eta: 7:12:08, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 2.0094, loss: 2.0094 +2023-12-25 04:41:01,169 - pyskl - INFO - Epoch [122][800/3405] lr: 2.201e-03, eta: 7:11:41, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 2.0045, loss: 2.0045 +2023-12-25 04:41:27,241 - pyskl - INFO - Epoch [122][900/3405] lr: 2.196e-03, eta: 7:11:15, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 2.0017, loss: 2.0017 +2023-12-25 04:41:53,015 - pyskl - INFO - Epoch [122][1000/3405] lr: 2.192e-03, eta: 7:10:48, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 2.0084, loss: 2.0084 +2023-12-25 04:42:18,516 - pyskl - INFO - Epoch [122][1100/3405] lr: 2.188e-03, eta: 7:10:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.9913, loss: 1.9913 +2023-12-25 04:42:44,242 - pyskl - INFO - Epoch [122][1200/3405] lr: 2.183e-03, eta: 7:09:55, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 2.0135, loss: 2.0135 +2023-12-25 04:43:09,993 - pyskl - INFO - Epoch [122][1300/3405] lr: 2.179e-03, eta: 7:09:28, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.9962, loss: 1.9962 +2023-12-25 04:43:36,434 - pyskl - INFO - Epoch [122][1400/3405] lr: 2.175e-03, eta: 7:09:02, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.9885, loss: 1.9885 +2023-12-25 04:44:02,244 - pyskl - INFO - Epoch [122][1500/3405] lr: 2.170e-03, eta: 7:08:35, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 2.0065, loss: 2.0065 +2023-12-25 04:44:28,112 - pyskl - INFO - Epoch [122][1600/3405] lr: 2.166e-03, eta: 7:08:09, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 2.0123, loss: 2.0123 +2023-12-25 04:44:53,758 - pyskl - INFO - Epoch [122][1700/3405] lr: 2.162e-03, eta: 7:07:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.9933, loss: 1.9933 +2023-12-25 04:45:19,258 - pyskl - INFO - Epoch [122][1800/3405] lr: 2.157e-03, eta: 7:07:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 2.0092, loss: 2.0092 +2023-12-25 04:45:44,525 - pyskl - INFO - Epoch [122][1900/3405] lr: 2.153e-03, eta: 7:06:49, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 2.0116, loss: 2.0116 +2023-12-25 04:46:09,757 - pyskl - INFO - Epoch [122][2000/3405] lr: 2.149e-03, eta: 7:06:22, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 2.0151, loss: 2.0151 +2023-12-25 04:46:35,013 - pyskl - INFO - Epoch [122][2100/3405] lr: 2.144e-03, eta: 7:05:55, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 2.0413, loss: 2.0413 +2023-12-25 04:47:00,280 - pyskl - INFO - Epoch [122][2200/3405] lr: 2.140e-03, eta: 7:05:28, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 2.0185, loss: 2.0185 +2023-12-25 04:47:25,727 - pyskl - INFO - Epoch [122][2300/3405] lr: 2.136e-03, eta: 7:05:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 2.0053, loss: 2.0053 +2023-12-25 04:47:51,333 - pyskl - INFO - Epoch [122][2400/3405] lr: 2.131e-03, eta: 7:04:35, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 2.0137, loss: 2.0137 +2023-12-25 04:48:16,752 - pyskl - INFO - Epoch [122][2500/3405] lr: 2.127e-03, eta: 7:04:08, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 2.0013, loss: 2.0013 +2023-12-25 04:48:42,876 - pyskl - INFO - Epoch [122][2600/3405] lr: 2.123e-03, eta: 7:03:42, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 2.0136, loss: 2.0136 +2023-12-25 04:49:08,330 - pyskl - INFO - Epoch [122][2700/3405] lr: 2.119e-03, eta: 7:03:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 2.0140, loss: 2.0140 +2023-12-25 04:49:33,554 - pyskl - INFO - Epoch [122][2800/3405] lr: 2.114e-03, eta: 7:02:48, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 2.0076, loss: 2.0076 +2023-12-25 04:49:58,821 - pyskl - INFO - Epoch [122][2900/3405] lr: 2.110e-03, eta: 7:02:22, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 2.0029, loss: 2.0029 +2023-12-25 04:50:24,106 - pyskl - INFO - Epoch [122][3000/3405] lr: 2.106e-03, eta: 7:01:55, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 2.0262, loss: 2.0262 +2023-12-25 04:50:49,762 - pyskl - INFO - Epoch [122][3100/3405] lr: 2.102e-03, eta: 7:01:28, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 2.0146, loss: 2.0146 +2023-12-25 04:51:15,454 - pyskl - INFO - Epoch [122][3200/3405] lr: 2.097e-03, eta: 7:01:02, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 2.0149, loss: 2.0149 +2023-12-25 04:51:40,829 - pyskl - INFO - Epoch [122][3300/3405] lr: 2.093e-03, eta: 7:00:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 2.0086, loss: 2.0086 +2023-12-25 04:52:06,160 - pyskl - INFO - Epoch [122][3400/3405] lr: 2.089e-03, eta: 7:00:08, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 2.0195, loss: 2.0195 +2023-12-25 04:52:08,082 - pyskl - INFO - Saving checkpoint at 122 epochs +2023-12-25 04:56:35,254 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 04:56:35,880 - pyskl - INFO - +top1_acc 0.8525 +top5_acc 0.9701 +2023-12-25 04:56:35,905 - pyskl - INFO - Epoch(val) [122][3718] top1_acc: 0.8525, top5_acc: 0.9701 +2023-12-25 04:57:28,449 - pyskl - INFO - Epoch [123][100/3405] lr: 2.084e-03, eta: 6:59:46, time: 0.525, data_time: 0.270, memory: 5251, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 2.0054, loss: 2.0054 +2023-12-25 04:57:54,339 - pyskl - INFO - Epoch [123][200/3405] lr: 2.080e-03, eta: 6:59:20, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9940, loss: 1.9940 +2023-12-25 04:58:20,226 - pyskl - INFO - Epoch [123][300/3405] lr: 2.076e-03, eta: 6:58:53, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 2.0084, loss: 2.0084 +2023-12-25 04:58:46,481 - pyskl - INFO - Epoch [123][400/3405] lr: 2.072e-03, eta: 6:58:27, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.9917, loss: 1.9917 +2023-12-25 04:59:13,115 - pyskl - INFO - Epoch [123][500/3405] lr: 2.067e-03, eta: 6:58:00, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.9999, loss: 1.9999 +2023-12-25 04:59:38,918 - pyskl - INFO - Epoch [123][600/3405] lr: 2.063e-03, eta: 6:57:34, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 2.0105, loss: 2.0105 +2023-12-25 05:00:04,567 - pyskl - INFO - Epoch [123][700/3405] lr: 2.059e-03, eta: 6:57:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.9980, loss: 1.9980 +2023-12-25 05:00:30,276 - pyskl - INFO - Epoch [123][800/3405] lr: 2.055e-03, eta: 6:56:40, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 2.0005, loss: 2.0005 +2023-12-25 05:00:56,421 - pyskl - INFO - Epoch [123][900/3405] lr: 2.050e-03, eta: 6:56:14, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9866, loss: 1.9866 +2023-12-25 05:01:22,068 - pyskl - INFO - Epoch [123][1000/3405] lr: 2.046e-03, eta: 6:55:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9877, loss: 1.9877 +2023-12-25 05:01:47,462 - pyskl - INFO - Epoch [123][1100/3405] lr: 2.042e-03, eta: 6:55:21, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.9976, loss: 1.9976 +2023-12-25 05:02:13,163 - pyskl - INFO - Epoch [123][1200/3405] lr: 2.038e-03, eta: 6:54:54, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.9809, loss: 1.9809 +2023-12-25 05:02:39,167 - pyskl - INFO - Epoch [123][1300/3405] lr: 2.034e-03, eta: 6:54:27, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9862, loss: 1.9862 +2023-12-25 05:03:04,874 - pyskl - INFO - Epoch [123][1400/3405] lr: 2.029e-03, eta: 6:54:01, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.9867, loss: 1.9867 +2023-12-25 05:03:30,573 - pyskl - INFO - Epoch [123][1500/3405] lr: 2.025e-03, eta: 6:53:34, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9853, loss: 1.9853 +2023-12-25 05:03:56,642 - pyskl - INFO - Epoch [123][1600/3405] lr: 2.021e-03, eta: 6:53:08, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 2.0025, loss: 2.0025 +2023-12-25 05:04:22,389 - pyskl - INFO - Epoch [123][1700/3405] lr: 2.017e-03, eta: 6:52:41, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.9995, loss: 1.9995 +2023-12-25 05:04:47,625 - pyskl - INFO - Epoch [123][1800/3405] lr: 2.013e-03, eta: 6:52:14, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.9992, loss: 1.9992 +2023-12-25 05:05:12,862 - pyskl - INFO - Epoch [123][1900/3405] lr: 2.008e-03, eta: 6:51:48, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.9953, loss: 1.9953 +2023-12-25 05:05:38,122 - pyskl - INFO - Epoch [123][2000/3405] lr: 2.004e-03, eta: 6:51:21, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 2.0230, loss: 2.0230 +2023-12-25 05:06:03,439 - pyskl - INFO - Epoch [123][2100/3405] lr: 2.000e-03, eta: 6:50:54, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 2.0041, loss: 2.0041 +2023-12-25 05:06:28,718 - pyskl - INFO - Epoch [123][2200/3405] lr: 1.996e-03, eta: 6:50:28, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.9958, loss: 1.9958 +2023-12-25 05:06:54,307 - pyskl - INFO - Epoch [123][2300/3405] lr: 1.992e-03, eta: 6:50:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 2.0170, loss: 2.0170 +2023-12-25 05:07:20,289 - pyskl - INFO - Epoch [123][2400/3405] lr: 1.988e-03, eta: 6:49:34, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.9999, loss: 1.9999 +2023-12-25 05:07:45,892 - pyskl - INFO - Epoch [123][2500/3405] lr: 1.983e-03, eta: 6:49:08, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 2.0203, loss: 2.0203 +2023-12-25 05:08:11,650 - pyskl - INFO - Epoch [123][2600/3405] lr: 1.979e-03, eta: 6:48:41, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.9871, loss: 1.9871 +2023-12-25 05:08:37,095 - pyskl - INFO - Epoch [123][2700/3405] lr: 1.975e-03, eta: 6:48:15, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 2.0056, loss: 2.0056 +2023-12-25 05:09:02,314 - pyskl - INFO - Epoch [123][2800/3405] lr: 1.971e-03, eta: 6:47:48, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 2.0171, loss: 2.0171 +2023-12-25 05:09:27,557 - pyskl - INFO - Epoch [123][2900/3405] lr: 1.967e-03, eta: 6:47:21, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.9962, loss: 1.9962 +2023-12-25 05:09:52,876 - pyskl - INFO - Epoch [123][3000/3405] lr: 1.963e-03, eta: 6:46:54, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.9957, loss: 1.9957 +2023-12-25 05:10:18,158 - pyskl - INFO - Epoch [123][3100/3405] lr: 1.959e-03, eta: 6:46:28, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9820, loss: 1.9820 +2023-12-25 05:10:43,513 - pyskl - INFO - Epoch [123][3200/3405] lr: 1.954e-03, eta: 6:46:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.9958, loss: 1.9958 +2023-12-25 05:11:08,852 - pyskl - INFO - Epoch [123][3300/3405] lr: 1.950e-03, eta: 6:45:34, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.9893, loss: 1.9893 +2023-12-25 05:11:34,115 - pyskl - INFO - Epoch [123][3400/3405] lr: 1.946e-03, eta: 6:45:08, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.9964, loss: 1.9964 +2023-12-25 05:11:36,050 - pyskl - INFO - Saving checkpoint at 123 epochs +2023-12-25 05:16:02,918 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 05:16:03,592 - pyskl - INFO - +top1_acc 0.8616 +top5_acc 0.9711 +2023-12-25 05:16:03,597 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_121.pth was removed +2023-12-25 05:16:03,807 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. +2023-12-25 05:16:03,808 - pyskl - INFO - Best top1_acc is 0.8616 at 123 epoch. +2023-12-25 05:16:03,834 - pyskl - INFO - Epoch(val) [123][3718] top1_acc: 0.8616, top5_acc: 0.9711 +2023-12-25 05:16:56,225 - pyskl - INFO - Epoch [124][100/3405] lr: 1.942e-03, eta: 6:44:45, time: 0.524, data_time: 0.269, memory: 5251, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.9897, loss: 1.9897 +2023-12-25 05:17:21,744 - pyskl - INFO - Epoch [124][200/3405] lr: 1.938e-03, eta: 6:44:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.9819, loss: 1.9819 +2023-12-25 05:17:47,916 - pyskl - INFO - Epoch [124][300/3405] lr: 1.934e-03, eta: 6:43:52, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.9753, loss: 1.9753 +2023-12-25 05:18:13,893 - pyskl - INFO - Epoch [124][400/3405] lr: 1.929e-03, eta: 6:43:26, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.9738, loss: 1.9738 +2023-12-25 05:18:39,914 - pyskl - INFO - Epoch [124][500/3405] lr: 1.925e-03, eta: 6:42:59, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.9827, loss: 1.9827 +2023-12-25 05:19:05,257 - pyskl - INFO - Epoch [124][600/3405] lr: 1.921e-03, eta: 6:42:32, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.9642, loss: 1.9642 +2023-12-25 05:19:30,491 - pyskl - INFO - Epoch [124][700/3405] lr: 1.917e-03, eta: 6:42:06, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.9722, loss: 1.9722 +2023-12-25 05:19:55,714 - pyskl - INFO - Epoch [124][800/3405] lr: 1.913e-03, eta: 6:41:39, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.9777, loss: 1.9777 +2023-12-25 05:20:20,948 - pyskl - INFO - Epoch [124][900/3405] lr: 1.909e-03, eta: 6:41:12, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.9854, loss: 1.9854 +2023-12-25 05:20:47,452 - pyskl - INFO - Epoch [124][1000/3405] lr: 1.905e-03, eta: 6:40:46, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 2.0038, loss: 2.0038 +2023-12-25 05:21:13,044 - pyskl - INFO - Epoch [124][1100/3405] lr: 1.901e-03, eta: 6:40:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.9872, loss: 1.9872 +2023-12-25 05:21:38,879 - pyskl - INFO - Epoch [124][1200/3405] lr: 1.897e-03, eta: 6:39:53, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 2.0008, loss: 2.0008 +2023-12-25 05:22:04,621 - pyskl - INFO - Epoch [124][1300/3405] lr: 1.893e-03, eta: 6:39:26, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.9949, loss: 1.9949 +2023-12-25 05:22:30,147 - pyskl - INFO - Epoch [124][1400/3405] lr: 1.889e-03, eta: 6:38:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.9914, loss: 1.9914 +2023-12-25 05:22:55,884 - pyskl - INFO - Epoch [124][1500/3405] lr: 1.885e-03, eta: 6:38:33, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.9858, loss: 1.9858 +2023-12-25 05:23:21,437 - pyskl - INFO - Epoch [124][1600/3405] lr: 1.881e-03, eta: 6:38:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.9811, loss: 1.9811 +2023-12-25 05:23:46,872 - pyskl - INFO - Epoch [124][1700/3405] lr: 1.876e-03, eta: 6:37:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9971, loss: 1.9971 +2023-12-25 05:24:12,536 - pyskl - INFO - Epoch [124][1800/3405] lr: 1.872e-03, eta: 6:37:13, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.9863, loss: 1.9863 +2023-12-25 05:24:37,994 - pyskl - INFO - Epoch [124][1900/3405] lr: 1.868e-03, eta: 6:36:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.9918, loss: 1.9918 +2023-12-25 05:25:04,023 - pyskl - INFO - Epoch [124][2000/3405] lr: 1.864e-03, eta: 6:36:20, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 2.0033, loss: 2.0033 +2023-12-25 05:25:29,806 - pyskl - INFO - Epoch [124][2100/3405] lr: 1.860e-03, eta: 6:35:53, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 2.0000, loss: 2.0000 +2023-12-25 05:25:55,388 - pyskl - INFO - Epoch [124][2200/3405] lr: 1.856e-03, eta: 6:35:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.9982, loss: 1.9982 +2023-12-25 05:26:21,396 - pyskl - INFO - Epoch [124][2300/3405] lr: 1.852e-03, eta: 6:35:00, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.9849, loss: 1.9849 +2023-12-25 05:26:47,281 - pyskl - INFO - Epoch [124][2400/3405] lr: 1.848e-03, eta: 6:34:33, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.9997, loss: 1.9997 +2023-12-25 05:27:12,732 - pyskl - INFO - Epoch [124][2500/3405] lr: 1.844e-03, eta: 6:34:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.9923, loss: 1.9923 +2023-12-25 05:27:38,370 - pyskl - INFO - Epoch [124][2600/3405] lr: 1.840e-03, eta: 6:33:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9953, loss: 1.9953 +2023-12-25 05:28:04,533 - pyskl - INFO - Epoch [124][2700/3405] lr: 1.836e-03, eta: 6:33:14, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.9913, loss: 1.9913 +2023-12-25 05:28:30,099 - pyskl - INFO - Epoch [124][2800/3405] lr: 1.832e-03, eta: 6:32:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.9948, loss: 1.9948 +2023-12-25 05:28:55,333 - pyskl - INFO - Epoch [124][2900/3405] lr: 1.828e-03, eta: 6:32:20, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.9828, loss: 1.9828 +2023-12-25 05:29:20,608 - pyskl - INFO - Epoch [124][3000/3405] lr: 1.824e-03, eta: 6:31:54, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.9841, loss: 1.9841 +2023-12-25 05:29:45,924 - pyskl - INFO - Epoch [124][3100/3405] lr: 1.820e-03, eta: 6:31:27, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9770, loss: 1.9770 +2023-12-25 05:30:11,194 - pyskl - INFO - Epoch [124][3200/3405] lr: 1.816e-03, eta: 6:31:00, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9872, loss: 1.9872 +2023-12-25 05:30:36,557 - pyskl - INFO - Epoch [124][3300/3405] lr: 1.812e-03, eta: 6:30:34, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.9873, loss: 1.9873 +2023-12-25 05:31:01,868 - pyskl - INFO - Epoch [124][3400/3405] lr: 1.808e-03, eta: 6:30:07, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.9823, loss: 1.9823 +2023-12-25 05:31:03,801 - pyskl - INFO - Saving checkpoint at 124 epochs +2023-12-25 05:35:30,587 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 05:35:31,209 - pyskl - INFO - +top1_acc 0.8663 +top5_acc 0.9722 +2023-12-25 05:35:31,213 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_123.pth was removed +2023-12-25 05:35:31,547 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. +2023-12-25 05:35:31,549 - pyskl - INFO - Best top1_acc is 0.8663 at 124 epoch. +2023-12-25 05:35:31,573 - pyskl - INFO - Epoch(val) [124][3718] top1_acc: 0.8663, top5_acc: 0.9722 +2023-12-25 05:36:24,187 - pyskl - INFO - Epoch [125][100/3405] lr: 1.804e-03, eta: 6:29:44, time: 0.526, data_time: 0.275, memory: 5251, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9879, loss: 1.9879 +2023-12-25 05:36:49,692 - pyskl - INFO - Epoch [125][200/3405] lr: 1.800e-03, eta: 6:29:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9739, loss: 1.9739 +2023-12-25 05:37:15,708 - pyskl - INFO - Epoch [125][300/3405] lr: 1.796e-03, eta: 6:28:51, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9768, loss: 1.9768 +2023-12-25 05:37:42,041 - pyskl - INFO - Epoch [125][400/3405] lr: 1.792e-03, eta: 6:28:25, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.9700, loss: 1.9700 +2023-12-25 05:38:08,325 - pyskl - INFO - Epoch [125][500/3405] lr: 1.788e-03, eta: 6:27:58, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.9681, loss: 1.9681 +2023-12-25 05:38:34,069 - pyskl - INFO - Epoch [125][600/3405] lr: 1.784e-03, eta: 6:27:32, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.9691, loss: 1.9691 +2023-12-25 05:38:59,690 - pyskl - INFO - Epoch [125][700/3405] lr: 1.780e-03, eta: 6:27:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.9733, loss: 1.9733 +2023-12-25 05:39:25,328 - pyskl - INFO - Epoch [125][800/3405] lr: 1.776e-03, eta: 6:26:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.9701, loss: 1.9701 +2023-12-25 05:39:50,754 - pyskl - INFO - Epoch [125][900/3405] lr: 1.772e-03, eta: 6:26:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9614, loss: 1.9614 +2023-12-25 05:40:16,280 - pyskl - INFO - Epoch [125][1000/3405] lr: 1.768e-03, eta: 6:25:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.9760, loss: 1.9760 +2023-12-25 05:40:41,734 - pyskl - INFO - Epoch [125][1100/3405] lr: 1.764e-03, eta: 6:25:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.9720, loss: 1.9720 +2023-12-25 05:41:07,882 - pyskl - INFO - Epoch [125][1200/3405] lr: 1.760e-03, eta: 6:24:52, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9756, loss: 1.9756 +2023-12-25 05:41:33,735 - pyskl - INFO - Epoch [125][1300/3405] lr: 1.757e-03, eta: 6:24:25, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.9745, loss: 1.9745 +2023-12-25 05:41:59,674 - pyskl - INFO - Epoch [125][1400/3405] lr: 1.753e-03, eta: 6:23:59, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.9800, loss: 1.9800 +2023-12-25 05:42:25,597 - pyskl - INFO - Epoch [125][1500/3405] lr: 1.749e-03, eta: 6:23:32, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.9811, loss: 1.9811 +2023-12-25 05:42:51,286 - pyskl - INFO - Epoch [125][1600/3405] lr: 1.745e-03, eta: 6:23:06, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.9808, loss: 1.9808 +2023-12-25 05:43:16,943 - pyskl - INFO - Epoch [125][1700/3405] lr: 1.741e-03, eta: 6:22:39, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9801, loss: 1.9801 +2023-12-25 05:43:42,563 - pyskl - INFO - Epoch [125][1800/3405] lr: 1.737e-03, eta: 6:22:13, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9741, loss: 1.9741 +2023-12-25 05:44:08,081 - pyskl - INFO - Epoch [125][1900/3405] lr: 1.733e-03, eta: 6:21:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.9741, loss: 1.9741 +2023-12-25 05:44:33,637 - pyskl - INFO - Epoch [125][2000/3405] lr: 1.729e-03, eta: 6:21:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9751, loss: 1.9751 +2023-12-25 05:44:59,087 - pyskl - INFO - Epoch [125][2100/3405] lr: 1.725e-03, eta: 6:20:53, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.9715, loss: 1.9715 +2023-12-25 05:45:24,737 - pyskl - INFO - Epoch [125][2200/3405] lr: 1.721e-03, eta: 6:20:26, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.9722, loss: 1.9722 +2023-12-25 05:45:50,483 - pyskl - INFO - Epoch [125][2300/3405] lr: 1.717e-03, eta: 6:19:59, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9810, loss: 1.9810 +2023-12-25 05:46:16,154 - pyskl - INFO - Epoch [125][2400/3405] lr: 1.714e-03, eta: 6:19:33, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.9841, loss: 1.9841 +2023-12-25 05:46:41,525 - pyskl - INFO - Epoch [125][2500/3405] lr: 1.710e-03, eta: 6:19:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.9831, loss: 1.9831 +2023-12-25 05:47:07,247 - pyskl - INFO - Epoch [125][2600/3405] lr: 1.706e-03, eta: 6:18:40, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.9829, loss: 1.9829 +2023-12-25 05:47:32,651 - pyskl - INFO - Epoch [125][2700/3405] lr: 1.702e-03, eta: 6:18:13, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.9775, loss: 1.9775 +2023-12-25 05:47:57,991 - pyskl - INFO - Epoch [125][2800/3405] lr: 1.698e-03, eta: 6:17:46, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.9710, loss: 1.9710 +2023-12-25 05:48:23,352 - pyskl - INFO - Epoch [125][2900/3405] lr: 1.694e-03, eta: 6:17:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.9748, loss: 1.9748 +2023-12-25 05:48:48,768 - pyskl - INFO - Epoch [125][3000/3405] lr: 1.690e-03, eta: 6:16:53, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.9768, loss: 1.9768 +2023-12-25 05:49:14,079 - pyskl - INFO - Epoch [125][3100/3405] lr: 1.686e-03, eta: 6:16:26, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9813, loss: 1.9813 +2023-12-25 05:49:39,387 - pyskl - INFO - Epoch [125][3200/3405] lr: 1.683e-03, eta: 6:16:00, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9655, loss: 1.9655 +2023-12-25 05:50:04,792 - pyskl - INFO - Epoch [125][3300/3405] lr: 1.679e-03, eta: 6:15:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.9836, loss: 1.9836 +2023-12-25 05:50:30,259 - pyskl - INFO - Epoch [125][3400/3405] lr: 1.675e-03, eta: 6:15:06, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.9992, loss: 1.9992 +2023-12-25 05:50:32,173 - pyskl - INFO - Saving checkpoint at 125 epochs +2023-12-25 05:54:58,841 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 05:54:59,477 - pyskl - INFO - +top1_acc 0.8688 +top5_acc 0.9734 +2023-12-25 05:54:59,482 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_124.pth was removed +2023-12-25 05:54:59,690 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. +2023-12-25 05:54:59,692 - pyskl - INFO - Best top1_acc is 0.8688 at 125 epoch. +2023-12-25 05:54:59,717 - pyskl - INFO - Epoch(val) [125][3718] top1_acc: 0.8688, top5_acc: 0.9734 +2023-12-25 05:55:51,724 - pyskl - INFO - Epoch [126][100/3405] lr: 1.671e-03, eta: 6:14:43, time: 0.520, data_time: 0.269, memory: 5251, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.9681, loss: 1.9681 +2023-12-25 05:56:17,648 - pyskl - INFO - Epoch [126][200/3405] lr: 1.667e-03, eta: 6:14:17, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.9686, loss: 1.9686 +2023-12-25 05:56:43,515 - pyskl - INFO - Epoch [126][300/3405] lr: 1.663e-03, eta: 6:13:50, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.9586, loss: 1.9586 +2023-12-25 05:57:09,534 - pyskl - INFO - Epoch [126][400/3405] lr: 1.659e-03, eta: 6:13:24, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9564, loss: 1.9564 +2023-12-25 05:57:35,408 - pyskl - INFO - Epoch [126][500/3405] lr: 1.656e-03, eta: 6:12:57, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.9606, loss: 1.9606 +2023-12-25 05:58:00,880 - pyskl - INFO - Epoch [126][600/3405] lr: 1.652e-03, eta: 6:12:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9589, loss: 1.9589 +2023-12-25 05:58:26,475 - pyskl - INFO - Epoch [126][700/3405] lr: 1.648e-03, eta: 6:12:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.9675, loss: 1.9675 +2023-12-25 05:58:52,169 - pyskl - INFO - Epoch [126][800/3405] lr: 1.644e-03, eta: 6:11:37, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.9743, loss: 1.9743 +2023-12-25 05:59:17,695 - pyskl - INFO - Epoch [126][900/3405] lr: 1.640e-03, eta: 6:11:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.9765, loss: 1.9765 +2023-12-25 05:59:43,153 - pyskl - INFO - Epoch [126][1000/3405] lr: 1.636e-03, eta: 6:10:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.9666, loss: 1.9666 +2023-12-25 06:00:08,826 - pyskl - INFO - Epoch [126][1100/3405] lr: 1.633e-03, eta: 6:10:18, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.9672, loss: 1.9672 +2023-12-25 06:00:34,627 - pyskl - INFO - Epoch [126][1200/3405] lr: 1.629e-03, eta: 6:09:51, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.9750, loss: 1.9750 +2023-12-25 06:01:00,352 - pyskl - INFO - Epoch [126][1300/3405] lr: 1.625e-03, eta: 6:09:24, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.9826, loss: 1.9826 +2023-12-25 06:01:26,223 - pyskl - INFO - Epoch [126][1400/3405] lr: 1.621e-03, eta: 6:08:58, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.9750, loss: 1.9750 +2023-12-25 06:01:52,064 - pyskl - INFO - Epoch [126][1500/3405] lr: 1.618e-03, eta: 6:08:31, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.9751, loss: 1.9751 +2023-12-25 06:02:18,093 - pyskl - INFO - Epoch [126][1600/3405] lr: 1.614e-03, eta: 6:08:05, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.9728, loss: 1.9728 +2023-12-25 06:02:43,664 - pyskl - INFO - Epoch [126][1700/3405] lr: 1.610e-03, eta: 6:07:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.9662, loss: 1.9662 +2023-12-25 06:03:09,682 - pyskl - INFO - Epoch [126][1800/3405] lr: 1.606e-03, eta: 6:07:12, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.9678, loss: 1.9678 +2023-12-25 06:03:35,373 - pyskl - INFO - Epoch [126][1900/3405] lr: 1.602e-03, eta: 6:06:45, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9651, loss: 1.9651 +2023-12-25 06:04:01,326 - pyskl - INFO - Epoch [126][2000/3405] lr: 1.599e-03, eta: 6:06:19, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.9633, loss: 1.9633 +2023-12-25 06:04:27,305 - pyskl - INFO - Epoch [126][2100/3405] lr: 1.595e-03, eta: 6:05:52, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.9652, loss: 1.9652 +2023-12-25 06:04:53,238 - pyskl - INFO - Epoch [126][2200/3405] lr: 1.591e-03, eta: 6:05:25, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.9625, loss: 1.9625 +2023-12-25 06:05:18,988 - pyskl - INFO - Epoch [126][2300/3405] lr: 1.587e-03, eta: 6:04:59, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.9673, loss: 1.9673 +2023-12-25 06:05:45,190 - pyskl - INFO - Epoch [126][2400/3405] lr: 1.584e-03, eta: 6:04:32, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.9688, loss: 1.9688 +2023-12-25 06:06:11,742 - pyskl - INFO - Epoch [126][2500/3405] lr: 1.580e-03, eta: 6:04:06, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.9669, loss: 1.9669 +2023-12-25 06:06:37,440 - pyskl - INFO - Epoch [126][2600/3405] lr: 1.576e-03, eta: 6:03:39, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.9744, loss: 1.9744 +2023-12-25 06:07:02,760 - pyskl - INFO - Epoch [126][2700/3405] lr: 1.572e-03, eta: 6:03:13, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.9743, loss: 1.9743 +2023-12-25 06:07:28,113 - pyskl - INFO - Epoch [126][2800/3405] lr: 1.569e-03, eta: 6:02:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.9753, loss: 1.9753 +2023-12-25 06:07:53,482 - pyskl - INFO - Epoch [126][2900/3405] lr: 1.565e-03, eta: 6:02:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.9866, loss: 1.9866 +2023-12-25 06:08:18,861 - pyskl - INFO - Epoch [126][3000/3405] lr: 1.561e-03, eta: 6:01:53, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9617, loss: 1.9617 +2023-12-25 06:08:44,184 - pyskl - INFO - Epoch [126][3100/3405] lr: 1.558e-03, eta: 6:01:26, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9629, loss: 1.9629 +2023-12-25 06:09:09,437 - pyskl - INFO - Epoch [126][3200/3405] lr: 1.554e-03, eta: 6:00:59, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9619, loss: 1.9619 +2023-12-25 06:09:34,772 - pyskl - INFO - Epoch [126][3300/3405] lr: 1.550e-03, eta: 6:00:33, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.9748, loss: 1.9748 +2023-12-25 06:10:00,488 - pyskl - INFO - Epoch [126][3400/3405] lr: 1.546e-03, eta: 6:00:06, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.9958, loss: 1.9958 +2023-12-25 06:10:02,474 - pyskl - INFO - Saving checkpoint at 126 epochs +2023-12-25 06:14:29,409 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 06:14:30,026 - pyskl - INFO - +top1_acc 0.8638 +top5_acc 0.9712 +2023-12-25 06:14:30,051 - pyskl - INFO - Epoch(val) [126][3718] top1_acc: 0.8638, top5_acc: 0.9712 +2023-12-25 06:15:22,300 - pyskl - INFO - Epoch [127][100/3405] lr: 1.543e-03, eta: 5:59:43, time: 0.522, data_time: 0.270, memory: 5251, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.9675, loss: 1.9675 +2023-12-25 06:15:47,931 - pyskl - INFO - Epoch [127][200/3405] lr: 1.539e-03, eta: 5:59:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.9686, loss: 1.9686 +2023-12-25 06:16:13,989 - pyskl - INFO - Epoch [127][300/3405] lr: 1.535e-03, eta: 5:58:50, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9597, loss: 1.9597 +2023-12-25 06:16:40,669 - pyskl - INFO - Epoch [127][400/3405] lr: 1.531e-03, eta: 5:58:24, time: 0.267, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9665, loss: 1.9665 +2023-12-25 06:17:06,461 - pyskl - INFO - Epoch [127][500/3405] lr: 1.528e-03, eta: 5:57:57, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9563, loss: 1.9563 +2023-12-25 06:17:31,880 - pyskl - INFO - Epoch [127][600/3405] lr: 1.524e-03, eta: 5:57:30, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.9624, loss: 1.9624 +2023-12-25 06:17:57,153 - pyskl - INFO - Epoch [127][700/3405] lr: 1.520e-03, eta: 5:57:04, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.9631, loss: 1.9631 +2023-12-25 06:18:22,375 - pyskl - INFO - Epoch [127][800/3405] lr: 1.517e-03, eta: 5:56:37, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9551, loss: 1.9551 +2023-12-25 06:18:47,604 - pyskl - INFO - Epoch [127][900/3405] lr: 1.513e-03, eta: 5:56:10, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9535, loss: 1.9535 +2023-12-25 06:19:12,873 - pyskl - INFO - Epoch [127][1000/3405] lr: 1.509e-03, eta: 5:55:44, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9550, loss: 1.9550 +2023-12-25 06:19:38,417 - pyskl - INFO - Epoch [127][1100/3405] lr: 1.506e-03, eta: 5:55:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9575, loss: 1.9575 +2023-12-25 06:20:04,192 - pyskl - INFO - Epoch [127][1200/3405] lr: 1.502e-03, eta: 5:54:51, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.9645, loss: 1.9645 +2023-12-25 06:20:30,441 - pyskl - INFO - Epoch [127][1300/3405] lr: 1.498e-03, eta: 5:54:24, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.9679, loss: 1.9679 +2023-12-25 06:20:56,322 - pyskl - INFO - Epoch [127][1400/3405] lr: 1.495e-03, eta: 5:53:58, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.9620, loss: 1.9620 +2023-12-25 06:21:22,830 - pyskl - INFO - Epoch [127][1500/3405] lr: 1.491e-03, eta: 5:53:31, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9620, loss: 1.9620 +2023-12-25 06:21:48,767 - pyskl - INFO - Epoch [127][1600/3405] lr: 1.487e-03, eta: 5:53:05, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9561, loss: 1.9561 +2023-12-25 06:22:14,531 - pyskl - INFO - Epoch [127][1700/3405] lr: 1.484e-03, eta: 5:52:38, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9616, loss: 1.9616 +2023-12-25 06:22:40,787 - pyskl - INFO - Epoch [127][1800/3405] lr: 1.480e-03, eta: 5:52:12, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9520, loss: 1.9520 +2023-12-25 06:23:07,665 - pyskl - INFO - Epoch [127][1900/3405] lr: 1.477e-03, eta: 5:51:45, time: 0.269, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.9662, loss: 1.9662 +2023-12-25 06:23:34,572 - pyskl - INFO - Epoch [127][2000/3405] lr: 1.473e-03, eta: 5:51:19, time: 0.269, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9565, loss: 1.9565 +2023-12-25 06:24:01,538 - pyskl - INFO - Epoch [127][2100/3405] lr: 1.469e-03, eta: 5:50:52, time: 0.270, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9609, loss: 1.9609 +2023-12-25 06:24:27,341 - pyskl - INFO - Epoch [127][2200/3405] lr: 1.466e-03, eta: 5:50:26, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9607, loss: 1.9607 +2023-12-25 06:24:53,000 - pyskl - INFO - Epoch [127][2300/3405] lr: 1.462e-03, eta: 5:49:59, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9550, loss: 1.9550 +2023-12-25 06:25:18,937 - pyskl - INFO - Epoch [127][2400/3405] lr: 1.459e-03, eta: 5:49:33, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.9579, loss: 1.9579 +2023-12-25 06:25:45,377 - pyskl - INFO - Epoch [127][2500/3405] lr: 1.455e-03, eta: 5:49:06, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.9607, loss: 1.9607 +2023-12-25 06:26:10,940 - pyskl - INFO - Epoch [127][2600/3405] lr: 1.451e-03, eta: 5:48:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9533, loss: 1.9533 +2023-12-25 06:26:36,615 - pyskl - INFO - Epoch [127][2700/3405] lr: 1.448e-03, eta: 5:48:13, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.9699, loss: 1.9699 +2023-12-25 06:27:01,931 - pyskl - INFO - Epoch [127][2800/3405] lr: 1.444e-03, eta: 5:47:47, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.9638, loss: 1.9638 +2023-12-25 06:27:27,321 - pyskl - INFO - Epoch [127][2900/3405] lr: 1.441e-03, eta: 5:47:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.9637, loss: 1.9637 +2023-12-25 06:27:52,738 - pyskl - INFO - Epoch [127][3000/3405] lr: 1.437e-03, eta: 5:46:53, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.9641, loss: 1.9641 +2023-12-25 06:28:18,050 - pyskl - INFO - Epoch [127][3100/3405] lr: 1.433e-03, eta: 5:46:27, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9618, loss: 1.9618 +2023-12-25 06:28:43,398 - pyskl - INFO - Epoch [127][3200/3405] lr: 1.430e-03, eta: 5:46:00, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9614, loss: 1.9614 +2023-12-25 06:29:09,465 - pyskl - INFO - Epoch [127][3300/3405] lr: 1.426e-03, eta: 5:45:33, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.9760, loss: 1.9760 +2023-12-25 06:29:34,827 - pyskl - INFO - Epoch [127][3400/3405] lr: 1.423e-03, eta: 5:45:07, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9587, loss: 1.9587 +2023-12-25 06:29:36,772 - pyskl - INFO - Saving checkpoint at 127 epochs +2023-12-25 06:34:03,505 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 06:34:04,156 - pyskl - INFO - +top1_acc 0.8695 +top5_acc 0.9733 +2023-12-25 06:34:04,160 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_125.pth was removed +2023-12-25 06:34:04,373 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2023-12-25 06:34:04,374 - pyskl - INFO - Best top1_acc is 0.8695 at 127 epoch. +2023-12-25 06:34:04,399 - pyskl - INFO - Epoch(val) [127][3718] top1_acc: 0.8695, top5_acc: 0.9733 +2023-12-25 06:34:57,028 - pyskl - INFO - Epoch [128][100/3405] lr: 1.419e-03, eta: 5:44:44, time: 0.526, data_time: 0.271, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9485, loss: 1.9485 +2023-12-25 06:35:22,676 - pyskl - INFO - Epoch [128][200/3405] lr: 1.415e-03, eta: 5:44:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9489, loss: 1.9489 +2023-12-25 06:35:48,733 - pyskl - INFO - Epoch [128][300/3405] lr: 1.412e-03, eta: 5:43:50, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9541, loss: 1.9541 +2023-12-25 06:36:15,173 - pyskl - INFO - Epoch [128][400/3405] lr: 1.408e-03, eta: 5:43:24, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.9571, loss: 1.9571 +2023-12-25 06:36:41,033 - pyskl - INFO - Epoch [128][500/3405] lr: 1.405e-03, eta: 5:42:57, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9536, loss: 1.9536 +2023-12-25 06:37:06,367 - pyskl - INFO - Epoch [128][600/3405] lr: 1.401e-03, eta: 5:42:31, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9491, loss: 1.9491 +2023-12-25 06:37:31,606 - pyskl - INFO - Epoch [128][700/3405] lr: 1.398e-03, eta: 5:42:04, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9490, loss: 1.9490 +2023-12-25 06:37:56,838 - pyskl - INFO - Epoch [128][800/3405] lr: 1.394e-03, eta: 5:41:38, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9512, loss: 1.9512 +2023-12-25 06:38:22,053 - pyskl - INFO - Epoch [128][900/3405] lr: 1.391e-03, eta: 5:41:11, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9515, loss: 1.9515 +2023-12-25 06:38:47,299 - pyskl - INFO - Epoch [128][1000/3405] lr: 1.387e-03, eta: 5:40:44, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9518, loss: 1.9518 +2023-12-25 06:39:12,637 - pyskl - INFO - Epoch [128][1100/3405] lr: 1.384e-03, eta: 5:40:18, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9546, loss: 1.9546 +2023-12-25 06:39:38,970 - pyskl - INFO - Epoch [128][1200/3405] lr: 1.380e-03, eta: 5:39:51, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.9662, loss: 1.9662 +2023-12-25 06:40:04,668 - pyskl - INFO - Epoch [128][1300/3405] lr: 1.377e-03, eta: 5:39:25, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9537, loss: 1.9537 +2023-12-25 06:40:30,547 - pyskl - INFO - Epoch [128][1400/3405] lr: 1.373e-03, eta: 5:38:58, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9529, loss: 1.9529 +2023-12-25 06:40:56,621 - pyskl - INFO - Epoch [128][1500/3405] lr: 1.370e-03, eta: 5:38:31, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9520, loss: 1.9520 +2023-12-25 06:41:23,249 - pyskl - INFO - Epoch [128][1600/3405] lr: 1.366e-03, eta: 5:38:05, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9555, loss: 1.9555 +2023-12-25 06:41:48,677 - pyskl - INFO - Epoch [128][1700/3405] lr: 1.363e-03, eta: 5:37:38, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9571, loss: 1.9571 +2023-12-25 06:42:13,942 - pyskl - INFO - Epoch [128][1800/3405] lr: 1.359e-03, eta: 5:37:12, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.9597, loss: 1.9597 +2023-12-25 06:42:39,217 - pyskl - INFO - Epoch [128][1900/3405] lr: 1.356e-03, eta: 5:36:45, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9585, loss: 1.9585 +2023-12-25 06:43:04,518 - pyskl - INFO - Epoch [128][2000/3405] lr: 1.352e-03, eta: 5:36:19, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9567, loss: 1.9567 +2023-12-25 06:43:30,410 - pyskl - INFO - Epoch [128][2100/3405] lr: 1.349e-03, eta: 5:35:52, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9489, loss: 1.9489 +2023-12-25 06:43:56,204 - pyskl - INFO - Epoch [128][2200/3405] lr: 1.345e-03, eta: 5:35:25, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9568, loss: 1.9568 +2023-12-25 06:44:21,969 - pyskl - INFO - Epoch [128][2300/3405] lr: 1.342e-03, eta: 5:34:59, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9565, loss: 1.9565 +2023-12-25 06:44:47,533 - pyskl - INFO - Epoch [128][2400/3405] lr: 1.338e-03, eta: 5:34:32, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9469, loss: 1.9469 +2023-12-25 06:45:12,989 - pyskl - INFO - Epoch [128][2500/3405] lr: 1.335e-03, eta: 5:34:06, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9539, loss: 1.9539 +2023-12-25 06:45:38,273 - pyskl - INFO - Epoch [128][2600/3405] lr: 1.331e-03, eta: 5:33:39, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9565, loss: 1.9565 +2023-12-25 06:46:03,717 - pyskl - INFO - Epoch [128][2700/3405] lr: 1.328e-03, eta: 5:33:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.9628, loss: 1.9628 +2023-12-25 06:46:29,248 - pyskl - INFO - Epoch [128][2800/3405] lr: 1.324e-03, eta: 5:32:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9562, loss: 1.9562 +2023-12-25 06:46:54,740 - pyskl - INFO - Epoch [128][2900/3405] lr: 1.321e-03, eta: 5:32:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9530, loss: 1.9530 +2023-12-25 06:47:20,959 - pyskl - INFO - Epoch [128][3000/3405] lr: 1.318e-03, eta: 5:31:53, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9506, loss: 1.9506 +2023-12-25 06:47:46,430 - pyskl - INFO - Epoch [128][3100/3405] lr: 1.314e-03, eta: 5:31:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9529, loss: 1.9529 +2023-12-25 06:48:11,878 - pyskl - INFO - Epoch [128][3200/3405] lr: 1.311e-03, eta: 5:30:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.9575, loss: 1.9575 +2023-12-25 06:48:37,563 - pyskl - INFO - Epoch [128][3300/3405] lr: 1.307e-03, eta: 5:30:33, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.9568, loss: 1.9568 +2023-12-25 06:49:03,003 - pyskl - INFO - Epoch [128][3400/3405] lr: 1.304e-03, eta: 5:30:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9521, loss: 1.9521 +2023-12-25 06:49:04,920 - pyskl - INFO - Saving checkpoint at 128 epochs +2023-12-25 06:53:31,754 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 06:53:32,371 - pyskl - INFO - +top1_acc 0.8674 +top5_acc 0.9732 +2023-12-25 06:53:32,400 - pyskl - INFO - Epoch(val) [128][3718] top1_acc: 0.8674, top5_acc: 0.9732 +2023-12-25 06:54:24,991 - pyskl - INFO - Epoch [129][100/3405] lr: 1.300e-03, eta: 5:29:43, time: 0.526, data_time: 0.274, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9462, loss: 1.9462 +2023-12-25 06:54:50,301 - pyskl - INFO - Epoch [129][200/3405] lr: 1.297e-03, eta: 5:29:16, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9428, loss: 1.9428 +2023-12-25 06:55:16,454 - pyskl - INFO - Epoch [129][300/3405] lr: 1.293e-03, eta: 5:28:50, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9556, loss: 1.9556 +2023-12-25 06:55:42,655 - pyskl - INFO - Epoch [129][400/3405] lr: 1.290e-03, eta: 5:28:23, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9477, loss: 1.9477 +2023-12-25 06:56:08,377 - pyskl - INFO - Epoch [129][500/3405] lr: 1.287e-03, eta: 5:27:57, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9472, loss: 1.9472 +2023-12-25 06:56:34,092 - pyskl - INFO - Epoch [129][600/3405] lr: 1.283e-03, eta: 5:27:30, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9517, loss: 1.9517 +2023-12-25 06:57:00,179 - pyskl - INFO - Epoch [129][700/3405] lr: 1.280e-03, eta: 5:27:04, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9527, loss: 1.9527 +2023-12-25 06:57:25,798 - pyskl - INFO - Epoch [129][800/3405] lr: 1.276e-03, eta: 5:26:37, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9524, loss: 1.9524 +2023-12-25 06:57:52,041 - pyskl - INFO - Epoch [129][900/3405] lr: 1.273e-03, eta: 5:26:10, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9526, loss: 1.9526 +2023-12-25 06:58:17,667 - pyskl - INFO - Epoch [129][1000/3405] lr: 1.270e-03, eta: 5:25:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9494, loss: 1.9494 +2023-12-25 06:58:43,549 - pyskl - INFO - Epoch [129][1100/3405] lr: 1.266e-03, eta: 5:25:17, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9475, loss: 1.9475 +2023-12-25 06:59:09,081 - pyskl - INFO - Epoch [129][1200/3405] lr: 1.263e-03, eta: 5:24:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9469, loss: 1.9469 +2023-12-25 06:59:34,745 - pyskl - INFO - Epoch [129][1300/3405] lr: 1.260e-03, eta: 5:24:24, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9532, loss: 1.9532 +2023-12-25 07:00:00,686 - pyskl - INFO - Epoch [129][1400/3405] lr: 1.256e-03, eta: 5:23:58, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9439, loss: 1.9439 +2023-12-25 07:00:26,642 - pyskl - INFO - Epoch [129][1500/3405] lr: 1.253e-03, eta: 5:23:31, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9548, loss: 1.9548 +2023-12-25 07:00:52,555 - pyskl - INFO - Epoch [129][1600/3405] lr: 1.249e-03, eta: 5:23:05, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.9620, loss: 1.9620 +2023-12-25 07:01:18,578 - pyskl - INFO - Epoch [129][1700/3405] lr: 1.246e-03, eta: 5:22:38, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.9549, loss: 1.9549 +2023-12-25 07:01:44,341 - pyskl - INFO - Epoch [129][1800/3405] lr: 1.243e-03, eta: 5:22:12, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9447, loss: 1.9447 +2023-12-25 07:02:09,860 - pyskl - INFO - Epoch [129][1900/3405] lr: 1.239e-03, eta: 5:21:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9493, loss: 1.9493 +2023-12-25 07:02:35,460 - pyskl - INFO - Epoch [129][2000/3405] lr: 1.236e-03, eta: 5:21:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.9564, loss: 1.9564 +2023-12-25 07:03:00,963 - pyskl - INFO - Epoch [129][2100/3405] lr: 1.233e-03, eta: 5:20:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9499, loss: 1.9499 +2023-12-25 07:03:26,557 - pyskl - INFO - Epoch [129][2200/3405] lr: 1.229e-03, eta: 5:20:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9487, loss: 1.9487 +2023-12-25 07:03:52,537 - pyskl - INFO - Epoch [129][2300/3405] lr: 1.226e-03, eta: 5:19:59, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.9600, loss: 1.9600 +2023-12-25 07:04:18,171 - pyskl - INFO - Epoch [129][2400/3405] lr: 1.223e-03, eta: 5:19:32, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9476, loss: 1.9476 +2023-12-25 07:04:44,011 - pyskl - INFO - Epoch [129][2500/3405] lr: 1.219e-03, eta: 5:19:06, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.9577, loss: 1.9577 +2023-12-25 07:05:09,223 - pyskl - INFO - Epoch [129][2600/3405] lr: 1.216e-03, eta: 5:18:39, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9554, loss: 1.9554 +2023-12-25 07:05:34,477 - pyskl - INFO - Epoch [129][2700/3405] lr: 1.213e-03, eta: 5:18:12, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9542, loss: 1.9542 +2023-12-25 07:06:00,082 - pyskl - INFO - Epoch [129][2800/3405] lr: 1.210e-03, eta: 5:17:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9525, loss: 1.9525 +2023-12-25 07:06:25,337 - pyskl - INFO - Epoch [129][2900/3405] lr: 1.206e-03, eta: 5:17:19, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9563, loss: 1.9563 +2023-12-25 07:06:50,611 - pyskl - INFO - Epoch [129][3000/3405] lr: 1.203e-03, eta: 5:16:52, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9525, loss: 1.9525 +2023-12-25 07:07:15,918 - pyskl - INFO - Epoch [129][3100/3405] lr: 1.200e-03, eta: 5:16:26, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9490, loss: 1.9490 +2023-12-25 07:07:41,234 - pyskl - INFO - Epoch [129][3200/3405] lr: 1.196e-03, eta: 5:15:59, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9577, loss: 1.9577 +2023-12-25 07:08:06,662 - pyskl - INFO - Epoch [129][3300/3405] lr: 1.193e-03, eta: 5:15:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9499, loss: 1.9499 +2023-12-25 07:08:32,725 - pyskl - INFO - Epoch [129][3400/3405] lr: 1.190e-03, eta: 5:15:06, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9462, loss: 1.9462 +2023-12-25 07:08:34,698 - pyskl - INFO - Saving checkpoint at 129 epochs +2023-12-25 07:13:01,614 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 07:13:02,261 - pyskl - INFO - +top1_acc 0.8697 +top5_acc 0.9734 +2023-12-25 07:13:02,266 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_127.pth was removed +2023-12-25 07:13:02,475 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2023-12-25 07:13:02,476 - pyskl - INFO - Best top1_acc is 0.8697 at 129 epoch. +2023-12-25 07:13:02,501 - pyskl - INFO - Epoch(val) [129][3718] top1_acc: 0.8697, top5_acc: 0.9734 +2023-12-25 07:13:55,255 - pyskl - INFO - Epoch [130][100/3405] lr: 1.186e-03, eta: 5:14:42, time: 0.527, data_time: 0.270, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9440, loss: 1.9440 +2023-12-25 07:14:20,622 - pyskl - INFO - Epoch [130][200/3405] lr: 1.183e-03, eta: 5:14:16, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9407, loss: 1.9407 +2023-12-25 07:14:46,995 - pyskl - INFO - Epoch [130][300/3405] lr: 1.180e-03, eta: 5:13:49, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9392, loss: 1.9392 +2023-12-25 07:15:13,520 - pyskl - INFO - Epoch [130][400/3405] lr: 1.177e-03, eta: 5:13:23, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9440, loss: 1.9440 +2023-12-25 07:15:39,258 - pyskl - INFO - Epoch [130][500/3405] lr: 1.173e-03, eta: 5:12:56, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9456, loss: 1.9456 +2023-12-25 07:16:04,729 - pyskl - INFO - Epoch [130][600/3405] lr: 1.170e-03, eta: 5:12:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9413, loss: 1.9413 +2023-12-25 07:16:30,345 - pyskl - INFO - Epoch [130][700/3405] lr: 1.167e-03, eta: 5:12:03, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9441, loss: 1.9441 +2023-12-25 07:16:56,133 - pyskl - INFO - Epoch [130][800/3405] lr: 1.164e-03, eta: 5:11:37, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9441, loss: 1.9441 +2023-12-25 07:17:21,699 - pyskl - INFO - Epoch [130][900/3405] lr: 1.160e-03, eta: 5:11:10, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9433, loss: 1.9433 +2023-12-25 07:17:47,153 - pyskl - INFO - Epoch [130][1000/3405] lr: 1.157e-03, eta: 5:10:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9400, loss: 1.9400 +2023-12-25 07:18:12,871 - pyskl - INFO - Epoch [130][1100/3405] lr: 1.154e-03, eta: 5:10:17, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9398, loss: 1.9398 +2023-12-25 07:18:38,850 - pyskl - INFO - Epoch [130][1200/3405] lr: 1.151e-03, eta: 5:09:50, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9392, loss: 1.9392 +2023-12-25 07:19:04,779 - pyskl - INFO - Epoch [130][1300/3405] lr: 1.147e-03, eta: 5:09:24, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9426, loss: 1.9426 +2023-12-25 07:19:30,531 - pyskl - INFO - Epoch [130][1400/3405] lr: 1.144e-03, eta: 5:08:57, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9488, loss: 1.9488 +2023-12-25 07:19:56,108 - pyskl - INFO - Epoch [130][1500/3405] lr: 1.141e-03, eta: 5:08:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9441, loss: 1.9441 +2023-12-25 07:20:21,660 - pyskl - INFO - Epoch [130][1600/3405] lr: 1.138e-03, eta: 5:08:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9433, loss: 1.9433 +2023-12-25 07:20:47,290 - pyskl - INFO - Epoch [130][1700/3405] lr: 1.135e-03, eta: 5:07:37, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9418, loss: 1.9418 +2023-12-25 07:21:12,696 - pyskl - INFO - Epoch [130][1800/3405] lr: 1.131e-03, eta: 5:07:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9460, loss: 1.9460 +2023-12-25 07:21:37,996 - pyskl - INFO - Epoch [130][1900/3405] lr: 1.128e-03, eta: 5:06:44, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9408, loss: 1.9408 +2023-12-25 07:22:03,255 - pyskl - INFO - Epoch [130][2000/3405] lr: 1.125e-03, eta: 5:06:18, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9387, loss: 1.9387 +2023-12-25 07:22:28,503 - pyskl - INFO - Epoch [130][2100/3405] lr: 1.122e-03, eta: 5:05:51, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9377, loss: 1.9377 +2023-12-25 07:22:53,966 - pyskl - INFO - Epoch [130][2200/3405] lr: 1.119e-03, eta: 5:05:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9424, loss: 1.9424 +2023-12-25 07:23:19,547 - pyskl - INFO - Epoch [130][2300/3405] lr: 1.116e-03, eta: 5:04:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9472, loss: 1.9472 +2023-12-25 07:23:45,605 - pyskl - INFO - Epoch [130][2400/3405] lr: 1.112e-03, eta: 5:04:31, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9442, loss: 1.9442 +2023-12-25 07:24:11,357 - pyskl - INFO - Epoch [130][2500/3405] lr: 1.109e-03, eta: 5:04:05, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9429, loss: 1.9429 +2023-12-25 07:24:36,510 - pyskl - INFO - Epoch [130][2600/3405] lr: 1.106e-03, eta: 5:03:38, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9404, loss: 1.9404 +2023-12-25 07:25:01,740 - pyskl - INFO - Epoch [130][2700/3405] lr: 1.103e-03, eta: 5:03:12, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9537, loss: 1.9537 +2023-12-25 07:25:27,229 - pyskl - INFO - Epoch [130][2800/3405] lr: 1.100e-03, eta: 5:02:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9426, loss: 1.9426 +2023-12-25 07:25:52,578 - pyskl - INFO - Epoch [130][2900/3405] lr: 1.097e-03, eta: 5:02:18, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9395, loss: 1.9395 +2023-12-25 07:26:17,881 - pyskl - INFO - Epoch [130][3000/3405] lr: 1.093e-03, eta: 5:01:52, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9477, loss: 1.9477 +2023-12-25 07:26:43,386 - pyskl - INFO - Epoch [130][3100/3405] lr: 1.090e-03, eta: 5:01:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9405, loss: 1.9405 +2023-12-25 07:27:08,704 - pyskl - INFO - Epoch [130][3200/3405] lr: 1.087e-03, eta: 5:00:59, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9404, loss: 1.9404 +2023-12-25 07:27:34,001 - pyskl - INFO - Epoch [130][3300/3405] lr: 1.084e-03, eta: 5:00:32, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9427, loss: 1.9427 +2023-12-25 07:27:59,315 - pyskl - INFO - Epoch [130][3400/3405] lr: 1.081e-03, eta: 5:00:05, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9447, loss: 1.9447 +2023-12-25 07:28:01,220 - pyskl - INFO - Saving checkpoint at 130 epochs +2023-12-25 07:32:28,610 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 07:32:29,216 - pyskl - INFO - +top1_acc 0.8714 +top5_acc 0.9730 +2023-12-25 07:32:29,221 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_129.pth was removed +2023-12-25 07:32:29,430 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2023-12-25 07:32:29,432 - pyskl - INFO - Best top1_acc is 0.8714 at 130 epoch. +2023-12-25 07:32:29,456 - pyskl - INFO - Epoch(val) [130][3718] top1_acc: 0.8714, top5_acc: 0.9730 +2023-12-25 07:33:22,269 - pyskl - INFO - Epoch [131][100/3405] lr: 1.078e-03, eta: 4:59:41, time: 0.528, data_time: 0.274, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9384, loss: 1.9384 +2023-12-25 07:33:47,681 - pyskl - INFO - Epoch [131][200/3405] lr: 1.074e-03, eta: 4:59:15, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9376, loss: 1.9376 +2023-12-25 07:34:13,966 - pyskl - INFO - Epoch [131][300/3405] lr: 1.071e-03, eta: 4:58:48, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9386, loss: 1.9386 +2023-12-25 07:34:40,219 - pyskl - INFO - Epoch [131][400/3405] lr: 1.068e-03, eta: 4:58:22, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9365, loss: 1.9365 +2023-12-25 07:35:06,124 - pyskl - INFO - Epoch [131][500/3405] lr: 1.065e-03, eta: 4:57:55, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9398, loss: 1.9398 +2023-12-25 07:35:32,072 - pyskl - INFO - Epoch [131][600/3405] lr: 1.062e-03, eta: 4:57:29, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9407, loss: 1.9407 +2023-12-25 07:35:57,646 - pyskl - INFO - Epoch [131][700/3405] lr: 1.059e-03, eta: 4:57:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9402, loss: 1.9402 +2023-12-25 07:36:23,366 - pyskl - INFO - Epoch [131][800/3405] lr: 1.056e-03, eta: 4:56:36, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9411, loss: 1.9411 +2023-12-25 07:36:48,625 - pyskl - INFO - Epoch [131][900/3405] lr: 1.053e-03, eta: 4:56:09, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9370, loss: 1.9370 +2023-12-25 07:37:13,889 - pyskl - INFO - Epoch [131][1000/3405] lr: 1.050e-03, eta: 4:55:42, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9369, loss: 1.9369 +2023-12-25 07:37:39,625 - pyskl - INFO - Epoch [131][1100/3405] lr: 1.047e-03, eta: 4:55:16, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9414, loss: 1.9414 +2023-12-25 07:38:05,149 - pyskl - INFO - Epoch [131][1200/3405] lr: 1.043e-03, eta: 4:54:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9394, loss: 1.9394 +2023-12-25 07:38:31,014 - pyskl - INFO - Epoch [131][1300/3405] lr: 1.040e-03, eta: 4:54:23, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9383, loss: 1.9383 +2023-12-25 07:38:56,615 - pyskl - INFO - Epoch [131][1400/3405] lr: 1.037e-03, eta: 4:53:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9396, loss: 1.9396 +2023-12-25 07:39:22,127 - pyskl - INFO - Epoch [131][1500/3405] lr: 1.034e-03, eta: 4:53:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9385, loss: 1.9385 +2023-12-25 07:39:47,768 - pyskl - INFO - Epoch [131][1600/3405] lr: 1.031e-03, eta: 4:53:03, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9371, loss: 1.9371 +2023-12-25 07:40:13,659 - pyskl - INFO - Epoch [131][1700/3405] lr: 1.028e-03, eta: 4:52:37, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9382, loss: 1.9382 +2023-12-25 07:40:40,346 - pyskl - INFO - Epoch [131][1800/3405] lr: 1.025e-03, eta: 4:52:10, time: 0.267, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9411, loss: 1.9411 +2023-12-25 07:41:05,919 - pyskl - INFO - Epoch [131][1900/3405] lr: 1.022e-03, eta: 4:51:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9395, loss: 1.9395 +2023-12-25 07:41:31,532 - pyskl - INFO - Epoch [131][2000/3405] lr: 1.019e-03, eta: 4:51:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9475, loss: 1.9475 +2023-12-25 07:41:57,241 - pyskl - INFO - Epoch [131][2100/3405] lr: 1.016e-03, eta: 4:50:50, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9448, loss: 1.9448 +2023-12-25 07:42:23,157 - pyskl - INFO - Epoch [131][2200/3405] lr: 1.013e-03, eta: 4:50:24, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9405, loss: 1.9405 +2023-12-25 07:42:49,021 - pyskl - INFO - Epoch [131][2300/3405] lr: 1.010e-03, eta: 4:49:57, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9430, loss: 1.9430 +2023-12-25 07:43:14,726 - pyskl - INFO - Epoch [131][2400/3405] lr: 1.007e-03, eta: 4:49:31, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9384, loss: 1.9384 +2023-12-25 07:43:40,158 - pyskl - INFO - Epoch [131][2500/3405] lr: 1.004e-03, eta: 4:49:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9386, loss: 1.9386 +2023-12-25 07:44:06,081 - pyskl - INFO - Epoch [131][2600/3405] lr: 1.001e-03, eta: 4:48:38, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9377, loss: 1.9377 +2023-12-25 07:44:31,372 - pyskl - INFO - Epoch [131][2700/3405] lr: 9.979e-04, eta: 4:48:11, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9445, loss: 1.9445 +2023-12-25 07:44:56,809 - pyskl - INFO - Epoch [131][2800/3405] lr: 9.948e-04, eta: 4:47:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9414, loss: 1.9414 +2023-12-25 07:45:22,120 - pyskl - INFO - Epoch [131][2900/3405] lr: 9.918e-04, eta: 4:47:18, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9433, loss: 1.9433 +2023-12-25 07:45:47,834 - pyskl - INFO - Epoch [131][3000/3405] lr: 9.888e-04, eta: 4:46:51, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9395, loss: 1.9395 +2023-12-25 07:46:13,221 - pyskl - INFO - Epoch [131][3100/3405] lr: 9.858e-04, eta: 4:46:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9379, loss: 1.9379 +2023-12-25 07:46:38,639 - pyskl - INFO - Epoch [131][3200/3405] lr: 9.829e-04, eta: 4:45:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9398, loss: 1.9398 +2023-12-25 07:47:04,090 - pyskl - INFO - Epoch [131][3300/3405] lr: 9.799e-04, eta: 4:45:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9389, loss: 1.9389 +2023-12-25 07:47:29,359 - pyskl - INFO - Epoch [131][3400/3405] lr: 9.769e-04, eta: 4:45:05, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9449, loss: 1.9449 +2023-12-25 07:47:31,355 - pyskl - INFO - Saving checkpoint at 131 epochs +2023-12-25 07:51:58,589 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 07:51:59,252 - pyskl - INFO - +top1_acc 0.8631 +top5_acc 0.9724 +2023-12-25 07:51:59,277 - pyskl - INFO - Epoch(val) [131][3718] top1_acc: 0.8631, top5_acc: 0.9724 +2023-12-25 07:52:52,743 - pyskl - INFO - Epoch [132][100/3405] lr: 9.738e-04, eta: 4:44:41, time: 0.535, data_time: 0.279, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9388, loss: 1.9388 +2023-12-25 07:53:18,493 - pyskl - INFO - Epoch [132][200/3405] lr: 9.708e-04, eta: 4:44:14, time: 0.257, data_time: 0.001, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9361, loss: 1.9361 +2023-12-25 07:53:44,617 - pyskl - INFO - Epoch [132][300/3405] lr: 9.678e-04, eta: 4:43:48, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9391, loss: 1.9391 +2023-12-25 07:54:10,718 - pyskl - INFO - Epoch [132][400/3405] lr: 9.649e-04, eta: 4:43:21, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9370, loss: 1.9370 +2023-12-25 07:54:36,495 - pyskl - INFO - Epoch [132][500/3405] lr: 9.619e-04, eta: 4:42:55, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9387, loss: 1.9387 +2023-12-25 07:55:02,215 - pyskl - INFO - Epoch [132][600/3405] lr: 9.589e-04, eta: 4:42:28, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9332, loss: 1.9332 +2023-12-25 07:55:27,844 - pyskl - INFO - Epoch [132][700/3405] lr: 9.560e-04, eta: 4:42:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9359, loss: 1.9359 +2023-12-25 07:55:53,521 - pyskl - INFO - Epoch [132][800/3405] lr: 9.530e-04, eta: 4:41:35, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9378, loss: 1.9378 +2023-12-25 07:56:19,200 - pyskl - INFO - Epoch [132][900/3405] lr: 9.501e-04, eta: 4:41:09, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9388, loss: 1.9388 +2023-12-25 07:56:44,827 - pyskl - INFO - Epoch [132][1000/3405] lr: 9.472e-04, eta: 4:40:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9405, loss: 1.9405 +2023-12-25 07:57:10,591 - pyskl - INFO - Epoch [132][1100/3405] lr: 9.442e-04, eta: 4:40:16, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9373, loss: 1.9373 +2023-12-25 07:57:36,358 - pyskl - INFO - Epoch [132][1200/3405] lr: 9.413e-04, eta: 4:39:49, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9354, loss: 1.9354 +2023-12-25 07:58:01,999 - pyskl - INFO - Epoch [132][1300/3405] lr: 9.384e-04, eta: 4:39:22, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9387, loss: 1.9387 +2023-12-25 07:58:27,814 - pyskl - INFO - Epoch [132][1400/3405] lr: 9.355e-04, eta: 4:38:56, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9430, loss: 1.9430 +2023-12-25 07:58:53,456 - pyskl - INFO - Epoch [132][1500/3405] lr: 9.325e-04, eta: 4:38:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9372, loss: 1.9372 +2023-12-25 07:59:19,821 - pyskl - INFO - Epoch [132][1600/3405] lr: 9.296e-04, eta: 4:38:03, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9356, loss: 1.9356 +2023-12-25 07:59:45,413 - pyskl - INFO - Epoch [132][1700/3405] lr: 9.267e-04, eta: 4:37:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9411, loss: 1.9411 +2023-12-25 08:00:11,067 - pyskl - INFO - Epoch [132][1800/3405] lr: 9.238e-04, eta: 4:37:10, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9352, loss: 1.9352 +2023-12-25 08:00:36,915 - pyskl - INFO - Epoch [132][1900/3405] lr: 9.209e-04, eta: 4:36:43, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9371, loss: 1.9371 +2023-12-25 08:01:02,270 - pyskl - INFO - Epoch [132][2000/3405] lr: 9.180e-04, eta: 4:36:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9360, loss: 1.9360 +2023-12-25 08:01:27,565 - pyskl - INFO - Epoch [132][2100/3405] lr: 9.151e-04, eta: 4:35:50, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9407, loss: 1.9407 +2023-12-25 08:01:53,070 - pyskl - INFO - Epoch [132][2200/3405] lr: 9.122e-04, eta: 4:35:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9374, loss: 1.9374 +2023-12-25 08:02:18,699 - pyskl - INFO - Epoch [132][2300/3405] lr: 9.094e-04, eta: 4:34:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9436, loss: 1.9436 +2023-12-25 08:02:44,147 - pyskl - INFO - Epoch [132][2400/3405] lr: 9.065e-04, eta: 4:34:30, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9418, loss: 1.9418 +2023-12-25 08:03:09,447 - pyskl - INFO - Epoch [132][2500/3405] lr: 9.036e-04, eta: 4:34:04, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9437, loss: 1.9437 +2023-12-25 08:03:34,894 - pyskl - INFO - Epoch [132][2600/3405] lr: 9.007e-04, eta: 4:33:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9374, loss: 1.9374 +2023-12-25 08:04:00,165 - pyskl - INFO - Epoch [132][2700/3405] lr: 8.979e-04, eta: 4:33:11, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9409, loss: 1.9409 +2023-12-25 08:04:25,438 - pyskl - INFO - Epoch [132][2800/3405] lr: 8.950e-04, eta: 4:32:44, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9345, loss: 1.9345 +2023-12-25 08:04:50,795 - pyskl - INFO - Epoch [132][2900/3405] lr: 8.922e-04, eta: 4:32:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9357, loss: 1.9357 +2023-12-25 08:05:16,284 - pyskl - INFO - Epoch [132][3000/3405] lr: 8.893e-04, eta: 4:31:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9381, loss: 1.9381 +2023-12-25 08:05:41,657 - pyskl - INFO - Epoch [132][3100/3405] lr: 8.865e-04, eta: 4:31:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9394, loss: 1.9394 +2023-12-25 08:06:07,011 - pyskl - INFO - Epoch [132][3200/3405] lr: 8.836e-04, eta: 4:30:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9367, loss: 1.9367 +2023-12-25 08:06:32,360 - pyskl - INFO - Epoch [132][3300/3405] lr: 8.808e-04, eta: 4:30:31, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9348, loss: 1.9348 +2023-12-25 08:06:57,759 - pyskl - INFO - Epoch [132][3400/3405] lr: 8.780e-04, eta: 4:30:05, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9368, loss: 1.9368 +2023-12-25 08:06:59,791 - pyskl - INFO - Saving checkpoint at 132 epochs +2023-12-25 08:11:27,786 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 08:11:28,466 - pyskl - INFO - +top1_acc 0.8768 +top5_acc 0.9747 +2023-12-25 08:11:28,471 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_130.pth was removed +2023-12-25 08:11:28,681 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. +2023-12-25 08:11:28,682 - pyskl - INFO - Best top1_acc is 0.8768 at 132 epoch. +2023-12-25 08:11:28,707 - pyskl - INFO - Epoch(val) [132][3718] top1_acc: 0.8768, top5_acc: 0.9747 +2023-12-25 08:12:22,441 - pyskl - INFO - Epoch [133][100/3405] lr: 8.750e-04, eta: 4:29:40, time: 0.537, data_time: 0.283, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9358, loss: 1.9358 +2023-12-25 08:12:48,156 - pyskl - INFO - Epoch [133][200/3405] lr: 8.722e-04, eta: 4:29:14, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9344, loss: 1.9344 +2023-12-25 08:13:14,730 - pyskl - INFO - Epoch [133][300/3405] lr: 8.694e-04, eta: 4:28:47, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9329, loss: 1.9329 +2023-12-25 08:13:40,761 - pyskl - INFO - Epoch [133][400/3405] lr: 8.665e-04, eta: 4:28:21, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9342, loss: 1.9342 +2023-12-25 08:14:07,194 - pyskl - INFO - Epoch [133][500/3405] lr: 8.637e-04, eta: 4:27:54, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9379, loss: 1.9379 +2023-12-25 08:14:33,298 - pyskl - INFO - Epoch [133][600/3405] lr: 8.609e-04, eta: 4:27:28, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9387, loss: 1.9387 +2023-12-25 08:14:58,760 - pyskl - INFO - Epoch [133][700/3405] lr: 8.581e-04, eta: 4:27:01, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9387, loss: 1.9387 +2023-12-25 08:15:24,343 - pyskl - INFO - Epoch [133][800/3405] lr: 8.553e-04, eta: 4:26:35, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9356, loss: 1.9356 +2023-12-25 08:15:49,790 - pyskl - INFO - Epoch [133][900/3405] lr: 8.525e-04, eta: 4:26:08, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9358, loss: 1.9358 +2023-12-25 08:16:15,313 - pyskl - INFO - Epoch [133][1000/3405] lr: 8.497e-04, eta: 4:25:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9385, loss: 1.9385 +2023-12-25 08:16:41,117 - pyskl - INFO - Epoch [133][1100/3405] lr: 8.470e-04, eta: 4:25:15, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9420, loss: 1.9420 +2023-12-25 08:17:07,016 - pyskl - INFO - Epoch [133][1200/3405] lr: 8.442e-04, eta: 4:24:49, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9376, loss: 1.9376 +2023-12-25 08:17:32,729 - pyskl - INFO - Epoch [133][1300/3405] lr: 8.414e-04, eta: 4:24:22, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9376, loss: 1.9376 +2023-12-25 08:17:58,439 - pyskl - INFO - Epoch [133][1400/3405] lr: 8.386e-04, eta: 4:23:56, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9356, loss: 1.9356 +2023-12-25 08:18:24,187 - pyskl - INFO - Epoch [133][1500/3405] lr: 8.359e-04, eta: 4:23:29, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9351, loss: 1.9351 +2023-12-25 08:18:49,628 - pyskl - INFO - Epoch [133][1600/3405] lr: 8.331e-04, eta: 4:23:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9344, loss: 1.9344 +2023-12-25 08:19:15,199 - pyskl - INFO - Epoch [133][1700/3405] lr: 8.303e-04, eta: 4:22:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9357, loss: 1.9357 +2023-12-25 08:19:40,752 - pyskl - INFO - Epoch [133][1800/3405] lr: 8.276e-04, eta: 4:22:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9376, loss: 1.9376 +2023-12-25 08:20:06,377 - pyskl - INFO - Epoch [133][1900/3405] lr: 8.248e-04, eta: 4:21:43, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9412, loss: 1.9412 +2023-12-25 08:20:31,844 - pyskl - INFO - Epoch [133][2000/3405] lr: 8.221e-04, eta: 4:21:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9357, loss: 1.9357 +2023-12-25 08:20:58,205 - pyskl - INFO - Epoch [133][2100/3405] lr: 8.194e-04, eta: 4:20:50, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9369, loss: 1.9369 +2023-12-25 08:21:24,281 - pyskl - INFO - Epoch [133][2200/3405] lr: 8.166e-04, eta: 4:20:23, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9356, loss: 1.9356 +2023-12-25 08:21:50,105 - pyskl - INFO - Epoch [133][2300/3405] lr: 8.139e-04, eta: 4:19:57, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9352, loss: 1.9352 +2023-12-25 08:22:15,648 - pyskl - INFO - Epoch [133][2400/3405] lr: 8.112e-04, eta: 4:19:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9361, loss: 1.9361 +2023-12-25 08:22:40,963 - pyskl - INFO - Epoch [133][2500/3405] lr: 8.084e-04, eta: 4:19:04, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9351, loss: 1.9351 +2023-12-25 08:23:06,717 - pyskl - INFO - Epoch [133][2600/3405] lr: 8.057e-04, eta: 4:18:37, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9350, loss: 1.9350 +2023-12-25 08:23:32,299 - pyskl - INFO - Epoch [133][2700/3405] lr: 8.030e-04, eta: 4:18:10, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9369, loss: 1.9369 +2023-12-25 08:23:57,632 - pyskl - INFO - Epoch [133][2800/3405] lr: 8.003e-04, eta: 4:17:44, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9379, loss: 1.9379 +2023-12-25 08:24:22,927 - pyskl - INFO - Epoch [133][2900/3405] lr: 7.976e-04, eta: 4:17:17, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9418, loss: 1.9418 +2023-12-25 08:24:48,202 - pyskl - INFO - Epoch [133][3000/3405] lr: 7.949e-04, eta: 4:16:51, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9378, loss: 1.9378 +2023-12-25 08:25:13,640 - pyskl - INFO - Epoch [133][3100/3405] lr: 7.922e-04, eta: 4:16:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9373, loss: 1.9373 +2023-12-25 08:25:39,101 - pyskl - INFO - Epoch [133][3200/3405] lr: 7.895e-04, eta: 4:15:58, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9368, loss: 1.9368 +2023-12-25 08:26:04,626 - pyskl - INFO - Epoch [133][3300/3405] lr: 7.868e-04, eta: 4:15:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9413, loss: 1.9413 +2023-12-25 08:26:30,014 - pyskl - INFO - Epoch [133][3400/3405] lr: 7.841e-04, eta: 4:15:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9372, loss: 1.9372 +2023-12-25 08:26:32,002 - pyskl - INFO - Saving checkpoint at 133 epochs +2023-12-25 08:31:00,078 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 08:31:00,733 - pyskl - INFO - +top1_acc 0.8699 +top5_acc 0.9732 +2023-12-25 08:31:00,758 - pyskl - INFO - Epoch(val) [133][3718] top1_acc: 0.8699, top5_acc: 0.9732 +2023-12-25 08:31:54,335 - pyskl - INFO - Epoch [134][100/3405] lr: 7.813e-04, eta: 4:14:40, time: 0.536, data_time: 0.282, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9354, loss: 1.9354 +2023-12-25 08:32:20,085 - pyskl - INFO - Epoch [134][200/3405] lr: 7.787e-04, eta: 4:14:13, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9343, loss: 1.9343 +2023-12-25 08:32:46,052 - pyskl - INFO - Epoch [134][300/3405] lr: 7.760e-04, eta: 4:13:47, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9325, loss: 1.9325 +2023-12-25 08:33:12,053 - pyskl - INFO - Epoch [134][400/3405] lr: 7.733e-04, eta: 4:13:20, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9372, loss: 1.9372 +2023-12-25 08:33:37,734 - pyskl - INFO - Epoch [134][500/3405] lr: 7.707e-04, eta: 4:12:54, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9345, loss: 1.9345 +2023-12-25 08:34:03,358 - pyskl - INFO - Epoch [134][600/3405] lr: 7.680e-04, eta: 4:12:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9330, loss: 1.9330 +2023-12-25 08:34:28,988 - pyskl - INFO - Epoch [134][700/3405] lr: 7.653e-04, eta: 4:12:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9349, loss: 1.9349 +2023-12-25 08:34:54,519 - pyskl - INFO - Epoch [134][800/3405] lr: 7.627e-04, eta: 4:11:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9340, loss: 1.9340 +2023-12-25 08:35:19,937 - pyskl - INFO - Epoch [134][900/3405] lr: 7.601e-04, eta: 4:11:08, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9375, loss: 1.9375 +2023-12-25 08:35:45,714 - pyskl - INFO - Epoch [134][1000/3405] lr: 7.574e-04, eta: 4:10:41, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9329, loss: 1.9329 +2023-12-25 08:36:11,713 - pyskl - INFO - Epoch [134][1100/3405] lr: 7.548e-04, eta: 4:10:15, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9349, loss: 1.9349 +2023-12-25 08:36:37,590 - pyskl - INFO - Epoch [134][1200/3405] lr: 7.522e-04, eta: 4:09:48, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9387, loss: 1.9387 +2023-12-25 08:37:03,374 - pyskl - INFO - Epoch [134][1300/3405] lr: 7.495e-04, eta: 4:09:22, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9367, loss: 1.9367 +2023-12-25 08:37:29,026 - pyskl - INFO - Epoch [134][1400/3405] lr: 7.469e-04, eta: 4:08:55, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9335, loss: 1.9335 +2023-12-25 08:37:55,076 - pyskl - INFO - Epoch [134][1500/3405] lr: 7.443e-04, eta: 4:08:29, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9351, loss: 1.9351 +2023-12-25 08:38:20,944 - pyskl - INFO - Epoch [134][1600/3405] lr: 7.417e-04, eta: 4:08:02, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9369, loss: 1.9369 +2023-12-25 08:38:46,528 - pyskl - INFO - Epoch [134][1700/3405] lr: 7.391e-04, eta: 4:07:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9352, loss: 1.9352 +2023-12-25 08:39:11,907 - pyskl - INFO - Epoch [134][1800/3405] lr: 7.365e-04, eta: 4:07:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9333, loss: 1.9333 +2023-12-25 08:39:37,306 - pyskl - INFO - Epoch [134][1900/3405] lr: 7.339e-04, eta: 4:06:42, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9399, loss: 1.9399 +2023-12-25 08:40:02,669 - pyskl - INFO - Epoch [134][2000/3405] lr: 7.313e-04, eta: 4:06:16, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9370, loss: 1.9370 +2023-12-25 08:40:27,993 - pyskl - INFO - Epoch [134][2100/3405] lr: 7.287e-04, eta: 4:05:49, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9371, loss: 1.9371 +2023-12-25 08:40:54,490 - pyskl - INFO - Epoch [134][2200/3405] lr: 7.261e-04, eta: 4:05:23, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9379, loss: 1.9379 +2023-12-25 08:41:20,026 - pyskl - INFO - Epoch [134][2300/3405] lr: 7.235e-04, eta: 4:04:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9344, loss: 1.9344 +2023-12-25 08:41:45,698 - pyskl - INFO - Epoch [134][2400/3405] lr: 7.210e-04, eta: 4:04:30, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9363, loss: 1.9363 +2023-12-25 08:42:10,909 - pyskl - INFO - Epoch [134][2500/3405] lr: 7.184e-04, eta: 4:04:03, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9359, loss: 1.9359 +2023-12-25 08:42:36,348 - pyskl - INFO - Epoch [134][2600/3405] lr: 7.158e-04, eta: 4:03:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9359, loss: 1.9359 +2023-12-25 08:43:01,860 - pyskl - INFO - Epoch [134][2700/3405] lr: 7.133e-04, eta: 4:03:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9332, loss: 1.9332 +2023-12-25 08:43:27,392 - pyskl - INFO - Epoch [134][2800/3405] lr: 7.107e-04, eta: 4:02:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9353, loss: 1.9353 +2023-12-25 08:43:52,826 - pyskl - INFO - Epoch [134][2900/3405] lr: 7.081e-04, eta: 4:02:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9360, loss: 1.9360 +2023-12-25 08:44:18,351 - pyskl - INFO - Epoch [134][3000/3405] lr: 7.056e-04, eta: 4:01:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9370, loss: 1.9370 +2023-12-25 08:44:44,544 - pyskl - INFO - Epoch [134][3100/3405] lr: 7.031e-04, eta: 4:01:24, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9330, loss: 1.9330 +2023-12-25 08:45:11,114 - pyskl - INFO - Epoch [134][3200/3405] lr: 7.005e-04, eta: 4:00:57, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9345, loss: 1.9345 +2023-12-25 08:45:36,642 - pyskl - INFO - Epoch [134][3300/3405] lr: 6.980e-04, eta: 4:00:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9353, loss: 1.9353 +2023-12-25 08:46:02,612 - pyskl - INFO - Epoch [134][3400/3405] lr: 6.954e-04, eta: 4:00:04, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9369, loss: 1.9369 +2023-12-25 08:46:04,680 - pyskl - INFO - Saving checkpoint at 134 epochs +2023-12-25 08:50:32,519 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 08:50:33,164 - pyskl - INFO - +top1_acc 0.8754 +top5_acc 0.9741 +2023-12-25 08:50:33,189 - pyskl - INFO - Epoch(val) [134][3718] top1_acc: 0.8754, top5_acc: 0.9741 +2023-12-25 08:51:26,618 - pyskl - INFO - Epoch [135][100/3405] lr: 6.928e-04, eta: 3:59:40, time: 0.534, data_time: 0.280, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9325, loss: 1.9325 +2023-12-25 08:51:52,162 - pyskl - INFO - Epoch [135][200/3405] lr: 6.903e-04, eta: 3:59:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9330, loss: 1.9330 +2023-12-25 08:52:18,195 - pyskl - INFO - Epoch [135][300/3405] lr: 6.878e-04, eta: 3:58:47, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9326, loss: 1.9326 +2023-12-25 08:52:44,205 - pyskl - INFO - Epoch [135][400/3405] lr: 6.852e-04, eta: 3:58:20, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9345, loss: 1.9345 +2023-12-25 08:53:10,226 - pyskl - INFO - Epoch [135][500/3405] lr: 6.827e-04, eta: 3:57:54, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9355, loss: 1.9355 +2023-12-25 08:53:37,020 - pyskl - INFO - Epoch [135][600/3405] lr: 6.802e-04, eta: 3:57:27, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9322, loss: 1.9322 +2023-12-25 08:54:03,363 - pyskl - INFO - Epoch [135][700/3405] lr: 6.777e-04, eta: 3:57:01, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9373, loss: 1.9373 +2023-12-25 08:54:28,781 - pyskl - INFO - Epoch [135][800/3405] lr: 6.752e-04, eta: 3:56:34, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9364, loss: 1.9364 +2023-12-25 08:54:54,569 - pyskl - INFO - Epoch [135][900/3405] lr: 6.727e-04, eta: 3:56:08, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9360, loss: 1.9360 +2023-12-25 08:55:20,180 - pyskl - INFO - Epoch [135][1000/3405] lr: 6.703e-04, eta: 3:55:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9365, loss: 1.9365 +2023-12-25 08:55:45,872 - pyskl - INFO - Epoch [135][1100/3405] lr: 6.678e-04, eta: 3:55:15, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9352, loss: 1.9352 +2023-12-25 08:56:11,693 - pyskl - INFO - Epoch [135][1200/3405] lr: 6.653e-04, eta: 3:54:48, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9355, loss: 1.9355 +2023-12-25 08:56:37,412 - pyskl - INFO - Epoch [135][1300/3405] lr: 6.628e-04, eta: 3:54:22, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9333, loss: 1.9333 +2023-12-25 08:57:02,825 - pyskl - INFO - Epoch [135][1400/3405] lr: 6.604e-04, eta: 3:53:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9350, loss: 1.9350 +2023-12-25 08:57:28,570 - pyskl - INFO - Epoch [135][1500/3405] lr: 6.579e-04, eta: 3:53:29, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9344, loss: 1.9344 +2023-12-25 08:57:54,348 - pyskl - INFO - Epoch [135][1600/3405] lr: 6.554e-04, eta: 3:53:02, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9351, loss: 1.9351 +2023-12-25 08:58:20,194 - pyskl - INFO - Epoch [135][1700/3405] lr: 6.530e-04, eta: 3:52:36, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9355, loss: 1.9355 +2023-12-25 08:58:45,699 - pyskl - INFO - Epoch [135][1800/3405] lr: 6.505e-04, eta: 3:52:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9333, loss: 1.9333 +2023-12-25 08:59:11,333 - pyskl - INFO - Epoch [135][1900/3405] lr: 6.481e-04, eta: 3:51:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9329, loss: 1.9329 +2023-12-25 08:59:36,793 - pyskl - INFO - Epoch [135][2000/3405] lr: 6.456e-04, eta: 3:51:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9335, loss: 1.9335 +2023-12-25 09:00:02,397 - pyskl - INFO - Epoch [135][2100/3405] lr: 6.432e-04, eta: 3:50:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9326, loss: 1.9326 +2023-12-25 09:00:28,176 - pyskl - INFO - Epoch [135][2200/3405] lr: 6.408e-04, eta: 3:50:23, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9343, loss: 1.9343 +2023-12-25 09:00:54,183 - pyskl - INFO - Epoch [135][2300/3405] lr: 6.383e-04, eta: 3:49:56, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9373, loss: 1.9373 +2023-12-25 09:01:19,640 - pyskl - INFO - Epoch [135][2400/3405] lr: 6.359e-04, eta: 3:49:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9363, loss: 1.9363 +2023-12-25 09:01:44,968 - pyskl - INFO - Epoch [135][2500/3405] lr: 6.335e-04, eta: 3:49:03, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9329, loss: 1.9329 +2023-12-25 09:02:10,279 - pyskl - INFO - Epoch [135][2600/3405] lr: 6.311e-04, eta: 3:48:37, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9329, loss: 1.9329 +2023-12-25 09:02:35,623 - pyskl - INFO - Epoch [135][2700/3405] lr: 6.287e-04, eta: 3:48:10, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9349, loss: 1.9349 +2023-12-25 09:03:01,039 - pyskl - INFO - Epoch [135][2800/3405] lr: 6.263e-04, eta: 3:47:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9326, loss: 1.9326 +2023-12-25 09:03:26,410 - pyskl - INFO - Epoch [135][2900/3405] lr: 6.239e-04, eta: 3:47:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9334, loss: 1.9334 +2023-12-25 09:03:51,905 - pyskl - INFO - Epoch [135][3000/3405] lr: 6.215e-04, eta: 3:46:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9344, loss: 1.9344 +2023-12-25 09:04:17,777 - pyskl - INFO - Epoch [135][3100/3405] lr: 6.191e-04, eta: 3:46:24, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9375, loss: 1.9375 +2023-12-25 09:04:43,413 - pyskl - INFO - Epoch [135][3200/3405] lr: 6.167e-04, eta: 3:45:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9330, loss: 1.9330 +2023-12-25 09:05:08,869 - pyskl - INFO - Epoch [135][3300/3405] lr: 6.143e-04, eta: 3:45:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9328, loss: 1.9328 +2023-12-25 09:05:34,240 - pyskl - INFO - Epoch [135][3400/3405] lr: 6.119e-04, eta: 3:45:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9345, loss: 1.9345 +2023-12-25 09:05:36,154 - pyskl - INFO - Saving checkpoint at 135 epochs +2023-12-25 09:10:03,033 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 09:10:03,642 - pyskl - INFO - +top1_acc 0.8771 +top5_acc 0.9745 +2023-12-25 09:10:03,647 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_132.pth was removed +2023-12-25 09:10:03,856 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2023-12-25 09:10:03,858 - pyskl - INFO - Best top1_acc is 0.8771 at 135 epoch. +2023-12-25 09:10:03,883 - pyskl - INFO - Epoch(val) [135][3718] top1_acc: 0.8771, top5_acc: 0.9745 +2023-12-25 09:10:58,074 - pyskl - INFO - Epoch [136][100/3405] lr: 6.094e-04, eta: 3:44:39, time: 0.542, data_time: 0.286, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9338, loss: 1.9338 +2023-12-25 09:11:23,292 - pyskl - INFO - Epoch [136][200/3405] lr: 6.071e-04, eta: 3:44:13, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9365, loss: 1.9365 +2023-12-25 09:11:48,979 - pyskl - INFO - Epoch [136][300/3405] lr: 6.047e-04, eta: 3:43:46, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9347, loss: 1.9347 +2023-12-25 09:12:14,684 - pyskl - INFO - Epoch [136][400/3405] lr: 6.023e-04, eta: 3:43:20, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9318, loss: 1.9318 +2023-12-25 09:12:40,102 - pyskl - INFO - Epoch [136][500/3405] lr: 6.000e-04, eta: 3:42:53, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9322, loss: 1.9322 +2023-12-25 09:13:05,397 - pyskl - INFO - Epoch [136][600/3405] lr: 5.976e-04, eta: 3:42:27, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9356, loss: 1.9356 +2023-12-25 09:13:30,624 - pyskl - INFO - Epoch [136][700/3405] lr: 5.953e-04, eta: 3:42:00, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9367, loss: 1.9367 +2023-12-25 09:13:55,856 - pyskl - INFO - Epoch [136][800/3405] lr: 5.930e-04, eta: 3:41:34, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9342, loss: 1.9342 +2023-12-25 09:14:21,263 - pyskl - INFO - Epoch [136][900/3405] lr: 5.906e-04, eta: 3:41:07, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9339, loss: 1.9339 +2023-12-25 09:14:46,881 - pyskl - INFO - Epoch [136][1000/3405] lr: 5.883e-04, eta: 3:40:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9336, loss: 1.9336 +2023-12-25 09:15:13,020 - pyskl - INFO - Epoch [136][1100/3405] lr: 5.860e-04, eta: 3:40:14, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9331, loss: 1.9331 +2023-12-25 09:15:38,833 - pyskl - INFO - Epoch [136][1200/3405] lr: 5.836e-04, eta: 3:39:47, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9328, loss: 1.9328 +2023-12-25 09:16:04,653 - pyskl - INFO - Epoch [136][1300/3405] lr: 5.813e-04, eta: 3:39:21, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9349, loss: 1.9349 +2023-12-25 09:16:30,034 - pyskl - INFO - Epoch [136][1400/3405] lr: 5.790e-04, eta: 3:38:54, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9330, loss: 1.9330 +2023-12-25 09:16:55,846 - pyskl - INFO - Epoch [136][1500/3405] lr: 5.767e-04, eta: 3:38:28, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9329, loss: 1.9329 +2023-12-25 09:17:21,368 - pyskl - INFO - Epoch [136][1600/3405] lr: 5.744e-04, eta: 3:38:01, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9316, loss: 1.9316 +2023-12-25 09:17:46,683 - pyskl - INFO - Epoch [136][1700/3405] lr: 5.721e-04, eta: 3:37:35, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9329, loss: 1.9329 +2023-12-25 09:18:11,996 - pyskl - INFO - Epoch [136][1800/3405] lr: 5.698e-04, eta: 3:37:08, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9354, loss: 1.9354 +2023-12-25 09:18:37,510 - pyskl - INFO - Epoch [136][1900/3405] lr: 5.675e-04, eta: 3:36:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9357, loss: 1.9357 +2023-12-25 09:19:03,272 - pyskl - INFO - Epoch [136][2000/3405] lr: 5.652e-04, eta: 3:36:15, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9318, loss: 1.9318 +2023-12-25 09:19:28,914 - pyskl - INFO - Epoch [136][2100/3405] lr: 5.629e-04, eta: 3:35:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9363, loss: 1.9363 +2023-12-25 09:19:54,618 - pyskl - INFO - Epoch [136][2200/3405] lr: 5.606e-04, eta: 3:35:22, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9344, loss: 1.9344 +2023-12-25 09:20:20,169 - pyskl - INFO - Epoch [136][2300/3405] lr: 5.584e-04, eta: 3:34:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9350, loss: 1.9350 +2023-12-25 09:20:45,385 - pyskl - INFO - Epoch [136][2400/3405] lr: 5.561e-04, eta: 3:34:29, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9344, loss: 1.9344 +2023-12-25 09:21:11,213 - pyskl - INFO - Epoch [136][2500/3405] lr: 5.538e-04, eta: 3:34:03, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9301, loss: 1.9301 +2023-12-25 09:21:37,404 - pyskl - INFO - Epoch [136][2600/3405] lr: 5.516e-04, eta: 3:33:36, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9312, loss: 1.9312 +2023-12-25 09:22:03,976 - pyskl - INFO - Epoch [136][2700/3405] lr: 5.493e-04, eta: 3:33:10, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9339, loss: 1.9339 +2023-12-25 09:22:30,468 - pyskl - INFO - Epoch [136][2800/3405] lr: 5.471e-04, eta: 3:32:43, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9320, loss: 1.9320 +2023-12-25 09:22:56,082 - pyskl - INFO - Epoch [136][2900/3405] lr: 5.448e-04, eta: 3:32:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9319, loss: 1.9319 +2023-12-25 09:23:21,658 - pyskl - INFO - Epoch [136][3000/3405] lr: 5.426e-04, eta: 3:31:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9320, loss: 1.9320 +2023-12-25 09:23:46,998 - pyskl - INFO - Epoch [136][3100/3405] lr: 5.403e-04, eta: 3:31:24, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9365, loss: 1.9365 +2023-12-25 09:24:12,261 - pyskl - INFO - Epoch [136][3200/3405] lr: 5.381e-04, eta: 3:30:57, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9365, loss: 1.9365 +2023-12-25 09:24:37,538 - pyskl - INFO - Epoch [136][3300/3405] lr: 5.359e-04, eta: 3:30:30, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9314, loss: 1.9314 +2023-12-25 09:25:02,925 - pyskl - INFO - Epoch [136][3400/3405] lr: 5.336e-04, eta: 3:30:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9342, loss: 1.9342 +2023-12-25 09:25:04,916 - pyskl - INFO - Saving checkpoint at 136 epochs +2023-12-25 09:29:32,103 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 09:29:32,718 - pyskl - INFO - +top1_acc 0.8794 +top5_acc 0.9752 +2023-12-25 09:29:32,723 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_135.pth was removed +2023-12-25 09:29:32,954 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2023-12-25 09:29:32,956 - pyskl - INFO - Best top1_acc is 0.8794 at 136 epoch. +2023-12-25 09:29:32,980 - pyskl - INFO - Epoch(val) [136][3718] top1_acc: 0.8794, top5_acc: 0.9752 +2023-12-25 09:30:26,766 - pyskl - INFO - Epoch [137][100/3405] lr: 5.313e-04, eta: 3:29:39, time: 0.538, data_time: 0.282, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9329, loss: 1.9329 +2023-12-25 09:30:52,148 - pyskl - INFO - Epoch [137][200/3405] lr: 5.291e-04, eta: 3:29:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9319, loss: 1.9319 +2023-12-25 09:31:18,180 - pyskl - INFO - Epoch [137][300/3405] lr: 5.269e-04, eta: 3:28:46, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9309, loss: 1.9309 +2023-12-25 09:31:44,402 - pyskl - INFO - Epoch [137][400/3405] lr: 5.247e-04, eta: 3:28:19, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9326, loss: 1.9326 +2023-12-25 09:32:10,508 - pyskl - INFO - Epoch [137][500/3405] lr: 5.225e-04, eta: 3:27:53, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9326, loss: 1.9326 +2023-12-25 09:32:36,459 - pyskl - INFO - Epoch [137][600/3405] lr: 5.203e-04, eta: 3:27:26, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9312, loss: 1.9312 +2023-12-25 09:33:02,046 - pyskl - INFO - Epoch [137][700/3405] lr: 5.181e-04, eta: 3:27:00, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9323, loss: 1.9323 +2023-12-25 09:33:27,696 - pyskl - INFO - Epoch [137][800/3405] lr: 5.159e-04, eta: 3:26:33, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9322, loss: 1.9322 +2023-12-25 09:33:53,966 - pyskl - INFO - Epoch [137][900/3405] lr: 5.137e-04, eta: 3:26:07, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9334, loss: 1.9334 +2023-12-25 09:34:20,166 - pyskl - INFO - Epoch [137][1000/3405] lr: 5.115e-04, eta: 3:25:40, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9305, loss: 1.9305 +2023-12-25 09:34:45,912 - pyskl - INFO - Epoch [137][1100/3405] lr: 5.094e-04, eta: 3:25:14, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9310, loss: 1.9310 +2023-12-25 09:35:11,973 - pyskl - INFO - Epoch [137][1200/3405] lr: 5.072e-04, eta: 3:24:47, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9311, loss: 1.9311 +2023-12-25 09:35:38,084 - pyskl - INFO - Epoch [137][1300/3405] lr: 5.050e-04, eta: 3:24:21, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9331, loss: 1.9331 +2023-12-25 09:36:03,954 - pyskl - INFO - Epoch [137][1400/3405] lr: 5.029e-04, eta: 3:23:54, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9330, loss: 1.9330 +2023-12-25 09:36:29,610 - pyskl - INFO - Epoch [137][1500/3405] lr: 5.007e-04, eta: 3:23:28, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9321, loss: 1.9321 +2023-12-25 09:36:55,405 - pyskl - INFO - Epoch [137][1600/3405] lr: 4.986e-04, eta: 3:23:01, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9316, loss: 1.9316 +2023-12-25 09:37:21,053 - pyskl - INFO - Epoch [137][1700/3405] lr: 4.964e-04, eta: 3:22:35, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9306, loss: 1.9306 +2023-12-25 09:37:46,912 - pyskl - INFO - Epoch [137][1800/3405] lr: 4.943e-04, eta: 3:22:08, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9304, loss: 1.9304 +2023-12-25 09:38:12,535 - pyskl - INFO - Epoch [137][1900/3405] lr: 4.921e-04, eta: 3:21:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9330, loss: 1.9330 +2023-12-25 09:38:38,058 - pyskl - INFO - Epoch [137][2000/3405] lr: 4.900e-04, eta: 3:21:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9325, loss: 1.9325 +2023-12-25 09:39:03,662 - pyskl - INFO - Epoch [137][2100/3405] lr: 4.879e-04, eta: 3:20:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9313, loss: 1.9313 +2023-12-25 09:39:29,844 - pyskl - INFO - Epoch [137][2200/3405] lr: 4.857e-04, eta: 3:20:22, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9324, loss: 1.9324 +2023-12-25 09:39:55,794 - pyskl - INFO - Epoch [137][2300/3405] lr: 4.836e-04, eta: 3:19:56, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9320, loss: 1.9320 +2023-12-25 09:40:21,212 - pyskl - INFO - Epoch [137][2400/3405] lr: 4.815e-04, eta: 3:19:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9318, loss: 1.9318 +2023-12-25 09:40:46,440 - pyskl - INFO - Epoch [137][2500/3405] lr: 4.794e-04, eta: 3:19:03, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9330, loss: 1.9330 +2023-12-25 09:41:11,976 - pyskl - INFO - Epoch [137][2600/3405] lr: 4.773e-04, eta: 3:18:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9323, loss: 1.9323 +2023-12-25 09:41:37,446 - pyskl - INFO - Epoch [137][2700/3405] lr: 4.752e-04, eta: 3:18:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9312, loss: 1.9312 +2023-12-25 09:42:03,100 - pyskl - INFO - Epoch [137][2800/3405] lr: 4.731e-04, eta: 3:17:43, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9339, loss: 1.9339 +2023-12-25 09:42:28,424 - pyskl - INFO - Epoch [137][2900/3405] lr: 4.710e-04, eta: 3:17:17, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9334, loss: 1.9334 +2023-12-25 09:42:53,827 - pyskl - INFO - Epoch [137][3000/3405] lr: 4.689e-04, eta: 3:16:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9312, loss: 1.9312 +2023-12-25 09:43:19,142 - pyskl - INFO - Epoch [137][3100/3405] lr: 4.668e-04, eta: 3:16:24, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9312, loss: 1.9312 +2023-12-25 09:43:44,426 - pyskl - INFO - Epoch [137][3200/3405] lr: 4.647e-04, eta: 3:15:57, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9335, loss: 1.9335 +2023-12-25 09:44:09,831 - pyskl - INFO - Epoch [137][3300/3405] lr: 4.627e-04, eta: 3:15:30, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9355, loss: 1.9355 +2023-12-25 09:44:35,166 - pyskl - INFO - Epoch [137][3400/3405] lr: 4.606e-04, eta: 3:15:04, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9335, loss: 1.9335 +2023-12-25 09:44:37,190 - pyskl - INFO - Saving checkpoint at 137 epochs +2023-12-25 09:49:04,648 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 09:49:05,250 - pyskl - INFO - +top1_acc 0.8779 +top5_acc 0.9751 +2023-12-25 09:49:05,276 - pyskl - INFO - Epoch(val) [137][3718] top1_acc: 0.8779, top5_acc: 0.9751 +2023-12-25 09:49:59,637 - pyskl - INFO - Epoch [138][100/3405] lr: 4.584e-04, eta: 3:14:39, time: 0.544, data_time: 0.290, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9301, loss: 1.9301 +2023-12-25 09:50:24,800 - pyskl - INFO - Epoch [138][200/3405] lr: 4.564e-04, eta: 3:14:12, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9306, loss: 1.9306 +2023-12-25 09:50:50,617 - pyskl - INFO - Epoch [138][300/3405] lr: 4.543e-04, eta: 3:13:46, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9295, loss: 1.9295 +2023-12-25 09:51:16,709 - pyskl - INFO - Epoch [138][400/3405] lr: 4.523e-04, eta: 3:13:19, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9288, loss: 1.9288 +2023-12-25 09:51:42,638 - pyskl - INFO - Epoch [138][500/3405] lr: 4.502e-04, eta: 3:12:53, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9319, loss: 1.9319 +2023-12-25 09:52:08,286 - pyskl - INFO - Epoch [138][600/3405] lr: 4.482e-04, eta: 3:12:26, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9305, loss: 1.9305 +2023-12-25 09:52:33,999 - pyskl - INFO - Epoch [138][700/3405] lr: 4.461e-04, eta: 3:12:00, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9304, loss: 1.9304 +2023-12-25 09:52:59,551 - pyskl - INFO - Epoch [138][800/3405] lr: 4.441e-04, eta: 3:11:33, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9325, loss: 1.9325 +2023-12-25 09:53:25,340 - pyskl - INFO - Epoch [138][900/3405] lr: 4.421e-04, eta: 3:11:07, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9315, loss: 1.9315 +2023-12-25 09:53:51,527 - pyskl - INFO - Epoch [138][1000/3405] lr: 4.400e-04, eta: 3:10:40, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9304, loss: 1.9304 +2023-12-25 09:54:17,321 - pyskl - INFO - Epoch [138][1100/3405] lr: 4.380e-04, eta: 3:10:14, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9321, loss: 1.9321 +2023-12-25 09:54:42,769 - pyskl - INFO - Epoch [138][1200/3405] lr: 4.360e-04, eta: 3:09:47, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9315, loss: 1.9315 +2023-12-25 09:55:08,152 - pyskl - INFO - Epoch [138][1300/3405] lr: 4.340e-04, eta: 3:09:21, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9285, loss: 1.9285 +2023-12-25 09:55:33,860 - pyskl - INFO - Epoch [138][1400/3405] lr: 4.320e-04, eta: 3:08:54, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9317, loss: 1.9317 +2023-12-25 09:55:59,352 - pyskl - INFO - Epoch [138][1500/3405] lr: 4.300e-04, eta: 3:08:27, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9304, loss: 1.9304 +2023-12-25 09:56:24,965 - pyskl - INFO - Epoch [138][1600/3405] lr: 4.280e-04, eta: 3:08:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9316, loss: 1.9316 +2023-12-25 09:56:50,700 - pyskl - INFO - Epoch [138][1700/3405] lr: 4.260e-04, eta: 3:07:34, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9332, loss: 1.9332 +2023-12-25 09:57:16,232 - pyskl - INFO - Epoch [138][1800/3405] lr: 4.240e-04, eta: 3:07:08, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9354, loss: 1.9354 +2023-12-25 09:57:41,595 - pyskl - INFO - Epoch [138][1900/3405] lr: 4.220e-04, eta: 3:06:41, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9308, loss: 1.9308 +2023-12-25 09:58:06,884 - pyskl - INFO - Epoch [138][2000/3405] lr: 4.200e-04, eta: 3:06:15, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9317, loss: 1.9317 +2023-12-25 09:58:32,440 - pyskl - INFO - Epoch [138][2100/3405] lr: 4.181e-04, eta: 3:05:48, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9311, loss: 1.9311 +2023-12-25 09:58:57,992 - pyskl - INFO - Epoch [138][2200/3405] lr: 4.161e-04, eta: 3:05:22, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9312, loss: 1.9312 +2023-12-25 09:59:23,090 - pyskl - INFO - Epoch [138][2300/3405] lr: 4.141e-04, eta: 3:04:55, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9304, loss: 1.9304 +2023-12-25 09:59:48,219 - pyskl - INFO - Epoch [138][2400/3405] lr: 4.122e-04, eta: 3:04:29, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9302, loss: 1.9302 +2023-12-25 10:00:13,392 - pyskl - INFO - Epoch [138][2500/3405] lr: 4.102e-04, eta: 3:04:02, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9337, loss: 1.9337 +2023-12-25 10:00:38,591 - pyskl - INFO - Epoch [138][2600/3405] lr: 4.083e-04, eta: 3:03:36, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9308, loss: 1.9308 +2023-12-25 10:01:03,778 - pyskl - INFO - Epoch [138][2700/3405] lr: 4.063e-04, eta: 3:03:09, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9322, loss: 1.9322 +2023-12-25 10:01:28,959 - pyskl - INFO - Epoch [138][2800/3405] lr: 4.044e-04, eta: 3:02:42, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9326, loss: 1.9326 +2023-12-25 10:01:54,188 - pyskl - INFO - Epoch [138][2900/3405] lr: 4.024e-04, eta: 3:02:16, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9312, loss: 1.9312 +2023-12-25 10:02:19,353 - pyskl - INFO - Epoch [138][3000/3405] lr: 4.005e-04, eta: 3:01:49, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9340, loss: 1.9340 +2023-12-25 10:02:44,563 - pyskl - INFO - Epoch [138][3100/3405] lr: 3.986e-04, eta: 3:01:23, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9307, loss: 1.9307 +2023-12-25 10:03:09,731 - pyskl - INFO - Epoch [138][3200/3405] lr: 3.967e-04, eta: 3:00:56, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9332, loss: 1.9332 +2023-12-25 10:03:34,884 - pyskl - INFO - Epoch [138][3300/3405] lr: 3.947e-04, eta: 3:00:30, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9310, loss: 1.9310 +2023-12-25 10:04:00,041 - pyskl - INFO - Epoch [138][3400/3405] lr: 3.928e-04, eta: 3:00:03, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9307, loss: 1.9307 +2023-12-25 10:04:02,043 - pyskl - INFO - Saving checkpoint at 138 epochs +2023-12-25 10:08:29,443 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 10:08:30,043 - pyskl - INFO - +top1_acc 0.8780 +top5_acc 0.9750 +2023-12-25 10:08:30,067 - pyskl - INFO - Epoch(val) [138][3718] top1_acc: 0.8780, top5_acc: 0.9750 +2023-12-25 10:09:24,007 - pyskl - INFO - Epoch [139][100/3405] lr: 3.908e-04, eta: 2:59:38, time: 0.539, data_time: 0.286, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9317, loss: 1.9317 +2023-12-25 10:09:49,589 - pyskl - INFO - Epoch [139][200/3405] lr: 3.889e-04, eta: 2:59:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9308, loss: 1.9308 +2023-12-25 10:10:15,823 - pyskl - INFO - Epoch [139][300/3405] lr: 3.870e-04, eta: 2:58:45, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9310, loss: 1.9310 +2023-12-25 10:10:42,093 - pyskl - INFO - Epoch [139][400/3405] lr: 3.851e-04, eta: 2:58:18, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9318, loss: 1.9318 +2023-12-25 10:11:08,125 - pyskl - INFO - Epoch [139][500/3405] lr: 3.832e-04, eta: 2:57:52, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9301, loss: 1.9301 +2023-12-25 10:11:33,535 - pyskl - INFO - Epoch [139][600/3405] lr: 3.813e-04, eta: 2:57:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9304, loss: 1.9304 +2023-12-25 10:11:59,034 - pyskl - INFO - Epoch [139][700/3405] lr: 3.795e-04, eta: 2:56:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9359, loss: 1.9359 +2023-12-25 10:12:24,692 - pyskl - INFO - Epoch [139][800/3405] lr: 3.776e-04, eta: 2:56:32, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9307, loss: 1.9307 +2023-12-25 10:12:50,428 - pyskl - INFO - Epoch [139][900/3405] lr: 3.757e-04, eta: 2:56:06, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9314, loss: 1.9314 +2023-12-25 10:13:16,393 - pyskl - INFO - Epoch [139][1000/3405] lr: 3.738e-04, eta: 2:55:39, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9330, loss: 1.9330 +2023-12-25 10:13:42,641 - pyskl - INFO - Epoch [139][1100/3405] lr: 3.720e-04, eta: 2:55:13, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9306, loss: 1.9306 +2023-12-25 10:14:08,419 - pyskl - INFO - Epoch [139][1200/3405] lr: 3.701e-04, eta: 2:54:46, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9311, loss: 1.9311 +2023-12-25 10:14:33,992 - pyskl - INFO - Epoch [139][1300/3405] lr: 3.683e-04, eta: 2:54:20, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9324, loss: 1.9324 +2023-12-25 10:14:59,489 - pyskl - INFO - Epoch [139][1400/3405] lr: 3.664e-04, eta: 2:53:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9313, loss: 1.9313 +2023-12-25 10:15:25,189 - pyskl - INFO - Epoch [139][1500/3405] lr: 3.646e-04, eta: 2:53:27, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9313, loss: 1.9313 +2023-12-25 10:15:51,112 - pyskl - INFO - Epoch [139][1600/3405] lr: 3.627e-04, eta: 2:53:00, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9348, loss: 1.9348 +2023-12-25 10:16:16,917 - pyskl - INFO - Epoch [139][1700/3405] lr: 3.609e-04, eta: 2:52:34, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9320, loss: 1.9320 +2023-12-25 10:16:42,616 - pyskl - INFO - Epoch [139][1800/3405] lr: 3.591e-04, eta: 2:52:07, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9315, loss: 1.9315 +2023-12-25 10:17:08,056 - pyskl - INFO - Epoch [139][1900/3405] lr: 3.572e-04, eta: 2:51:41, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9313, loss: 1.9313 +2023-12-25 10:17:33,308 - pyskl - INFO - Epoch [139][2000/3405] lr: 3.554e-04, eta: 2:51:14, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9300, loss: 1.9300 +2023-12-25 10:17:58,804 - pyskl - INFO - Epoch [139][2100/3405] lr: 3.536e-04, eta: 2:50:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9325, loss: 1.9325 +2023-12-25 10:18:24,406 - pyskl - INFO - Epoch [139][2200/3405] lr: 3.518e-04, eta: 2:50:21, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9310, loss: 1.9310 +2023-12-25 10:18:49,820 - pyskl - INFO - Epoch [139][2300/3405] lr: 3.500e-04, eta: 2:49:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9292, loss: 1.9292 +2023-12-25 10:19:15,306 - pyskl - INFO - Epoch [139][2400/3405] lr: 3.482e-04, eta: 2:49:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9318, loss: 1.9318 +2023-12-25 10:19:40,727 - pyskl - INFO - Epoch [139][2500/3405] lr: 3.464e-04, eta: 2:49:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9318, loss: 1.9318 +2023-12-25 10:20:06,200 - pyskl - INFO - Epoch [139][2600/3405] lr: 3.446e-04, eta: 2:48:35, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9308, loss: 1.9308 +2023-12-25 10:20:31,659 - pyskl - INFO - Epoch [139][2700/3405] lr: 3.428e-04, eta: 2:48:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9315, loss: 1.9315 +2023-12-25 10:20:57,273 - pyskl - INFO - Epoch [139][2800/3405] lr: 3.410e-04, eta: 2:47:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9304, loss: 1.9304 +2023-12-25 10:21:22,592 - pyskl - INFO - Epoch [139][2900/3405] lr: 3.392e-04, eta: 2:47:16, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9337, loss: 1.9337 +2023-12-25 10:21:48,038 - pyskl - INFO - Epoch [139][3000/3405] lr: 3.374e-04, eta: 2:46:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9313, loss: 1.9313 +2023-12-25 10:22:13,459 - pyskl - INFO - Epoch [139][3100/3405] lr: 3.357e-04, eta: 2:46:23, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9311, loss: 1.9311 +2023-12-25 10:22:38,824 - pyskl - INFO - Epoch [139][3200/3405] lr: 3.339e-04, eta: 2:45:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9296, loss: 1.9296 +2023-12-25 10:23:04,119 - pyskl - INFO - Epoch [139][3300/3405] lr: 3.321e-04, eta: 2:45:29, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9323, loss: 1.9323 +2023-12-25 10:23:29,504 - pyskl - INFO - Epoch [139][3400/3405] lr: 3.304e-04, eta: 2:45:03, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9303, loss: 1.9303 +2023-12-25 10:23:31,618 - pyskl - INFO - Saving checkpoint at 139 epochs +2023-12-25 10:27:59,369 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 10:28:00,032 - pyskl - INFO - +top1_acc 0.8788 +top5_acc 0.9745 +2023-12-25 10:28:00,056 - pyskl - INFO - Epoch(val) [139][3718] top1_acc: 0.8788, top5_acc: 0.9745 +2023-12-25 10:28:54,640 - pyskl - INFO - Epoch [140][100/3405] lr: 3.285e-04, eta: 2:44:37, time: 0.546, data_time: 0.288, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9302, loss: 1.9302 +2023-12-25 10:29:20,777 - pyskl - INFO - Epoch [140][200/3405] lr: 3.268e-04, eta: 2:44:11, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9296, loss: 1.9296 +2023-12-25 10:29:46,509 - pyskl - INFO - Epoch [140][300/3405] lr: 3.250e-04, eta: 2:43:44, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9309, loss: 1.9309 +2023-12-25 10:30:12,654 - pyskl - INFO - Epoch [140][400/3405] lr: 3.233e-04, eta: 2:43:18, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9314, loss: 1.9314 +2023-12-25 10:30:38,654 - pyskl - INFO - Epoch [140][500/3405] lr: 3.216e-04, eta: 2:42:51, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9307, loss: 1.9307 +2023-12-25 10:31:04,275 - pyskl - INFO - Epoch [140][600/3405] lr: 3.198e-04, eta: 2:42:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9303, loss: 1.9303 +2023-12-25 10:31:30,058 - pyskl - INFO - Epoch [140][700/3405] lr: 3.181e-04, eta: 2:41:58, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9339, loss: 1.9339 +2023-12-25 10:31:55,369 - pyskl - INFO - Epoch [140][800/3405] lr: 3.164e-04, eta: 2:41:32, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9306, loss: 1.9306 +2023-12-25 10:32:21,192 - pyskl - INFO - Epoch [140][900/3405] lr: 3.147e-04, eta: 2:41:05, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9309, loss: 1.9309 +2023-12-25 10:32:46,960 - pyskl - INFO - Epoch [140][1000/3405] lr: 3.130e-04, eta: 2:40:39, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9294, loss: 1.9294 +2023-12-25 10:33:12,826 - pyskl - INFO - Epoch [140][1100/3405] lr: 3.112e-04, eta: 2:40:12, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9321, loss: 1.9321 +2023-12-25 10:33:38,474 - pyskl - INFO - Epoch [140][1200/3405] lr: 3.095e-04, eta: 2:39:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9315, loss: 1.9315 +2023-12-25 10:34:04,273 - pyskl - INFO - Epoch [140][1300/3405] lr: 3.078e-04, eta: 2:39:19, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9297, loss: 1.9297 +2023-12-25 10:34:30,995 - pyskl - INFO - Epoch [140][1400/3405] lr: 3.062e-04, eta: 2:38:53, time: 0.267, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9296, loss: 1.9296 +2023-12-25 10:34:56,749 - pyskl - INFO - Epoch [140][1500/3405] lr: 3.045e-04, eta: 2:38:26, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9309, loss: 1.9309 +2023-12-25 10:35:22,420 - pyskl - INFO - Epoch [140][1600/3405] lr: 3.028e-04, eta: 2:38:00, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9301, loss: 1.9301 +2023-12-25 10:35:47,992 - pyskl - INFO - Epoch [140][1700/3405] lr: 3.011e-04, eta: 2:37:33, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9306, loss: 1.9306 +2023-12-25 10:36:13,535 - pyskl - INFO - Epoch [140][1800/3405] lr: 2.994e-04, eta: 2:37:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9284, loss: 1.9284 +2023-12-25 10:36:39,124 - pyskl - INFO - Epoch [140][1900/3405] lr: 2.978e-04, eta: 2:36:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9297, loss: 1.9297 +2023-12-25 10:37:04,988 - pyskl - INFO - Epoch [140][2000/3405] lr: 2.961e-04, eta: 2:36:14, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9295, loss: 1.9295 +2023-12-25 10:37:30,789 - pyskl - INFO - Epoch [140][2100/3405] lr: 2.944e-04, eta: 2:35:47, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9298, loss: 1.9298 +2023-12-25 10:37:56,072 - pyskl - INFO - Epoch [140][2200/3405] lr: 2.928e-04, eta: 2:35:21, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9293, loss: 1.9293 +2023-12-25 10:38:21,325 - pyskl - INFO - Epoch [140][2300/3405] lr: 2.911e-04, eta: 2:34:54, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9313, loss: 1.9313 +2023-12-25 10:38:46,610 - pyskl - INFO - Epoch [140][2400/3405] lr: 2.895e-04, eta: 2:34:28, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9318, loss: 1.9318 +2023-12-25 10:39:11,954 - pyskl - INFO - Epoch [140][2500/3405] lr: 2.878e-04, eta: 2:34:01, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9338, loss: 1.9338 +2023-12-25 10:39:37,393 - pyskl - INFO - Epoch [140][2600/3405] lr: 2.862e-04, eta: 2:33:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9304, loss: 1.9304 +2023-12-25 10:40:02,808 - pyskl - INFO - Epoch [140][2700/3405] lr: 2.846e-04, eta: 2:33:08, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9307, loss: 1.9307 +2023-12-25 10:40:28,338 - pyskl - INFO - Epoch [140][2800/3405] lr: 2.829e-04, eta: 2:32:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9297, loss: 1.9297 +2023-12-25 10:40:53,779 - pyskl - INFO - Epoch [140][2900/3405] lr: 2.813e-04, eta: 2:32:15, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9302, loss: 1.9302 +2023-12-25 10:41:19,102 - pyskl - INFO - Epoch [140][3000/3405] lr: 2.797e-04, eta: 2:31:49, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9307, loss: 1.9307 +2023-12-25 10:41:44,518 - pyskl - INFO - Epoch [140][3100/3405] lr: 2.781e-04, eta: 2:31:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9290, loss: 1.9290 +2023-12-25 10:42:10,307 - pyskl - INFO - Epoch [140][3200/3405] lr: 2.765e-04, eta: 2:30:56, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9296, loss: 1.9296 +2023-12-25 10:42:35,918 - pyskl - INFO - Epoch [140][3300/3405] lr: 2.749e-04, eta: 2:30:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9318, loss: 1.9318 +2023-12-25 10:43:01,339 - pyskl - INFO - Epoch [140][3400/3405] lr: 2.733e-04, eta: 2:30:03, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9321, loss: 1.9321 +2023-12-25 10:43:03,290 - pyskl - INFO - Saving checkpoint at 140 epochs +2023-12-25 10:47:31,186 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 10:47:31,882 - pyskl - INFO - +top1_acc 0.8795 +top5_acc 0.9747 +2023-12-25 10:47:31,887 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_136.pth was removed +2023-12-25 10:47:32,097 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2023-12-25 10:47:32,098 - pyskl - INFO - Best top1_acc is 0.8795 at 140 epoch. +2023-12-25 10:47:32,123 - pyskl - INFO - Epoch(val) [140][3718] top1_acc: 0.8795, top5_acc: 0.9747 +2023-12-25 10:48:25,623 - pyskl - INFO - Epoch [141][100/3405] lr: 2.716e-04, eta: 2:29:37, time: 0.535, data_time: 0.283, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9298, loss: 1.9298 +2023-12-25 10:48:51,135 - pyskl - INFO - Epoch [141][200/3405] lr: 2.700e-04, eta: 2:29:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9286, loss: 1.9286 +2023-12-25 10:49:17,148 - pyskl - INFO - Epoch [141][300/3405] lr: 2.684e-04, eta: 2:28:44, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9306, loss: 1.9306 +2023-12-25 10:49:43,190 - pyskl - INFO - Epoch [141][400/3405] lr: 2.668e-04, eta: 2:28:17, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9298, loss: 1.9298 +2023-12-25 10:50:09,245 - pyskl - INFO - Epoch [141][500/3405] lr: 2.652e-04, eta: 2:27:51, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9287, loss: 1.9287 +2023-12-25 10:50:34,991 - pyskl - INFO - Epoch [141][600/3405] lr: 2.637e-04, eta: 2:27:24, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9300, loss: 1.9300 +2023-12-25 10:51:00,856 - pyskl - INFO - Epoch [141][700/3405] lr: 2.621e-04, eta: 2:26:58, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9297, loss: 1.9297 +2023-12-25 10:51:26,183 - pyskl - INFO - Epoch [141][800/3405] lr: 2.605e-04, eta: 2:26:31, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9304, loss: 1.9304 +2023-12-25 10:51:52,382 - pyskl - INFO - Epoch [141][900/3405] lr: 2.590e-04, eta: 2:26:05, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9304, loss: 1.9304 +2023-12-25 10:52:18,698 - pyskl - INFO - Epoch [141][1000/3405] lr: 2.574e-04, eta: 2:25:39, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9307, loss: 1.9307 +2023-12-25 10:52:44,683 - pyskl - INFO - Epoch [141][1100/3405] lr: 2.559e-04, eta: 2:25:12, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9295, loss: 1.9295 +2023-12-25 10:53:10,566 - pyskl - INFO - Epoch [141][1200/3405] lr: 2.543e-04, eta: 2:24:46, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9304, loss: 1.9304 +2023-12-25 10:53:36,394 - pyskl - INFO - Epoch [141][1300/3405] lr: 2.528e-04, eta: 2:24:19, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9282, loss: 1.9282 +2023-12-25 10:54:02,087 - pyskl - INFO - Epoch [141][1400/3405] lr: 2.512e-04, eta: 2:23:53, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9309, loss: 1.9309 +2023-12-25 10:54:27,711 - pyskl - INFO - Epoch [141][1500/3405] lr: 2.497e-04, eta: 2:23:26, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9305, loss: 1.9305 +2023-12-25 10:54:54,227 - pyskl - INFO - Epoch [141][1600/3405] lr: 2.482e-04, eta: 2:23:00, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9302, loss: 1.9302 +2023-12-25 10:55:21,084 - pyskl - INFO - Epoch [141][1700/3405] lr: 2.467e-04, eta: 2:22:33, time: 0.269, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9285, loss: 1.9285 +2023-12-25 10:55:46,953 - pyskl - INFO - Epoch [141][1800/3405] lr: 2.451e-04, eta: 2:22:07, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9309, loss: 1.9309 +2023-12-25 10:56:12,894 - pyskl - INFO - Epoch [141][1900/3405] lr: 2.436e-04, eta: 2:21:40, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9313, loss: 1.9313 +2023-12-25 10:56:38,771 - pyskl - INFO - Epoch [141][2000/3405] lr: 2.421e-04, eta: 2:21:14, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9328, loss: 1.9328 +2023-12-25 10:57:04,503 - pyskl - INFO - Epoch [141][2100/3405] lr: 2.406e-04, eta: 2:20:47, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9322, loss: 1.9322 +2023-12-25 10:57:30,014 - pyskl - INFO - Epoch [141][2200/3405] lr: 2.391e-04, eta: 2:20:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9290, loss: 1.9290 +2023-12-25 10:57:55,365 - pyskl - INFO - Epoch [141][2300/3405] lr: 2.376e-04, eta: 2:19:54, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9331, loss: 1.9331 +2023-12-25 10:58:20,584 - pyskl - INFO - Epoch [141][2400/3405] lr: 2.361e-04, eta: 2:19:28, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9316, loss: 1.9316 +2023-12-25 10:58:45,814 - pyskl - INFO - Epoch [141][2500/3405] lr: 2.347e-04, eta: 2:19:01, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9297, loss: 1.9297 +2023-12-25 10:59:11,061 - pyskl - INFO - Epoch [141][2600/3405] lr: 2.332e-04, eta: 2:18:35, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9288, loss: 1.9288 +2023-12-25 10:59:36,275 - pyskl - INFO - Epoch [141][2700/3405] lr: 2.317e-04, eta: 2:18:08, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9298, loss: 1.9298 +2023-12-25 11:00:01,712 - pyskl - INFO - Epoch [141][2800/3405] lr: 2.302e-04, eta: 2:17:42, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9323, loss: 1.9323 +2023-12-25 11:00:27,305 - pyskl - INFO - Epoch [141][2900/3405] lr: 2.288e-04, eta: 2:17:15, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9295, loss: 1.9295 +2023-12-25 11:00:52,618 - pyskl - INFO - Epoch [141][3000/3405] lr: 2.273e-04, eta: 2:16:49, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9292, loss: 1.9292 +2023-12-25 11:01:17,974 - pyskl - INFO - Epoch [141][3100/3405] lr: 2.258e-04, eta: 2:16:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9305, loss: 1.9305 +2023-12-25 11:01:43,852 - pyskl - INFO - Epoch [141][3200/3405] lr: 2.244e-04, eta: 2:15:56, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9291, loss: 1.9291 +2023-12-25 11:02:09,980 - pyskl - INFO - Epoch [141][3300/3405] lr: 2.229e-04, eta: 2:15:29, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9288, loss: 1.9288 +2023-12-25 11:02:36,196 - pyskl - INFO - Epoch [141][3400/3405] lr: 2.215e-04, eta: 2:15:03, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9323, loss: 1.9323 +2023-12-25 11:02:38,605 - pyskl - INFO - Saving checkpoint at 141 epochs +2023-12-25 11:07:10,003 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 11:07:10,702 - pyskl - INFO - +top1_acc 0.8799 +top5_acc 0.9751 +2023-12-25 11:07:10,707 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_140.pth was removed +2023-12-25 11:07:10,924 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. +2023-12-25 11:07:10,926 - pyskl - INFO - Best top1_acc is 0.8799 at 141 epoch. +2023-12-25 11:07:10,951 - pyskl - INFO - Epoch(val) [141][3718] top1_acc: 0.8799, top5_acc: 0.9751 +2023-12-25 11:08:03,557 - pyskl - INFO - Epoch [142][100/3405] lr: 2.200e-04, eta: 2:14:37, time: 0.526, data_time: 0.275, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9291, loss: 1.9291 +2023-12-25 11:08:28,949 - pyskl - INFO - Epoch [142][200/3405] lr: 2.186e-04, eta: 2:14:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9295, loss: 1.9295 +2023-12-25 11:08:54,958 - pyskl - INFO - Epoch [142][300/3405] lr: 2.171e-04, eta: 2:13:44, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9302, loss: 1.9302 +2023-12-25 11:09:21,421 - pyskl - INFO - Epoch [142][400/3405] lr: 2.157e-04, eta: 2:13:17, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9297, loss: 1.9297 +2023-12-25 11:09:47,293 - pyskl - INFO - Epoch [142][500/3405] lr: 2.143e-04, eta: 2:12:51, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9283, loss: 1.9283 +2023-12-25 11:10:12,843 - pyskl - INFO - Epoch [142][600/3405] lr: 2.129e-04, eta: 2:12:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9320, loss: 1.9320 +2023-12-25 11:10:38,819 - pyskl - INFO - Epoch [142][700/3405] lr: 2.115e-04, eta: 2:11:58, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9320, loss: 1.9320 +2023-12-25 11:11:04,418 - pyskl - INFO - Epoch [142][800/3405] lr: 2.100e-04, eta: 2:11:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9298, loss: 1.9298 +2023-12-25 11:11:30,069 - pyskl - INFO - Epoch [142][900/3405] lr: 2.086e-04, eta: 2:11:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9289, loss: 1.9289 +2023-12-25 11:11:55,748 - pyskl - INFO - Epoch [142][1000/3405] lr: 2.072e-04, eta: 2:10:38, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9305, loss: 1.9305 +2023-12-25 11:12:21,305 - pyskl - INFO - Epoch [142][1100/3405] lr: 2.059e-04, eta: 2:10:12, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9297, loss: 1.9297 +2023-12-25 11:12:46,705 - pyskl - INFO - Epoch [142][1200/3405] lr: 2.045e-04, eta: 2:09:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9299, loss: 1.9299 +2023-12-25 11:13:12,359 - pyskl - INFO - Epoch [142][1300/3405] lr: 2.031e-04, eta: 2:09:19, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9308, loss: 1.9308 +2023-12-25 11:13:37,879 - pyskl - INFO - Epoch [142][1400/3405] lr: 2.017e-04, eta: 2:08:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9300, loss: 1.9300 +2023-12-25 11:14:03,514 - pyskl - INFO - Epoch [142][1500/3405] lr: 2.003e-04, eta: 2:08:26, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9287, loss: 1.9287 +2023-12-25 11:14:29,047 - pyskl - INFO - Epoch [142][1600/3405] lr: 1.990e-04, eta: 2:07:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9300, loss: 1.9300 +2023-12-25 11:14:54,401 - pyskl - INFO - Epoch [142][1700/3405] lr: 1.976e-04, eta: 2:07:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9289, loss: 1.9289 +2023-12-25 11:15:20,152 - pyskl - INFO - Epoch [142][1800/3405] lr: 1.962e-04, eta: 2:07:06, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9287, loss: 1.9287 +2023-12-25 11:15:45,420 - pyskl - INFO - Epoch [142][1900/3405] lr: 1.949e-04, eta: 2:06:40, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9303, loss: 1.9303 +2023-12-25 11:16:11,026 - pyskl - INFO - Epoch [142][2000/3405] lr: 1.935e-04, eta: 2:06:13, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9292, loss: 1.9292 +2023-12-25 11:16:36,677 - pyskl - INFO - Epoch [142][2100/3405] lr: 1.922e-04, eta: 2:05:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9299, loss: 1.9299 +2023-12-25 11:17:01,855 - pyskl - INFO - Epoch [142][2200/3405] lr: 1.909e-04, eta: 2:05:20, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9309, loss: 1.9309 +2023-12-25 11:17:27,046 - pyskl - INFO - Epoch [142][2300/3405] lr: 1.895e-04, eta: 2:04:54, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9306, loss: 1.9306 +2023-12-25 11:17:52,253 - pyskl - INFO - Epoch [142][2400/3405] lr: 1.882e-04, eta: 2:04:27, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9304, loss: 1.9304 +2023-12-25 11:18:17,474 - pyskl - INFO - Epoch [142][2500/3405] lr: 1.869e-04, eta: 2:04:01, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9294, loss: 1.9294 +2023-12-25 11:18:42,691 - pyskl - INFO - Epoch [142][2600/3405] lr: 1.855e-04, eta: 2:03:34, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9303, loss: 1.9303 +2023-12-25 11:19:07,957 - pyskl - INFO - Epoch [142][2700/3405] lr: 1.842e-04, eta: 2:03:08, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9296, loss: 1.9296 +2023-12-25 11:19:33,194 - pyskl - INFO - Epoch [142][2800/3405] lr: 1.829e-04, eta: 2:02:41, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9310, loss: 1.9310 +2023-12-25 11:19:58,542 - pyskl - INFO - Epoch [142][2900/3405] lr: 1.816e-04, eta: 2:02:15, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9309, loss: 1.9309 +2023-12-25 11:20:24,152 - pyskl - INFO - Epoch [142][3000/3405] lr: 1.803e-04, eta: 2:01:48, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9320, loss: 1.9320 +2023-12-25 11:20:49,599 - pyskl - INFO - Epoch [142][3100/3405] lr: 1.790e-04, eta: 2:01:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9273, loss: 1.9273 +2023-12-25 11:21:15,040 - pyskl - INFO - Epoch [142][3200/3405] lr: 1.777e-04, eta: 2:00:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9302, loss: 1.9302 +2023-12-25 11:21:40,649 - pyskl - INFO - Epoch [142][3300/3405] lr: 1.764e-04, eta: 2:00:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9308, loss: 1.9308 +2023-12-25 11:22:06,467 - pyskl - INFO - Epoch [142][3400/3405] lr: 1.751e-04, eta: 2:00:02, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9297, loss: 1.9297 +2023-12-25 11:22:08,369 - pyskl - INFO - Saving checkpoint at 142 epochs +2023-12-25 11:26:37,403 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 11:26:38,206 - pyskl - INFO - +top1_acc 0.8790 +top5_acc 0.9754 +2023-12-25 11:26:38,236 - pyskl - INFO - Epoch(val) [142][3718] top1_acc: 0.8790, top5_acc: 0.9754 +2023-12-25 11:27:34,834 - pyskl - INFO - Epoch [143][100/3405] lr: 1.738e-04, eta: 1:59:36, time: 0.566, data_time: 0.310, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9328, loss: 1.9328 +2023-12-25 11:28:00,794 - pyskl - INFO - Epoch [143][200/3405] lr: 1.725e-04, eta: 1:59:10, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9290, loss: 1.9290 +2023-12-25 11:28:26,784 - pyskl - INFO - Epoch [143][300/3405] lr: 1.712e-04, eta: 1:58:43, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9311, loss: 1.9311 +2023-12-25 11:28:52,822 - pyskl - INFO - Epoch [143][400/3405] lr: 1.700e-04, eta: 1:58:17, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9306, loss: 1.9306 +2023-12-25 11:29:18,557 - pyskl - INFO - Epoch [143][500/3405] lr: 1.687e-04, eta: 1:57:50, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9287, loss: 1.9287 +2023-12-25 11:29:44,296 - pyskl - INFO - Epoch [143][600/3405] lr: 1.675e-04, eta: 1:57:24, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9305, loss: 1.9305 +2023-12-25 11:30:09,695 - pyskl - INFO - Epoch [143][700/3405] lr: 1.662e-04, eta: 1:56:57, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9302, loss: 1.9302 +2023-12-25 11:30:34,961 - pyskl - INFO - Epoch [143][800/3405] lr: 1.650e-04, eta: 1:56:31, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9303, loss: 1.9303 +2023-12-25 11:31:00,844 - pyskl - INFO - Epoch [143][900/3405] lr: 1.637e-04, eta: 1:56:04, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9299, loss: 1.9299 +2023-12-25 11:31:26,733 - pyskl - INFO - Epoch [143][1000/3405] lr: 1.625e-04, eta: 1:55:38, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9297, loss: 1.9297 +2023-12-25 11:31:52,228 - pyskl - INFO - Epoch [143][1100/3405] lr: 1.612e-04, eta: 1:55:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9317, loss: 1.9317 +2023-12-25 11:32:17,959 - pyskl - INFO - Epoch [143][1200/3405] lr: 1.600e-04, eta: 1:54:45, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9307, loss: 1.9307 +2023-12-25 11:32:44,187 - pyskl - INFO - Epoch [143][1300/3405] lr: 1.588e-04, eta: 1:54:18, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9276, loss: 1.9276 +2023-12-25 11:33:10,532 - pyskl - INFO - Epoch [143][1400/3405] lr: 1.576e-04, eta: 1:53:52, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9304, loss: 1.9304 +2023-12-25 11:33:36,050 - pyskl - INFO - Epoch [143][1500/3405] lr: 1.564e-04, eta: 1:53:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9285, loss: 1.9285 +2023-12-25 11:34:01,350 - pyskl - INFO - Epoch [143][1600/3405] lr: 1.551e-04, eta: 1:52:59, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9289, loss: 1.9289 +2023-12-25 11:34:26,661 - pyskl - INFO - Epoch [143][1700/3405] lr: 1.539e-04, eta: 1:52:33, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9283, loss: 1.9283 +2023-12-25 11:34:51,902 - pyskl - INFO - Epoch [143][1800/3405] lr: 1.527e-04, eta: 1:52:06, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9291, loss: 1.9291 +2023-12-25 11:35:17,181 - pyskl - INFO - Epoch [143][1900/3405] lr: 1.515e-04, eta: 1:51:40, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9298, loss: 1.9298 +2023-12-25 11:35:42,984 - pyskl - INFO - Epoch [143][2000/3405] lr: 1.504e-04, eta: 1:51:13, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9292, loss: 1.9292 +2023-12-25 11:36:08,518 - pyskl - INFO - Epoch [143][2100/3405] lr: 1.492e-04, eta: 1:50:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9289, loss: 1.9289 +2023-12-25 11:36:33,772 - pyskl - INFO - Epoch [143][2200/3405] lr: 1.480e-04, eta: 1:50:20, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9292, loss: 1.9292 +2023-12-25 11:36:59,104 - pyskl - INFO - Epoch [143][2300/3405] lr: 1.468e-04, eta: 1:49:54, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9306, loss: 1.9306 +2023-12-25 11:37:24,439 - pyskl - INFO - Epoch [143][2400/3405] lr: 1.456e-04, eta: 1:49:27, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9283, loss: 1.9283 +2023-12-25 11:37:49,826 - pyskl - INFO - Epoch [143][2500/3405] lr: 1.445e-04, eta: 1:49:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9296, loss: 1.9296 +2023-12-25 11:38:15,247 - pyskl - INFO - Epoch [143][2600/3405] lr: 1.433e-04, eta: 1:48:34, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9294, loss: 1.9294 +2023-12-25 11:38:40,785 - pyskl - INFO - Epoch [143][2700/3405] lr: 1.421e-04, eta: 1:48:08, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9286, loss: 1.9286 +2023-12-25 11:39:06,107 - pyskl - INFO - Epoch [143][2800/3405] lr: 1.410e-04, eta: 1:47:41, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9300, loss: 1.9300 +2023-12-25 11:39:31,663 - pyskl - INFO - Epoch [143][2900/3405] lr: 1.398e-04, eta: 1:47:15, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9288, loss: 1.9288 +2023-12-25 11:39:57,195 - pyskl - INFO - Epoch [143][3000/3405] lr: 1.387e-04, eta: 1:46:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9304, loss: 1.9304 +2023-12-25 11:40:22,859 - pyskl - INFO - Epoch [143][3100/3405] lr: 1.376e-04, eta: 1:46:22, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9301, loss: 1.9301 +2023-12-25 11:40:48,536 - pyskl - INFO - Epoch [143][3200/3405] lr: 1.364e-04, eta: 1:45:55, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9290, loss: 1.9290 +2023-12-25 11:41:14,017 - pyskl - INFO - Epoch [143][3300/3405] lr: 1.353e-04, eta: 1:45:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9326, loss: 1.9326 +2023-12-25 11:41:39,581 - pyskl - INFO - Epoch [143][3400/3405] lr: 1.342e-04, eta: 1:45:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9298, loss: 1.9298 +2023-12-25 11:41:41,615 - pyskl - INFO - Saving checkpoint at 143 epochs +2023-12-25 11:46:08,843 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 11:46:09,567 - pyskl - INFO - +top1_acc 0.8806 +top5_acc 0.9758 +2023-12-25 11:46:09,572 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_141.pth was removed +2023-12-25 11:46:09,784 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_143.pth. +2023-12-25 11:46:09,785 - pyskl - INFO - Best top1_acc is 0.8806 at 143 epoch. +2023-12-25 11:46:09,810 - pyskl - INFO - Epoch(val) [143][3718] top1_acc: 0.8806, top5_acc: 0.9758 +2023-12-25 11:47:03,387 - pyskl - INFO - Epoch [144][100/3405] lr: 1.330e-04, eta: 1:44:36, time: 0.536, data_time: 0.270, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9291, loss: 1.9291 +2023-12-25 11:47:30,056 - pyskl - INFO - Epoch [144][200/3405] lr: 1.319e-04, eta: 1:44:09, time: 0.267, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9311, loss: 1.9311 +2023-12-25 11:47:57,206 - pyskl - INFO - Epoch [144][300/3405] lr: 1.308e-04, eta: 1:43:43, time: 0.271, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9284, loss: 1.9284 +2023-12-25 11:48:24,207 - pyskl - INFO - Epoch [144][400/3405] lr: 1.297e-04, eta: 1:43:16, time: 0.270, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9298, loss: 1.9298 +2023-12-25 11:48:50,157 - pyskl - INFO - Epoch [144][500/3405] lr: 1.285e-04, eta: 1:42:50, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9294, loss: 1.9294 +2023-12-25 11:49:15,920 - pyskl - INFO - Epoch [144][600/3405] lr: 1.275e-04, eta: 1:42:24, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9284, loss: 1.9284 +2023-12-25 11:49:41,641 - pyskl - INFO - Epoch [144][700/3405] lr: 1.264e-04, eta: 1:41:57, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9306, loss: 1.9306 +2023-12-25 11:50:07,441 - pyskl - INFO - Epoch [144][800/3405] lr: 1.253e-04, eta: 1:41:31, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9281, loss: 1.9281 +2023-12-25 11:50:33,425 - pyskl - INFO - Epoch [144][900/3405] lr: 1.242e-04, eta: 1:41:04, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9292, loss: 1.9292 +2023-12-25 11:50:59,373 - pyskl - INFO - Epoch [144][1000/3405] lr: 1.231e-04, eta: 1:40:38, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9292, loss: 1.9292 +2023-12-25 11:51:26,048 - pyskl - INFO - Epoch [144][1100/3405] lr: 1.220e-04, eta: 1:40:11, time: 0.267, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9295, loss: 1.9295 +2023-12-25 11:51:52,858 - pyskl - INFO - Epoch [144][1200/3405] lr: 1.210e-04, eta: 1:39:45, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9317, loss: 1.9317 +2023-12-25 11:52:19,676 - pyskl - INFO - Epoch [144][1300/3405] lr: 1.199e-04, eta: 1:39:18, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9293, loss: 1.9293 +2023-12-25 11:52:46,531 - pyskl - INFO - Epoch [144][1400/3405] lr: 1.188e-04, eta: 1:38:52, time: 0.269, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9288, loss: 1.9288 +2023-12-25 11:53:13,397 - pyskl - INFO - Epoch [144][1500/3405] lr: 1.178e-04, eta: 1:38:26, time: 0.269, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9306, loss: 1.9306 +2023-12-25 11:53:40,267 - pyskl - INFO - Epoch [144][1600/3405] lr: 1.167e-04, eta: 1:37:59, time: 0.269, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9299, loss: 1.9299 +2023-12-25 11:54:05,844 - pyskl - INFO - Epoch [144][1700/3405] lr: 1.157e-04, eta: 1:37:33, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9299, loss: 1.9299 +2023-12-25 11:54:31,281 - pyskl - INFO - Epoch [144][1800/3405] lr: 1.146e-04, eta: 1:37:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9294, loss: 1.9294 +2023-12-25 11:54:57,093 - pyskl - INFO - Epoch [144][1900/3405] lr: 1.136e-04, eta: 1:36:40, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9296, loss: 1.9296 +2023-12-25 11:55:22,759 - pyskl - INFO - Epoch [144][2000/3405] lr: 1.126e-04, eta: 1:36:13, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9284, loss: 1.9284 +2023-12-25 11:55:48,196 - pyskl - INFO - Epoch [144][2100/3405] lr: 1.116e-04, eta: 1:35:47, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9296, loss: 1.9296 +2023-12-25 11:56:13,535 - pyskl - INFO - Epoch [144][2200/3405] lr: 1.105e-04, eta: 1:35:20, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9289, loss: 1.9289 +2023-12-25 11:56:39,096 - pyskl - INFO - Epoch [144][2300/3405] lr: 1.095e-04, eta: 1:34:54, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9299, loss: 1.9299 +2023-12-25 11:57:05,033 - pyskl - INFO - Epoch [144][2400/3405] lr: 1.085e-04, eta: 1:34:27, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9304, loss: 1.9304 +2023-12-25 11:57:31,311 - pyskl - INFO - Epoch [144][2500/3405] lr: 1.075e-04, eta: 1:34:01, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9306, loss: 1.9306 +2023-12-25 11:57:56,784 - pyskl - INFO - Epoch [144][2600/3405] lr: 1.065e-04, eta: 1:33:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9298, loss: 1.9298 +2023-12-25 11:58:23,338 - pyskl - INFO - Epoch [144][2700/3405] lr: 1.055e-04, eta: 1:33:08, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9313, loss: 1.9313 +2023-12-25 11:58:49,040 - pyskl - INFO - Epoch [144][2800/3405] lr: 1.045e-04, eta: 1:32:41, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9296, loss: 1.9296 +2023-12-25 11:59:14,347 - pyskl - INFO - Epoch [144][2900/3405] lr: 1.035e-04, eta: 1:32:15, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9293, loss: 1.9293 +2023-12-25 11:59:39,661 - pyskl - INFO - Epoch [144][3000/3405] lr: 1.025e-04, eta: 1:31:48, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9310, loss: 1.9310 +2023-12-25 12:00:04,928 - pyskl - INFO - Epoch [144][3100/3405] lr: 1.015e-04, eta: 1:31:22, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9301, loss: 1.9301 +2023-12-25 12:00:30,238 - pyskl - INFO - Epoch [144][3200/3405] lr: 1.006e-04, eta: 1:30:55, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9295, loss: 1.9295 +2023-12-25 12:00:55,653 - pyskl - INFO - Epoch [144][3300/3405] lr: 9.959e-05, eta: 1:30:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9304, loss: 1.9304 +2023-12-25 12:01:21,414 - pyskl - INFO - Epoch [144][3400/3405] lr: 9.862e-05, eta: 1:30:03, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9306, loss: 1.9306 +2023-12-25 12:01:23,327 - pyskl - INFO - Saving checkpoint at 144 epochs +2023-12-25 12:05:51,100 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 12:05:51,741 - pyskl - INFO - +top1_acc 0.8807 +top5_acc 0.9758 +2023-12-25 12:05:51,746 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_143.pth was removed +2023-12-25 12:05:51,961 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_144.pth. +2023-12-25 12:05:51,963 - pyskl - INFO - Best top1_acc is 0.8807 at 144 epoch. +2023-12-25 12:05:51,988 - pyskl - INFO - Epoch(val) [144][3718] top1_acc: 0.8807, top5_acc: 0.9758 +2023-12-25 12:06:44,855 - pyskl - INFO - Epoch [145][100/3405] lr: 9.761e-05, eta: 1:29:36, time: 0.529, data_time: 0.272, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9292, loss: 1.9292 +2023-12-25 12:07:10,628 - pyskl - INFO - Epoch [145][200/3405] lr: 9.666e-05, eta: 1:29:09, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9279, loss: 1.9279 +2023-12-25 12:07:36,568 - pyskl - INFO - Epoch [145][300/3405] lr: 9.571e-05, eta: 1:28:43, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9288, loss: 1.9288 +2023-12-25 12:08:02,396 - pyskl - INFO - Epoch [145][400/3405] lr: 9.476e-05, eta: 1:28:16, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9311, loss: 1.9311 +2023-12-25 12:08:28,436 - pyskl - INFO - Epoch [145][500/3405] lr: 9.382e-05, eta: 1:27:50, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9297, loss: 1.9297 +2023-12-25 12:08:54,283 - pyskl - INFO - Epoch [145][600/3405] lr: 9.288e-05, eta: 1:27:23, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9307, loss: 1.9307 +2023-12-25 12:09:20,052 - pyskl - INFO - Epoch [145][700/3405] lr: 9.194e-05, eta: 1:26:57, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9291, loss: 1.9291 +2023-12-25 12:09:45,862 - pyskl - INFO - Epoch [145][800/3405] lr: 9.102e-05, eta: 1:26:30, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9286, loss: 1.9286 +2023-12-25 12:10:11,769 - pyskl - INFO - Epoch [145][900/3405] lr: 9.009e-05, eta: 1:26:04, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9290, loss: 1.9290 +2023-12-25 12:10:37,595 - pyskl - INFO - Epoch [145][1000/3405] lr: 8.917e-05, eta: 1:25:38, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9301, loss: 1.9301 +2023-12-25 12:11:02,947 - pyskl - INFO - Epoch [145][1100/3405] lr: 8.826e-05, eta: 1:25:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9290, loss: 1.9290 +2023-12-25 12:11:28,376 - pyskl - INFO - Epoch [145][1200/3405] lr: 8.735e-05, eta: 1:24:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9295, loss: 1.9295 +2023-12-25 12:11:54,089 - pyskl - INFO - Epoch [145][1300/3405] lr: 8.644e-05, eta: 1:24:18, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9291, loss: 1.9291 +2023-12-25 12:12:19,871 - pyskl - INFO - Epoch [145][1400/3405] lr: 8.554e-05, eta: 1:23:52, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9298, loss: 1.9298 +2023-12-25 12:12:46,742 - pyskl - INFO - Epoch [145][1500/3405] lr: 8.465e-05, eta: 1:23:25, time: 0.269, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9292, loss: 1.9292 +2023-12-25 12:13:12,847 - pyskl - INFO - Epoch [145][1600/3405] lr: 8.376e-05, eta: 1:22:59, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9294, loss: 1.9294 +2023-12-25 12:13:38,927 - pyskl - INFO - Epoch [145][1700/3405] lr: 8.287e-05, eta: 1:22:32, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9296, loss: 1.9296 +2023-12-25 12:14:05,042 - pyskl - INFO - Epoch [145][1800/3405] lr: 8.199e-05, eta: 1:22:06, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9297, loss: 1.9297 +2023-12-25 12:14:30,569 - pyskl - INFO - Epoch [145][1900/3405] lr: 8.111e-05, eta: 1:21:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9302, loss: 1.9302 +2023-12-25 12:14:56,508 - pyskl - INFO - Epoch [145][2000/3405] lr: 8.024e-05, eta: 1:21:13, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9304, loss: 1.9304 +2023-12-25 12:15:21,795 - pyskl - INFO - Epoch [145][2100/3405] lr: 7.937e-05, eta: 1:20:46, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9309, loss: 1.9309 +2023-12-25 12:15:47,135 - pyskl - INFO - Epoch [145][2200/3405] lr: 7.851e-05, eta: 1:20:20, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9299, loss: 1.9299 +2023-12-25 12:16:12,473 - pyskl - INFO - Epoch [145][2300/3405] lr: 7.765e-05, eta: 1:19:53, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9291, loss: 1.9291 +2023-12-25 12:16:37,874 - pyskl - INFO - Epoch [145][2400/3405] lr: 7.680e-05, eta: 1:19:27, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9293, loss: 1.9293 +2023-12-25 12:17:03,508 - pyskl - INFO - Epoch [145][2500/3405] lr: 7.595e-05, eta: 1:19:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9287, loss: 1.9287 +2023-12-25 12:17:28,953 - pyskl - INFO - Epoch [145][2600/3405] lr: 7.511e-05, eta: 1:18:34, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9296, loss: 1.9296 +2023-12-25 12:17:54,301 - pyskl - INFO - Epoch [145][2700/3405] lr: 7.427e-05, eta: 1:18:08, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9310, loss: 1.9310 +2023-12-25 12:18:19,702 - pyskl - INFO - Epoch [145][2800/3405] lr: 7.343e-05, eta: 1:17:41, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9289, loss: 1.9289 +2023-12-25 12:18:44,990 - pyskl - INFO - Epoch [145][2900/3405] lr: 7.260e-05, eta: 1:17:15, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9294, loss: 1.9294 +2023-12-25 12:19:10,320 - pyskl - INFO - Epoch [145][3000/3405] lr: 7.178e-05, eta: 1:16:48, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9280, loss: 1.9280 +2023-12-25 12:19:36,193 - pyskl - INFO - Epoch [145][3100/3405] lr: 7.096e-05, eta: 1:16:22, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9295, loss: 1.9295 +2023-12-25 12:20:01,734 - pyskl - INFO - Epoch [145][3200/3405] lr: 7.014e-05, eta: 1:15:55, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9292, loss: 1.9292 +2023-12-25 12:20:27,644 - pyskl - INFO - Epoch [145][3300/3405] lr: 6.933e-05, eta: 1:15:29, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9276, loss: 1.9276 +2023-12-25 12:20:53,199 - pyskl - INFO - Epoch [145][3400/3405] lr: 6.852e-05, eta: 1:15:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9309, loss: 1.9309 +2023-12-25 12:20:55,094 - pyskl - INFO - Saving checkpoint at 145 epochs +2023-12-25 12:25:22,713 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 12:25:23,374 - pyskl - INFO - +top1_acc 0.8763 +top5_acc 0.9754 +2023-12-25 12:25:23,399 - pyskl - INFO - Epoch(val) [145][3718] top1_acc: 0.8763, top5_acc: 0.9754 +2023-12-25 12:26:15,755 - pyskl - INFO - Epoch [146][100/3405] lr: 6.768e-05, eta: 1:14:35, time: 0.523, data_time: 0.270, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9298, loss: 1.9298 +2023-12-25 12:26:41,196 - pyskl - INFO - Epoch [146][200/3405] lr: 6.689e-05, eta: 1:14:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9292, loss: 1.9292 +2023-12-25 12:27:07,297 - pyskl - INFO - Epoch [146][300/3405] lr: 6.609e-05, eta: 1:13:42, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9305, loss: 1.9305 +2023-12-25 12:27:33,657 - pyskl - INFO - Epoch [146][400/3405] lr: 6.531e-05, eta: 1:13:16, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9313, loss: 1.9313 +2023-12-25 12:27:59,407 - pyskl - INFO - Epoch [146][500/3405] lr: 6.452e-05, eta: 1:12:49, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9281, loss: 1.9281 +2023-12-25 12:28:25,058 - pyskl - INFO - Epoch [146][600/3405] lr: 6.375e-05, eta: 1:12:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9297, loss: 1.9297 +2023-12-25 12:28:50,623 - pyskl - INFO - Epoch [146][700/3405] lr: 6.297e-05, eta: 1:11:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9297, loss: 1.9297 +2023-12-25 12:29:16,792 - pyskl - INFO - Epoch [146][800/3405] lr: 6.221e-05, eta: 1:11:30, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9289, loss: 1.9289 +2023-12-25 12:29:42,385 - pyskl - INFO - Epoch [146][900/3405] lr: 6.144e-05, eta: 1:11:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9294, loss: 1.9294 +2023-12-25 12:30:07,753 - pyskl - INFO - Epoch [146][1000/3405] lr: 6.068e-05, eta: 1:10:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9283, loss: 1.9283 +2023-12-25 12:30:33,335 - pyskl - INFO - Epoch [146][1100/3405] lr: 5.993e-05, eta: 1:10:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9325, loss: 1.9325 +2023-12-25 12:30:58,899 - pyskl - INFO - Epoch [146][1200/3405] lr: 5.918e-05, eta: 1:09:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9276, loss: 1.9276 +2023-12-25 12:31:24,504 - pyskl - INFO - Epoch [146][1300/3405] lr: 5.843e-05, eta: 1:09:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9294, loss: 1.9294 +2023-12-25 12:31:50,199 - pyskl - INFO - Epoch [146][1400/3405] lr: 5.769e-05, eta: 1:08:51, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9296, loss: 1.9296 +2023-12-25 12:32:15,684 - pyskl - INFO - Epoch [146][1500/3405] lr: 5.696e-05, eta: 1:08:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9274, loss: 1.9274 +2023-12-25 12:32:41,098 - pyskl - INFO - Epoch [146][1600/3405] lr: 5.623e-05, eta: 1:07:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9292, loss: 1.9292 +2023-12-25 12:33:07,162 - pyskl - INFO - Epoch [146][1700/3405] lr: 5.550e-05, eta: 1:07:32, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9270, loss: 1.9270 +2023-12-25 12:33:33,144 - pyskl - INFO - Epoch [146][1800/3405] lr: 5.478e-05, eta: 1:07:05, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9291, loss: 1.9291 +2023-12-25 12:33:58,482 - pyskl - INFO - Epoch [146][1900/3405] lr: 5.406e-05, eta: 1:06:39, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9301, loss: 1.9301 +2023-12-25 12:34:24,331 - pyskl - INFO - Epoch [146][2000/3405] lr: 5.335e-05, eta: 1:06:12, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9278, loss: 1.9278 +2023-12-25 12:34:50,725 - pyskl - INFO - Epoch [146][2100/3405] lr: 5.264e-05, eta: 1:05:46, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9281, loss: 1.9281 +2023-12-25 12:35:16,291 - pyskl - INFO - Epoch [146][2200/3405] lr: 5.194e-05, eta: 1:05:20, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9289, loss: 1.9289 +2023-12-25 12:35:41,592 - pyskl - INFO - Epoch [146][2300/3405] lr: 5.124e-05, eta: 1:04:53, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9300, loss: 1.9300 +2023-12-25 12:36:07,062 - pyskl - INFO - Epoch [146][2400/3405] lr: 5.055e-05, eta: 1:04:27, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9290, loss: 1.9290 +2023-12-25 12:36:32,447 - pyskl - INFO - Epoch [146][2500/3405] lr: 4.986e-05, eta: 1:04:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9279, loss: 1.9279 +2023-12-25 12:36:57,950 - pyskl - INFO - Epoch [146][2600/3405] lr: 4.918e-05, eta: 1:03:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9282, loss: 1.9282 +2023-12-25 12:37:23,521 - pyskl - INFO - Epoch [146][2700/3405] lr: 4.850e-05, eta: 1:03:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9304, loss: 1.9304 +2023-12-25 12:37:48,761 - pyskl - INFO - Epoch [146][2800/3405] lr: 4.782e-05, eta: 1:02:41, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9295, loss: 1.9295 +2023-12-25 12:38:13,983 - pyskl - INFO - Epoch [146][2900/3405] lr: 4.716e-05, eta: 1:02:14, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9293, loss: 1.9293 +2023-12-25 12:38:39,226 - pyskl - INFO - Epoch [146][3000/3405] lr: 4.649e-05, eta: 1:01:48, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9300, loss: 1.9300 +2023-12-25 12:39:04,511 - pyskl - INFO - Epoch [146][3100/3405] lr: 4.583e-05, eta: 1:01:21, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9306, loss: 1.9306 +2023-12-25 12:39:29,990 - pyskl - INFO - Epoch [146][3200/3405] lr: 4.517e-05, eta: 1:00:55, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9288, loss: 1.9288 +2023-12-25 12:39:55,646 - pyskl - INFO - Epoch [146][3300/3405] lr: 4.452e-05, eta: 1:00:28, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9288, loss: 1.9288 +2023-12-25 12:40:21,137 - pyskl - INFO - Epoch [146][3400/3405] lr: 4.388e-05, eta: 1:00:02, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9307, loss: 1.9307 +2023-12-25 12:40:23,050 - pyskl - INFO - Saving checkpoint at 146 epochs +2023-12-25 12:44:50,380 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 12:44:51,061 - pyskl - INFO - +top1_acc 0.8785 +top5_acc 0.9751 +2023-12-25 12:44:51,087 - pyskl - INFO - Epoch(val) [146][3718] top1_acc: 0.8785, top5_acc: 0.9751 +2023-12-25 12:45:43,525 - pyskl - INFO - Epoch [147][100/3405] lr: 4.320e-05, eta: 0:59:35, time: 0.524, data_time: 0.272, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9289, loss: 1.9289 +2023-12-25 12:46:09,198 - pyskl - INFO - Epoch [147][200/3405] lr: 4.257e-05, eta: 0:59:08, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9297, loss: 1.9297 +2023-12-25 12:46:35,453 - pyskl - INFO - Epoch [147][300/3405] lr: 4.194e-05, eta: 0:58:42, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9286, loss: 1.9286 +2023-12-25 12:47:01,472 - pyskl - INFO - Epoch [147][400/3405] lr: 4.131e-05, eta: 0:58:15, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9313, loss: 1.9313 +2023-12-25 12:47:27,226 - pyskl - INFO - Epoch [147][500/3405] lr: 4.069e-05, eta: 0:57:49, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9298, loss: 1.9298 +2023-12-25 12:47:52,537 - pyskl - INFO - Epoch [147][600/3405] lr: 4.007e-05, eta: 0:57:22, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9284, loss: 1.9284 +2023-12-25 12:48:18,366 - pyskl - INFO - Epoch [147][700/3405] lr: 3.946e-05, eta: 0:56:56, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9310, loss: 1.9310 +2023-12-25 12:48:44,329 - pyskl - INFO - Epoch [147][800/3405] lr: 3.885e-05, eta: 0:56:30, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9285, loss: 1.9285 +2023-12-25 12:49:10,251 - pyskl - INFO - Epoch [147][900/3405] lr: 3.825e-05, eta: 0:56:03, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9294, loss: 1.9294 +2023-12-25 12:49:35,836 - pyskl - INFO - Epoch [147][1000/3405] lr: 3.765e-05, eta: 0:55:37, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9285, loss: 1.9285 +2023-12-25 12:50:01,814 - pyskl - INFO - Epoch [147][1100/3405] lr: 3.705e-05, eta: 0:55:10, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9284, loss: 1.9284 +2023-12-25 12:50:27,981 - pyskl - INFO - Epoch [147][1200/3405] lr: 3.646e-05, eta: 0:54:44, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9302, loss: 1.9302 +2023-12-25 12:50:54,351 - pyskl - INFO - Epoch [147][1300/3405] lr: 3.588e-05, eta: 0:54:17, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9316, loss: 1.9316 +2023-12-25 12:51:19,884 - pyskl - INFO - Epoch [147][1400/3405] lr: 3.530e-05, eta: 0:53:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9274, loss: 1.9274 +2023-12-25 12:51:46,309 - pyskl - INFO - Epoch [147][1500/3405] lr: 3.472e-05, eta: 0:53:24, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9291, loss: 1.9291 +2023-12-25 12:52:13,110 - pyskl - INFO - Epoch [147][1600/3405] lr: 3.415e-05, eta: 0:52:58, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9320, loss: 1.9320 +2023-12-25 12:52:39,407 - pyskl - INFO - Epoch [147][1700/3405] lr: 3.359e-05, eta: 0:52:32, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9296, loss: 1.9296 +2023-12-25 12:53:05,155 - pyskl - INFO - Epoch [147][1800/3405] lr: 3.303e-05, eta: 0:52:05, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9296, loss: 1.9296 +2023-12-25 12:53:30,788 - pyskl - INFO - Epoch [147][1900/3405] lr: 3.247e-05, eta: 0:51:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9298, loss: 1.9298 +2023-12-25 12:53:56,149 - pyskl - INFO - Epoch [147][2000/3405] lr: 3.192e-05, eta: 0:51:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9276, loss: 1.9276 +2023-12-25 12:54:21,991 - pyskl - INFO - Epoch [147][2100/3405] lr: 3.137e-05, eta: 0:50:46, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9272, loss: 1.9272 +2023-12-25 12:54:47,576 - pyskl - INFO - Epoch [147][2200/3405] lr: 3.083e-05, eta: 0:50:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9291, loss: 1.9291 +2023-12-25 12:55:13,323 - pyskl - INFO - Epoch [147][2300/3405] lr: 3.029e-05, eta: 0:49:53, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9285, loss: 1.9285 +2023-12-25 12:55:38,854 - pyskl - INFO - Epoch [147][2400/3405] lr: 2.976e-05, eta: 0:49:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9290, loss: 1.9290 +2023-12-25 12:56:04,473 - pyskl - INFO - Epoch [147][2500/3405] lr: 2.923e-05, eta: 0:49:00, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9288, loss: 1.9288 +2023-12-25 12:56:29,966 - pyskl - INFO - Epoch [147][2600/3405] lr: 2.871e-05, eta: 0:48:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9297, loss: 1.9297 +2023-12-25 12:56:55,559 - pyskl - INFO - Epoch [147][2700/3405] lr: 2.819e-05, eta: 0:48:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9288, loss: 1.9288 +2023-12-25 12:57:21,037 - pyskl - INFO - Epoch [147][2800/3405] lr: 2.768e-05, eta: 0:47:40, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9296, loss: 1.9296 +2023-12-25 12:57:46,521 - pyskl - INFO - Epoch [147][2900/3405] lr: 2.717e-05, eta: 0:47:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9290, loss: 1.9290 +2023-12-25 12:58:12,024 - pyskl - INFO - Epoch [147][3000/3405] lr: 2.666e-05, eta: 0:46:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9292, loss: 1.9292 +2023-12-25 12:58:37,634 - pyskl - INFO - Epoch [147][3100/3405] lr: 2.617e-05, eta: 0:46:21, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9287, loss: 1.9287 +2023-12-25 12:59:03,370 - pyskl - INFO - Epoch [147][3200/3405] lr: 2.567e-05, eta: 0:45:55, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9280, loss: 1.9280 +2023-12-25 12:59:28,829 - pyskl - INFO - Epoch [147][3300/3405] lr: 2.518e-05, eta: 0:45:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9294, loss: 1.9294 +2023-12-25 12:59:54,472 - pyskl - INFO - Epoch [147][3400/3405] lr: 2.469e-05, eta: 0:45:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9301, loss: 1.9301 +2023-12-25 12:59:56,587 - pyskl - INFO - Saving checkpoint at 147 epochs +2023-12-25 13:04:23,911 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 13:04:24,563 - pyskl - INFO - +top1_acc 0.8802 +top5_acc 0.9760 +2023-12-25 13:04:24,588 - pyskl - INFO - Epoch(val) [147][3718] top1_acc: 0.8802, top5_acc: 0.9760 +2023-12-25 13:05:17,270 - pyskl - INFO - Epoch [148][100/3405] lr: 2.419e-05, eta: 0:44:34, time: 0.527, data_time: 0.272, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9289, loss: 1.9289 +2023-12-25 13:05:43,392 - pyskl - INFO - Epoch [148][200/3405] lr: 2.371e-05, eta: 0:44:08, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9281, loss: 1.9281 +2023-12-25 13:06:10,490 - pyskl - INFO - Epoch [148][300/3405] lr: 2.324e-05, eta: 0:43:42, time: 0.271, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9277, loss: 1.9277 +2023-12-25 13:06:37,849 - pyskl - INFO - Epoch [148][400/3405] lr: 2.278e-05, eta: 0:43:15, time: 0.274, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9287, loss: 1.9287 +2023-12-25 13:07:05,005 - pyskl - INFO - Epoch [148][500/3405] lr: 2.232e-05, eta: 0:42:49, time: 0.272, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9298, loss: 1.9298 +2023-12-25 13:07:32,122 - pyskl - INFO - Epoch [148][600/3405] lr: 2.186e-05, eta: 0:42:22, time: 0.271, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9294, loss: 1.9294 +2023-12-25 13:07:58,093 - pyskl - INFO - Epoch [148][700/3405] lr: 2.141e-05, eta: 0:41:56, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9315, loss: 1.9315 +2023-12-25 13:08:23,805 - pyskl - INFO - Epoch [148][800/3405] lr: 2.096e-05, eta: 0:41:29, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9300, loss: 1.9300 +2023-12-25 13:08:49,897 - pyskl - INFO - Epoch [148][900/3405] lr: 2.052e-05, eta: 0:41:03, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9303, loss: 1.9303 +2023-12-25 13:09:16,615 - pyskl - INFO - Epoch [148][1000/3405] lr: 2.008e-05, eta: 0:40:36, time: 0.267, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9291, loss: 1.9291 +2023-12-25 13:09:42,209 - pyskl - INFO - Epoch [148][1100/3405] lr: 1.965e-05, eta: 0:40:10, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9296, loss: 1.9296 +2023-12-25 13:10:08,855 - pyskl - INFO - Epoch [148][1200/3405] lr: 1.922e-05, eta: 0:39:44, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9289, loss: 1.9289 +2023-12-25 13:10:35,059 - pyskl - INFO - Epoch [148][1300/3405] lr: 1.879e-05, eta: 0:39:17, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9290, loss: 1.9290 +2023-12-25 13:11:00,345 - pyskl - INFO - Epoch [148][1400/3405] lr: 1.837e-05, eta: 0:38:51, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9294, loss: 1.9294 +2023-12-25 13:11:25,963 - pyskl - INFO - Epoch [148][1500/3405] lr: 1.796e-05, eta: 0:38:24, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9297, loss: 1.9297 +2023-12-25 13:11:51,603 - pyskl - INFO - Epoch [148][1600/3405] lr: 1.755e-05, eta: 0:37:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9287, loss: 1.9287 +2023-12-25 13:12:17,221 - pyskl - INFO - Epoch [148][1700/3405] lr: 1.714e-05, eta: 0:37:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9289, loss: 1.9289 +2023-12-25 13:12:42,900 - pyskl - INFO - Epoch [148][1800/3405] lr: 1.674e-05, eta: 0:37:05, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9293, loss: 1.9293 +2023-12-25 13:13:08,804 - pyskl - INFO - Epoch [148][1900/3405] lr: 1.635e-05, eta: 0:36:38, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9299, loss: 1.9299 +2023-12-25 13:13:34,531 - pyskl - INFO - Epoch [148][2000/3405] lr: 1.596e-05, eta: 0:36:12, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9331, loss: 1.9331 +2023-12-25 13:13:59,757 - pyskl - INFO - Epoch [148][2100/3405] lr: 1.557e-05, eta: 0:35:45, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9284, loss: 1.9284 +2023-12-25 13:14:24,926 - pyskl - INFO - Epoch [148][2200/3405] lr: 1.519e-05, eta: 0:35:19, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9286, loss: 1.9286 +2023-12-25 13:14:50,125 - pyskl - INFO - Epoch [148][2300/3405] lr: 1.481e-05, eta: 0:34:52, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9295, loss: 1.9295 +2023-12-25 13:15:15,292 - pyskl - INFO - Epoch [148][2400/3405] lr: 1.444e-05, eta: 0:34:26, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9287, loss: 1.9287 +2023-12-25 13:15:40,509 - pyskl - INFO - Epoch [148][2500/3405] lr: 1.408e-05, eta: 0:34:00, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9301, loss: 1.9301 +2023-12-25 13:16:05,721 - pyskl - INFO - Epoch [148][2600/3405] lr: 1.371e-05, eta: 0:33:33, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9293, loss: 1.9293 +2023-12-25 13:16:30,907 - pyskl - INFO - Epoch [148][2700/3405] lr: 1.336e-05, eta: 0:33:07, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9303, loss: 1.9303 +2023-12-25 13:16:56,059 - pyskl - INFO - Epoch [148][2800/3405] lr: 1.300e-05, eta: 0:32:40, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9312, loss: 1.9312 +2023-12-25 13:17:21,248 - pyskl - INFO - Epoch [148][2900/3405] lr: 1.265e-05, eta: 0:32:14, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9292, loss: 1.9292 +2023-12-25 13:17:46,418 - pyskl - INFO - Epoch [148][3000/3405] lr: 1.231e-05, eta: 0:31:47, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9295, loss: 1.9295 +2023-12-25 13:18:11,699 - pyskl - INFO - Epoch [148][3100/3405] lr: 1.197e-05, eta: 0:31:21, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9289, loss: 1.9289 +2023-12-25 13:18:37,245 - pyskl - INFO - Epoch [148][3200/3405] lr: 1.164e-05, eta: 0:30:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9318, loss: 1.9318 +2023-12-25 13:19:03,014 - pyskl - INFO - Epoch [148][3300/3405] lr: 1.131e-05, eta: 0:30:28, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9287, loss: 1.9287 +2023-12-25 13:19:28,660 - pyskl - INFO - Epoch [148][3400/3405] lr: 1.098e-05, eta: 0:30:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9302, loss: 1.9302 +2023-12-25 13:19:30,623 - pyskl - INFO - Saving checkpoint at 148 epochs +2023-12-25 13:23:58,639 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 13:23:59,297 - pyskl - INFO - +top1_acc 0.8814 +top5_acc 0.9758 +2023-12-25 13:23:59,302 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_144.pth was removed +2023-12-25 13:23:59,642 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_148.pth. +2023-12-25 13:23:59,643 - pyskl - INFO - Best top1_acc is 0.8814 at 148 epoch. +2023-12-25 13:23:59,669 - pyskl - INFO - Epoch(val) [148][3718] top1_acc: 0.8814, top5_acc: 0.9758 +2023-12-25 13:24:51,588 - pyskl - INFO - Epoch [149][100/3405] lr: 1.065e-05, eta: 0:29:34, time: 0.519, data_time: 0.269, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9298, loss: 1.9298 +2023-12-25 13:25:16,829 - pyskl - INFO - Epoch [149][200/3405] lr: 1.033e-05, eta: 0:29:08, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9288, loss: 1.9288 +2023-12-25 13:25:42,640 - pyskl - INFO - Epoch [149][300/3405] lr: 1.002e-05, eta: 0:28:41, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9282, loss: 1.9282 +2023-12-25 13:26:08,525 - pyskl - INFO - Epoch [149][400/3405] lr: 9.718e-06, eta: 0:28:15, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9289, loss: 1.9289 +2023-12-25 13:26:34,287 - pyskl - INFO - Epoch [149][500/3405] lr: 9.417e-06, eta: 0:27:48, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9272, loss: 1.9272 +2023-12-25 13:27:00,254 - pyskl - INFO - Epoch [149][600/3405] lr: 9.121e-06, eta: 0:27:22, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9310, loss: 1.9310 +2023-12-25 13:27:26,165 - pyskl - INFO - Epoch [149][700/3405] lr: 8.830e-06, eta: 0:26:55, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9289, loss: 1.9289 +2023-12-25 13:27:51,780 - pyskl - INFO - Epoch [149][800/3405] lr: 8.543e-06, eta: 0:26:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9287, loss: 1.9287 +2023-12-25 13:28:17,681 - pyskl - INFO - Epoch [149][900/3405] lr: 8.261e-06, eta: 0:26:02, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9290, loss: 1.9290 +2023-12-25 13:28:43,295 - pyskl - INFO - Epoch [149][1000/3405] lr: 7.984e-06, eta: 0:25:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9290, loss: 1.9290 +2023-12-25 13:29:09,115 - pyskl - INFO - Epoch [149][1100/3405] lr: 7.712e-06, eta: 0:25:09, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9282, loss: 1.9282 +2023-12-25 13:29:35,426 - pyskl - INFO - Epoch [149][1200/3405] lr: 7.444e-06, eta: 0:24:43, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9284, loss: 1.9284 +2023-12-25 13:30:01,278 - pyskl - INFO - Epoch [149][1300/3405] lr: 7.181e-06, eta: 0:24:17, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9300, loss: 1.9300 +2023-12-25 13:30:26,980 - pyskl - INFO - Epoch [149][1400/3405] lr: 6.923e-06, eta: 0:23:50, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9287, loss: 1.9287 +2023-12-25 13:30:52,761 - pyskl - INFO - Epoch [149][1500/3405] lr: 6.669e-06, eta: 0:23:24, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9281, loss: 1.9281 +2023-12-25 13:31:18,140 - pyskl - INFO - Epoch [149][1600/3405] lr: 6.420e-06, eta: 0:22:57, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9297, loss: 1.9297 +2023-12-25 13:31:44,195 - pyskl - INFO - Epoch [149][1700/3405] lr: 6.176e-06, eta: 0:22:31, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9295, loss: 1.9295 +2023-12-25 13:32:09,539 - pyskl - INFO - Epoch [149][1800/3405] lr: 5.937e-06, eta: 0:22:04, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9326, loss: 1.9326 +2023-12-25 13:32:35,516 - pyskl - INFO - Epoch [149][1900/3405] lr: 5.703e-06, eta: 0:21:38, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9306, loss: 1.9306 +2023-12-25 13:33:01,119 - pyskl - INFO - Epoch [149][2000/3405] lr: 5.473e-06, eta: 0:21:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9310, loss: 1.9310 +2023-12-25 13:33:26,628 - pyskl - INFO - Epoch [149][2100/3405] lr: 5.248e-06, eta: 0:20:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9290, loss: 1.9290 +2023-12-25 13:33:52,454 - pyskl - INFO - Epoch [149][2200/3405] lr: 5.027e-06, eta: 0:20:19, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9288, loss: 1.9288 +2023-12-25 13:34:19,347 - pyskl - INFO - Epoch [149][2300/3405] lr: 4.812e-06, eta: 0:19:52, time: 0.269, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9299, loss: 1.9299 +2023-12-25 13:34:45,044 - pyskl - INFO - Epoch [149][2400/3405] lr: 4.601e-06, eta: 0:19:26, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9295, loss: 1.9295 +2023-12-25 13:35:10,595 - pyskl - INFO - Epoch [149][2500/3405] lr: 4.394e-06, eta: 0:18:59, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9298, loss: 1.9298 +2023-12-25 13:35:36,297 - pyskl - INFO - Epoch [149][2600/3405] lr: 4.193e-06, eta: 0:18:33, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9282, loss: 1.9282 +2023-12-25 13:36:02,427 - pyskl - INFO - Epoch [149][2700/3405] lr: 3.996e-06, eta: 0:18:06, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9293, loss: 1.9293 +2023-12-25 13:36:27,911 - pyskl - INFO - Epoch [149][2800/3405] lr: 3.804e-06, eta: 0:17:40, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9281, loss: 1.9281 +2023-12-25 13:36:53,344 - pyskl - INFO - Epoch [149][2900/3405] lr: 3.617e-06, eta: 0:17:13, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9292, loss: 1.9292 +2023-12-25 13:37:18,909 - pyskl - INFO - Epoch [149][3000/3405] lr: 3.434e-06, eta: 0:16:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9303, loss: 1.9303 +2023-12-25 13:37:44,556 - pyskl - INFO - Epoch [149][3100/3405] lr: 3.256e-06, eta: 0:16:20, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9286, loss: 1.9286 +2023-12-25 13:38:10,075 - pyskl - INFO - Epoch [149][3200/3405] lr: 3.083e-06, eta: 0:15:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9301, loss: 1.9301 +2023-12-25 13:38:35,488 - pyskl - INFO - Epoch [149][3300/3405] lr: 2.915e-06, eta: 0:15:28, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9287, loss: 1.9287 +2023-12-25 13:39:00,953 - pyskl - INFO - Epoch [149][3400/3405] lr: 2.751e-06, eta: 0:15:01, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9287, loss: 1.9287 +2023-12-25 13:39:02,861 - pyskl - INFO - Saving checkpoint at 149 epochs +2023-12-25 13:43:30,945 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 13:43:31,692 - pyskl - INFO - +top1_acc 0.8774 +top5_acc 0.9749 +2023-12-25 13:43:31,717 - pyskl - INFO - Epoch(val) [149][3718] top1_acc: 0.8774, top5_acc: 0.9749 +2023-12-25 13:44:25,065 - pyskl - INFO - Epoch [150][100/3405] lr: 2.584e-06, eta: 0:14:34, time: 0.533, data_time: 0.280, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9308, loss: 1.9308 +2023-12-25 13:44:50,627 - pyskl - INFO - Epoch [150][200/3405] lr: 2.430e-06, eta: 0:14:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9297, loss: 1.9297 +2023-12-25 13:45:16,844 - pyskl - INFO - Epoch [150][300/3405] lr: 2.281e-06, eta: 0:13:41, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9273, loss: 1.9273 +2023-12-25 13:45:44,214 - pyskl - INFO - Epoch [150][400/3405] lr: 2.137e-06, eta: 0:13:14, time: 0.274, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9303, loss: 1.9303 +2023-12-25 13:46:10,895 - pyskl - INFO - Epoch [150][500/3405] lr: 1.997e-06, eta: 0:12:48, time: 0.267, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9293, loss: 1.9293 +2023-12-25 13:46:36,767 - pyskl - INFO - Epoch [150][600/3405] lr: 1.862e-06, eta: 0:12:21, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9289, loss: 1.9289 +2023-12-25 13:47:03,362 - pyskl - INFO - Epoch [150][700/3405] lr: 1.731e-06, eta: 0:11:55, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9292, loss: 1.9292 +2023-12-25 13:47:29,381 - pyskl - INFO - Epoch [150][800/3405] lr: 1.606e-06, eta: 0:11:28, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9286, loss: 1.9286 +2023-12-25 13:47:55,333 - pyskl - INFO - Epoch [150][900/3405] lr: 1.485e-06, eta: 0:11:02, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9291, loss: 1.9291 +2023-12-25 13:48:21,107 - pyskl - INFO - Epoch [150][1000/3405] lr: 1.369e-06, eta: 0:10:36, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9288, loss: 1.9288 +2023-12-25 13:48:46,896 - pyskl - INFO - Epoch [150][1100/3405] lr: 1.257e-06, eta: 0:10:09, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9287, loss: 1.9287 +2023-12-25 13:49:13,404 - pyskl - INFO - Epoch [150][1200/3405] lr: 1.151e-06, eta: 0:09:43, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9318, loss: 1.9318 +2023-12-25 13:49:39,068 - pyskl - INFO - Epoch [150][1300/3405] lr: 1.049e-06, eta: 0:09:16, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9302, loss: 1.9302 +2023-12-25 13:50:04,696 - pyskl - INFO - Epoch [150][1400/3405] lr: 9.515e-07, eta: 0:08:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9305, loss: 1.9305 +2023-12-25 13:50:30,291 - pyskl - INFO - Epoch [150][1500/3405] lr: 8.590e-07, eta: 0:08:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9304, loss: 1.9304 +2023-12-25 13:50:55,790 - pyskl - INFO - Epoch [150][1600/3405] lr: 7.712e-07, eta: 0:07:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9281, loss: 1.9281 +2023-12-25 13:51:21,632 - pyskl - INFO - Epoch [150][1700/3405] lr: 6.882e-07, eta: 0:07:30, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9287, loss: 1.9287 +2023-12-25 13:51:47,300 - pyskl - INFO - Epoch [150][1800/3405] lr: 6.099e-07, eta: 0:07:04, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9292, loss: 1.9292 +2023-12-25 13:52:13,134 - pyskl - INFO - Epoch [150][1900/3405] lr: 5.363e-07, eta: 0:06:37, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9285, loss: 1.9285 +2023-12-25 13:52:38,665 - pyskl - INFO - Epoch [150][2000/3405] lr: 4.674e-07, eta: 0:06:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9286, loss: 1.9286 +2023-12-25 13:53:04,269 - pyskl - INFO - Epoch [150][2100/3405] lr: 4.033e-07, eta: 0:05:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9297, loss: 1.9297 +2023-12-25 13:53:30,845 - pyskl - INFO - Epoch [150][2200/3405] lr: 3.439e-07, eta: 0:05:18, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9295, loss: 1.9295 +2023-12-25 13:53:56,757 - pyskl - INFO - Epoch [150][2300/3405] lr: 2.892e-07, eta: 0:04:52, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9307, loss: 1.9307 +2023-12-25 13:54:22,352 - pyskl - INFO - Epoch [150][2400/3405] lr: 2.393e-07, eta: 0:04:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9279, loss: 1.9279 +2023-12-25 13:54:48,073 - pyskl - INFO - Epoch [150][2500/3405] lr: 1.941e-07, eta: 0:03:59, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9290, loss: 1.9290 +2023-12-25 13:55:13,720 - pyskl - INFO - Epoch [150][2600/3405] lr: 1.536e-07, eta: 0:03:32, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9297, loss: 1.9297 +2023-12-25 13:55:39,419 - pyskl - INFO - Epoch [150][2700/3405] lr: 1.179e-07, eta: 0:03:06, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9292, loss: 1.9292 +2023-12-25 13:56:05,165 - pyskl - INFO - Epoch [150][2800/3405] lr: 8.684e-08, eta: 0:02:39, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9291, loss: 1.9291 +2023-12-25 13:56:30,794 - pyskl - INFO - Epoch [150][2900/3405] lr: 6.054e-08, eta: 0:02:13, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9279, loss: 1.9279 +2023-12-25 13:56:56,396 - pyskl - INFO - Epoch [150][3000/3405] lr: 3.898e-08, eta: 0:01:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9305, loss: 1.9305 +2023-12-25 13:57:21,896 - pyskl - INFO - Epoch [150][3100/3405] lr: 2.214e-08, eta: 0:01:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9292, loss: 1.9292 +2023-12-25 13:57:47,535 - pyskl - INFO - Epoch [150][3200/3405] lr: 1.003e-08, eta: 0:00:54, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9292, loss: 1.9292 +2023-12-25 13:58:12,836 - pyskl - INFO - Epoch [150][3300/3405] lr: 2.657e-09, eta: 0:00:27, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9287, loss: 1.9287 +2023-12-25 13:58:38,223 - pyskl - INFO - Epoch [150][3400/3405] lr: 8.513e-12, eta: 0:00:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9274, loss: 1.9274 +2023-12-25 13:58:40,381 - pyskl - INFO - Saving checkpoint at 150 epochs +2023-12-25 14:03:09,623 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 14:03:10,295 - pyskl - INFO - +top1_acc 0.8797 +top5_acc 0.9750 +2023-12-25 14:03:10,324 - pyskl - INFO - Epoch(val) [150][3718] top1_acc: 0.8797, top5_acc: 0.9750 +2023-12-25 14:03:25,013 - pyskl - INFO - 59477 videos remain after valid thresholding +2023-12-25 14:44:47,770 - pyskl - INFO - Testing results of the last checkpoint +2023-12-25 14:44:47,775 - pyskl - INFO - top1_acc: 0.8822 +2023-12-25 14:44:47,776 - pyskl - INFO - top5_acc: 0.9757 +2023-12-25 14:44:47,776 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/ntu120_xset/j_1/best_top1_acc_epoch_148.pth +2023-12-25 15:25:50,668 - pyskl - INFO - Testing results of the best checkpoint +2023-12-25 15:25:50,669 - pyskl - INFO - top1_acc: 0.8835 +2023-12-25 15:25:50,669 - pyskl - INFO - top5_acc: 0.9764