diff --git "a/ntu120_xset/k_1/20231223_131509.log" "b/ntu120_xset/k_1/20231223_131509.log" new file mode 100644--- /dev/null +++ "b/ntu120_xset/k_1/20231223_131509.log" @@ -0,0 +1,6367 @@ +2023-12-23 13:15:09,444 - 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 13:15:10,200 - pyskl - INFO - Config: modality = 'k' +graph = 'nturgb+d' +work_dir = './work_dirs/test_prototype/ntu120_xset/k_1' +model = dict( + type='RecognizerGCN_7_1_1', + backbone=dict( + type='GCN_7_1_1', + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict(type='SimpleHead_7_4_1', 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='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file= + '/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='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='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=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='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=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='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 13:15:10,201 - pyskl - INFO - Set random seed to 1548383249, deterministic: False +2023-12-23 13:15:21,228 - pyskl - INFO - 54468 videos remain after valid thresholding +2023-12-23 13:15:37,070 - pyskl - INFO - 59477 videos remain after valid thresholding +2023-12-23 13:15:37,096 - pyskl - INFO - Start running, host: hao.wang@gdp, work_dir: /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1 +2023-12-23 13:15:37,096 - 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 13:15:37,097 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2023-12-23 13:15:37,097 - pyskl - INFO - Checkpoints will be saved to /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1 by HardDiskBackend. +2023-12-23 13:16:29,642 - pyskl - INFO - Epoch [1][100/3405] lr: 2.500e-02, eta: 3 days, 2:31:36, time: 0.525, data_time: 0.269, memory: 5236, top1_acc: 0.0106, top5_acc: 0.0725, loss_cls: 5.8272, loss: 5.8272 +2023-12-23 13:16:54,197 - pyskl - INFO - Epoch [1][200/3405] lr: 2.500e-02, eta: 2 days, 6:40:02, time: 0.246, data_time: 0.000, memory: 5236, top1_acc: 0.0150, top5_acc: 0.1050, loss_cls: 5.4747, loss: 5.4747 +2023-12-23 13:17:18,980 - pyskl - INFO - Epoch [1][300/3405] lr: 2.500e-02, eta: 2 days, 0:09:02, time: 0.248, data_time: 0.000, memory: 5236, top1_acc: 0.0238, top5_acc: 0.1237, loss_cls: 5.3651, loss: 5.3651 +2023-12-23 13:17:44,165 - pyskl - INFO - Epoch [1][400/3405] lr: 2.500e-02, eta: 1 day, 21:01:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.0350, top5_acc: 0.1506, loss_cls: 5.3007, loss: 5.3007 +2023-12-23 13:18:09,626 - pyskl - INFO - Epoch [1][500/3405] lr: 2.500e-02, eta: 1 day, 19:14:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.0400, top5_acc: 0.1719, loss_cls: 5.1991, loss: 5.1991 +2023-12-23 13:18:35,247 - pyskl - INFO - Epoch [1][600/3405] lr: 2.500e-02, eta: 1 day, 18:04:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.0556, top5_acc: 0.2269, loss_cls: 5.0240, loss: 5.0240 +2023-12-23 13:19:00,624 - pyskl - INFO - Epoch [1][700/3405] lr: 2.500e-02, eta: 1 day, 17:11:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.0669, top5_acc: 0.2619, loss_cls: 4.9285, loss: 4.9285 +2023-12-23 13:19:26,025 - pyskl - INFO - Epoch [1][800/3405] lr: 2.500e-02, eta: 1 day, 16:32:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.0800, top5_acc: 0.2975, loss_cls: 4.8811, loss: 4.8811 +2023-12-23 13:19:51,582 - pyskl - INFO - Epoch [1][900/3405] lr: 2.500e-02, eta: 1 day, 16:02:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.1013, top5_acc: 0.3225, loss_cls: 4.9827, loss: 4.9827 +2023-12-23 13:20:16,788 - pyskl - INFO - Epoch [1][1000/3405] lr: 2.500e-02, eta: 1 day, 15:36:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.0938, top5_acc: 0.3356, loss_cls: 5.0172, loss: 5.0172 +2023-12-23 13:20:42,017 - pyskl - INFO - Epoch [1][1100/3405] lr: 2.500e-02, eta: 1 day, 15:14:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.1169, top5_acc: 0.3750, loss_cls: 4.9743, loss: 4.9743 +2023-12-23 13:21:07,156 - pyskl - INFO - Epoch [1][1200/3405] lr: 2.500e-02, eta: 1 day, 14:55:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.1288, top5_acc: 0.4062, loss_cls: 4.8207, loss: 4.8207 +2023-12-23 13:21:32,420 - pyskl - INFO - Epoch [1][1300/3405] lr: 2.500e-02, eta: 1 day, 14:40:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.1350, top5_acc: 0.4462, loss_cls: 4.6125, loss: 4.6125 +2023-12-23 13:21:57,430 - pyskl - INFO - Epoch [1][1400/3405] lr: 2.500e-02, eta: 1 day, 14:26:07, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.1512, top5_acc: 0.4525, loss_cls: 4.5318, loss: 4.5318 +2023-12-23 13:22:22,667 - pyskl - INFO - Epoch [1][1500/3405] lr: 2.500e-02, eta: 1 day, 14:14:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.1663, top5_acc: 0.4725, loss_cls: 4.4391, loss: 4.4391 +2023-12-23 13:22:48,099 - pyskl - INFO - Epoch [1][1600/3405] lr: 2.500e-02, eta: 1 day, 14:05:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.1831, top5_acc: 0.5206, loss_cls: 4.1985, loss: 4.1985 +2023-12-23 13:23:13,264 - pyskl - INFO - Epoch [1][1700/3405] lr: 2.500e-02, eta: 1 day, 13:56:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.2031, top5_acc: 0.5200, loss_cls: 4.1042, loss: 4.1042 +2023-12-23 13:23:38,454 - pyskl - INFO - Epoch [1][1800/3405] lr: 2.500e-02, eta: 1 day, 13:48:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.1906, top5_acc: 0.5294, loss_cls: 4.0657, loss: 4.0657 +2023-12-23 13:24:03,564 - pyskl - INFO - Epoch [1][1900/3405] lr: 2.500e-02, eta: 1 day, 13:40:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.1956, top5_acc: 0.5437, loss_cls: 4.0010, loss: 4.0010 +2023-12-23 13:24:28,524 - pyskl - INFO - Epoch [1][2000/3405] lr: 2.500e-02, eta: 1 day, 13:32:56, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.2106, top5_acc: 0.5650, loss_cls: 3.9101, loss: 3.9101 +2023-12-23 13:24:53,509 - pyskl - INFO - Epoch [1][2100/3405] lr: 2.500e-02, eta: 1 day, 13:26:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.2156, top5_acc: 0.5613, loss_cls: 3.8530, loss: 3.8530 +2023-12-23 13:25:18,452 - pyskl - INFO - Epoch [1][2200/3405] lr: 2.500e-02, eta: 1 day, 13:19:40, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.2119, top5_acc: 0.5637, loss_cls: 3.8554, loss: 3.8554 +2023-12-23 13:25:43,410 - pyskl - INFO - Epoch [1][2300/3405] lr: 2.500e-02, eta: 1 day, 13:13:49, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.2381, top5_acc: 0.5887, loss_cls: 3.7611, loss: 3.7611 +2023-12-23 13:26:08,372 - pyskl - INFO - Epoch [1][2400/3405] lr: 2.500e-02, eta: 1 day, 13:08:26, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.2369, top5_acc: 0.6069, loss_cls: 3.6939, loss: 3.6939 +2023-12-23 13:26:33,365 - pyskl - INFO - Epoch [1][2500/3405] lr: 2.500e-02, eta: 1 day, 13:03:34, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.2662, top5_acc: 0.6400, loss_cls: 3.5642, loss: 3.5642 +2023-12-23 13:26:58,389 - pyskl - INFO - Epoch [1][2600/3405] lr: 2.500e-02, eta: 1 day, 12:59:08, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.2650, top5_acc: 0.6375, loss_cls: 3.5883, loss: 3.5883 +2023-12-23 13:27:23,731 - pyskl - INFO - Epoch [1][2700/3405] lr: 2.500e-02, eta: 1 day, 12:55:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.2744, top5_acc: 0.6294, loss_cls: 3.5820, loss: 3.5820 +2023-12-23 13:27:48,848 - pyskl - INFO - Epoch [1][2800/3405] lr: 2.500e-02, eta: 1 day, 12:52:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.2994, top5_acc: 0.6494, loss_cls: 3.5017, loss: 3.5017 +2023-12-23 13:28:13,911 - pyskl - INFO - Epoch [1][2900/3405] lr: 2.500e-02, eta: 1 day, 12:48:48, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.2819, top5_acc: 0.6656, loss_cls: 3.5165, loss: 3.5165 +2023-12-23 13:28:39,237 - pyskl - INFO - Epoch [1][3000/3405] lr: 2.500e-02, eta: 1 day, 12:46:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.3169, top5_acc: 0.6756, loss_cls: 3.3852, loss: 3.3852 +2023-12-23 13:29:04,423 - pyskl - INFO - Epoch [1][3100/3405] lr: 2.500e-02, eta: 1 day, 12:43:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.3056, top5_acc: 0.6850, loss_cls: 3.4065, loss: 3.4065 +2023-12-23 13:29:30,074 - pyskl - INFO - Epoch [1][3200/3405] lr: 2.500e-02, eta: 1 day, 12:41:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.3325, top5_acc: 0.6844, loss_cls: 3.3482, loss: 3.3482 +2023-12-23 13:29:55,503 - pyskl - INFO - Epoch [1][3300/3405] lr: 2.500e-02, eta: 1 day, 12:39:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.3162, top5_acc: 0.6850, loss_cls: 3.3884, loss: 3.3884 +2023-12-23 13:30:20,861 - pyskl - INFO - Epoch [1][3400/3405] lr: 2.500e-02, eta: 1 day, 12:37:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.3450, top5_acc: 0.7288, loss_cls: 3.2578, loss: 3.2578 +2023-12-23 13:30:22,955 - pyskl - INFO - Saving checkpoint at 1 epochs +2023-12-23 13:34:47,730 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 13:34:48,340 - pyskl - INFO - +top1_acc 0.2621 +top5_acc 0.6506 +2023-12-23 13:34:48,551 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2023-12-23 13:34:48,553 - pyskl - INFO - Best top1_acc is 0.2621 at 1 epoch. +2023-12-23 13:34:48,577 - pyskl - INFO - Epoch(val) [1][3718] top1_acc: 0.2621, top5_acc: 0.6506 +2023-12-23 13:35:40,940 - pyskl - INFO - Epoch [2][100/3405] lr: 2.500e-02, eta: 1 day, 13:37:50, time: 0.524, data_time: 0.270, memory: 5236, top1_acc: 0.3563, top5_acc: 0.7181, loss_cls: 3.2491, loss: 3.2491 +2023-12-23 13:36:06,273 - pyskl - INFO - Epoch [2][200/3405] lr: 2.500e-02, eta: 1 day, 13:34:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.3494, top5_acc: 0.7075, loss_cls: 3.2919, loss: 3.2919 +2023-12-23 13:36:31,389 - pyskl - INFO - Epoch [2][300/3405] lr: 2.500e-02, eta: 1 day, 13:30:11, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.3744, top5_acc: 0.7419, loss_cls: 3.1200, loss: 3.1200 +2023-12-23 13:36:56,714 - pyskl - INFO - Epoch [2][400/3405] lr: 2.500e-02, eta: 1 day, 13:26:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.3713, top5_acc: 0.7400, loss_cls: 3.1707, loss: 3.1707 +2023-12-23 13:37:22,446 - pyskl - INFO - Epoch [2][500/3405] lr: 2.500e-02, eta: 1 day, 13:24:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.3556, top5_acc: 0.7475, loss_cls: 3.1601, loss: 3.1601 +2023-12-23 13:37:48,296 - pyskl - INFO - Epoch [2][600/3405] lr: 2.500e-02, eta: 1 day, 13:22:34, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.3731, top5_acc: 0.7481, loss_cls: 3.1040, loss: 3.1040 +2023-12-23 13:38:13,520 - pyskl - INFO - Epoch [2][700/3405] lr: 2.500e-02, eta: 1 day, 13:19:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.4050, top5_acc: 0.7712, loss_cls: 3.0365, loss: 3.0365 +2023-12-23 13:38:38,887 - pyskl - INFO - Epoch [2][800/3405] lr: 2.500e-02, eta: 1 day, 13:16:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.3975, top5_acc: 0.7381, loss_cls: 3.1360, loss: 3.1360 +2023-12-23 13:39:04,110 - pyskl - INFO - Epoch [2][900/3405] lr: 2.500e-02, eta: 1 day, 13:13:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.3900, top5_acc: 0.7581, loss_cls: 3.0819, loss: 3.0819 +2023-12-23 13:39:29,205 - pyskl - INFO - Epoch [2][1000/3405] lr: 2.500e-02, eta: 1 day, 13:10:38, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.3925, top5_acc: 0.7512, loss_cls: 3.0886, loss: 3.0886 +2023-12-23 13:39:54,451 - pyskl - INFO - Epoch [2][1100/3405] lr: 2.500e-02, eta: 1 day, 13:07:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.4006, top5_acc: 0.7650, loss_cls: 3.0102, loss: 3.0102 +2023-12-23 13:40:19,770 - pyskl - INFO - Epoch [2][1200/3405] lr: 2.499e-02, eta: 1 day, 13:05:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.3856, top5_acc: 0.7738, loss_cls: 3.0223, loss: 3.0223 +2023-12-23 13:40:45,145 - pyskl - INFO - Epoch [2][1300/3405] lr: 2.499e-02, eta: 1 day, 13:03:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.4131, top5_acc: 0.7856, loss_cls: 3.0005, loss: 3.0005 +2023-12-23 13:41:10,417 - pyskl - INFO - Epoch [2][1400/3405] lr: 2.499e-02, eta: 1 day, 13:00:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.4113, top5_acc: 0.7887, loss_cls: 2.9521, loss: 2.9521 +2023-12-23 13:41:35,770 - pyskl - INFO - Epoch [2][1500/3405] lr: 2.499e-02, eta: 1 day, 12:58:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.3850, top5_acc: 0.7712, loss_cls: 3.0788, loss: 3.0788 +2023-12-23 13:42:00,962 - pyskl - INFO - Epoch [2][1600/3405] lr: 2.499e-02, eta: 1 day, 12:56:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.4338, top5_acc: 0.7869, loss_cls: 2.9051, loss: 2.9051 +2023-12-23 13:42:26,372 - pyskl - INFO - Epoch [2][1700/3405] lr: 2.499e-02, eta: 1 day, 12:54:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.4650, top5_acc: 0.8094, loss_cls: 2.8791, loss: 2.8791 +2023-12-23 13:42:51,727 - pyskl - INFO - Epoch [2][1800/3405] lr: 2.499e-02, eta: 1 day, 12:52:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.4269, top5_acc: 0.7975, loss_cls: 2.8639, loss: 2.8639 +2023-12-23 13:43:16,969 - pyskl - INFO - Epoch [2][1900/3405] lr: 2.499e-02, eta: 1 day, 12:50:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.4406, top5_acc: 0.7875, loss_cls: 2.9204, loss: 2.9204 +2023-12-23 13:43:42,112 - pyskl - INFO - Epoch [2][2000/3405] lr: 2.499e-02, eta: 1 day, 12:48:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.4456, top5_acc: 0.7963, loss_cls: 2.8697, loss: 2.8697 +2023-12-23 13:44:07,232 - pyskl - INFO - Epoch [2][2100/3405] lr: 2.499e-02, eta: 1 day, 12:46:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.4494, top5_acc: 0.8094, loss_cls: 2.8961, loss: 2.8961 +2023-12-23 13:44:32,385 - pyskl - INFO - Epoch [2][2200/3405] lr: 2.499e-02, eta: 1 day, 12:44:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.4519, top5_acc: 0.8131, loss_cls: 2.8484, loss: 2.8484 +2023-12-23 13:44:57,640 - pyskl - INFO - Epoch [2][2300/3405] lr: 2.499e-02, eta: 1 day, 12:42:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.4587, top5_acc: 0.8119, loss_cls: 2.7890, loss: 2.7890 +2023-12-23 13:45:22,840 - pyskl - INFO - Epoch [2][2400/3405] lr: 2.499e-02, eta: 1 day, 12:40:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.4769, top5_acc: 0.8069, loss_cls: 2.8093, loss: 2.8093 +2023-12-23 13:45:47,921 - pyskl - INFO - Epoch [2][2500/3405] lr: 2.499e-02, eta: 1 day, 12:38:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.4506, top5_acc: 0.8050, loss_cls: 2.8409, loss: 2.8409 +2023-12-23 13:46:12,976 - pyskl - INFO - Epoch [2][2600/3405] lr: 2.499e-02, eta: 1 day, 12:36:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.4744, top5_acc: 0.8175, loss_cls: 2.7448, loss: 2.7448 +2023-12-23 13:46:38,030 - pyskl - INFO - Epoch [2][2700/3405] lr: 2.499e-02, eta: 1 day, 12:34:51, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.4650, top5_acc: 0.8119, loss_cls: 2.7860, loss: 2.7860 +2023-12-23 13:47:03,090 - pyskl - INFO - Epoch [2][2800/3405] lr: 2.499e-02, eta: 1 day, 12:33:00, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.4763, top5_acc: 0.8181, loss_cls: 2.7442, loss: 2.7442 +2023-12-23 13:47:28,188 - pyskl - INFO - Epoch [2][2900/3405] lr: 2.499e-02, eta: 1 day, 12:31:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.4631, top5_acc: 0.8206, loss_cls: 2.7409, loss: 2.7409 +2023-12-23 13:47:53,275 - pyskl - INFO - Epoch [2][3000/3405] lr: 2.499e-02, eta: 1 day, 12:29:33, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.4925, top5_acc: 0.8187, loss_cls: 2.6874, loss: 2.6874 +2023-12-23 13:48:18,504 - pyskl - INFO - Epoch [2][3100/3405] lr: 2.499e-02, eta: 1 day, 12:28:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.4844, top5_acc: 0.8244, loss_cls: 2.7586, loss: 2.7586 +2023-12-23 13:48:44,072 - pyskl - INFO - Epoch [2][3200/3405] lr: 2.499e-02, eta: 1 day, 12:27:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.4694, top5_acc: 0.8319, loss_cls: 2.7292, loss: 2.7292 +2023-12-23 13:49:09,613 - pyskl - INFO - Epoch [2][3300/3405] lr: 2.499e-02, eta: 1 day, 12:25:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.4825, top5_acc: 0.8300, loss_cls: 2.6734, loss: 2.6734 +2023-12-23 13:49:35,191 - pyskl - INFO - Epoch [2][3400/3405] lr: 2.499e-02, eta: 1 day, 12:25:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.5069, top5_acc: 0.8469, loss_cls: 2.6004, loss: 2.6004 +2023-12-23 13:49:37,355 - pyskl - INFO - Saving checkpoint at 2 epochs +2023-12-23 13:54:02,326 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 13:54:02,938 - pyskl - INFO - +top1_acc 0.3849 +top5_acc 0.7353 +2023-12-23 13:54:02,942 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_1.pth was removed +2023-12-23 13:54:03,155 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2023-12-23 13:54:03,157 - pyskl - INFO - Best top1_acc is 0.3849 at 2 epoch. +2023-12-23 13:54:03,181 - pyskl - INFO - Epoch(val) [2][3718] top1_acc: 0.3849, top5_acc: 0.7353 +2023-12-23 13:54:55,090 - pyskl - INFO - Epoch [3][100/3405] lr: 2.499e-02, eta: 1 day, 12:54:25, time: 0.519, data_time: 0.267, memory: 5236, top1_acc: 0.5031, top5_acc: 0.8462, loss_cls: 2.6264, loss: 2.6264 +2023-12-23 13:55:20,685 - pyskl - INFO - Epoch [3][200/3405] lr: 2.499e-02, eta: 1 day, 12:53:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.5319, top5_acc: 0.8313, loss_cls: 2.6322, loss: 2.6322 +2023-12-23 13:55:46,227 - pyskl - INFO - Epoch [3][300/3405] lr: 2.499e-02, eta: 1 day, 12:51:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.5238, top5_acc: 0.8531, loss_cls: 2.5909, loss: 2.5909 +2023-12-23 13:56:11,852 - pyskl - INFO - Epoch [3][400/3405] lr: 2.499e-02, eta: 1 day, 12:50:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.4956, top5_acc: 0.8331, loss_cls: 2.6699, loss: 2.6699 +2023-12-23 13:56:37,675 - pyskl - INFO - Epoch [3][500/3405] lr: 2.499e-02, eta: 1 day, 12:49:20, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.5312, top5_acc: 0.8512, loss_cls: 2.5762, loss: 2.5762 +2023-12-23 13:57:03,624 - pyskl - INFO - Epoch [3][600/3405] lr: 2.499e-02, eta: 1 day, 12:48:27, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.5244, top5_acc: 0.8569, loss_cls: 2.5551, loss: 2.5551 +2023-12-23 13:57:29,086 - pyskl - INFO - Epoch [3][700/3405] lr: 2.499e-02, eta: 1 day, 12:47:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.5031, top5_acc: 0.8438, loss_cls: 2.6126, loss: 2.6126 +2023-12-23 13:57:54,411 - pyskl - INFO - Epoch [3][800/3405] lr: 2.499e-02, eta: 1 day, 12:45:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5044, top5_acc: 0.8431, loss_cls: 2.6430, loss: 2.6430 +2023-12-23 13:58:19,977 - pyskl - INFO - Epoch [3][900/3405] lr: 2.499e-02, eta: 1 day, 12:44:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.4969, top5_acc: 0.8375, loss_cls: 2.6504, loss: 2.6504 +2023-12-23 13:58:45,770 - pyskl - INFO - Epoch [3][1000/3405] lr: 2.499e-02, eta: 1 day, 12:43:19, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.5000, top5_acc: 0.8450, loss_cls: 2.6419, loss: 2.6419 +2023-12-23 13:59:11,263 - pyskl - INFO - Epoch [3][1100/3405] lr: 2.499e-02, eta: 1 day, 12:42:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.5200, top5_acc: 0.8462, loss_cls: 2.5841, loss: 2.5841 +2023-12-23 13:59:36,583 - pyskl - INFO - Epoch [3][1200/3405] lr: 2.498e-02, eta: 1 day, 12:40:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5094, top5_acc: 0.8444, loss_cls: 2.6461, loss: 2.6461 +2023-12-23 14:00:02,049 - pyskl - INFO - Epoch [3][1300/3405] lr: 2.498e-02, eta: 1 day, 12:39:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.5531, top5_acc: 0.8688, loss_cls: 2.4748, loss: 2.4748 +2023-12-23 14:00:27,641 - pyskl - INFO - Epoch [3][1400/3405] lr: 2.498e-02, eta: 1 day, 12:38:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.5219, top5_acc: 0.8525, loss_cls: 2.5532, loss: 2.5532 +2023-12-23 14:00:52,818 - pyskl - INFO - Epoch [3][1500/3405] lr: 2.498e-02, eta: 1 day, 12:36:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5344, top5_acc: 0.8612, loss_cls: 2.5729, loss: 2.5729 +2023-12-23 14:01:18,021 - pyskl - INFO - Epoch [3][1600/3405] lr: 2.498e-02, eta: 1 day, 12:35:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5200, top5_acc: 0.8681, loss_cls: 2.5480, loss: 2.5480 +2023-12-23 14:01:43,412 - pyskl - INFO - Epoch [3][1700/3405] lr: 2.498e-02, eta: 1 day, 12:33:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5375, top5_acc: 0.8575, loss_cls: 2.5305, loss: 2.5305 +2023-12-23 14:02:08,694 - pyskl - INFO - Epoch [3][1800/3405] lr: 2.498e-02, eta: 1 day, 12:32:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5450, top5_acc: 0.8619, loss_cls: 2.4972, loss: 2.4972 +2023-12-23 14:02:34,009 - pyskl - INFO - Epoch [3][1900/3405] lr: 2.498e-02, eta: 1 day, 12:31:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5419, top5_acc: 0.8725, loss_cls: 2.4883, loss: 2.4883 +2023-12-23 14:02:59,245 - pyskl - INFO - Epoch [3][2000/3405] lr: 2.498e-02, eta: 1 day, 12:30:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5238, top5_acc: 0.8506, loss_cls: 2.5663, loss: 2.5663 +2023-12-23 14:03:24,640 - pyskl - INFO - Epoch [3][2100/3405] lr: 2.498e-02, eta: 1 day, 12:28:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5406, top5_acc: 0.8662, loss_cls: 2.4996, loss: 2.4996 +2023-12-23 14:03:50,067 - pyskl - INFO - Epoch [3][2200/3405] lr: 2.498e-02, eta: 1 day, 12:27:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5256, top5_acc: 0.8444, loss_cls: 2.5482, loss: 2.5482 +2023-12-23 14:04:15,610 - pyskl - INFO - Epoch [3][2300/3405] lr: 2.498e-02, eta: 1 day, 12:26:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.5400, top5_acc: 0.8706, loss_cls: 2.4913, loss: 2.4913 +2023-12-23 14:04:41,123 - pyskl - INFO - Epoch [3][2400/3405] lr: 2.498e-02, eta: 1 day, 12:25:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.5425, top5_acc: 0.8519, loss_cls: 2.5182, loss: 2.5182 +2023-12-23 14:05:06,428 - pyskl - INFO - Epoch [3][2500/3405] lr: 2.498e-02, eta: 1 day, 12:24:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5469, top5_acc: 0.8644, loss_cls: 2.4872, loss: 2.4872 +2023-12-23 14:05:32,058 - pyskl - INFO - Epoch [3][2600/3405] lr: 2.498e-02, eta: 1 day, 12:23:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.5569, top5_acc: 0.8756, loss_cls: 2.4355, loss: 2.4355 +2023-12-23 14:05:57,586 - pyskl - INFO - Epoch [3][2700/3405] lr: 2.498e-02, eta: 1 day, 12:22:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.5675, top5_acc: 0.8869, loss_cls: 2.3919, loss: 2.3919 +2023-12-23 14:06:22,726 - pyskl - INFO - Epoch [3][2800/3405] lr: 2.498e-02, eta: 1 day, 12:21:21, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5544, top5_acc: 0.8675, loss_cls: 2.4342, loss: 2.4342 +2023-12-23 14:06:47,808 - pyskl - INFO - Epoch [3][2900/3405] lr: 2.498e-02, eta: 1 day, 12:20:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5644, top5_acc: 0.8856, loss_cls: 2.4072, loss: 2.4072 +2023-12-23 14:07:12,888 - pyskl - INFO - Epoch [3][3000/3405] lr: 2.498e-02, eta: 1 day, 12:18:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5725, top5_acc: 0.8781, loss_cls: 2.4152, loss: 2.4152 +2023-12-23 14:07:38,145 - pyskl - INFO - Epoch [3][3100/3405] lr: 2.498e-02, eta: 1 day, 12:17:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5687, top5_acc: 0.8794, loss_cls: 2.4293, loss: 2.4293 +2023-12-23 14:08:03,772 - pyskl - INFO - Epoch [3][3200/3405] lr: 2.498e-02, eta: 1 day, 12:16:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.5700, top5_acc: 0.8844, loss_cls: 2.3798, loss: 2.3798 +2023-12-23 14:08:29,213 - pyskl - INFO - Epoch [3][3300/3405] lr: 2.498e-02, eta: 1 day, 12:15:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5413, top5_acc: 0.8638, loss_cls: 2.4832, loss: 2.4832 +2023-12-23 14:08:54,885 - pyskl - INFO - Epoch [3][3400/3405] lr: 2.498e-02, eta: 1 day, 12:15:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.5406, top5_acc: 0.8731, loss_cls: 2.4714, loss: 2.4714 +2023-12-23 14:08:56,832 - pyskl - INFO - Saving checkpoint at 3 epochs +2023-12-23 14:13:22,707 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 14:13:23,320 - pyskl - INFO - +top1_acc 0.5565 +top5_acc 0.8680 +2023-12-23 14:13:23,325 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_2.pth was removed +2023-12-23 14:13:23,545 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2023-12-23 14:13:23,546 - pyskl - INFO - Best top1_acc is 0.5565 at 3 epoch. +2023-12-23 14:13:23,574 - pyskl - INFO - Epoch(val) [3][3718] top1_acc: 0.5565, top5_acc: 0.8680 +2023-12-23 14:14:16,225 - pyskl - INFO - Epoch [4][100/3405] lr: 2.497e-02, eta: 1 day, 12:35:00, time: 0.526, data_time: 0.273, memory: 5236, top1_acc: 0.5625, top5_acc: 0.8794, loss_cls: 2.4286, loss: 2.4286 +2023-12-23 14:14:41,496 - pyskl - INFO - Epoch [4][200/3405] lr: 2.497e-02, eta: 1 day, 12:33:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5613, top5_acc: 0.8775, loss_cls: 2.4321, loss: 2.4321 +2023-12-23 14:15:06,914 - pyskl - INFO - Epoch [4][300/3405] lr: 2.497e-02, eta: 1 day, 12:32:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5725, top5_acc: 0.8862, loss_cls: 2.3801, loss: 2.3801 +2023-12-23 14:15:32,598 - pyskl - INFO - Epoch [4][400/3405] lr: 2.497e-02, eta: 1 day, 12:31:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.5775, top5_acc: 0.8812, loss_cls: 2.3812, loss: 2.3812 +2023-12-23 14:15:58,520 - pyskl - INFO - Epoch [4][500/3405] lr: 2.497e-02, eta: 1 day, 12:30:56, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.5756, top5_acc: 0.8662, loss_cls: 2.3726, loss: 2.3726 +2023-12-23 14:16:24,249 - pyskl - INFO - Epoch [4][600/3405] lr: 2.497e-02, eta: 1 day, 12:30:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.5869, top5_acc: 0.8806, loss_cls: 2.3725, loss: 2.3725 +2023-12-23 14:16:49,932 - pyskl - INFO - Epoch [4][700/3405] lr: 2.497e-02, eta: 1 day, 12:29:09, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6006, top5_acc: 0.8875, loss_cls: 2.3399, loss: 2.3399 +2023-12-23 14:17:15,236 - pyskl - INFO - Epoch [4][800/3405] lr: 2.497e-02, eta: 1 day, 12:27:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5800, top5_acc: 0.8894, loss_cls: 2.3514, loss: 2.3514 +2023-12-23 14:17:40,259 - pyskl - INFO - Epoch [4][900/3405] lr: 2.497e-02, eta: 1 day, 12:26:37, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5731, top5_acc: 0.8775, loss_cls: 2.3891, loss: 2.3891 +2023-12-23 14:18:05,255 - pyskl - INFO - Epoch [4][1000/3405] lr: 2.497e-02, eta: 1 day, 12:25:14, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5769, top5_acc: 0.8875, loss_cls: 2.3531, loss: 2.3531 +2023-12-23 14:18:30,240 - pyskl - INFO - Epoch [4][1100/3405] lr: 2.497e-02, eta: 1 day, 12:23:52, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5950, top5_acc: 0.8706, loss_cls: 2.3681, loss: 2.3681 +2023-12-23 14:18:55,240 - pyskl - INFO - Epoch [4][1200/3405] lr: 2.497e-02, eta: 1 day, 12:22:32, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6219, top5_acc: 0.9075, loss_cls: 2.2144, loss: 2.2144 +2023-12-23 14:19:20,261 - pyskl - INFO - Epoch [4][1300/3405] lr: 2.497e-02, eta: 1 day, 12:21:13, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5737, top5_acc: 0.8900, loss_cls: 2.3776, loss: 2.3776 +2023-12-23 14:19:45,422 - pyskl - INFO - Epoch [4][1400/3405] lr: 2.497e-02, eta: 1 day, 12:20:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5844, top5_acc: 0.8862, loss_cls: 2.3514, loss: 2.3514 +2023-12-23 14:20:10,695 - pyskl - INFO - Epoch [4][1500/3405] lr: 2.497e-02, eta: 1 day, 12:18:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5988, top5_acc: 0.8956, loss_cls: 2.2805, loss: 2.2805 +2023-12-23 14:20:36,062 - pyskl - INFO - Epoch [4][1600/3405] lr: 2.497e-02, eta: 1 day, 12:17:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5969, top5_acc: 0.8944, loss_cls: 2.3198, loss: 2.3198 +2023-12-23 14:21:01,574 - pyskl - INFO - Epoch [4][1700/3405] lr: 2.497e-02, eta: 1 day, 12:17:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.5975, top5_acc: 0.8956, loss_cls: 2.3098, loss: 2.3098 +2023-12-23 14:21:27,074 - pyskl - INFO - Epoch [4][1800/3405] lr: 2.497e-02, eta: 1 day, 12:16:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.5956, top5_acc: 0.8869, loss_cls: 2.3599, loss: 2.3599 +2023-12-23 14:21:52,241 - pyskl - INFO - Epoch [4][1900/3405] lr: 2.497e-02, eta: 1 day, 12:14:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5850, top5_acc: 0.8975, loss_cls: 2.3058, loss: 2.3058 +2023-12-23 14:22:17,619 - pyskl - INFO - Epoch [4][2000/3405] lr: 2.496e-02, eta: 1 day, 12:13:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5956, top5_acc: 0.8894, loss_cls: 2.3163, loss: 2.3163 +2023-12-23 14:22:43,043 - pyskl - INFO - Epoch [4][2100/3405] lr: 2.496e-02, eta: 1 day, 12:13:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5894, top5_acc: 0.8844, loss_cls: 2.3223, loss: 2.3223 +2023-12-23 14:23:08,392 - pyskl - INFO - Epoch [4][2200/3405] lr: 2.496e-02, eta: 1 day, 12:12:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6138, top5_acc: 0.8956, loss_cls: 2.2455, loss: 2.2455 +2023-12-23 14:23:33,626 - pyskl - INFO - Epoch [4][2300/3405] lr: 2.496e-02, eta: 1 day, 12:11:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5819, top5_acc: 0.8812, loss_cls: 2.3613, loss: 2.3613 +2023-12-23 14:23:59,067 - pyskl - INFO - Epoch [4][2400/3405] lr: 2.496e-02, eta: 1 day, 12:10:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5944, top5_acc: 0.8869, loss_cls: 2.3033, loss: 2.3033 +2023-12-23 14:24:24,489 - pyskl - INFO - Epoch [4][2500/3405] lr: 2.496e-02, eta: 1 day, 12:09:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5813, top5_acc: 0.8869, loss_cls: 2.3808, loss: 2.3808 +2023-12-23 14:24:49,829 - pyskl - INFO - Epoch [4][2600/3405] lr: 2.496e-02, eta: 1 day, 12:08:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5813, top5_acc: 0.8844, loss_cls: 2.3255, loss: 2.3255 +2023-12-23 14:25:15,016 - pyskl - INFO - Epoch [4][2700/3405] lr: 2.496e-02, eta: 1 day, 12:07:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6050, top5_acc: 0.8931, loss_cls: 2.2709, loss: 2.2709 +2023-12-23 14:25:40,286 - pyskl - INFO - Epoch [4][2800/3405] lr: 2.496e-02, eta: 1 day, 12:06:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6112, top5_acc: 0.8881, loss_cls: 2.2869, loss: 2.2869 +2023-12-23 14:26:05,653 - pyskl - INFO - Epoch [4][2900/3405] lr: 2.496e-02, eta: 1 day, 12:05:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6081, top5_acc: 0.8944, loss_cls: 2.2956, loss: 2.2956 +2023-12-23 14:26:30,890 - pyskl - INFO - Epoch [4][3000/3405] lr: 2.496e-02, eta: 1 day, 12:04:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6000, top5_acc: 0.9031, loss_cls: 2.2999, loss: 2.2999 +2023-12-23 14:26:56,160 - pyskl - INFO - Epoch [4][3100/3405] lr: 2.496e-02, eta: 1 day, 12:03:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5844, top5_acc: 0.8781, loss_cls: 2.3502, loss: 2.3502 +2023-12-23 14:27:21,885 - pyskl - INFO - Epoch [4][3200/3405] lr: 2.496e-02, eta: 1 day, 12:02:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6244, top5_acc: 0.8912, loss_cls: 2.2769, loss: 2.2769 +2023-12-23 14:27:47,724 - pyskl - INFO - Epoch [4][3300/3405] lr: 2.496e-02, eta: 1 day, 12:02:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.5950, top5_acc: 0.8900, loss_cls: 2.2957, loss: 2.2957 +2023-12-23 14:28:13,229 - pyskl - INFO - Epoch [4][3400/3405] lr: 2.496e-02, eta: 1 day, 12:01:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6119, top5_acc: 0.8944, loss_cls: 2.2573, loss: 2.2573 +2023-12-23 14:28:15,131 - pyskl - INFO - Saving checkpoint at 4 epochs +2023-12-23 14:32:39,256 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 14:32:39,862 - pyskl - INFO - +top1_acc 0.5685 +top5_acc 0.8664 +2023-12-23 14:32:39,867 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_3.pth was removed +2023-12-23 14:32:40,079 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2023-12-23 14:32:40,080 - pyskl - INFO - Best top1_acc is 0.5685 at 4 epoch. +2023-12-23 14:32:40,105 - pyskl - INFO - Epoch(val) [4][3718] top1_acc: 0.5685, top5_acc: 0.8664 +2023-12-23 14:33:32,094 - pyskl - INFO - Epoch [5][100/3405] lr: 2.496e-02, eta: 1 day, 12:15:45, time: 0.520, data_time: 0.267, memory: 5236, top1_acc: 0.6288, top5_acc: 0.9113, loss_cls: 2.1893, loss: 2.1893 +2023-12-23 14:33:57,533 - pyskl - INFO - Epoch [5][200/3405] lr: 2.495e-02, eta: 1 day, 12:14:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6306, top5_acc: 0.9069, loss_cls: 2.1957, loss: 2.1957 +2023-12-23 14:34:22,870 - pyskl - INFO - Epoch [5][300/3405] lr: 2.495e-02, eta: 1 day, 12:13:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6462, top5_acc: 0.8994, loss_cls: 2.1969, loss: 2.1969 +2023-12-23 14:34:48,385 - pyskl - INFO - Epoch [5][400/3405] lr: 2.495e-02, eta: 1 day, 12:12:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6069, top5_acc: 0.8962, loss_cls: 2.2535, loss: 2.2535 +2023-12-23 14:35:14,234 - pyskl - INFO - Epoch [5][500/3405] lr: 2.495e-02, eta: 1 day, 12:12:17, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6169, top5_acc: 0.8988, loss_cls: 2.2253, loss: 2.2253 +2023-12-23 14:35:39,749 - pyskl - INFO - Epoch [5][600/3405] lr: 2.495e-02, eta: 1 day, 12:11:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6294, top5_acc: 0.9100, loss_cls: 2.2167, loss: 2.2167 +2023-12-23 14:36:05,127 - pyskl - INFO - Epoch [5][700/3405] lr: 2.495e-02, eta: 1 day, 12:10:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6056, top5_acc: 0.9038, loss_cls: 2.2551, loss: 2.2551 +2023-12-23 14:36:30,373 - pyskl - INFO - Epoch [5][800/3405] lr: 2.495e-02, eta: 1 day, 12:09:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6169, top5_acc: 0.8988, loss_cls: 2.2617, loss: 2.2617 +2023-12-23 14:36:55,702 - pyskl - INFO - Epoch [5][900/3405] lr: 2.495e-02, eta: 1 day, 12:08:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6375, top5_acc: 0.8969, loss_cls: 2.2223, loss: 2.2223 +2023-12-23 14:37:20,854 - pyskl - INFO - Epoch [5][1000/3405] lr: 2.495e-02, eta: 1 day, 12:07:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6212, top5_acc: 0.9038, loss_cls: 2.2192, loss: 2.2192 +2023-12-23 14:37:46,098 - pyskl - INFO - Epoch [5][1100/3405] lr: 2.495e-02, eta: 1 day, 12:06:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5856, top5_acc: 0.8812, loss_cls: 2.3572, loss: 2.3572 +2023-12-23 14:38:11,393 - pyskl - INFO - Epoch [5][1200/3405] lr: 2.495e-02, eta: 1 day, 12:05:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6200, top5_acc: 0.8962, loss_cls: 2.2641, loss: 2.2641 +2023-12-23 14:38:36,587 - pyskl - INFO - Epoch [5][1300/3405] lr: 2.495e-02, eta: 1 day, 12:04:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6000, top5_acc: 0.8981, loss_cls: 2.2855, loss: 2.2855 +2023-12-23 14:39:01,805 - pyskl - INFO - Epoch [5][1400/3405] lr: 2.495e-02, eta: 1 day, 12:03:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6062, top5_acc: 0.9025, loss_cls: 2.3033, loss: 2.3033 +2023-12-23 14:39:26,954 - pyskl - INFO - Epoch [5][1500/3405] lr: 2.495e-02, eta: 1 day, 12:02:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6075, top5_acc: 0.8994, loss_cls: 2.2762, loss: 2.2762 +2023-12-23 14:39:52,098 - pyskl - INFO - Epoch [5][1600/3405] lr: 2.495e-02, eta: 1 day, 12:01:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6394, top5_acc: 0.9062, loss_cls: 2.1904, loss: 2.1904 +2023-12-23 14:40:17,319 - pyskl - INFO - Epoch [5][1700/3405] lr: 2.494e-02, eta: 1 day, 12:00:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6119, top5_acc: 0.8956, loss_cls: 2.2639, loss: 2.2639 +2023-12-23 14:40:42,780 - pyskl - INFO - Epoch [5][1800/3405] lr: 2.494e-02, eta: 1 day, 11:59:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6362, top5_acc: 0.9113, loss_cls: 2.1840, loss: 2.1840 +2023-12-23 14:41:08,080 - pyskl - INFO - Epoch [5][1900/3405] lr: 2.494e-02, eta: 1 day, 11:58:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6369, top5_acc: 0.9131, loss_cls: 2.1549, loss: 2.1549 +2023-12-23 14:41:33,208 - pyskl - INFO - Epoch [5][2000/3405] lr: 2.494e-02, eta: 1 day, 11:57:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6238, top5_acc: 0.8988, loss_cls: 2.2492, loss: 2.2492 +2023-12-23 14:41:58,256 - pyskl - INFO - Epoch [5][2100/3405] lr: 2.494e-02, eta: 1 day, 11:56:56, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6106, top5_acc: 0.9144, loss_cls: 2.2069, loss: 2.2069 +2023-12-23 14:42:23,268 - pyskl - INFO - Epoch [5][2200/3405] lr: 2.494e-02, eta: 1 day, 11:55:55, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5981, top5_acc: 0.8944, loss_cls: 2.3086, loss: 2.3086 +2023-12-23 14:42:48,249 - pyskl - INFO - Epoch [5][2300/3405] lr: 2.494e-02, eta: 1 day, 11:54:53, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6169, top5_acc: 0.8969, loss_cls: 2.2543, loss: 2.2543 +2023-12-23 14:43:13,247 - pyskl - INFO - Epoch [5][2400/3405] lr: 2.494e-02, eta: 1 day, 11:53:52, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6150, top5_acc: 0.9019, loss_cls: 2.2192, loss: 2.2192 +2023-12-23 14:43:38,261 - pyskl - INFO - Epoch [5][2500/3405] lr: 2.494e-02, eta: 1 day, 11:52:51, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6169, top5_acc: 0.8938, loss_cls: 2.2202, loss: 2.2202 +2023-12-23 14:44:03,296 - pyskl - INFO - Epoch [5][2600/3405] lr: 2.494e-02, eta: 1 day, 11:51:52, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6225, top5_acc: 0.8912, loss_cls: 2.2534, loss: 2.2534 +2023-12-23 14:44:28,299 - pyskl - INFO - Epoch [5][2700/3405] lr: 2.494e-02, eta: 1 day, 11:50:53, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6362, top5_acc: 0.9087, loss_cls: 2.1655, loss: 2.1655 +2023-12-23 14:44:53,308 - pyskl - INFO - Epoch [5][2800/3405] lr: 2.494e-02, eta: 1 day, 11:49:54, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6344, top5_acc: 0.9000, loss_cls: 2.2001, loss: 2.2001 +2023-12-23 14:45:18,300 - pyskl - INFO - Epoch [5][2900/3405] lr: 2.494e-02, eta: 1 day, 11:48:55, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6350, top5_acc: 0.9081, loss_cls: 2.1708, loss: 2.1708 +2023-12-23 14:45:43,333 - pyskl - INFO - Epoch [5][3000/3405] lr: 2.493e-02, eta: 1 day, 11:47:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6369, top5_acc: 0.9062, loss_cls: 2.1564, loss: 2.1564 +2023-12-23 14:46:08,362 - pyskl - INFO - Epoch [5][3100/3405] lr: 2.493e-02, eta: 1 day, 11:47:00, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6369, top5_acc: 0.8981, loss_cls: 2.2079, loss: 2.2079 +2023-12-23 14:46:33,895 - pyskl - INFO - Epoch [5][3200/3405] lr: 2.493e-02, eta: 1 day, 11:46:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6394, top5_acc: 0.9000, loss_cls: 2.2027, loss: 2.2027 +2023-12-23 14:46:59,507 - pyskl - INFO - Epoch [5][3300/3405] lr: 2.493e-02, eta: 1 day, 11:45:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6375, top5_acc: 0.9144, loss_cls: 2.1769, loss: 2.1769 +2023-12-23 14:47:24,777 - pyskl - INFO - Epoch [5][3400/3405] lr: 2.493e-02, eta: 1 day, 11:44:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6475, top5_acc: 0.9137, loss_cls: 2.1422, loss: 2.1422 +2023-12-23 14:47:26,680 - pyskl - INFO - Saving checkpoint at 5 epochs +2023-12-23 14:51:51,980 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 14:51:52,594 - pyskl - INFO - +top1_acc 0.6174 +top5_acc 0.8968 +2023-12-23 14:51:52,598 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_4.pth was removed +2023-12-23 14:51:52,809 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2023-12-23 14:51:52,811 - pyskl - INFO - Best top1_acc is 0.6174 at 5 epoch. +2023-12-23 14:51:52,837 - pyskl - INFO - Epoch(val) [5][3718] top1_acc: 0.6174, top5_acc: 0.8968 +2023-12-23 14:52:45,214 - pyskl - INFO - Epoch [6][100/3405] lr: 2.493e-02, eta: 1 day, 11:56:22, time: 0.524, data_time: 0.270, memory: 5236, top1_acc: 0.6381, top5_acc: 0.9131, loss_cls: 2.1486, loss: 2.1486 +2023-12-23 14:53:10,883 - pyskl - INFO - Epoch [6][200/3405] lr: 2.493e-02, eta: 1 day, 11:55:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6250, top5_acc: 0.9137, loss_cls: 2.1725, loss: 2.1725 +2023-12-23 14:53:36,894 - pyskl - INFO - Epoch [6][300/3405] lr: 2.493e-02, eta: 1 day, 11:55:09, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6400, top5_acc: 0.9156, loss_cls: 2.1456, loss: 2.1456 +2023-12-23 14:54:02,894 - pyskl - INFO - Epoch [6][400/3405] lr: 2.493e-02, eta: 1 day, 11:54:37, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6381, top5_acc: 0.9050, loss_cls: 2.1697, loss: 2.1697 +2023-12-23 14:54:28,461 - pyskl - INFO - Epoch [6][500/3405] lr: 2.493e-02, eta: 1 day, 11:53:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6544, top5_acc: 0.9225, loss_cls: 2.0988, loss: 2.0988 +2023-12-23 14:54:54,187 - pyskl - INFO - Epoch [6][600/3405] lr: 2.493e-02, eta: 1 day, 11:53:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6456, top5_acc: 0.9062, loss_cls: 2.1687, loss: 2.1687 +2023-12-23 14:55:19,496 - pyskl - INFO - Epoch [6][700/3405] lr: 2.493e-02, eta: 1 day, 11:52:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6181, top5_acc: 0.9125, loss_cls: 2.1905, loss: 2.1905 +2023-12-23 14:55:44,718 - pyskl - INFO - Epoch [6][800/3405] lr: 2.492e-02, eta: 1 day, 11:51:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6181, top5_acc: 0.9019, loss_cls: 2.2180, loss: 2.2180 +2023-12-23 14:56:10,010 - pyskl - INFO - Epoch [6][900/3405] lr: 2.492e-02, eta: 1 day, 11:50:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6569, top5_acc: 0.9156, loss_cls: 2.1047, loss: 2.1047 +2023-12-23 14:56:35,111 - pyskl - INFO - Epoch [6][1000/3405] lr: 2.492e-02, eta: 1 day, 11:49:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6431, top5_acc: 0.9163, loss_cls: 2.1257, loss: 2.1257 +2023-12-23 14:57:00,163 - pyskl - INFO - Epoch [6][1100/3405] lr: 2.492e-02, eta: 1 day, 11:48:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6294, top5_acc: 0.9075, loss_cls: 2.1677, loss: 2.1677 +2023-12-23 14:57:25,220 - pyskl - INFO - Epoch [6][1200/3405] lr: 2.492e-02, eta: 1 day, 11:47:49, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6544, top5_acc: 0.9194, loss_cls: 2.1189, loss: 2.1189 +2023-12-23 14:57:50,649 - pyskl - INFO - Epoch [6][1300/3405] lr: 2.492e-02, eta: 1 day, 11:47:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6519, top5_acc: 0.9144, loss_cls: 2.1398, loss: 2.1398 +2023-12-23 14:58:15,946 - pyskl - INFO - Epoch [6][1400/3405] lr: 2.492e-02, eta: 1 day, 11:46:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6175, top5_acc: 0.8906, loss_cls: 2.2401, loss: 2.2401 +2023-12-23 14:58:41,335 - pyskl - INFO - Epoch [6][1500/3405] lr: 2.492e-02, eta: 1 day, 11:45:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6375, top5_acc: 0.9081, loss_cls: 2.2043, loss: 2.2043 +2023-12-23 14:59:06,647 - pyskl - INFO - Epoch [6][1600/3405] lr: 2.492e-02, eta: 1 day, 11:44:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6281, top5_acc: 0.9069, loss_cls: 2.1617, loss: 2.1617 +2023-12-23 14:59:31,853 - pyskl - INFO - Epoch [6][1700/3405] lr: 2.492e-02, eta: 1 day, 11:43:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6406, top5_acc: 0.9131, loss_cls: 2.1457, loss: 2.1457 +2023-12-23 14:59:57,242 - pyskl - INFO - Epoch [6][1800/3405] lr: 2.492e-02, eta: 1 day, 11:43:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6312, top5_acc: 0.8981, loss_cls: 2.2034, loss: 2.2034 +2023-12-23 15:00:22,597 - pyskl - INFO - Epoch [6][1900/3405] lr: 2.492e-02, eta: 1 day, 11:42:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6619, top5_acc: 0.9106, loss_cls: 2.1101, loss: 2.1101 +2023-12-23 15:00:47,900 - pyskl - INFO - Epoch [6][2000/3405] lr: 2.491e-02, eta: 1 day, 11:41:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6381, top5_acc: 0.9113, loss_cls: 2.1625, loss: 2.1625 +2023-12-23 15:01:13,055 - pyskl - INFO - Epoch [6][2100/3405] lr: 2.491e-02, eta: 1 day, 11:40:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6262, top5_acc: 0.9031, loss_cls: 2.2461, loss: 2.2461 +2023-12-23 15:01:38,177 - pyskl - INFO - Epoch [6][2200/3405] lr: 2.491e-02, eta: 1 day, 11:39:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6388, top5_acc: 0.9075, loss_cls: 2.1712, loss: 2.1712 +2023-12-23 15:02:03,532 - pyskl - INFO - Epoch [6][2300/3405] lr: 2.491e-02, eta: 1 day, 11:38:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6525, top5_acc: 0.9087, loss_cls: 2.1420, loss: 2.1420 +2023-12-23 15:02:28,768 - pyskl - INFO - Epoch [6][2400/3405] lr: 2.491e-02, eta: 1 day, 11:38:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6512, top5_acc: 0.9119, loss_cls: 2.1350, loss: 2.1350 +2023-12-23 15:02:54,052 - pyskl - INFO - Epoch [6][2500/3405] lr: 2.491e-02, eta: 1 day, 11:37:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6562, top5_acc: 0.9181, loss_cls: 2.1109, loss: 2.1109 +2023-12-23 15:03:19,269 - pyskl - INFO - Epoch [6][2600/3405] lr: 2.491e-02, eta: 1 day, 11:36:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6394, top5_acc: 0.9200, loss_cls: 2.1281, loss: 2.1281 +2023-12-23 15:03:44,444 - pyskl - INFO - Epoch [6][2700/3405] lr: 2.491e-02, eta: 1 day, 11:35:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6431, top5_acc: 0.9119, loss_cls: 2.1585, loss: 2.1585 +2023-12-23 15:04:09,632 - pyskl - INFO - Epoch [6][2800/3405] lr: 2.491e-02, eta: 1 day, 11:34:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6713, top5_acc: 0.9144, loss_cls: 2.0630, loss: 2.0630 +2023-12-23 15:04:34,804 - pyskl - INFO - Epoch [6][2900/3405] lr: 2.491e-02, eta: 1 day, 11:34:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6469, top5_acc: 0.9075, loss_cls: 2.1337, loss: 2.1337 +2023-12-23 15:05:00,007 - pyskl - INFO - Epoch [6][3000/3405] lr: 2.491e-02, eta: 1 day, 11:33:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6525, top5_acc: 0.9081, loss_cls: 2.1439, loss: 2.1439 +2023-12-23 15:05:25,346 - pyskl - INFO - Epoch [6][3100/3405] lr: 2.490e-02, eta: 1 day, 11:32:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6450, top5_acc: 0.9256, loss_cls: 2.0945, loss: 2.0945 +2023-12-23 15:05:50,775 - pyskl - INFO - Epoch [6][3200/3405] lr: 2.490e-02, eta: 1 day, 11:31:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6262, top5_acc: 0.9194, loss_cls: 2.1561, loss: 2.1561 +2023-12-23 15:06:16,235 - pyskl - INFO - Epoch [6][3300/3405] lr: 2.490e-02, eta: 1 day, 11:31:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6444, top5_acc: 0.9131, loss_cls: 2.1463, loss: 2.1463 +2023-12-23 15:06:41,546 - pyskl - INFO - Epoch [6][3400/3405] lr: 2.490e-02, eta: 1 day, 11:30:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6450, top5_acc: 0.9069, loss_cls: 2.1623, loss: 2.1623 +2023-12-23 15:06:43,667 - pyskl - INFO - Saving checkpoint at 6 epochs +2023-12-23 15:11:08,018 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 15:11:08,622 - pyskl - INFO - +top1_acc 0.6346 +top5_acc 0.9061 +2023-12-23 15:11:08,626 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_5.pth was removed +2023-12-23 15:11:08,838 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2023-12-23 15:11:08,839 - pyskl - INFO - Best top1_acc is 0.6346 at 6 epoch. +2023-12-23 15:11:08,864 - pyskl - INFO - Epoch(val) [6][3718] top1_acc: 0.6346, top5_acc: 0.9061 +2023-12-23 15:12:01,241 - pyskl - INFO - Epoch [7][100/3405] lr: 2.490e-02, eta: 1 day, 11:39:59, time: 0.524, data_time: 0.273, memory: 5236, top1_acc: 0.6575, top5_acc: 0.9087, loss_cls: 2.1242, loss: 2.1242 +2023-12-23 15:12:26,552 - pyskl - INFO - Epoch [7][200/3405] lr: 2.490e-02, eta: 1 day, 11:39:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6506, top5_acc: 0.9200, loss_cls: 2.0877, loss: 2.0877 +2023-12-23 15:12:52,279 - pyskl - INFO - Epoch [7][300/3405] lr: 2.490e-02, eta: 1 day, 11:38:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9263, loss_cls: 2.0206, loss: 2.0206 +2023-12-23 15:13:18,087 - pyskl - INFO - Epoch [7][400/3405] lr: 2.490e-02, eta: 1 day, 11:38:00, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6556, top5_acc: 0.9156, loss_cls: 2.1129, loss: 2.1129 +2023-12-23 15:13:43,804 - pyskl - INFO - Epoch [7][500/3405] lr: 2.490e-02, eta: 1 day, 11:37:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6506, top5_acc: 0.9156, loss_cls: 2.1350, loss: 2.1350 +2023-12-23 15:14:09,567 - pyskl - INFO - Epoch [7][600/3405] lr: 2.490e-02, eta: 1 day, 11:36:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6619, top5_acc: 0.9169, loss_cls: 2.0737, loss: 2.0737 +2023-12-23 15:14:34,927 - pyskl - INFO - Epoch [7][700/3405] lr: 2.489e-02, eta: 1 day, 11:36:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6406, top5_acc: 0.9244, loss_cls: 2.1271, loss: 2.1271 +2023-12-23 15:15:00,345 - pyskl - INFO - Epoch [7][800/3405] lr: 2.489e-02, eta: 1 day, 11:35:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6488, top5_acc: 0.9031, loss_cls: 2.1702, loss: 2.1702 +2023-12-23 15:15:25,703 - pyskl - INFO - Epoch [7][900/3405] lr: 2.489e-02, eta: 1 day, 11:34:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6831, top5_acc: 0.9187, loss_cls: 2.0826, loss: 2.0826 +2023-12-23 15:15:50,923 - pyskl - INFO - Epoch [7][1000/3405] lr: 2.489e-02, eta: 1 day, 11:33:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6619, top5_acc: 0.9213, loss_cls: 2.0757, loss: 2.0757 +2023-12-23 15:16:16,168 - pyskl - INFO - Epoch [7][1100/3405] lr: 2.489e-02, eta: 1 day, 11:32:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6425, top5_acc: 0.9087, loss_cls: 2.1627, loss: 2.1627 +2023-12-23 15:16:41,458 - pyskl - INFO - Epoch [7][1200/3405] lr: 2.489e-02, eta: 1 day, 11:32:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6737, top5_acc: 0.9156, loss_cls: 2.0873, loss: 2.0873 +2023-12-23 15:17:06,735 - pyskl - INFO - Epoch [7][1300/3405] lr: 2.489e-02, eta: 1 day, 11:31:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6619, top5_acc: 0.9213, loss_cls: 2.0655, loss: 2.0655 +2023-12-23 15:17:32,143 - pyskl - INFO - Epoch [7][1400/3405] lr: 2.489e-02, eta: 1 day, 11:30:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6475, top5_acc: 0.9094, loss_cls: 2.1023, loss: 2.1023 +2023-12-23 15:17:57,321 - pyskl - INFO - Epoch [7][1500/3405] lr: 2.489e-02, eta: 1 day, 11:29:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6538, top5_acc: 0.9113, loss_cls: 2.1144, loss: 2.1144 +2023-12-23 15:18:22,554 - pyskl - INFO - Epoch [7][1600/3405] lr: 2.489e-02, eta: 1 day, 11:29:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6412, top5_acc: 0.9125, loss_cls: 2.1239, loss: 2.1239 +2023-12-23 15:18:47,745 - pyskl - INFO - Epoch [7][1700/3405] lr: 2.488e-02, eta: 1 day, 11:28:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6556, top5_acc: 0.9231, loss_cls: 2.1023, loss: 2.1023 +2023-12-23 15:19:12,864 - pyskl - INFO - Epoch [7][1800/3405] lr: 2.488e-02, eta: 1 day, 11:27:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6100, top5_acc: 0.9025, loss_cls: 2.2033, loss: 2.2033 +2023-12-23 15:19:38,039 - pyskl - INFO - Epoch [7][1900/3405] lr: 2.488e-02, eta: 1 day, 11:26:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6769, top5_acc: 0.9225, loss_cls: 2.0440, loss: 2.0440 +2023-12-23 15:20:03,429 - pyskl - INFO - Epoch [7][2000/3405] lr: 2.488e-02, eta: 1 day, 11:26:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6500, top5_acc: 0.9119, loss_cls: 2.1375, loss: 2.1375 +2023-12-23 15:20:28,617 - pyskl - INFO - Epoch [7][2100/3405] lr: 2.488e-02, eta: 1 day, 11:25:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6450, top5_acc: 0.9119, loss_cls: 2.1440, loss: 2.1440 +2023-12-23 15:20:53,646 - pyskl - INFO - Epoch [7][2200/3405] lr: 2.488e-02, eta: 1 day, 11:24:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6456, top5_acc: 0.9231, loss_cls: 2.1140, loss: 2.1140 +2023-12-23 15:21:19,016 - pyskl - INFO - Epoch [7][2300/3405] lr: 2.488e-02, eta: 1 day, 11:23:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6625, top5_acc: 0.9213, loss_cls: 2.0675, loss: 2.0675 +2023-12-23 15:21:44,595 - pyskl - INFO - Epoch [7][2400/3405] lr: 2.488e-02, eta: 1 day, 11:23:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6763, top5_acc: 0.9281, loss_cls: 2.0370, loss: 2.0370 +2023-12-23 15:22:09,739 - pyskl - INFO - Epoch [7][2500/3405] lr: 2.488e-02, eta: 1 day, 11:22:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6669, top5_acc: 0.9256, loss_cls: 2.0798, loss: 2.0798 +2023-12-23 15:22:34,781 - pyskl - INFO - Epoch [7][2600/3405] lr: 2.487e-02, eta: 1 day, 11:21:33, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6462, top5_acc: 0.9187, loss_cls: 2.0821, loss: 2.0821 +2023-12-23 15:22:59,788 - pyskl - INFO - Epoch [7][2700/3405] lr: 2.487e-02, eta: 1 day, 11:20:44, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6562, top5_acc: 0.9175, loss_cls: 2.1071, loss: 2.1071 +2023-12-23 15:23:24,783 - pyskl - INFO - Epoch [7][2800/3405] lr: 2.487e-02, eta: 1 day, 11:19:55, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6650, top5_acc: 0.9250, loss_cls: 2.0679, loss: 2.0679 +2023-12-23 15:23:49,789 - pyskl - INFO - Epoch [7][2900/3405] lr: 2.487e-02, eta: 1 day, 11:19:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6606, top5_acc: 0.9050, loss_cls: 2.0904, loss: 2.0904 +2023-12-23 15:24:14,798 - pyskl - INFO - Epoch [7][3000/3405] lr: 2.487e-02, eta: 1 day, 11:18:18, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6550, top5_acc: 0.9119, loss_cls: 2.1500, loss: 2.1500 +2023-12-23 15:24:39,846 - pyskl - INFO - Epoch [7][3100/3405] lr: 2.487e-02, eta: 1 day, 11:17:30, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6556, top5_acc: 0.9200, loss_cls: 2.0885, loss: 2.0885 +2023-12-23 15:25:05,279 - pyskl - INFO - Epoch [7][3200/3405] lr: 2.487e-02, eta: 1 day, 11:16:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6562, top5_acc: 0.9119, loss_cls: 2.1446, loss: 2.1446 +2023-12-23 15:25:30,551 - pyskl - INFO - Epoch [7][3300/3405] lr: 2.487e-02, eta: 1 day, 11:16:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6763, top5_acc: 0.9137, loss_cls: 2.0489, loss: 2.0489 +2023-12-23 15:25:56,020 - pyskl - INFO - Epoch [7][3400/3405] lr: 2.487e-02, eta: 1 day, 11:15:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6406, top5_acc: 0.9187, loss_cls: 2.1308, loss: 2.1308 +2023-12-23 15:25:57,981 - pyskl - INFO - Saving checkpoint at 7 epochs +2023-12-23 15:30:24,908 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 15:30:25,523 - pyskl - INFO - +top1_acc 0.6262 +top5_acc 0.8944 +2023-12-23 15:30:25,550 - pyskl - INFO - Epoch(val) [7][3718] top1_acc: 0.6262, top5_acc: 0.8944 +2023-12-23 15:31:17,378 - pyskl - INFO - Epoch [8][100/3405] lr: 2.486e-02, eta: 1 day, 11:23:20, time: 0.518, data_time: 0.266, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9263, loss_cls: 2.0096, loss: 2.0096 +2023-12-23 15:31:42,617 - pyskl - INFO - Epoch [8][200/3405] lr: 2.486e-02, eta: 1 day, 11:22:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6694, top5_acc: 0.9187, loss_cls: 2.0468, loss: 2.0468 +2023-12-23 15:32:08,109 - pyskl - INFO - Epoch [8][300/3405] lr: 2.486e-02, eta: 1 day, 11:21:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6813, top5_acc: 0.9300, loss_cls: 2.0280, loss: 2.0280 +2023-12-23 15:32:33,737 - pyskl - INFO - Epoch [8][400/3405] lr: 2.486e-02, eta: 1 day, 11:21:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6663, top5_acc: 0.9300, loss_cls: 2.0619, loss: 2.0619 +2023-12-23 15:32:59,420 - pyskl - INFO - Epoch [8][500/3405] lr: 2.486e-02, eta: 1 day, 11:20:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6787, top5_acc: 0.9275, loss_cls: 2.0415, loss: 2.0415 +2023-12-23 15:33:25,146 - pyskl - INFO - Epoch [8][600/3405] lr: 2.486e-02, eta: 1 day, 11:20:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6469, top5_acc: 0.9150, loss_cls: 2.0971, loss: 2.0971 +2023-12-23 15:33:50,655 - pyskl - INFO - Epoch [8][700/3405] lr: 2.486e-02, eta: 1 day, 11:19:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6787, top5_acc: 0.9287, loss_cls: 2.0431, loss: 2.0431 +2023-12-23 15:34:16,138 - pyskl - INFO - Epoch [8][800/3405] lr: 2.486e-02, eta: 1 day, 11:18:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6656, top5_acc: 0.9237, loss_cls: 2.0498, loss: 2.0498 +2023-12-23 15:34:41,222 - pyskl - INFO - Epoch [8][900/3405] lr: 2.486e-02, eta: 1 day, 11:18:02, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6819, top5_acc: 0.9269, loss_cls: 2.0535, loss: 2.0535 +2023-12-23 15:35:06,567 - pyskl - INFO - Epoch [8][1000/3405] lr: 2.485e-02, eta: 1 day, 11:17:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6550, top5_acc: 0.9081, loss_cls: 2.1151, loss: 2.1151 +2023-12-23 15:35:31,917 - pyskl - INFO - Epoch [8][1100/3405] lr: 2.485e-02, eta: 1 day, 11:16:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6562, top5_acc: 0.9119, loss_cls: 2.1078, loss: 2.1078 +2023-12-23 15:35:57,091 - pyskl - INFO - Epoch [8][1200/3405] lr: 2.485e-02, eta: 1 day, 11:15:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6813, top5_acc: 0.9269, loss_cls: 2.0288, loss: 2.0288 +2023-12-23 15:36:22,340 - pyskl - INFO - Epoch [8][1300/3405] lr: 2.485e-02, eta: 1 day, 11:15:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6787, top5_acc: 0.9237, loss_cls: 2.0442, loss: 2.0442 +2023-12-23 15:36:47,641 - pyskl - INFO - Epoch [8][1400/3405] lr: 2.485e-02, eta: 1 day, 11:14:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6406, top5_acc: 0.9137, loss_cls: 2.1317, loss: 2.1317 +2023-12-23 15:37:12,747 - pyskl - INFO - Epoch [8][1500/3405] lr: 2.485e-02, eta: 1 day, 11:13:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6694, top5_acc: 0.9144, loss_cls: 2.0671, loss: 2.0671 +2023-12-23 15:37:37,866 - pyskl - INFO - Epoch [8][1600/3405] lr: 2.485e-02, eta: 1 day, 11:12:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6781, top5_acc: 0.9306, loss_cls: 2.0412, loss: 2.0412 +2023-12-23 15:38:03,104 - pyskl - INFO - Epoch [8][1700/3405] lr: 2.485e-02, eta: 1 day, 11:12:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6531, top5_acc: 0.9106, loss_cls: 2.1428, loss: 2.1428 +2023-12-23 15:38:28,472 - pyskl - INFO - Epoch [8][1800/3405] lr: 2.484e-02, eta: 1 day, 11:11:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6813, top5_acc: 0.9231, loss_cls: 2.0562, loss: 2.0562 +2023-12-23 15:38:53,603 - pyskl - INFO - Epoch [8][1900/3405] lr: 2.484e-02, eta: 1 day, 11:10:49, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6606, top5_acc: 0.9200, loss_cls: 2.0711, loss: 2.0711 +2023-12-23 15:39:18,785 - pyskl - INFO - Epoch [8][2000/3405] lr: 2.484e-02, eta: 1 day, 11:10:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6438, top5_acc: 0.9256, loss_cls: 2.1122, loss: 2.1122 +2023-12-23 15:39:44,145 - pyskl - INFO - Epoch [8][2100/3405] lr: 2.484e-02, eta: 1 day, 11:09:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6813, top5_acc: 0.9313, loss_cls: 2.0161, loss: 2.0161 +2023-12-23 15:40:09,321 - pyskl - INFO - Epoch [8][2200/3405] lr: 2.484e-02, eta: 1 day, 11:08:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6725, top5_acc: 0.9206, loss_cls: 2.0640, loss: 2.0640 +2023-12-23 15:40:34,469 - pyskl - INFO - Epoch [8][2300/3405] lr: 2.484e-02, eta: 1 day, 11:07:58, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6619, top5_acc: 0.8969, loss_cls: 2.1304, loss: 2.1304 +2023-12-23 15:40:59,879 - pyskl - INFO - Epoch [8][2400/3405] lr: 2.484e-02, eta: 1 day, 11:07:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6763, top5_acc: 0.9169, loss_cls: 2.0434, loss: 2.0434 +2023-12-23 15:41:25,244 - pyskl - INFO - Epoch [8][2500/3405] lr: 2.484e-02, eta: 1 day, 11:06:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6750, top5_acc: 0.9150, loss_cls: 2.0824, loss: 2.0824 +2023-12-23 15:41:50,721 - pyskl - INFO - Epoch [8][2600/3405] lr: 2.484e-02, eta: 1 day, 11:06:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6600, top5_acc: 0.9244, loss_cls: 2.0859, loss: 2.0859 +2023-12-23 15:42:16,201 - pyskl - INFO - Epoch [8][2700/3405] lr: 2.483e-02, eta: 1 day, 11:05:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6719, top5_acc: 0.9319, loss_cls: 2.0871, loss: 2.0871 +2023-12-23 15:42:41,332 - pyskl - INFO - Epoch [8][2800/3405] lr: 2.483e-02, eta: 1 day, 11:04:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6763, top5_acc: 0.9056, loss_cls: 2.0646, loss: 2.0646 +2023-12-23 15:43:06,538 - pyskl - INFO - Epoch [8][2900/3405] lr: 2.483e-02, eta: 1 day, 11:03:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6644, top5_acc: 0.9187, loss_cls: 2.0867, loss: 2.0867 +2023-12-23 15:43:31,933 - pyskl - INFO - Epoch [8][3000/3405] lr: 2.483e-02, eta: 1 day, 11:03:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6775, top5_acc: 0.9275, loss_cls: 2.0081, loss: 2.0081 +2023-12-23 15:43:57,319 - pyskl - INFO - Epoch [8][3100/3405] lr: 2.483e-02, eta: 1 day, 11:02:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9319, loss_cls: 2.0020, loss: 2.0020 +2023-12-23 15:44:22,874 - pyskl - INFO - Epoch [8][3200/3405] lr: 2.483e-02, eta: 1 day, 11:02:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9313, loss_cls: 2.0052, loss: 2.0052 +2023-12-23 15:44:48,473 - pyskl - INFO - Epoch [8][3300/3405] lr: 2.483e-02, eta: 1 day, 11:01:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6650, top5_acc: 0.9287, loss_cls: 2.0377, loss: 2.0377 +2023-12-23 15:45:14,032 - pyskl - INFO - Epoch [8][3400/3405] lr: 2.483e-02, eta: 1 day, 11:00:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9256, loss_cls: 2.0264, loss: 2.0264 +2023-12-23 15:45:16,025 - pyskl - INFO - Saving checkpoint at 8 epochs +2023-12-23 15:49:40,415 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 15:49:41,023 - pyskl - INFO - +top1_acc 0.6638 +top5_acc 0.9173 +2023-12-23 15:49:41,027 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_6.pth was removed +2023-12-23 15:49:41,239 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2023-12-23 15:49:41,241 - pyskl - INFO - Best top1_acc is 0.6638 at 8 epoch. +2023-12-23 15:49:41,265 - pyskl - INFO - Epoch(val) [8][3718] top1_acc: 0.6638, top5_acc: 0.9173 +2023-12-23 15:50:33,563 - pyskl - INFO - Epoch [9][100/3405] lr: 2.482e-02, eta: 1 day, 11:07:50, time: 0.523, data_time: 0.270, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9244, loss_cls: 1.9963, loss: 1.9963 +2023-12-23 15:50:59,252 - pyskl - INFO - Epoch [9][200/3405] lr: 2.482e-02, eta: 1 day, 11:07:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9275, loss_cls: 1.9908, loss: 1.9908 +2023-12-23 15:51:24,899 - pyskl - INFO - Epoch [9][300/3405] lr: 2.482e-02, eta: 1 day, 11:06:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6656, top5_acc: 0.9294, loss_cls: 2.0548, loss: 2.0548 +2023-12-23 15:51:50,575 - pyskl - INFO - Epoch [9][400/3405] lr: 2.482e-02, eta: 1 day, 11:06:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9200, loss_cls: 2.0092, loss: 2.0092 +2023-12-23 15:52:16,313 - pyskl - INFO - Epoch [9][500/3405] lr: 2.482e-02, eta: 1 day, 11:05:33, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6619, top5_acc: 0.9237, loss_cls: 2.0604, loss: 2.0604 +2023-12-23 15:52:42,296 - pyskl - INFO - Epoch [9][600/3405] lr: 2.482e-02, eta: 1 day, 11:05:03, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6831, top5_acc: 0.9250, loss_cls: 2.0293, loss: 2.0293 +2023-12-23 15:53:07,659 - pyskl - INFO - Epoch [9][700/3405] lr: 2.482e-02, eta: 1 day, 11:04:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6800, top5_acc: 0.9306, loss_cls: 2.0077, loss: 2.0077 +2023-12-23 15:53:33,097 - pyskl - INFO - Epoch [9][800/3405] lr: 2.481e-02, eta: 1 day, 11:03:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9394, loss_cls: 1.9733, loss: 1.9733 +2023-12-23 15:53:58,363 - pyskl - INFO - Epoch [9][900/3405] lr: 2.481e-02, eta: 1 day, 11:03:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6800, top5_acc: 0.9237, loss_cls: 2.0263, loss: 2.0263 +2023-12-23 15:54:23,873 - pyskl - INFO - Epoch [9][1000/3405] lr: 2.481e-02, eta: 1 day, 11:02:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6750, top5_acc: 0.9250, loss_cls: 2.0453, loss: 2.0453 +2023-12-23 15:54:49,244 - pyskl - INFO - Epoch [9][1100/3405] lr: 2.481e-02, eta: 1 day, 11:01:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9344, loss_cls: 1.9614, loss: 1.9614 +2023-12-23 15:55:14,397 - pyskl - INFO - Epoch [9][1200/3405] lr: 2.481e-02, eta: 1 day, 11:01:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6700, top5_acc: 0.9219, loss_cls: 2.0539, loss: 2.0539 +2023-12-23 15:55:39,469 - pyskl - INFO - Epoch [9][1300/3405] lr: 2.481e-02, eta: 1 day, 11:00:20, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6494, top5_acc: 0.9187, loss_cls: 2.0850, loss: 2.0850 +2023-12-23 15:56:04,508 - pyskl - INFO - Epoch [9][1400/3405] lr: 2.481e-02, eta: 1 day, 10:59:36, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9250, loss_cls: 1.9702, loss: 1.9702 +2023-12-23 15:56:29,641 - pyskl - INFO - Epoch [9][1500/3405] lr: 2.481e-02, eta: 1 day, 10:58:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6613, top5_acc: 0.9137, loss_cls: 2.0997, loss: 2.0997 +2023-12-23 15:56:54,901 - pyskl - INFO - Epoch [9][1600/3405] lr: 2.480e-02, eta: 1 day, 10:58:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6481, top5_acc: 0.9156, loss_cls: 2.1078, loss: 2.1078 +2023-12-23 15:57:20,242 - pyskl - INFO - Epoch [9][1700/3405] lr: 2.480e-02, eta: 1 day, 10:57:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9237, loss_cls: 2.0044, loss: 2.0044 +2023-12-23 15:57:45,362 - pyskl - INFO - Epoch [9][1800/3405] lr: 2.480e-02, eta: 1 day, 10:56:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9337, loss_cls: 1.9866, loss: 1.9866 +2023-12-23 15:58:10,658 - pyskl - INFO - Epoch [9][1900/3405] lr: 2.480e-02, eta: 1 day, 10:56:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6731, top5_acc: 0.9287, loss_cls: 2.0219, loss: 2.0219 +2023-12-23 15:58:35,815 - pyskl - INFO - Epoch [9][2000/3405] lr: 2.480e-02, eta: 1 day, 10:55:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6963, top5_acc: 0.9363, loss_cls: 1.9811, loss: 1.9811 +2023-12-23 15:59:01,187 - pyskl - INFO - Epoch [9][2100/3405] lr: 2.480e-02, eta: 1 day, 10:54:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6719, top5_acc: 0.9306, loss_cls: 2.0254, loss: 2.0254 +2023-12-23 15:59:26,425 - pyskl - INFO - Epoch [9][2200/3405] lr: 2.480e-02, eta: 1 day, 10:54:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6713, top5_acc: 0.9206, loss_cls: 2.0695, loss: 2.0695 +2023-12-23 15:59:51,828 - pyskl - INFO - Epoch [9][2300/3405] lr: 2.479e-02, eta: 1 day, 10:53:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6806, top5_acc: 0.9275, loss_cls: 2.0158, loss: 2.0158 +2023-12-23 16:00:16,884 - pyskl - INFO - Epoch [9][2400/3405] lr: 2.479e-02, eta: 1 day, 10:52:49, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9181, loss_cls: 2.0454, loss: 2.0454 +2023-12-23 16:00:42,035 - pyskl - INFO - Epoch [9][2500/3405] lr: 2.479e-02, eta: 1 day, 10:52:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6713, top5_acc: 0.9275, loss_cls: 2.0268, loss: 2.0268 +2023-12-23 16:01:07,389 - pyskl - INFO - Epoch [9][2600/3405] lr: 2.479e-02, eta: 1 day, 10:51:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6694, top5_acc: 0.9313, loss_cls: 2.0498, loss: 2.0498 +2023-12-23 16:01:32,786 - pyskl - INFO - Epoch [9][2700/3405] lr: 2.479e-02, eta: 1 day, 10:50:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6806, top5_acc: 0.9119, loss_cls: 2.0376, loss: 2.0376 +2023-12-23 16:01:57,871 - pyskl - INFO - Epoch [9][2800/3405] lr: 2.479e-02, eta: 1 day, 10:50:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6556, top5_acc: 0.9181, loss_cls: 2.0797, loss: 2.0797 +2023-12-23 16:02:23,204 - pyskl - INFO - Epoch [9][2900/3405] lr: 2.479e-02, eta: 1 day, 10:49:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6775, top5_acc: 0.9263, loss_cls: 2.0383, loss: 2.0383 +2023-12-23 16:02:48,427 - pyskl - INFO - Epoch [9][3000/3405] lr: 2.478e-02, eta: 1 day, 10:48:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6825, top5_acc: 0.9300, loss_cls: 1.9870, loss: 1.9870 +2023-12-23 16:03:14,023 - pyskl - INFO - Epoch [9][3100/3405] lr: 2.478e-02, eta: 1 day, 10:48:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9400, loss_cls: 1.9690, loss: 1.9690 +2023-12-23 16:03:39,781 - pyskl - INFO - Epoch [9][3200/3405] lr: 2.478e-02, eta: 1 day, 10:47:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9256, loss_cls: 2.0074, loss: 2.0074 +2023-12-23 16:04:05,625 - pyskl - INFO - Epoch [9][3300/3405] lr: 2.478e-02, eta: 1 day, 10:47:18, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9356, loss_cls: 1.9729, loss: 1.9729 +2023-12-23 16:04:31,337 - pyskl - INFO - Epoch [9][3400/3405] lr: 2.478e-02, eta: 1 day, 10:46:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6831, top5_acc: 0.9219, loss_cls: 2.0197, loss: 2.0197 +2023-12-23 16:04:33,523 - pyskl - INFO - Saving checkpoint at 9 epochs +2023-12-23 16:08:59,424 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 16:09:00,031 - pyskl - INFO - +top1_acc 0.6266 +top5_acc 0.8997 +2023-12-23 16:09:00,056 - pyskl - INFO - Epoch(val) [9][3718] top1_acc: 0.6266, top5_acc: 0.8997 +2023-12-23 16:09:52,445 - pyskl - INFO - Epoch [10][100/3405] lr: 2.478e-02, eta: 1 day, 10:52:49, time: 0.524, data_time: 0.273, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9294, loss_cls: 1.9864, loss: 1.9864 +2023-12-23 16:10:17,438 - pyskl - INFO - Epoch [10][200/3405] lr: 2.478e-02, eta: 1 day, 10:52:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9300, loss_cls: 1.9478, loss: 1.9478 +2023-12-23 16:10:43,094 - pyskl - INFO - Epoch [10][300/3405] lr: 2.477e-02, eta: 1 day, 10:51:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6769, top5_acc: 0.9313, loss_cls: 2.0283, loss: 2.0283 +2023-12-23 16:11:08,824 - pyskl - INFO - Epoch [10][400/3405] lr: 2.477e-02, eta: 1 day, 10:50:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9319, loss_cls: 1.9693, loss: 1.9693 +2023-12-23 16:11:34,841 - pyskl - INFO - Epoch [10][500/3405] lr: 2.477e-02, eta: 1 day, 10:50:29, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6644, top5_acc: 0.9187, loss_cls: 2.0766, loss: 2.0766 +2023-12-23 16:12:00,642 - pyskl - INFO - Epoch [10][600/3405] lr: 2.477e-02, eta: 1 day, 10:49:58, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6806, top5_acc: 0.9344, loss_cls: 2.0145, loss: 2.0145 +2023-12-23 16:12:26,093 - pyskl - INFO - Epoch [10][700/3405] lr: 2.477e-02, eta: 1 day, 10:49:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6825, top5_acc: 0.9263, loss_cls: 1.9944, loss: 1.9944 +2023-12-23 16:12:51,513 - pyskl - INFO - Epoch [10][800/3405] lr: 2.477e-02, eta: 1 day, 10:48:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9337, loss_cls: 1.9950, loss: 1.9950 +2023-12-23 16:13:16,811 - pyskl - INFO - Epoch [10][900/3405] lr: 2.477e-02, eta: 1 day, 10:48:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9413, loss_cls: 1.9296, loss: 1.9296 +2023-12-23 16:13:42,062 - pyskl - INFO - Epoch [10][1000/3405] lr: 2.476e-02, eta: 1 day, 10:47:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9456, loss_cls: 1.9266, loss: 1.9266 +2023-12-23 16:14:07,179 - pyskl - INFO - Epoch [10][1100/3405] lr: 2.476e-02, eta: 1 day, 10:46:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9263, loss_cls: 2.0221, loss: 2.0221 +2023-12-23 16:14:32,326 - pyskl - INFO - Epoch [10][1200/3405] lr: 2.476e-02, eta: 1 day, 10:46:02, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9437, loss_cls: 1.9471, loss: 1.9471 +2023-12-23 16:14:57,461 - pyskl - INFO - Epoch [10][1300/3405] lr: 2.476e-02, eta: 1 day, 10:45:21, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9287, loss_cls: 1.9955, loss: 1.9955 +2023-12-23 16:15:22,744 - pyskl - INFO - Epoch [10][1400/3405] lr: 2.476e-02, eta: 1 day, 10:44:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6775, top5_acc: 0.9181, loss_cls: 2.0383, loss: 2.0383 +2023-12-23 16:15:48,284 - pyskl - INFO - Epoch [10][1500/3405] lr: 2.476e-02, eta: 1 day, 10:44:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9281, loss_cls: 2.0037, loss: 2.0037 +2023-12-23 16:16:13,709 - pyskl - INFO - Epoch [10][1600/3405] lr: 2.475e-02, eta: 1 day, 10:43:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6775, top5_acc: 0.9300, loss_cls: 2.0234, loss: 2.0234 +2023-12-23 16:16:39,110 - pyskl - INFO - Epoch [10][1700/3405] lr: 2.475e-02, eta: 1 day, 10:42:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6794, top5_acc: 0.9337, loss_cls: 2.0019, loss: 2.0019 +2023-12-23 16:17:04,357 - pyskl - INFO - Epoch [10][1800/3405] lr: 2.475e-02, eta: 1 day, 10:42:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6687, top5_acc: 0.9181, loss_cls: 2.0376, loss: 2.0376 +2023-12-23 16:17:29,681 - pyskl - INFO - Epoch [10][1900/3405] lr: 2.475e-02, eta: 1 day, 10:41:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9294, loss_cls: 1.9660, loss: 1.9660 +2023-12-23 16:17:54,920 - pyskl - INFO - Epoch [10][2000/3405] lr: 2.475e-02, eta: 1 day, 10:40:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6681, top5_acc: 0.9181, loss_cls: 2.0511, loss: 2.0511 +2023-12-23 16:18:20,059 - pyskl - INFO - Epoch [10][2100/3405] lr: 2.475e-02, eta: 1 day, 10:40:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6850, top5_acc: 0.9187, loss_cls: 2.0225, loss: 2.0225 +2023-12-23 16:18:45,213 - pyskl - INFO - Epoch [10][2200/3405] lr: 2.475e-02, eta: 1 day, 10:39:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6719, top5_acc: 0.9300, loss_cls: 2.0263, loss: 2.0263 +2023-12-23 16:19:10,417 - pyskl - INFO - Epoch [10][2300/3405] lr: 2.474e-02, eta: 1 day, 10:38:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9244, loss_cls: 1.9989, loss: 1.9989 +2023-12-23 16:19:35,560 - pyskl - INFO - Epoch [10][2400/3405] lr: 2.474e-02, eta: 1 day, 10:38:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9394, loss_cls: 1.9653, loss: 1.9653 +2023-12-23 16:20:00,985 - pyskl - INFO - Epoch [10][2500/3405] lr: 2.474e-02, eta: 1 day, 10:37:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6713, top5_acc: 0.9206, loss_cls: 2.0511, loss: 2.0511 +2023-12-23 16:20:26,556 - pyskl - INFO - Epoch [10][2600/3405] lr: 2.474e-02, eta: 1 day, 10:37:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6650, top5_acc: 0.9306, loss_cls: 2.0553, loss: 2.0553 +2023-12-23 16:20:51,759 - pyskl - INFO - Epoch [10][2700/3405] lr: 2.474e-02, eta: 1 day, 10:36:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6731, top5_acc: 0.9281, loss_cls: 2.0204, loss: 2.0204 +2023-12-23 16:21:17,024 - pyskl - INFO - Epoch [10][2800/3405] lr: 2.474e-02, eta: 1 day, 10:35:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9231, loss_cls: 2.0129, loss: 2.0129 +2023-12-23 16:21:42,300 - pyskl - INFO - Epoch [10][2900/3405] lr: 2.473e-02, eta: 1 day, 10:35:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6675, top5_acc: 0.9375, loss_cls: 2.0093, loss: 2.0093 +2023-12-23 16:22:07,447 - pyskl - INFO - Epoch [10][3000/3405] lr: 2.473e-02, eta: 1 day, 10:34:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9331, loss_cls: 1.9671, loss: 1.9671 +2023-12-23 16:22:33,046 - pyskl - INFO - Epoch [10][3100/3405] lr: 2.473e-02, eta: 1 day, 10:34:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9437, loss_cls: 1.9102, loss: 1.9102 +2023-12-23 16:22:58,675 - pyskl - INFO - Epoch [10][3200/3405] lr: 2.473e-02, eta: 1 day, 10:33:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9306, loss_cls: 2.0062, loss: 2.0062 +2023-12-23 16:23:24,243 - pyskl - INFO - Epoch [10][3300/3405] lr: 2.473e-02, eta: 1 day, 10:32:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6825, top5_acc: 0.9206, loss_cls: 1.9979, loss: 1.9979 +2023-12-23 16:23:49,914 - pyskl - INFO - Epoch [10][3400/3405] lr: 2.473e-02, eta: 1 day, 10:32:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9300, loss_cls: 1.9869, loss: 1.9869 +2023-12-23 16:23:52,008 - pyskl - INFO - Saving checkpoint at 10 epochs +2023-12-23 16:28:16,599 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 16:28:17,211 - pyskl - INFO - +top1_acc 0.6409 +top5_acc 0.9018 +2023-12-23 16:28:17,235 - pyskl - INFO - Epoch(val) [10][3718] top1_acc: 0.6409, top5_acc: 0.9018 +2023-12-23 16:29:09,464 - pyskl - INFO - Epoch [11][100/3405] lr: 2.473e-02, eta: 1 day, 10:37:43, time: 0.522, data_time: 0.268, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9337, loss_cls: 1.9460, loss: 1.9460 +2023-12-23 16:29:34,735 - pyskl - INFO - Epoch [11][200/3405] lr: 2.472e-02, eta: 1 day, 10:37:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9369, loss_cls: 1.9868, loss: 1.9868 +2023-12-23 16:30:00,361 - pyskl - INFO - Epoch [11][300/3405] lr: 2.472e-02, eta: 1 day, 10:36:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9331, loss_cls: 1.9430, loss: 1.9430 +2023-12-23 16:30:25,990 - pyskl - INFO - Epoch [11][400/3405] lr: 2.472e-02, eta: 1 day, 10:35:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9406, loss_cls: 1.8869, loss: 1.8869 +2023-12-23 16:30:51,736 - pyskl - INFO - Epoch [11][500/3405] lr: 2.472e-02, eta: 1 day, 10:35:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9369, loss_cls: 1.9094, loss: 1.9094 +2023-12-23 16:31:17,193 - pyskl - INFO - Epoch [11][600/3405] lr: 2.472e-02, eta: 1 day, 10:34:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9331, loss_cls: 1.9926, loss: 1.9926 +2023-12-23 16:31:42,302 - pyskl - INFO - Epoch [11][700/3405] lr: 2.472e-02, eta: 1 day, 10:34:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9237, loss_cls: 2.0058, loss: 2.0058 +2023-12-23 16:32:07,825 - pyskl - INFO - Epoch [11][800/3405] lr: 2.471e-02, eta: 1 day, 10:33:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6675, top5_acc: 0.9287, loss_cls: 2.0289, loss: 2.0289 +2023-12-23 16:32:33,106 - pyskl - INFO - Epoch [11][900/3405] lr: 2.471e-02, eta: 1 day, 10:32:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9375, loss_cls: 1.9597, loss: 1.9597 +2023-12-23 16:32:58,332 - pyskl - INFO - Epoch [11][1000/3405] lr: 2.471e-02, eta: 1 day, 10:32:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9306, loss_cls: 1.9632, loss: 1.9632 +2023-12-23 16:33:23,557 - pyskl - INFO - Epoch [11][1100/3405] lr: 2.471e-02, eta: 1 day, 10:31:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9363, loss_cls: 1.9755, loss: 1.9755 +2023-12-23 16:33:48,703 - pyskl - INFO - Epoch [11][1200/3405] lr: 2.471e-02, eta: 1 day, 10:31:00, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9406, loss_cls: 1.9300, loss: 1.9300 +2023-12-23 16:34:13,739 - pyskl - INFO - Epoch [11][1300/3405] lr: 2.471e-02, eta: 1 day, 10:30:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9325, loss_cls: 1.9535, loss: 1.9535 +2023-12-23 16:34:38,766 - pyskl - INFO - Epoch [11][1400/3405] lr: 2.470e-02, eta: 1 day, 10:29:39, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9281, loss_cls: 1.9947, loss: 1.9947 +2023-12-23 16:35:03,796 - pyskl - INFO - Epoch [11][1500/3405] lr: 2.470e-02, eta: 1 day, 10:28:58, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6669, top5_acc: 0.9194, loss_cls: 2.0662, loss: 2.0662 +2023-12-23 16:35:28,763 - pyskl - INFO - Epoch [11][1600/3405] lr: 2.470e-02, eta: 1 day, 10:28:16, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9363, loss_cls: 1.9455, loss: 1.9455 +2023-12-23 16:35:53,757 - pyskl - INFO - Epoch [11][1700/3405] lr: 2.470e-02, eta: 1 day, 10:27:35, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9287, loss_cls: 1.9370, loss: 1.9370 +2023-12-23 16:36:19,058 - pyskl - INFO - Epoch [11][1800/3405] lr: 2.470e-02, eta: 1 day, 10:26:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9331, loss_cls: 1.9751, loss: 1.9751 +2023-12-23 16:36:44,381 - pyskl - INFO - Epoch [11][1900/3405] lr: 2.470e-02, eta: 1 day, 10:26:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9213, loss_cls: 2.0120, loss: 2.0120 +2023-12-23 16:37:09,681 - pyskl - INFO - Epoch [11][2000/3405] lr: 2.469e-02, eta: 1 day, 10:25:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9337, loss_cls: 1.9637, loss: 1.9637 +2023-12-23 16:37:34,900 - pyskl - INFO - Epoch [11][2100/3405] lr: 2.469e-02, eta: 1 day, 10:25:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9431, loss_cls: 1.9375, loss: 1.9375 +2023-12-23 16:38:00,350 - pyskl - INFO - Epoch [11][2200/3405] lr: 2.469e-02, eta: 1 day, 10:24:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9281, loss_cls: 1.9759, loss: 1.9759 +2023-12-23 16:38:25,715 - pyskl - INFO - Epoch [11][2300/3405] lr: 2.469e-02, eta: 1 day, 10:23:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9350, loss_cls: 1.9633, loss: 1.9633 +2023-12-23 16:38:50,970 - pyskl - INFO - Epoch [11][2400/3405] lr: 2.469e-02, eta: 1 day, 10:23:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9300, loss_cls: 1.9931, loss: 1.9931 +2023-12-23 16:39:16,407 - pyskl - INFO - Epoch [11][2500/3405] lr: 2.469e-02, eta: 1 day, 10:22:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9269, loss_cls: 1.9940, loss: 1.9940 +2023-12-23 16:39:41,674 - pyskl - INFO - Epoch [11][2600/3405] lr: 2.468e-02, eta: 1 day, 10:22:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9375, loss_cls: 1.9286, loss: 1.9286 +2023-12-23 16:40:06,817 - pyskl - INFO - Epoch [11][2700/3405] lr: 2.468e-02, eta: 1 day, 10:21:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9194, loss_cls: 2.0292, loss: 2.0292 +2023-12-23 16:40:31,879 - pyskl - INFO - Epoch [11][2800/3405] lr: 2.468e-02, eta: 1 day, 10:20:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9281, loss_cls: 1.9761, loss: 1.9761 +2023-12-23 16:40:56,954 - pyskl - INFO - Epoch [11][2900/3405] lr: 2.468e-02, eta: 1 day, 10:20:11, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9200, loss_cls: 1.9916, loss: 1.9916 +2023-12-23 16:41:22,010 - pyskl - INFO - Epoch [11][3000/3405] lr: 2.468e-02, eta: 1 day, 10:19:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9306, loss_cls: 2.0072, loss: 2.0072 +2023-12-23 16:41:47,526 - pyskl - INFO - Epoch [11][3100/3405] lr: 2.468e-02, eta: 1 day, 10:18:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6794, top5_acc: 0.9319, loss_cls: 2.0114, loss: 2.0114 +2023-12-23 16:42:13,073 - pyskl - INFO - Epoch [11][3200/3405] lr: 2.467e-02, eta: 1 day, 10:18:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9363, loss_cls: 1.9500, loss: 1.9500 +2023-12-23 16:42:38,618 - pyskl - INFO - Epoch [11][3300/3405] lr: 2.467e-02, eta: 1 day, 10:17:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9344, loss_cls: 1.9767, loss: 1.9767 +2023-12-23 16:43:04,276 - pyskl - INFO - Epoch [11][3400/3405] lr: 2.467e-02, eta: 1 day, 10:17:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6775, top5_acc: 0.9394, loss_cls: 2.0149, loss: 2.0149 +2023-12-23 16:43:06,209 - pyskl - INFO - Saving checkpoint at 11 epochs +2023-12-23 16:47:31,842 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 16:47:32,452 - pyskl - INFO - +top1_acc 0.6776 +top5_acc 0.9209 +2023-12-23 16:47:32,456 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_8.pth was removed +2023-12-23 16:47:32,668 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. +2023-12-23 16:47:32,669 - pyskl - INFO - Best top1_acc is 0.6776 at 11 epoch. +2023-12-23 16:47:32,693 - pyskl - INFO - Epoch(val) [11][3718] top1_acc: 0.6776, top5_acc: 0.9209 +2023-12-23 16:48:25,164 - pyskl - INFO - Epoch [12][100/3405] lr: 2.467e-02, eta: 1 day, 10:22:09, time: 0.525, data_time: 0.270, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9325, loss_cls: 1.9228, loss: 1.9228 +2023-12-23 16:48:50,551 - pyskl - INFO - Epoch [12][200/3405] lr: 2.467e-02, eta: 1 day, 10:21:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9281, loss_cls: 1.9935, loss: 1.9935 +2023-12-23 16:49:15,935 - pyskl - INFO - Epoch [12][300/3405] lr: 2.466e-02, eta: 1 day, 10:20:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9369, loss_cls: 1.9144, loss: 1.9144 +2023-12-23 16:49:41,762 - pyskl - INFO - Epoch [12][400/3405] lr: 2.466e-02, eta: 1 day, 10:20:28, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9350, loss_cls: 1.9697, loss: 1.9697 +2023-12-23 16:50:07,548 - pyskl - INFO - Epoch [12][500/3405] lr: 2.466e-02, eta: 1 day, 10:19:57, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9406, loss_cls: 1.9089, loss: 1.9089 +2023-12-23 16:50:33,378 - pyskl - INFO - Epoch [12][600/3405] lr: 2.466e-02, eta: 1 day, 10:19:27, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9394, loss_cls: 1.8870, loss: 1.8870 +2023-12-23 16:50:59,098 - pyskl - INFO - Epoch [12][700/3405] lr: 2.466e-02, eta: 1 day, 10:18:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6769, top5_acc: 0.9325, loss_cls: 2.0118, loss: 2.0118 +2023-12-23 16:51:24,481 - pyskl - INFO - Epoch [12][800/3405] lr: 2.466e-02, eta: 1 day, 10:18:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6781, top5_acc: 0.9356, loss_cls: 2.0079, loss: 2.0079 +2023-12-23 16:51:49,459 - pyskl - INFO - Epoch [12][900/3405] lr: 2.465e-02, eta: 1 day, 10:17:40, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9337, loss_cls: 1.9604, loss: 1.9604 +2023-12-23 16:52:14,459 - pyskl - INFO - Epoch [12][1000/3405] lr: 2.465e-02, eta: 1 day, 10:17:00, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9456, loss_cls: 1.8801, loss: 1.8801 +2023-12-23 16:52:39,482 - pyskl - INFO - Epoch [12][1100/3405] lr: 2.465e-02, eta: 1 day, 10:16:20, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9406, loss_cls: 1.9026, loss: 1.9026 +2023-12-23 16:53:04,550 - pyskl - INFO - Epoch [12][1200/3405] lr: 2.465e-02, eta: 1 day, 10:15:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9400, loss_cls: 1.9017, loss: 1.9017 +2023-12-23 16:53:29,662 - pyskl - INFO - Epoch [12][1300/3405] lr: 2.465e-02, eta: 1 day, 10:15:02, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9319, loss_cls: 1.9610, loss: 1.9610 +2023-12-23 16:53:54,712 - pyskl - INFO - Epoch [12][1400/3405] lr: 2.464e-02, eta: 1 day, 10:14:23, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9344, loss_cls: 1.9182, loss: 1.9182 +2023-12-23 16:54:19,771 - pyskl - INFO - Epoch [12][1500/3405] lr: 2.464e-02, eta: 1 day, 10:13:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9375, loss_cls: 1.8985, loss: 1.8985 +2023-12-23 16:54:45,005 - pyskl - INFO - Epoch [12][1600/3405] lr: 2.464e-02, eta: 1 day, 10:13:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9263, loss_cls: 1.9797, loss: 1.9797 +2023-12-23 16:55:10,280 - pyskl - INFO - Epoch [12][1700/3405] lr: 2.464e-02, eta: 1 day, 10:12:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9350, loss_cls: 1.9278, loss: 1.9278 +2023-12-23 16:55:35,375 - pyskl - INFO - Epoch [12][1800/3405] lr: 2.464e-02, eta: 1 day, 10:11:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6800, top5_acc: 0.9244, loss_cls: 2.0343, loss: 2.0343 +2023-12-23 16:56:00,468 - pyskl - INFO - Epoch [12][1900/3405] lr: 2.464e-02, eta: 1 day, 10:11:14, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9425, loss_cls: 1.9046, loss: 1.9046 +2023-12-23 16:56:25,487 - pyskl - INFO - Epoch [12][2000/3405] lr: 2.463e-02, eta: 1 day, 10:10:35, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9306, loss_cls: 1.9878, loss: 1.9878 +2023-12-23 16:56:50,494 - pyskl - INFO - Epoch [12][2100/3405] lr: 2.463e-02, eta: 1 day, 10:09:56, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9413, loss_cls: 1.8918, loss: 1.8918 +2023-12-23 16:57:15,585 - pyskl - INFO - Epoch [12][2200/3405] lr: 2.463e-02, eta: 1 day, 10:09:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9237, loss_cls: 1.9466, loss: 1.9466 +2023-12-23 16:57:40,689 - pyskl - INFO - Epoch [12][2300/3405] lr: 2.463e-02, eta: 1 day, 10:08:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9425, loss_cls: 1.9194, loss: 1.9194 +2023-12-23 16:58:05,780 - pyskl - INFO - Epoch [12][2400/3405] lr: 2.463e-02, eta: 1 day, 10:08:02, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9300, loss_cls: 1.9512, loss: 1.9512 +2023-12-23 16:58:30,893 - pyskl - INFO - Epoch [12][2500/3405] lr: 2.462e-02, eta: 1 day, 10:07:24, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9287, loss_cls: 1.9788, loss: 1.9788 +2023-12-23 16:58:55,947 - pyskl - INFO - Epoch [12][2600/3405] lr: 2.462e-02, eta: 1 day, 10:06:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9269, loss_cls: 1.9730, loss: 1.9730 +2023-12-23 16:59:21,032 - pyskl - INFO - Epoch [12][2700/3405] lr: 2.462e-02, eta: 1 day, 10:06:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9337, loss_cls: 1.9239, loss: 1.9239 +2023-12-23 16:59:46,092 - pyskl - INFO - Epoch [12][2800/3405] lr: 2.462e-02, eta: 1 day, 10:05:30, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9363, loss_cls: 1.9647, loss: 1.9647 +2023-12-23 17:00:11,264 - pyskl - INFO - Epoch [12][2900/3405] lr: 2.462e-02, eta: 1 day, 10:04:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6869, top5_acc: 0.9275, loss_cls: 1.9779, loss: 1.9779 +2023-12-23 17:00:36,437 - pyskl - INFO - Epoch [12][3000/3405] lr: 2.462e-02, eta: 1 day, 10:04:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9231, loss_cls: 2.0326, loss: 2.0326 +2023-12-23 17:01:01,934 - pyskl - INFO - Epoch [12][3100/3405] lr: 2.461e-02, eta: 1 day, 10:03:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9263, loss_cls: 1.9814, loss: 1.9814 +2023-12-23 17:01:27,280 - pyskl - INFO - Epoch [12][3200/3405] lr: 2.461e-02, eta: 1 day, 10:03:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9369, loss_cls: 1.9316, loss: 1.9316 +2023-12-23 17:01:52,624 - pyskl - INFO - Epoch [12][3300/3405] lr: 2.461e-02, eta: 1 day, 10:02:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9319, loss_cls: 1.9681, loss: 1.9681 +2023-12-23 17:02:18,119 - pyskl - INFO - Epoch [12][3400/3405] lr: 2.461e-02, eta: 1 day, 10:02:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9269, loss_cls: 1.9236, loss: 1.9236 +2023-12-23 17:02:20,031 - pyskl - INFO - Saving checkpoint at 12 epochs +2023-12-23 17:06:45,229 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 17:06:45,857 - pyskl - INFO - +top1_acc 0.6799 +top5_acc 0.9247 +2023-12-23 17:06:45,862 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_11.pth was removed +2023-12-23 17:06:46,097 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2023-12-23 17:06:46,098 - pyskl - INFO - Best top1_acc is 0.6799 at 12 epoch. +2023-12-23 17:06:46,123 - pyskl - INFO - Epoch(val) [12][3718] top1_acc: 0.6799, top5_acc: 0.9247 +2023-12-23 17:07:39,028 - pyskl - INFO - Epoch [13][100/3405] lr: 2.461e-02, eta: 1 day, 10:06:27, time: 0.529, data_time: 0.275, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9325, loss_cls: 1.9155, loss: 1.9155 +2023-12-23 17:08:04,349 - pyskl - INFO - Epoch [13][200/3405] lr: 2.460e-02, eta: 1 day, 10:05:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9337, loss_cls: 1.8996, loss: 1.8996 +2023-12-23 17:08:29,953 - pyskl - INFO - Epoch [13][300/3405] lr: 2.460e-02, eta: 1 day, 10:05:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9331, loss_cls: 1.9413, loss: 1.9413 +2023-12-23 17:08:55,825 - pyskl - INFO - Epoch [13][400/3405] lr: 2.460e-02, eta: 1 day, 10:04:50, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9294, loss_cls: 1.9205, loss: 1.9205 +2023-12-23 17:09:21,648 - pyskl - INFO - Epoch [13][500/3405] lr: 2.460e-02, eta: 1 day, 10:04:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9375, loss_cls: 1.9161, loss: 1.9161 +2023-12-23 17:09:47,433 - pyskl - INFO - Epoch [13][600/3405] lr: 2.460e-02, eta: 1 day, 10:03:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9287, loss_cls: 1.9532, loss: 1.9532 +2023-12-23 17:10:12,835 - pyskl - INFO - Epoch [13][700/3405] lr: 2.459e-02, eta: 1 day, 10:03:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9319, loss_cls: 1.9747, loss: 1.9747 +2023-12-23 17:10:38,235 - pyskl - INFO - Epoch [13][800/3405] lr: 2.459e-02, eta: 1 day, 10:02:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9331, loss_cls: 1.9379, loss: 1.9379 +2023-12-23 17:11:03,639 - pyskl - INFO - Epoch [13][900/3405] lr: 2.459e-02, eta: 1 day, 10:02:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9337, loss_cls: 1.9624, loss: 1.9624 +2023-12-23 17:11:28,660 - pyskl - INFO - Epoch [13][1000/3405] lr: 2.459e-02, eta: 1 day, 10:01:29, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9337, loss_cls: 1.9302, loss: 1.9302 +2023-12-23 17:11:53,735 - pyskl - INFO - Epoch [13][1100/3405] lr: 2.459e-02, eta: 1 day, 10:00:51, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9394, loss_cls: 1.9358, loss: 1.9358 +2023-12-23 17:12:18,802 - pyskl - INFO - Epoch [13][1200/3405] lr: 2.458e-02, eta: 1 day, 10:00:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9325, loss_cls: 1.9598, loss: 1.9598 +2023-12-23 17:12:43,862 - pyskl - INFO - Epoch [13][1300/3405] lr: 2.458e-02, eta: 1 day, 9:59:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9319, loss_cls: 1.9394, loss: 1.9394 +2023-12-23 17:13:08,877 - pyskl - INFO - Epoch [13][1400/3405] lr: 2.458e-02, eta: 1 day, 9:58:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9337, loss_cls: 1.9193, loss: 1.9193 +2023-12-23 17:13:33,886 - pyskl - INFO - Epoch [13][1500/3405] lr: 2.458e-02, eta: 1 day, 9:58:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6869, top5_acc: 0.9375, loss_cls: 1.9720, loss: 1.9720 +2023-12-23 17:13:58,903 - pyskl - INFO - Epoch [13][1600/3405] lr: 2.458e-02, eta: 1 day, 9:57:41, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9237, loss_cls: 2.0079, loss: 2.0079 +2023-12-23 17:14:23,995 - pyskl - INFO - Epoch [13][1700/3405] lr: 2.457e-02, eta: 1 day, 9:57:03, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9294, loss_cls: 1.9564, loss: 1.9564 +2023-12-23 17:14:49,250 - pyskl - INFO - Epoch [13][1800/3405] lr: 2.457e-02, eta: 1 day, 9:56:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6963, top5_acc: 0.9306, loss_cls: 1.9554, loss: 1.9554 +2023-12-23 17:15:14,251 - pyskl - INFO - Epoch [13][1900/3405] lr: 2.457e-02, eta: 1 day, 9:55:50, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9363, loss_cls: 1.9493, loss: 1.9493 +2023-12-23 17:15:39,258 - pyskl - INFO - Epoch [13][2000/3405] lr: 2.457e-02, eta: 1 day, 9:55:12, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9356, loss_cls: 1.9227, loss: 1.9227 +2023-12-23 17:16:04,257 - pyskl - INFO - Epoch [13][2100/3405] lr: 2.457e-02, eta: 1 day, 9:54:34, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9363, loss_cls: 1.9467, loss: 1.9467 +2023-12-23 17:16:29,232 - pyskl - INFO - Epoch [13][2200/3405] lr: 2.456e-02, eta: 1 day, 9:53:55, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9313, loss_cls: 1.9454, loss: 1.9454 +2023-12-23 17:16:54,240 - pyskl - INFO - Epoch [13][2300/3405] lr: 2.456e-02, eta: 1 day, 9:53:18, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9450, loss_cls: 1.8559, loss: 1.8559 +2023-12-23 17:17:19,250 - pyskl - INFO - Epoch [13][2400/3405] lr: 2.456e-02, eta: 1 day, 9:52:40, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9413, loss_cls: 1.8335, loss: 1.8335 +2023-12-23 17:17:44,268 - pyskl - INFO - Epoch [13][2500/3405] lr: 2.456e-02, eta: 1 day, 9:52:02, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9275, loss_cls: 1.9967, loss: 1.9967 +2023-12-23 17:18:09,325 - pyskl - INFO - Epoch [13][2600/3405] lr: 2.456e-02, eta: 1 day, 9:51:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9350, loss_cls: 1.9561, loss: 1.9561 +2023-12-23 17:18:34,361 - pyskl - INFO - Epoch [13][2700/3405] lr: 2.455e-02, eta: 1 day, 9:50:48, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9231, loss_cls: 1.9693, loss: 1.9693 +2023-12-23 17:18:59,380 - pyskl - INFO - Epoch [13][2800/3405] lr: 2.455e-02, eta: 1 day, 9:50:10, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9344, loss_cls: 1.9270, loss: 1.9270 +2023-12-23 17:19:24,407 - pyskl - INFO - Epoch [13][2900/3405] lr: 2.455e-02, eta: 1 day, 9:49:33, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9344, loss_cls: 1.9412, loss: 1.9412 +2023-12-23 17:19:49,418 - pyskl - INFO - Epoch [13][3000/3405] lr: 2.455e-02, eta: 1 day, 9:48:55, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9406, loss_cls: 1.9256, loss: 1.9256 +2023-12-23 17:20:15,016 - pyskl - INFO - Epoch [13][3100/3405] lr: 2.455e-02, eta: 1 day, 9:48:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9319, loss_cls: 1.9469, loss: 1.9469 +2023-12-23 17:20:40,546 - pyskl - INFO - Epoch [13][3200/3405] lr: 2.454e-02, eta: 1 day, 9:47:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9344, loss_cls: 1.9499, loss: 1.9499 +2023-12-23 17:21:06,175 - pyskl - INFO - Epoch [13][3300/3405] lr: 2.454e-02, eta: 1 day, 9:47:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9356, loss_cls: 1.9515, loss: 1.9515 +2023-12-23 17:21:32,041 - pyskl - INFO - Epoch [13][3400/3405] lr: 2.454e-02, eta: 1 day, 9:46:54, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9356, loss_cls: 1.9102, loss: 1.9102 +2023-12-23 17:21:34,200 - pyskl - INFO - Saving checkpoint at 13 epochs +2023-12-23 17:25:59,857 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 17:26:00,479 - pyskl - INFO - +top1_acc 0.7012 +top5_acc 0.9300 +2023-12-23 17:26:00,484 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_12.pth was removed +2023-12-23 17:26:00,695 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. +2023-12-23 17:26:00,696 - pyskl - INFO - Best top1_acc is 0.7012 at 13 epoch. +2023-12-23 17:26:00,722 - pyskl - INFO - Epoch(val) [13][3718] top1_acc: 0.7012, top5_acc: 0.9300 +2023-12-23 17:26:52,814 - pyskl - INFO - Epoch [14][100/3405] lr: 2.454e-02, eta: 1 day, 9:50:46, time: 0.521, data_time: 0.268, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9550, loss_cls: 1.8416, loss: 1.8416 +2023-12-23 17:27:18,507 - pyskl - INFO - Epoch [14][200/3405] lr: 2.454e-02, eta: 1 day, 9:50:15, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9487, loss_cls: 1.9071, loss: 1.9071 +2023-12-23 17:27:44,543 - pyskl - INFO - Epoch [14][300/3405] lr: 2.453e-02, eta: 1 day, 9:49:48, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9375, loss_cls: 1.9479, loss: 1.9479 +2023-12-23 17:28:10,147 - pyskl - INFO - Epoch [14][400/3405] lr: 2.453e-02, eta: 1 day, 9:49:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9437, loss_cls: 1.8621, loss: 1.8621 +2023-12-23 17:28:36,094 - pyskl - INFO - Epoch [14][500/3405] lr: 2.453e-02, eta: 1 day, 9:48:49, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9450, loss_cls: 1.8382, loss: 1.8382 +2023-12-23 17:29:01,788 - pyskl - INFO - Epoch [14][600/3405] lr: 2.453e-02, eta: 1 day, 9:48:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9269, loss_cls: 1.9544, loss: 1.9544 +2023-12-23 17:29:27,198 - pyskl - INFO - Epoch [14][700/3405] lr: 2.452e-02, eta: 1 day, 9:47:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9456, loss_cls: 1.9104, loss: 1.9104 +2023-12-23 17:29:52,565 - pyskl - INFO - Epoch [14][800/3405] lr: 2.452e-02, eta: 1 day, 9:47:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9294, loss_cls: 1.9536, loss: 1.9536 +2023-12-23 17:30:17,865 - pyskl - INFO - Epoch [14][900/3405] lr: 2.452e-02, eta: 1 day, 9:46:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9337, loss_cls: 1.9481, loss: 1.9481 +2023-12-23 17:30:43,182 - pyskl - INFO - Epoch [14][1000/3405] lr: 2.452e-02, eta: 1 day, 9:46:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9406, loss_cls: 1.9347, loss: 1.9347 +2023-12-23 17:31:08,625 - pyskl - INFO - Epoch [14][1100/3405] lr: 2.452e-02, eta: 1 day, 9:45:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9494, loss_cls: 1.8377, loss: 1.8377 +2023-12-23 17:31:33,717 - pyskl - INFO - Epoch [14][1200/3405] lr: 2.451e-02, eta: 1 day, 9:44:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9350, loss_cls: 1.9127, loss: 1.9127 +2023-12-23 17:31:58,910 - pyskl - INFO - Epoch [14][1300/3405] lr: 2.451e-02, eta: 1 day, 9:44:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9275, loss_cls: 1.9524, loss: 1.9524 +2023-12-23 17:32:24,369 - pyskl - INFO - Epoch [14][1400/3405] lr: 2.451e-02, eta: 1 day, 9:43:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9363, loss_cls: 1.9440, loss: 1.9440 +2023-12-23 17:32:49,513 - pyskl - INFO - Epoch [14][1500/3405] lr: 2.451e-02, eta: 1 day, 9:43:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9325, loss_cls: 1.9229, loss: 1.9229 +2023-12-23 17:33:14,596 - pyskl - INFO - Epoch [14][1600/3405] lr: 2.451e-02, eta: 1 day, 9:42:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9325, loss_cls: 1.9233, loss: 1.9233 +2023-12-23 17:33:39,813 - pyskl - INFO - Epoch [14][1700/3405] lr: 2.450e-02, eta: 1 day, 9:41:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9437, loss_cls: 1.8676, loss: 1.8676 +2023-12-23 17:34:04,955 - pyskl - INFO - Epoch [14][1800/3405] lr: 2.450e-02, eta: 1 day, 9:41:21, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9400, loss_cls: 1.9494, loss: 1.9494 +2023-12-23 17:34:30,022 - pyskl - INFO - Epoch [14][1900/3405] lr: 2.450e-02, eta: 1 day, 9:40:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9306, loss_cls: 1.9404, loss: 1.9404 +2023-12-23 17:34:55,195 - pyskl - INFO - Epoch [14][2000/3405] lr: 2.450e-02, eta: 1 day, 9:40:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9450, loss_cls: 1.8742, loss: 1.8742 +2023-12-23 17:35:20,441 - pyskl - INFO - Epoch [14][2100/3405] lr: 2.450e-02, eta: 1 day, 9:39:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9369, loss_cls: 1.9267, loss: 1.9267 +2023-12-23 17:35:45,570 - pyskl - INFO - Epoch [14][2200/3405] lr: 2.449e-02, eta: 1 day, 9:38:58, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9463, loss_cls: 1.9056, loss: 1.9056 +2023-12-23 17:36:10,668 - pyskl - INFO - Epoch [14][2300/3405] lr: 2.449e-02, eta: 1 day, 9:38:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9406, loss_cls: 1.9198, loss: 1.9198 +2023-12-23 17:36:36,138 - pyskl - INFO - Epoch [14][2400/3405] lr: 2.449e-02, eta: 1 day, 9:37:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9300, loss_cls: 1.9630, loss: 1.9630 +2023-12-23 17:37:01,443 - pyskl - INFO - Epoch [14][2500/3405] lr: 2.449e-02, eta: 1 day, 9:37:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9369, loss_cls: 1.9456, loss: 1.9456 +2023-12-23 17:37:26,591 - pyskl - INFO - Epoch [14][2600/3405] lr: 2.448e-02, eta: 1 day, 9:36:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9287, loss_cls: 1.9664, loss: 1.9664 +2023-12-23 17:37:51,824 - pyskl - INFO - Epoch [14][2700/3405] lr: 2.448e-02, eta: 1 day, 9:36:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9431, loss_cls: 1.8370, loss: 1.8370 +2023-12-23 17:38:17,090 - pyskl - INFO - Epoch [14][2800/3405] lr: 2.448e-02, eta: 1 day, 9:35:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9369, loss_cls: 1.9591, loss: 1.9591 +2023-12-23 17:38:42,425 - pyskl - INFO - Epoch [14][2900/3405] lr: 2.448e-02, eta: 1 day, 9:34:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9306, loss_cls: 1.9252, loss: 1.9252 +2023-12-23 17:39:07,579 - pyskl - INFO - Epoch [14][3000/3405] lr: 2.448e-02, eta: 1 day, 9:34:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9394, loss_cls: 1.9194, loss: 1.9194 +2023-12-23 17:39:32,928 - pyskl - INFO - Epoch [14][3100/3405] lr: 2.447e-02, eta: 1 day, 9:33:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9263, loss_cls: 1.9831, loss: 1.9831 +2023-12-23 17:39:58,391 - pyskl - INFO - Epoch [14][3200/3405] lr: 2.447e-02, eta: 1 day, 9:33:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9375, loss_cls: 1.9553, loss: 1.9553 +2023-12-23 17:40:23,760 - pyskl - INFO - Epoch [14][3300/3405] lr: 2.447e-02, eta: 1 day, 9:32:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9456, loss_cls: 1.8728, loss: 1.8728 +2023-12-23 17:40:49,384 - pyskl - INFO - Epoch [14][3400/3405] lr: 2.447e-02, eta: 1 day, 9:32:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9419, loss_cls: 1.9288, loss: 1.9288 +2023-12-23 17:40:51,477 - pyskl - INFO - Saving checkpoint at 14 epochs +2023-12-23 17:45:16,059 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 17:45:16,675 - pyskl - INFO - +top1_acc 0.7144 +top5_acc 0.9375 +2023-12-23 17:45:16,680 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_13.pth was removed +2023-12-23 17:45:16,895 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. +2023-12-23 17:45:16,897 - pyskl - INFO - Best top1_acc is 0.7144 at 14 epoch. +2023-12-23 17:45:16,922 - pyskl - INFO - Epoch(val) [14][3718] top1_acc: 0.7144, top5_acc: 0.9375 +2023-12-23 17:46:09,778 - pyskl - INFO - Epoch [15][100/3405] lr: 2.446e-02, eta: 1 day, 9:35:54, time: 0.528, data_time: 0.273, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9381, loss_cls: 1.9140, loss: 1.9140 +2023-12-23 17:46:35,295 - pyskl - INFO - Epoch [15][200/3405] lr: 2.446e-02, eta: 1 day, 9:35:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9456, loss_cls: 1.8434, loss: 1.8434 +2023-12-23 17:47:01,004 - pyskl - INFO - Epoch [15][300/3405] lr: 2.446e-02, eta: 1 day, 9:34:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9300, loss_cls: 1.9635, loss: 1.9635 +2023-12-23 17:47:27,001 - pyskl - INFO - Epoch [15][400/3405] lr: 2.446e-02, eta: 1 day, 9:34:25, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9394, loss_cls: 1.9287, loss: 1.9287 +2023-12-23 17:47:52,954 - pyskl - INFO - Epoch [15][500/3405] lr: 2.446e-02, eta: 1 day, 9:33:57, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9394, loss_cls: 1.9221, loss: 1.9221 +2023-12-23 17:48:19,000 - pyskl - INFO - Epoch [15][600/3405] lr: 2.445e-02, eta: 1 day, 9:33:30, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9406, loss_cls: 1.8848, loss: 1.8848 +2023-12-23 17:48:44,431 - pyskl - INFO - Epoch [15][700/3405] lr: 2.445e-02, eta: 1 day, 9:32:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9406, loss_cls: 1.9176, loss: 1.9176 +2023-12-23 17:49:10,175 - pyskl - INFO - Epoch [15][800/3405] lr: 2.445e-02, eta: 1 day, 9:32:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9444, loss_cls: 1.9396, loss: 1.9396 +2023-12-23 17:49:35,611 - pyskl - INFO - Epoch [15][900/3405] lr: 2.445e-02, eta: 1 day, 9:31:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9400, loss_cls: 1.8611, loss: 1.8611 +2023-12-23 17:50:00,945 - pyskl - INFO - Epoch [15][1000/3405] lr: 2.444e-02, eta: 1 day, 9:31:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9375, loss_cls: 1.9203, loss: 1.9203 +2023-12-23 17:50:26,602 - pyskl - INFO - Epoch [15][1100/3405] lr: 2.444e-02, eta: 1 day, 9:30:51, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9313, loss_cls: 1.9045, loss: 1.9045 +2023-12-23 17:50:51,968 - pyskl - INFO - Epoch [15][1200/3405] lr: 2.444e-02, eta: 1 day, 9:30:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9363, loss_cls: 1.9237, loss: 1.9237 +2023-12-23 17:51:17,165 - pyskl - INFO - Epoch [15][1300/3405] lr: 2.444e-02, eta: 1 day, 9:29:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9400, loss_cls: 1.8868, loss: 1.8868 +2023-12-23 17:51:42,381 - pyskl - INFO - Epoch [15][1400/3405] lr: 2.443e-02, eta: 1 day, 9:29:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9363, loss_cls: 1.9531, loss: 1.9531 +2023-12-23 17:52:07,436 - pyskl - INFO - Epoch [15][1500/3405] lr: 2.443e-02, eta: 1 day, 9:28:33, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9425, loss_cls: 1.8915, loss: 1.8915 +2023-12-23 17:52:32,481 - pyskl - INFO - Epoch [15][1600/3405] lr: 2.443e-02, eta: 1 day, 9:27:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9344, loss_cls: 1.9276, loss: 1.9276 +2023-12-23 17:52:57,558 - pyskl - INFO - Epoch [15][1700/3405] lr: 2.443e-02, eta: 1 day, 9:27:21, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9363, loss_cls: 1.9318, loss: 1.9318 +2023-12-23 17:53:22,671 - pyskl - INFO - Epoch [15][1800/3405] lr: 2.443e-02, eta: 1 day, 9:26:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9406, loss_cls: 1.8951, loss: 1.8951 +2023-12-23 17:53:47,975 - pyskl - INFO - Epoch [15][1900/3405] lr: 2.442e-02, eta: 1 day, 9:26:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9375, loss_cls: 1.9197, loss: 1.9197 +2023-12-23 17:54:13,228 - pyskl - INFO - Epoch [15][2000/3405] lr: 2.442e-02, eta: 1 day, 9:25:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9419, loss_cls: 1.9053, loss: 1.9053 +2023-12-23 17:54:38,553 - pyskl - INFO - Epoch [15][2100/3405] lr: 2.442e-02, eta: 1 day, 9:25:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9413, loss_cls: 1.8576, loss: 1.8576 +2023-12-23 17:55:03,914 - pyskl - INFO - Epoch [15][2200/3405] lr: 2.442e-02, eta: 1 day, 9:24:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9400, loss_cls: 1.8930, loss: 1.8930 +2023-12-23 17:55:29,233 - pyskl - INFO - Epoch [15][2300/3405] lr: 2.441e-02, eta: 1 day, 9:23:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9463, loss_cls: 1.9164, loss: 1.9164 +2023-12-23 17:55:54,555 - pyskl - INFO - Epoch [15][2400/3405] lr: 2.441e-02, eta: 1 day, 9:23:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9413, loss_cls: 1.8558, loss: 1.8558 +2023-12-23 17:56:19,883 - pyskl - INFO - Epoch [15][2500/3405] lr: 2.441e-02, eta: 1 day, 9:22:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9200, loss_cls: 1.9796, loss: 1.9796 +2023-12-23 17:56:45,401 - pyskl - INFO - Epoch [15][2600/3405] lr: 2.441e-02, eta: 1 day, 9:22:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9306, loss_cls: 1.9054, loss: 1.9054 +2023-12-23 17:57:10,764 - pyskl - INFO - Epoch [15][2700/3405] lr: 2.440e-02, eta: 1 day, 9:21:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9356, loss_cls: 1.9567, loss: 1.9567 +2023-12-23 17:57:36,043 - pyskl - INFO - Epoch [15][2800/3405] lr: 2.440e-02, eta: 1 day, 9:21:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9425, loss_cls: 1.8679, loss: 1.8679 +2023-12-23 17:58:01,318 - pyskl - INFO - Epoch [15][2900/3405] lr: 2.440e-02, eta: 1 day, 9:20:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9475, loss_cls: 1.9299, loss: 1.9299 +2023-12-23 17:58:26,617 - pyskl - INFO - Epoch [15][3000/3405] lr: 2.440e-02, eta: 1 day, 9:20:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9406, loss_cls: 1.9006, loss: 1.9006 +2023-12-23 17:58:52,298 - pyskl - INFO - Epoch [15][3100/3405] lr: 2.440e-02, eta: 1 day, 9:19:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9275, loss_cls: 2.0195, loss: 2.0195 +2023-12-23 17:59:17,829 - pyskl - INFO - Epoch [15][3200/3405] lr: 2.439e-02, eta: 1 day, 9:19:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9394, loss_cls: 1.8909, loss: 1.8909 +2023-12-23 17:59:43,350 - pyskl - INFO - Epoch [15][3300/3405] lr: 2.439e-02, eta: 1 day, 9:18:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9463, loss_cls: 1.8646, loss: 1.8646 +2023-12-23 18:00:08,446 - pyskl - INFO - Epoch [15][3400/3405] lr: 2.439e-02, eta: 1 day, 9:18:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9406, loss_cls: 1.8802, loss: 1.8802 +2023-12-23 18:00:10,404 - pyskl - INFO - Saving checkpoint at 15 epochs +2023-12-23 18:04:35,730 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 18:04:36,340 - pyskl - INFO - +top1_acc 0.6951 +top5_acc 0.9286 +2023-12-23 18:04:36,366 - pyskl - INFO - Epoch(val) [15][3718] top1_acc: 0.6951, top5_acc: 0.9286 +2023-12-23 18:05:28,548 - pyskl - INFO - Epoch [16][100/3405] lr: 2.439e-02, eta: 1 day, 9:21:16, time: 0.522, data_time: 0.269, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9481, loss_cls: 1.8380, loss: 1.8380 +2023-12-23 18:05:53,625 - pyskl - INFO - Epoch [16][200/3405] lr: 2.438e-02, eta: 1 day, 9:20:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9381, loss_cls: 1.8665, loss: 1.8665 +2023-12-23 18:06:19,182 - pyskl - INFO - Epoch [16][300/3405] lr: 2.438e-02, eta: 1 day, 9:20:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9463, loss_cls: 1.8784, loss: 1.8784 +2023-12-23 18:06:44,872 - pyskl - INFO - Epoch [16][400/3405] lr: 2.438e-02, eta: 1 day, 9:19:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9444, loss_cls: 1.8454, loss: 1.8454 +2023-12-23 18:07:10,335 - pyskl - INFO - Epoch [16][500/3405] lr: 2.438e-02, eta: 1 day, 9:19:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9400, loss_cls: 1.8481, loss: 1.8481 +2023-12-23 18:07:36,295 - pyskl - INFO - Epoch [16][600/3405] lr: 2.437e-02, eta: 1 day, 9:18:40, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9431, loss_cls: 1.8898, loss: 1.8898 +2023-12-23 18:08:02,071 - pyskl - INFO - Epoch [16][700/3405] lr: 2.437e-02, eta: 1 day, 9:18:10, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9513, loss_cls: 1.8352, loss: 1.8352 +2023-12-23 18:08:27,479 - pyskl - INFO - Epoch [16][800/3405] lr: 2.437e-02, eta: 1 day, 9:17:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9387, loss_cls: 1.8927, loss: 1.8927 +2023-12-23 18:08:52,763 - pyskl - INFO - Epoch [16][900/3405] lr: 2.437e-02, eta: 1 day, 9:17:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9350, loss_cls: 1.9209, loss: 1.9209 +2023-12-23 18:09:18,019 - pyskl - INFO - Epoch [16][1000/3405] lr: 2.436e-02, eta: 1 day, 9:16:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9394, loss_cls: 1.8736, loss: 1.8736 +2023-12-23 18:09:43,286 - pyskl - INFO - Epoch [16][1100/3405] lr: 2.436e-02, eta: 1 day, 9:15:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9406, loss_cls: 1.8868, loss: 1.8868 +2023-12-23 18:10:08,540 - pyskl - INFO - Epoch [16][1200/3405] lr: 2.436e-02, eta: 1 day, 9:15:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9337, loss_cls: 1.9563, loss: 1.9563 +2023-12-23 18:10:34,033 - pyskl - INFO - Epoch [16][1300/3405] lr: 2.436e-02, eta: 1 day, 9:14:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9313, loss_cls: 1.8987, loss: 1.8987 +2023-12-23 18:10:59,241 - pyskl - INFO - Epoch [16][1400/3405] lr: 2.435e-02, eta: 1 day, 9:14:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9350, loss_cls: 1.9343, loss: 1.9343 +2023-12-23 18:11:24,538 - pyskl - INFO - Epoch [16][1500/3405] lr: 2.435e-02, eta: 1 day, 9:13:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9313, loss_cls: 1.9357, loss: 1.9357 +2023-12-23 18:11:49,780 - pyskl - INFO - Epoch [16][1600/3405] lr: 2.435e-02, eta: 1 day, 9:13:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9456, loss_cls: 1.8759, loss: 1.8759 +2023-12-23 18:12:14,912 - pyskl - INFO - Epoch [16][1700/3405] lr: 2.435e-02, eta: 1 day, 9:12:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9550, loss_cls: 1.8486, loss: 1.8486 +2023-12-23 18:12:40,401 - pyskl - INFO - Epoch [16][1800/3405] lr: 2.434e-02, eta: 1 day, 9:12:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9469, loss_cls: 1.8939, loss: 1.8939 +2023-12-23 18:13:05,766 - pyskl - INFO - Epoch [16][1900/3405] lr: 2.434e-02, eta: 1 day, 9:11:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9444, loss_cls: 1.8706, loss: 1.8706 +2023-12-23 18:13:31,072 - pyskl - INFO - Epoch [16][2000/3405] lr: 2.434e-02, eta: 1 day, 9:11:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9400, loss_cls: 1.8967, loss: 1.8967 +2023-12-23 18:13:56,378 - pyskl - INFO - Epoch [16][2100/3405] lr: 2.434e-02, eta: 1 day, 9:10:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9381, loss_cls: 1.9126, loss: 1.9126 +2023-12-23 18:14:21,687 - pyskl - INFO - Epoch [16][2200/3405] lr: 2.433e-02, eta: 1 day, 9:09:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9387, loss_cls: 1.9085, loss: 1.9085 +2023-12-23 18:14:47,047 - pyskl - INFO - Epoch [16][2300/3405] lr: 2.433e-02, eta: 1 day, 9:09:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9294, loss_cls: 1.9254, loss: 1.9254 +2023-12-23 18:15:12,197 - pyskl - INFO - Epoch [16][2400/3405] lr: 2.433e-02, eta: 1 day, 9:08:47, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9425, loss_cls: 1.8750, loss: 1.8750 +2023-12-23 18:15:37,486 - pyskl - INFO - Epoch [16][2500/3405] lr: 2.433e-02, eta: 1 day, 9:08:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9363, loss_cls: 1.9556, loss: 1.9556 +2023-12-23 18:16:02,693 - pyskl - INFO - Epoch [16][2600/3405] lr: 2.432e-02, eta: 1 day, 9:07:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9375, loss_cls: 1.8876, loss: 1.8876 +2023-12-23 18:16:28,176 - pyskl - INFO - Epoch [16][2700/3405] lr: 2.432e-02, eta: 1 day, 9:07:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9369, loss_cls: 1.9021, loss: 1.9021 +2023-12-23 18:16:53,488 - pyskl - INFO - Epoch [16][2800/3405] lr: 2.432e-02, eta: 1 day, 9:06:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9406, loss_cls: 1.8933, loss: 1.8933 +2023-12-23 18:17:18,576 - pyskl - INFO - Epoch [16][2900/3405] lr: 2.432e-02, eta: 1 day, 9:06:02, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9487, loss_cls: 1.8477, loss: 1.8477 +2023-12-23 18:17:43,660 - pyskl - INFO - Epoch [16][3000/3405] lr: 2.431e-02, eta: 1 day, 9:05:27, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9431, loss_cls: 1.8674, loss: 1.8674 +2023-12-23 18:18:09,047 - pyskl - INFO - Epoch [16][3100/3405] lr: 2.431e-02, eta: 1 day, 9:04:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9400, loss_cls: 1.9291, loss: 1.9291 +2023-12-23 18:18:34,725 - pyskl - INFO - Epoch [16][3200/3405] lr: 2.431e-02, eta: 1 day, 9:04:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9437, loss_cls: 1.8605, loss: 1.8605 +2023-12-23 18:19:00,167 - pyskl - INFO - Epoch [16][3300/3405] lr: 2.431e-02, eta: 1 day, 9:03:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9313, loss_cls: 1.9426, loss: 1.9426 +2023-12-23 18:19:25,610 - pyskl - INFO - Epoch [16][3400/3405] lr: 2.430e-02, eta: 1 day, 9:03:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9475, loss_cls: 1.8582, loss: 1.8582 +2023-12-23 18:19:27,543 - pyskl - INFO - Saving checkpoint at 16 epochs +2023-12-23 18:23:53,844 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 18:23:54,460 - pyskl - INFO - +top1_acc 0.7176 +top5_acc 0.9363 +2023-12-23 18:23:54,465 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_14.pth was removed +2023-12-23 18:23:54,682 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. +2023-12-23 18:23:54,683 - pyskl - INFO - Best top1_acc is 0.7176 at 16 epoch. +2023-12-23 18:23:54,711 - pyskl - INFO - Epoch(val) [16][3718] top1_acc: 0.7176, top5_acc: 0.9363 +2023-12-23 18:24:47,686 - pyskl - INFO - Epoch [17][100/3405] lr: 2.430e-02, eta: 1 day, 9:06:29, time: 0.530, data_time: 0.273, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9425, loss_cls: 1.8951, loss: 1.8951 +2023-12-23 18:25:13,289 - pyskl - INFO - Epoch [17][200/3405] lr: 2.430e-02, eta: 1 day, 9:05:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9519, loss_cls: 1.8491, loss: 1.8491 +2023-12-23 18:25:38,952 - pyskl - INFO - Epoch [17][300/3405] lr: 2.430e-02, eta: 1 day, 9:05:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9525, loss_cls: 1.7685, loss: 1.7685 +2023-12-23 18:26:04,720 - pyskl - INFO - Epoch [17][400/3405] lr: 2.429e-02, eta: 1 day, 9:05:00, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9381, loss_cls: 1.8822, loss: 1.8822 +2023-12-23 18:26:30,501 - pyskl - INFO - Epoch [17][500/3405] lr: 2.429e-02, eta: 1 day, 9:04:31, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9450, loss_cls: 1.8255, loss: 1.8255 +2023-12-23 18:26:56,635 - pyskl - INFO - Epoch [17][600/3405] lr: 2.429e-02, eta: 1 day, 9:04:05, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9363, loss_cls: 1.8888, loss: 1.8888 +2023-12-23 18:27:22,153 - pyskl - INFO - Epoch [17][700/3405] lr: 2.429e-02, eta: 1 day, 9:03:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9413, loss_cls: 1.8703, loss: 1.8703 +2023-12-23 18:27:47,570 - pyskl - INFO - Epoch [17][800/3405] lr: 2.428e-02, eta: 1 day, 9:03:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9481, loss_cls: 1.8314, loss: 1.8314 +2023-12-23 18:28:13,122 - pyskl - INFO - Epoch [17][900/3405] lr: 2.428e-02, eta: 1 day, 9:02:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9444, loss_cls: 1.8773, loss: 1.8773 +2023-12-23 18:28:38,762 - pyskl - INFO - Epoch [17][1000/3405] lr: 2.428e-02, eta: 1 day, 9:02:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9350, loss_cls: 1.9777, loss: 1.9777 +2023-12-23 18:29:03,938 - pyskl - INFO - Epoch [17][1100/3405] lr: 2.428e-02, eta: 1 day, 9:01:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9387, loss_cls: 1.8947, loss: 1.8947 +2023-12-23 18:29:29,127 - pyskl - INFO - Epoch [17][1200/3405] lr: 2.427e-02, eta: 1 day, 9:00:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9431, loss_cls: 1.8675, loss: 1.8675 +2023-12-23 18:29:54,251 - pyskl - INFO - Epoch [17][1300/3405] lr: 2.427e-02, eta: 1 day, 9:00:19, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9375, loss_cls: 1.9112, loss: 1.9112 +2023-12-23 18:30:19,341 - pyskl - INFO - Epoch [17][1400/3405] lr: 2.427e-02, eta: 1 day, 8:59:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9300, loss_cls: 1.9480, loss: 1.9480 +2023-12-23 18:30:44,463 - pyskl - INFO - Epoch [17][1500/3405] lr: 2.427e-02, eta: 1 day, 8:59:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9369, loss_cls: 1.9100, loss: 1.9100 +2023-12-23 18:31:09,557 - pyskl - INFO - Epoch [17][1600/3405] lr: 2.426e-02, eta: 1 day, 8:58:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9344, loss_cls: 1.8526, loss: 1.8526 +2023-12-23 18:31:34,644 - pyskl - INFO - Epoch [17][1700/3405] lr: 2.426e-02, eta: 1 day, 8:58:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9450, loss_cls: 1.8452, loss: 1.8452 +2023-12-23 18:31:59,733 - pyskl - INFO - Epoch [17][1800/3405] lr: 2.426e-02, eta: 1 day, 8:57:27, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9456, loss_cls: 1.8793, loss: 1.8793 +2023-12-23 18:32:24,805 - pyskl - INFO - Epoch [17][1900/3405] lr: 2.426e-02, eta: 1 day, 8:56:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9387, loss_cls: 1.8627, loss: 1.8627 +2023-12-23 18:32:49,852 - pyskl - INFO - Epoch [17][2000/3405] lr: 2.425e-02, eta: 1 day, 8:56:18, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9381, loss_cls: 1.8973, loss: 1.8973 +2023-12-23 18:33:14,896 - pyskl - INFO - Epoch [17][2100/3405] lr: 2.425e-02, eta: 1 day, 8:55:43, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9456, loss_cls: 1.8808, loss: 1.8808 +2023-12-23 18:33:39,935 - pyskl - INFO - Epoch [17][2200/3405] lr: 2.425e-02, eta: 1 day, 8:55:09, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9275, loss_cls: 1.9882, loss: 1.9882 +2023-12-23 18:34:04,969 - pyskl - INFO - Epoch [17][2300/3405] lr: 2.425e-02, eta: 1 day, 8:54:34, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9387, loss_cls: 1.8931, loss: 1.8931 +2023-12-23 18:34:30,019 - pyskl - INFO - Epoch [17][2400/3405] lr: 2.424e-02, eta: 1 day, 8:54:00, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9394, loss_cls: 1.8722, loss: 1.8722 +2023-12-23 18:34:55,075 - pyskl - INFO - Epoch [17][2500/3405] lr: 2.424e-02, eta: 1 day, 8:53:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9369, loss_cls: 1.9013, loss: 1.9013 +2023-12-23 18:35:20,125 - pyskl - INFO - Epoch [17][2600/3405] lr: 2.424e-02, eta: 1 day, 8:52:51, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9356, loss_cls: 1.8641, loss: 1.8641 +2023-12-23 18:35:45,186 - pyskl - INFO - Epoch [17][2700/3405] lr: 2.423e-02, eta: 1 day, 8:52:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9450, loss_cls: 1.8080, loss: 1.8080 +2023-12-23 18:36:10,258 - pyskl - INFO - Epoch [17][2800/3405] lr: 2.423e-02, eta: 1 day, 8:51:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9487, loss_cls: 1.8522, loss: 1.8522 +2023-12-23 18:36:35,297 - pyskl - INFO - Epoch [17][2900/3405] lr: 2.423e-02, eta: 1 day, 8:51:08, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9344, loss_cls: 1.9217, loss: 1.9217 +2023-12-23 18:37:00,350 - pyskl - INFO - Epoch [17][3000/3405] lr: 2.423e-02, eta: 1 day, 8:50:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9319, loss_cls: 1.9329, loss: 1.9329 +2023-12-23 18:37:25,990 - pyskl - INFO - Epoch [17][3100/3405] lr: 2.422e-02, eta: 1 day, 8:50:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9425, loss_cls: 1.8913, loss: 1.8913 +2023-12-23 18:37:51,652 - pyskl - INFO - Epoch [17][3200/3405] lr: 2.422e-02, eta: 1 day, 8:49:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9463, loss_cls: 1.9046, loss: 1.9046 +2023-12-23 18:38:17,507 - pyskl - INFO - Epoch [17][3300/3405] lr: 2.422e-02, eta: 1 day, 8:49:07, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9425, loss_cls: 1.8822, loss: 1.8822 +2023-12-23 18:38:43,120 - pyskl - INFO - Epoch [17][3400/3405] lr: 2.422e-02, eta: 1 day, 8:48:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9287, loss_cls: 1.9298, loss: 1.9298 +2023-12-23 18:38:45,351 - pyskl - INFO - Saving checkpoint at 17 epochs +2023-12-23 18:43:11,066 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 18:43:11,674 - pyskl - INFO - +top1_acc 0.6760 +top5_acc 0.9258 +2023-12-23 18:43:11,702 - pyskl - INFO - Epoch(val) [17][3718] top1_acc: 0.6760, top5_acc: 0.9258 +2023-12-23 18:44:03,738 - pyskl - INFO - Epoch [18][100/3405] lr: 2.421e-02, eta: 1 day, 8:51:22, time: 0.520, data_time: 0.267, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9456, loss_cls: 1.8902, loss: 1.8902 +2023-12-23 18:44:29,248 - pyskl - INFO - Epoch [18][200/3405] lr: 2.421e-02, eta: 1 day, 8:50:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9400, loss_cls: 1.8508, loss: 1.8508 +2023-12-23 18:44:54,745 - pyskl - INFO - Epoch [18][300/3405] lr: 2.421e-02, eta: 1 day, 8:50:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9525, loss_cls: 1.8484, loss: 1.8484 +2023-12-23 18:45:20,313 - pyskl - INFO - Epoch [18][400/3405] lr: 2.421e-02, eta: 1 day, 8:49:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9369, loss_cls: 1.9099, loss: 1.9099 +2023-12-23 18:45:46,287 - pyskl - INFO - Epoch [18][500/3405] lr: 2.420e-02, eta: 1 day, 8:49:23, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9444, loss_cls: 1.8188, loss: 1.8188 +2023-12-23 18:46:12,104 - pyskl - INFO - Epoch [18][600/3405] lr: 2.420e-02, eta: 1 day, 8:48:54, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9469, loss_cls: 1.8893, loss: 1.8893 +2023-12-23 18:46:37,822 - pyskl - INFO - Epoch [18][700/3405] lr: 2.420e-02, eta: 1 day, 8:48:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9356, loss_cls: 1.9192, loss: 1.9192 +2023-12-23 18:47:03,268 - pyskl - INFO - Epoch [18][800/3405] lr: 2.419e-02, eta: 1 day, 8:47:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9544, loss_cls: 1.8530, loss: 1.8530 +2023-12-23 18:47:28,883 - pyskl - INFO - Epoch [18][900/3405] lr: 2.419e-02, eta: 1 day, 8:47:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9450, loss_cls: 1.8457, loss: 1.8457 +2023-12-23 18:47:54,146 - pyskl - INFO - Epoch [18][1000/3405] lr: 2.419e-02, eta: 1 day, 8:46:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9456, loss_cls: 1.8600, loss: 1.8600 +2023-12-23 18:48:19,517 - pyskl - INFO - Epoch [18][1100/3405] lr: 2.419e-02, eta: 1 day, 8:46:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9475, loss_cls: 1.8577, loss: 1.8577 +2023-12-23 18:48:44,940 - pyskl - INFO - Epoch [18][1200/3405] lr: 2.418e-02, eta: 1 day, 8:45:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9463, loss_cls: 1.8494, loss: 1.8494 +2023-12-23 18:49:10,278 - pyskl - INFO - Epoch [18][1300/3405] lr: 2.418e-02, eta: 1 day, 8:45:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9463, loss_cls: 1.8944, loss: 1.8944 +2023-12-23 18:49:35,796 - pyskl - INFO - Epoch [18][1400/3405] lr: 2.418e-02, eta: 1 day, 8:44:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9444, loss_cls: 1.8383, loss: 1.8383 +2023-12-23 18:50:01,147 - pyskl - INFO - Epoch [18][1500/3405] lr: 2.418e-02, eta: 1 day, 8:44:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9444, loss_cls: 1.9351, loss: 1.9351 +2023-12-23 18:50:26,413 - pyskl - INFO - Epoch [18][1600/3405] lr: 2.417e-02, eta: 1 day, 8:43:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9406, loss_cls: 1.8931, loss: 1.8931 +2023-12-23 18:50:51,464 - pyskl - INFO - Epoch [18][1700/3405] lr: 2.417e-02, eta: 1 day, 8:43:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9425, loss_cls: 1.8755, loss: 1.8755 +2023-12-23 18:51:16,525 - pyskl - INFO - Epoch [18][1800/3405] lr: 2.417e-02, eta: 1 day, 8:42:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9525, loss_cls: 1.8311, loss: 1.8311 +2023-12-23 18:51:41,592 - pyskl - INFO - Epoch [18][1900/3405] lr: 2.416e-02, eta: 1 day, 8:41:58, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9444, loss_cls: 1.8322, loss: 1.8322 +2023-12-23 18:52:06,634 - pyskl - INFO - Epoch [18][2000/3405] lr: 2.416e-02, eta: 1 day, 8:41:24, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9381, loss_cls: 1.8418, loss: 1.8418 +2023-12-23 18:52:31,627 - pyskl - INFO - Epoch [18][2100/3405] lr: 2.416e-02, eta: 1 day, 8:40:50, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9387, loss_cls: 1.9148, loss: 1.9148 +2023-12-23 18:52:56,723 - pyskl - INFO - Epoch [18][2200/3405] lr: 2.416e-02, eta: 1 day, 8:40:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9413, loss_cls: 1.8835, loss: 1.8835 +2023-12-23 18:53:22,065 - pyskl - INFO - Epoch [18][2300/3405] lr: 2.415e-02, eta: 1 day, 8:39:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9425, loss_cls: 1.8550, loss: 1.8550 +2023-12-23 18:53:47,598 - pyskl - INFO - Epoch [18][2400/3405] lr: 2.415e-02, eta: 1 day, 8:39:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9525, loss_cls: 1.8401, loss: 1.8401 +2023-12-23 18:54:12,979 - pyskl - INFO - Epoch [18][2500/3405] lr: 2.415e-02, eta: 1 day, 8:38:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9431, loss_cls: 1.8424, loss: 1.8424 +2023-12-23 18:54:38,373 - pyskl - INFO - Epoch [18][2600/3405] lr: 2.414e-02, eta: 1 day, 8:38:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9494, loss_cls: 1.8835, loss: 1.8835 +2023-12-23 18:55:03,408 - pyskl - INFO - Epoch [18][2700/3405] lr: 2.414e-02, eta: 1 day, 8:37:37, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9356, loss_cls: 1.9174, loss: 1.9174 +2023-12-23 18:55:28,415 - pyskl - INFO - Epoch [18][2800/3405] lr: 2.414e-02, eta: 1 day, 8:37:03, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9481, loss_cls: 1.8650, loss: 1.8650 +2023-12-23 18:55:53,418 - pyskl - INFO - Epoch [18][2900/3405] lr: 2.414e-02, eta: 1 day, 8:36:29, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9344, loss_cls: 1.9226, loss: 1.9226 +2023-12-23 18:56:18,430 - pyskl - INFO - Epoch [18][3000/3405] lr: 2.413e-02, eta: 1 day, 8:35:55, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9381, loss_cls: 1.8691, loss: 1.8691 +2023-12-23 18:56:43,595 - pyskl - INFO - Epoch [18][3100/3405] lr: 2.413e-02, eta: 1 day, 8:35:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9400, loss_cls: 1.9025, loss: 1.9025 +2023-12-23 18:57:09,228 - pyskl - INFO - Epoch [18][3200/3405] lr: 2.413e-02, eta: 1 day, 8:34:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9494, loss_cls: 1.7887, loss: 1.7887 +2023-12-23 18:57:34,598 - pyskl - INFO - Epoch [18][3300/3405] lr: 2.413e-02, eta: 1 day, 8:34:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9337, loss_cls: 1.9213, loss: 1.9213 +2023-12-23 18:57:59,996 - pyskl - INFO - Epoch [18][3400/3405] lr: 2.412e-02, eta: 1 day, 8:33:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9431, loss_cls: 1.8460, loss: 1.8460 +2023-12-23 18:58:02,070 - pyskl - INFO - Saving checkpoint at 18 epochs +2023-12-23 19:02:27,535 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 19:02:28,157 - pyskl - INFO - +top1_acc 0.6939 +top5_acc 0.9353 +2023-12-23 19:02:28,183 - pyskl - INFO - Epoch(val) [18][3718] top1_acc: 0.6939, top5_acc: 0.9353 +2023-12-23 19:03:21,016 - pyskl - INFO - Epoch [19][100/3405] lr: 2.412e-02, eta: 1 day, 8:36:29, time: 0.528, data_time: 0.275, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9437, loss_cls: 1.8809, loss: 1.8809 +2023-12-23 19:03:46,335 - pyskl - INFO - Epoch [19][200/3405] lr: 2.412e-02, eta: 1 day, 8:35:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9363, loss_cls: 1.8570, loss: 1.8570 +2023-12-23 19:04:11,867 - pyskl - INFO - Epoch [19][300/3405] lr: 2.411e-02, eta: 1 day, 8:35:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9550, loss_cls: 1.7651, loss: 1.7651 +2023-12-23 19:04:37,952 - pyskl - INFO - Epoch [19][400/3405] lr: 2.411e-02, eta: 1 day, 8:35:00, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9494, loss_cls: 1.8187, loss: 1.8187 +2023-12-23 19:05:03,849 - pyskl - INFO - Epoch [19][500/3405] lr: 2.411e-02, eta: 1 day, 8:34:32, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9450, loss_cls: 1.8471, loss: 1.8471 +2023-12-23 19:05:29,493 - pyskl - INFO - Epoch [19][600/3405] lr: 2.411e-02, eta: 1 day, 8:34:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9400, loss_cls: 1.9165, loss: 1.9165 +2023-12-23 19:05:54,918 - pyskl - INFO - Epoch [19][700/3405] lr: 2.410e-02, eta: 1 day, 8:33:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9450, loss_cls: 1.8164, loss: 1.8164 +2023-12-23 19:06:20,325 - pyskl - INFO - Epoch [19][800/3405] lr: 2.410e-02, eta: 1 day, 8:33:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9363, loss_cls: 1.8797, loss: 1.8797 +2023-12-23 19:06:45,498 - pyskl - INFO - Epoch [19][900/3405] lr: 2.410e-02, eta: 1 day, 8:32:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9300, loss_cls: 1.9585, loss: 1.9585 +2023-12-23 19:07:10,699 - pyskl - INFO - Epoch [19][1000/3405] lr: 2.409e-02, eta: 1 day, 8:31:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9481, loss_cls: 1.8364, loss: 1.8364 +2023-12-23 19:07:35,848 - pyskl - INFO - Epoch [19][1100/3405] lr: 2.409e-02, eta: 1 day, 8:31:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9425, loss_cls: 1.8719, loss: 1.8719 +2023-12-23 19:08:01,297 - pyskl - INFO - Epoch [19][1200/3405] lr: 2.409e-02, eta: 1 day, 8:30:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9363, loss_cls: 1.9088, loss: 1.9088 +2023-12-23 19:08:26,476 - pyskl - INFO - Epoch [19][1300/3405] lr: 2.409e-02, eta: 1 day, 8:30:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9419, loss_cls: 1.8403, loss: 1.8403 +2023-12-23 19:08:51,671 - pyskl - INFO - Epoch [19][1400/3405] lr: 2.408e-02, eta: 1 day, 8:29:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9387, loss_cls: 1.9055, loss: 1.9055 +2023-12-23 19:09:17,159 - pyskl - INFO - Epoch [19][1500/3405] lr: 2.408e-02, eta: 1 day, 8:29:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9419, loss_cls: 1.8889, loss: 1.8889 +2023-12-23 19:09:42,417 - pyskl - INFO - Epoch [19][1600/3405] lr: 2.408e-02, eta: 1 day, 8:28:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9325, loss_cls: 1.9537, loss: 1.9537 +2023-12-23 19:10:07,557 - pyskl - INFO - Epoch [19][1700/3405] lr: 2.407e-02, eta: 1 day, 8:28:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9475, loss_cls: 1.8681, loss: 1.8681 +2023-12-23 19:10:32,644 - pyskl - INFO - Epoch [19][1800/3405] lr: 2.407e-02, eta: 1 day, 8:27:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9406, loss_cls: 1.9003, loss: 1.9003 +2023-12-23 19:10:57,662 - pyskl - INFO - Epoch [19][1900/3405] lr: 2.407e-02, eta: 1 day, 8:27:03, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9337, loss_cls: 1.9210, loss: 1.9210 +2023-12-23 19:11:22,732 - pyskl - INFO - Epoch [19][2000/3405] lr: 2.406e-02, eta: 1 day, 8:26:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9375, loss_cls: 1.8801, loss: 1.8801 +2023-12-23 19:11:47,747 - pyskl - INFO - Epoch [19][2100/3405] lr: 2.406e-02, eta: 1 day, 8:25:55, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9337, loss_cls: 1.8952, loss: 1.8952 +2023-12-23 19:12:12,749 - pyskl - INFO - Epoch [19][2200/3405] lr: 2.406e-02, eta: 1 day, 8:25:22, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9381, loss_cls: 1.9094, loss: 1.9094 +2023-12-23 19:12:37,767 - pyskl - INFO - Epoch [19][2300/3405] lr: 2.406e-02, eta: 1 day, 8:24:48, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9363, loss_cls: 1.8534, loss: 1.8534 +2023-12-23 19:13:02,791 - pyskl - INFO - Epoch [19][2400/3405] lr: 2.405e-02, eta: 1 day, 8:24:14, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9444, loss_cls: 1.8896, loss: 1.8896 +2023-12-23 19:13:27,851 - pyskl - INFO - Epoch [19][2500/3405] lr: 2.405e-02, eta: 1 day, 8:23:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9581, loss_cls: 1.8063, loss: 1.8063 +2023-12-23 19:13:52,883 - pyskl - INFO - Epoch [19][2600/3405] lr: 2.405e-02, eta: 1 day, 8:23:07, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9406, loss_cls: 1.8291, loss: 1.8291 +2023-12-23 19:14:17,924 - pyskl - INFO - Epoch [19][2700/3405] lr: 2.404e-02, eta: 1 day, 8:22:34, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9344, loss_cls: 1.8783, loss: 1.8783 +2023-12-23 19:14:42,883 - pyskl - INFO - Epoch [19][2800/3405] lr: 2.404e-02, eta: 1 day, 8:22:00, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9419, loss_cls: 1.8896, loss: 1.8896 +2023-12-23 19:15:07,863 - pyskl - INFO - Epoch [19][2900/3405] lr: 2.404e-02, eta: 1 day, 8:21:26, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9531, loss_cls: 1.8443, loss: 1.8443 +2023-12-23 19:15:32,838 - pyskl - INFO - Epoch [19][3000/3405] lr: 2.404e-02, eta: 1 day, 8:20:52, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9350, loss_cls: 1.9103, loss: 1.9103 +2023-12-23 19:15:58,044 - pyskl - INFO - Epoch [19][3100/3405] lr: 2.403e-02, eta: 1 day, 8:20:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9481, loss_cls: 1.8198, loss: 1.8198 +2023-12-23 19:16:23,646 - pyskl - INFO - Epoch [19][3200/3405] lr: 2.403e-02, eta: 1 day, 8:19:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9337, loss_cls: 1.9134, loss: 1.9134 +2023-12-23 19:16:49,220 - pyskl - INFO - Epoch [19][3300/3405] lr: 2.403e-02, eta: 1 day, 8:19:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9481, loss_cls: 1.8436, loss: 1.8436 +2023-12-23 19:17:14,699 - pyskl - INFO - Epoch [19][3400/3405] lr: 2.402e-02, eta: 1 day, 8:18:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9431, loss_cls: 1.8684, loss: 1.8684 +2023-12-23 19:17:16,588 - pyskl - INFO - Saving checkpoint at 19 epochs +2023-12-23 19:21:42,204 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 19:21:42,821 - pyskl - INFO - +top1_acc 0.6775 +top5_acc 0.9247 +2023-12-23 19:21:42,845 - pyskl - INFO - Epoch(val) [19][3718] top1_acc: 0.6775, top5_acc: 0.9247 +2023-12-23 19:22:36,031 - pyskl - INFO - Epoch [20][100/3405] lr: 2.402e-02, eta: 1 day, 8:21:21, time: 0.532, data_time: 0.276, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9450, loss_cls: 1.9188, loss: 1.9188 +2023-12-23 19:23:01,580 - pyskl - INFO - Epoch [20][200/3405] lr: 2.402e-02, eta: 1 day, 8:20:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9419, loss_cls: 1.8383, loss: 1.8383 +2023-12-23 19:23:26,883 - pyskl - INFO - Epoch [20][300/3405] lr: 2.401e-02, eta: 1 day, 8:20:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9413, loss_cls: 1.8266, loss: 1.8266 +2023-12-23 19:23:52,531 - pyskl - INFO - Epoch [20][400/3405] lr: 2.401e-02, eta: 1 day, 8:19:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9487, loss_cls: 1.8164, loss: 1.8164 +2023-12-23 19:24:18,436 - pyskl - INFO - Epoch [20][500/3405] lr: 2.401e-02, eta: 1 day, 8:19:22, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9550, loss_cls: 1.8133, loss: 1.8133 +2023-12-23 19:24:44,036 - pyskl - INFO - Epoch [20][600/3405] lr: 2.401e-02, eta: 1 day, 8:18:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9463, loss_cls: 1.8418, loss: 1.8418 +2023-12-23 19:25:09,631 - pyskl - INFO - Epoch [20][700/3405] lr: 2.400e-02, eta: 1 day, 8:18:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9487, loss_cls: 1.8604, loss: 1.8604 +2023-12-23 19:25:35,125 - pyskl - INFO - Epoch [20][800/3405] lr: 2.400e-02, eta: 1 day, 8:17:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9525, loss_cls: 1.8058, loss: 1.8058 +2023-12-23 19:26:00,880 - pyskl - INFO - Epoch [20][900/3405] lr: 2.400e-02, eta: 1 day, 8:17:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9487, loss_cls: 1.8282, loss: 1.8282 +2023-12-23 19:26:26,386 - pyskl - INFO - Epoch [20][1000/3405] lr: 2.399e-02, eta: 1 day, 8:16:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9456, loss_cls: 1.8689, loss: 1.8689 +2023-12-23 19:26:52,003 - pyskl - INFO - Epoch [20][1100/3405] lr: 2.399e-02, eta: 1 day, 8:16:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9506, loss_cls: 1.8170, loss: 1.8170 +2023-12-23 19:27:17,575 - pyskl - INFO - Epoch [20][1200/3405] lr: 2.399e-02, eta: 1 day, 8:15:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9356, loss_cls: 1.8579, loss: 1.8579 +2023-12-23 19:27:43,154 - pyskl - INFO - Epoch [20][1300/3405] lr: 2.398e-02, eta: 1 day, 8:15:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9494, loss_cls: 1.8329, loss: 1.8329 +2023-12-23 19:28:08,766 - pyskl - INFO - Epoch [20][1400/3405] lr: 2.398e-02, eta: 1 day, 8:14:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9413, loss_cls: 1.8575, loss: 1.8575 +2023-12-23 19:28:34,219 - pyskl - INFO - Epoch [20][1500/3405] lr: 2.398e-02, eta: 1 day, 8:14:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9494, loss_cls: 1.8467, loss: 1.8467 +2023-12-23 19:28:59,353 - pyskl - INFO - Epoch [20][1600/3405] lr: 2.398e-02, eta: 1 day, 8:13:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9456, loss_cls: 1.8304, loss: 1.8304 +2023-12-23 19:29:24,776 - pyskl - INFO - Epoch [20][1700/3405] lr: 2.397e-02, eta: 1 day, 8:13:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9513, loss_cls: 1.8065, loss: 1.8065 +2023-12-23 19:29:50,154 - pyskl - INFO - Epoch [20][1800/3405] lr: 2.397e-02, eta: 1 day, 8:12:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9331, loss_cls: 1.9012, loss: 1.9012 +2023-12-23 19:30:15,678 - pyskl - INFO - Epoch [20][1900/3405] lr: 2.397e-02, eta: 1 day, 8:12:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9437, loss_cls: 1.8674, loss: 1.8674 +2023-12-23 19:30:41,007 - pyskl - INFO - Epoch [20][2000/3405] lr: 2.396e-02, eta: 1 day, 8:11:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9413, loss_cls: 1.9347, loss: 1.9347 +2023-12-23 19:31:06,287 - pyskl - INFO - Epoch [20][2100/3405] lr: 2.396e-02, eta: 1 day, 8:11:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9469, loss_cls: 1.7636, loss: 1.7636 +2023-12-23 19:31:31,620 - pyskl - INFO - Epoch [20][2200/3405] lr: 2.396e-02, eta: 1 day, 8:10:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9413, loss_cls: 1.8359, loss: 1.8359 +2023-12-23 19:31:56,979 - pyskl - INFO - Epoch [20][2300/3405] lr: 2.395e-02, eta: 1 day, 8:10:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9600, loss_cls: 1.7916, loss: 1.7916 +2023-12-23 19:32:22,030 - pyskl - INFO - Epoch [20][2400/3405] lr: 2.395e-02, eta: 1 day, 8:09:43, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9381, loss_cls: 1.8476, loss: 1.8476 +2023-12-23 19:32:47,482 - pyskl - INFO - Epoch [20][2500/3405] lr: 2.395e-02, eta: 1 day, 8:09:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9481, loss_cls: 1.8063, loss: 1.8063 +2023-12-23 19:33:12,976 - pyskl - INFO - Epoch [20][2600/3405] lr: 2.394e-02, eta: 1 day, 8:08:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9400, loss_cls: 1.8828, loss: 1.8828 +2023-12-23 19:33:38,172 - pyskl - INFO - Epoch [20][2700/3405] lr: 2.394e-02, eta: 1 day, 8:08:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9425, loss_cls: 1.8839, loss: 1.8839 +2023-12-23 19:34:03,587 - pyskl - INFO - Epoch [20][2800/3405] lr: 2.394e-02, eta: 1 day, 8:07:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9387, loss_cls: 1.8516, loss: 1.8516 +2023-12-23 19:34:29,115 - pyskl - INFO - Epoch [20][2900/3405] lr: 2.394e-02, eta: 1 day, 8:07:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9431, loss_cls: 1.8731, loss: 1.8731 +2023-12-23 19:34:54,356 - pyskl - INFO - Epoch [20][3000/3405] lr: 2.393e-02, eta: 1 day, 8:06:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9494, loss_cls: 1.8645, loss: 1.8645 +2023-12-23 19:35:20,046 - pyskl - INFO - Epoch [20][3100/3405] lr: 2.393e-02, eta: 1 day, 8:06:09, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9431, loss_cls: 1.9156, loss: 1.9156 +2023-12-23 19:35:45,702 - pyskl - INFO - Epoch [20][3200/3405] lr: 2.393e-02, eta: 1 day, 8:05:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9381, loss_cls: 1.8983, loss: 1.8983 +2023-12-23 19:36:11,226 - pyskl - INFO - Epoch [20][3300/3405] lr: 2.392e-02, eta: 1 day, 8:05:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9394, loss_cls: 1.8657, loss: 1.8657 +2023-12-23 19:36:36,703 - pyskl - INFO - Epoch [20][3400/3405] lr: 2.392e-02, eta: 1 day, 8:04:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9363, loss_cls: 1.8754, loss: 1.8754 +2023-12-23 19:36:38,632 - pyskl - INFO - Saving checkpoint at 20 epochs +2023-12-23 19:41:03,279 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 19:41:03,932 - pyskl - INFO - +top1_acc 0.6730 +top5_acc 0.9073 +2023-12-23 19:41:03,958 - pyskl - INFO - Epoch(val) [20][3718] top1_acc: 0.6730, top5_acc: 0.9073 +2023-12-23 19:41:56,899 - pyskl - INFO - Epoch [21][100/3405] lr: 2.392e-02, eta: 1 day, 8:06:59, time: 0.529, data_time: 0.273, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9531, loss_cls: 1.8214, loss: 1.8214 +2023-12-23 19:42:22,568 - pyskl - INFO - Epoch [21][200/3405] lr: 2.391e-02, eta: 1 day, 8:06:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9494, loss_cls: 1.7905, loss: 1.7905 +2023-12-23 19:42:48,137 - pyskl - INFO - Epoch [21][300/3405] lr: 2.391e-02, eta: 1 day, 8:06:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9487, loss_cls: 1.8756, loss: 1.8756 +2023-12-23 19:43:13,684 - pyskl - INFO - Epoch [21][400/3405] lr: 2.391e-02, eta: 1 day, 8:05:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9425, loss_cls: 1.8730, loss: 1.8730 +2023-12-23 19:43:39,422 - pyskl - INFO - Epoch [21][500/3405] lr: 2.390e-02, eta: 1 day, 8:05:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9431, loss_cls: 1.9078, loss: 1.9078 +2023-12-23 19:44:04,999 - pyskl - INFO - Epoch [21][600/3405] lr: 2.390e-02, eta: 1 day, 8:04:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9463, loss_cls: 1.8136, loss: 1.8136 +2023-12-23 19:44:30,577 - pyskl - INFO - Epoch [21][700/3405] lr: 2.390e-02, eta: 1 day, 8:04:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9344, loss_cls: 1.8716, loss: 1.8716 +2023-12-23 19:44:56,187 - pyskl - INFO - Epoch [21][800/3405] lr: 2.389e-02, eta: 1 day, 8:03:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9425, loss_cls: 1.8587, loss: 1.8587 +2023-12-23 19:45:21,432 - pyskl - INFO - Epoch [21][900/3405] lr: 2.389e-02, eta: 1 day, 8:03:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9431, loss_cls: 1.8583, loss: 1.8583 +2023-12-23 19:45:46,668 - pyskl - INFO - Epoch [21][1000/3405] lr: 2.389e-02, eta: 1 day, 8:02:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9463, loss_cls: 1.8087, loss: 1.8087 +2023-12-23 19:46:11,754 - pyskl - INFO - Epoch [21][1100/3405] lr: 2.388e-02, eta: 1 day, 8:01:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9519, loss_cls: 1.8745, loss: 1.8745 +2023-12-23 19:46:36,855 - pyskl - INFO - Epoch [21][1200/3405] lr: 2.388e-02, eta: 1 day, 8:01:24, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9431, loss_cls: 1.8749, loss: 1.8749 +2023-12-23 19:47:02,165 - pyskl - INFO - Epoch [21][1300/3405] lr: 2.388e-02, eta: 1 day, 8:00:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9475, loss_cls: 1.8050, loss: 1.8050 +2023-12-23 19:47:27,591 - pyskl - INFO - Epoch [21][1400/3405] lr: 2.388e-02, eta: 1 day, 8:00:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9519, loss_cls: 1.8384, loss: 1.8384 +2023-12-23 19:47:52,734 - pyskl - INFO - Epoch [21][1500/3405] lr: 2.387e-02, eta: 1 day, 7:59:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9487, loss_cls: 1.8239, loss: 1.8239 +2023-12-23 19:48:17,683 - pyskl - INFO - Epoch [21][1600/3405] lr: 2.387e-02, eta: 1 day, 7:59:17, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9425, loss_cls: 1.8897, loss: 1.8897 +2023-12-23 19:48:42,615 - pyskl - INFO - Epoch [21][1700/3405] lr: 2.387e-02, eta: 1 day, 7:58:43, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9487, loss_cls: 1.7977, loss: 1.7977 +2023-12-23 19:49:07,559 - pyskl - INFO - Epoch [21][1800/3405] lr: 2.386e-02, eta: 1 day, 7:58:10, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9437, loss_cls: 1.8448, loss: 1.8448 +2023-12-23 19:49:32,543 - pyskl - INFO - Epoch [21][1900/3405] lr: 2.386e-02, eta: 1 day, 7:57:37, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9400, loss_cls: 1.8939, loss: 1.8939 +2023-12-23 19:49:57,648 - pyskl - INFO - Epoch [21][2000/3405] lr: 2.386e-02, eta: 1 day, 7:57:04, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9513, loss_cls: 1.8081, loss: 1.8081 +2023-12-23 19:50:22,858 - pyskl - INFO - Epoch [21][2100/3405] lr: 2.385e-02, eta: 1 day, 7:56:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9369, loss_cls: 1.8762, loss: 1.8762 +2023-12-23 19:50:48,126 - pyskl - INFO - Epoch [21][2200/3405] lr: 2.385e-02, eta: 1 day, 7:56:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9481, loss_cls: 1.8590, loss: 1.8590 +2023-12-23 19:51:13,445 - pyskl - INFO - Epoch [21][2300/3405] lr: 2.385e-02, eta: 1 day, 7:55:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9487, loss_cls: 1.8125, loss: 1.8125 +2023-12-23 19:51:38,942 - pyskl - INFO - Epoch [21][2400/3405] lr: 2.384e-02, eta: 1 day, 7:55:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9431, loss_cls: 1.8579, loss: 1.8579 +2023-12-23 19:52:04,174 - pyskl - INFO - Epoch [21][2500/3405] lr: 2.384e-02, eta: 1 day, 7:54:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9337, loss_cls: 1.8540, loss: 1.8540 +2023-12-23 19:52:29,495 - pyskl - INFO - Epoch [21][2600/3405] lr: 2.384e-02, eta: 1 day, 7:53:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9475, loss_cls: 1.8338, loss: 1.8338 +2023-12-23 19:52:54,577 - pyskl - INFO - Epoch [21][2700/3405] lr: 2.383e-02, eta: 1 day, 7:53:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9450, loss_cls: 1.8808, loss: 1.8808 +2023-12-23 19:53:19,675 - pyskl - INFO - Epoch [21][2800/3405] lr: 2.383e-02, eta: 1 day, 7:52:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9506, loss_cls: 1.8632, loss: 1.8632 +2023-12-23 19:53:45,155 - pyskl - INFO - Epoch [21][2900/3405] lr: 2.383e-02, eta: 1 day, 7:52:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9431, loss_cls: 1.8721, loss: 1.8721 +2023-12-23 19:54:10,457 - pyskl - INFO - Epoch [21][3000/3405] lr: 2.382e-02, eta: 1 day, 7:51:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9531, loss_cls: 1.7896, loss: 1.7896 +2023-12-23 19:54:36,067 - pyskl - INFO - Epoch [21][3100/3405] lr: 2.382e-02, eta: 1 day, 7:51:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9556, loss_cls: 1.8305, loss: 1.8305 +2023-12-23 19:55:01,703 - pyskl - INFO - Epoch [21][3200/3405] lr: 2.382e-02, eta: 1 day, 7:50:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9437, loss_cls: 1.8756, loss: 1.8756 +2023-12-23 19:55:27,298 - pyskl - INFO - Epoch [21][3300/3405] lr: 2.381e-02, eta: 1 day, 7:50:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9444, loss_cls: 1.8685, loss: 1.8685 +2023-12-23 19:55:52,840 - pyskl - INFO - Epoch [21][3400/3405] lr: 2.381e-02, eta: 1 day, 7:49:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9437, loss_cls: 1.8091, loss: 1.8091 +2023-12-23 19:55:54,749 - pyskl - INFO - Saving checkpoint at 21 epochs +2023-12-23 20:00:19,756 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 20:00:20,380 - pyskl - INFO - +top1_acc 0.6877 +top5_acc 0.9261 +2023-12-23 20:00:20,406 - pyskl - INFO - Epoch(val) [21][3718] top1_acc: 0.6877, top5_acc: 0.9261 +2023-12-23 20:01:13,257 - pyskl - INFO - Epoch [22][100/3405] lr: 2.381e-02, eta: 1 day, 7:52:04, time: 0.528, data_time: 0.273, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9463, loss_cls: 1.7844, loss: 1.7844 +2023-12-23 20:01:38,516 - pyskl - INFO - Epoch [22][200/3405] lr: 2.380e-02, eta: 1 day, 7:51:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9531, loss_cls: 1.8126, loss: 1.8126 +2023-12-23 20:02:03,634 - pyskl - INFO - Epoch [22][300/3405] lr: 2.380e-02, eta: 1 day, 7:51:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9356, loss_cls: 1.8758, loss: 1.8758 +2023-12-23 20:02:28,900 - pyskl - INFO - Epoch [22][400/3405] lr: 2.380e-02, eta: 1 day, 7:50:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9413, loss_cls: 1.8442, loss: 1.8442 +2023-12-23 20:02:54,259 - pyskl - INFO - Epoch [22][500/3405] lr: 2.379e-02, eta: 1 day, 7:49:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9481, loss_cls: 1.8050, loss: 1.8050 +2023-12-23 20:03:19,526 - pyskl - INFO - Epoch [22][600/3405] lr: 2.379e-02, eta: 1 day, 7:49:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9581, loss_cls: 1.8073, loss: 1.8073 +2023-12-23 20:03:45,156 - pyskl - INFO - Epoch [22][700/3405] lr: 2.379e-02, eta: 1 day, 7:48:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9450, loss_cls: 1.8079, loss: 1.8079 +2023-12-23 20:04:10,767 - pyskl - INFO - Epoch [22][800/3405] lr: 2.378e-02, eta: 1 day, 7:48:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9456, loss_cls: 1.8300, loss: 1.8300 +2023-12-23 20:04:36,241 - pyskl - INFO - Epoch [22][900/3405] lr: 2.378e-02, eta: 1 day, 7:47:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9356, loss_cls: 1.8910, loss: 1.8910 +2023-12-23 20:05:01,519 - pyskl - INFO - Epoch [22][1000/3405] lr: 2.378e-02, eta: 1 day, 7:47:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9356, loss_cls: 1.8891, loss: 1.8891 +2023-12-23 20:05:26,907 - pyskl - INFO - Epoch [22][1100/3405] lr: 2.377e-02, eta: 1 day, 7:46:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9394, loss_cls: 1.8487, loss: 1.8487 +2023-12-23 20:05:52,099 - pyskl - INFO - Epoch [22][1200/3405] lr: 2.377e-02, eta: 1 day, 7:46:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9463, loss_cls: 1.8644, loss: 1.8644 +2023-12-23 20:06:17,308 - pyskl - INFO - Epoch [22][1300/3405] lr: 2.377e-02, eta: 1 day, 7:45:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9419, loss_cls: 1.8356, loss: 1.8356 +2023-12-23 20:06:42,549 - pyskl - INFO - Epoch [22][1400/3405] lr: 2.376e-02, eta: 1 day, 7:45:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9469, loss_cls: 1.8512, loss: 1.8512 +2023-12-23 20:07:07,721 - pyskl - INFO - Epoch [22][1500/3405] lr: 2.376e-02, eta: 1 day, 7:44:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9419, loss_cls: 1.8324, loss: 1.8324 +2023-12-23 20:07:33,047 - pyskl - INFO - Epoch [22][1600/3405] lr: 2.376e-02, eta: 1 day, 7:44:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9537, loss_cls: 1.8105, loss: 1.8105 +2023-12-23 20:07:58,231 - pyskl - INFO - Epoch [22][1700/3405] lr: 2.375e-02, eta: 1 day, 7:43:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9544, loss_cls: 1.7784, loss: 1.7784 +2023-12-23 20:08:23,446 - pyskl - INFO - Epoch [22][1800/3405] lr: 2.375e-02, eta: 1 day, 7:43:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9450, loss_cls: 1.8647, loss: 1.8647 +2023-12-23 20:08:48,617 - pyskl - INFO - Epoch [22][1900/3405] lr: 2.375e-02, eta: 1 day, 7:42:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9506, loss_cls: 1.8054, loss: 1.8054 +2023-12-23 20:09:13,903 - pyskl - INFO - Epoch [22][2000/3405] lr: 2.374e-02, eta: 1 day, 7:42:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9363, loss_cls: 1.8250, loss: 1.8250 +2023-12-23 20:09:38,965 - pyskl - INFO - Epoch [22][2100/3405] lr: 2.374e-02, eta: 1 day, 7:41:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9456, loss_cls: 1.8475, loss: 1.8475 +2023-12-23 20:10:04,024 - pyskl - INFO - Epoch [22][2200/3405] lr: 2.374e-02, eta: 1 day, 7:41:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9487, loss_cls: 1.8285, loss: 1.8285 +2023-12-23 20:10:29,288 - pyskl - INFO - Epoch [22][2300/3405] lr: 2.373e-02, eta: 1 day, 7:40:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9431, loss_cls: 1.8781, loss: 1.8781 +2023-12-23 20:10:54,694 - pyskl - INFO - Epoch [22][2400/3405] lr: 2.373e-02, eta: 1 day, 7:40:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9431, loss_cls: 1.8200, loss: 1.8200 +2023-12-23 20:11:20,158 - pyskl - INFO - Epoch [22][2500/3405] lr: 2.373e-02, eta: 1 day, 7:39:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9463, loss_cls: 1.7802, loss: 1.7802 +2023-12-23 20:11:45,329 - pyskl - INFO - Epoch [22][2600/3405] lr: 2.372e-02, eta: 1 day, 7:39:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9437, loss_cls: 1.8489, loss: 1.8489 +2023-12-23 20:12:10,481 - pyskl - INFO - Epoch [22][2700/3405] lr: 2.372e-02, eta: 1 day, 7:38:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9437, loss_cls: 1.8350, loss: 1.8350 +2023-12-23 20:12:35,737 - pyskl - INFO - Epoch [22][2800/3405] lr: 2.372e-02, eta: 1 day, 7:38:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9494, loss_cls: 1.8299, loss: 1.8299 +2023-12-23 20:13:01,165 - pyskl - INFO - Epoch [22][2900/3405] lr: 2.371e-02, eta: 1 day, 7:37:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9581, loss_cls: 1.8238, loss: 1.8238 +2023-12-23 20:13:26,606 - pyskl - INFO - Epoch [22][3000/3405] lr: 2.371e-02, eta: 1 day, 7:37:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9425, loss_cls: 1.8190, loss: 1.8190 +2023-12-23 20:13:52,227 - pyskl - INFO - Epoch [22][3100/3405] lr: 2.371e-02, eta: 1 day, 7:36:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9394, loss_cls: 1.8140, loss: 1.8140 +2023-12-23 20:14:17,584 - pyskl - INFO - Epoch [22][3200/3405] lr: 2.370e-02, eta: 1 day, 7:36:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9381, loss_cls: 1.8331, loss: 1.8331 +2023-12-23 20:14:43,184 - pyskl - INFO - Epoch [22][3300/3405] lr: 2.370e-02, eta: 1 day, 7:35:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9419, loss_cls: 1.8846, loss: 1.8846 +2023-12-23 20:15:08,737 - pyskl - INFO - Epoch [22][3400/3405] lr: 2.370e-02, eta: 1 day, 7:35:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9425, loss_cls: 1.8650, loss: 1.8650 +2023-12-23 20:15:10,640 - pyskl - INFO - Saving checkpoint at 22 epochs +2023-12-23 20:19:35,162 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 20:19:35,771 - pyskl - INFO - +top1_acc 0.7184 +top5_acc 0.9382 +2023-12-23 20:19:35,775 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_16.pth was removed +2023-12-23 20:19:35,985 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. +2023-12-23 20:19:35,986 - pyskl - INFO - Best top1_acc is 0.7184 at 22 epoch. +2023-12-23 20:19:36,011 - pyskl - INFO - Epoch(val) [22][3718] top1_acc: 0.7184, top5_acc: 0.9382 +2023-12-23 20:20:29,036 - pyskl - INFO - Epoch [23][100/3405] lr: 2.369e-02, eta: 1 day, 7:37:09, time: 0.530, data_time: 0.276, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9487, loss_cls: 1.8226, loss: 1.8226 +2023-12-23 20:20:54,494 - pyskl - INFO - Epoch [23][200/3405] lr: 2.369e-02, eta: 1 day, 7:36:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9444, loss_cls: 1.7728, loss: 1.7728 +2023-12-23 20:21:20,221 - pyskl - INFO - Epoch [23][300/3405] lr: 2.369e-02, eta: 1 day, 7:36:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9469, loss_cls: 1.8388, loss: 1.8388 +2023-12-23 20:21:45,951 - pyskl - INFO - Epoch [23][400/3405] lr: 2.368e-02, eta: 1 day, 7:35:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9425, loss_cls: 1.8325, loss: 1.8325 +2023-12-23 20:22:11,849 - pyskl - INFO - Epoch [23][500/3405] lr: 2.368e-02, eta: 1 day, 7:35:14, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9463, loss_cls: 1.8176, loss: 1.8176 +2023-12-23 20:22:37,348 - pyskl - INFO - Epoch [23][600/3405] lr: 2.368e-02, eta: 1 day, 7:34:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9444, loss_cls: 1.8477, loss: 1.8477 +2023-12-23 20:23:02,812 - pyskl - INFO - Epoch [23][700/3405] lr: 2.367e-02, eta: 1 day, 7:34:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9444, loss_cls: 1.8091, loss: 1.8091 +2023-12-23 20:23:28,287 - pyskl - INFO - Epoch [23][800/3405] lr: 2.367e-02, eta: 1 day, 7:33:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9475, loss_cls: 1.7855, loss: 1.7855 +2023-12-23 20:23:53,502 - pyskl - INFO - Epoch [23][900/3405] lr: 2.367e-02, eta: 1 day, 7:33:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9450, loss_cls: 1.8555, loss: 1.8555 +2023-12-23 20:24:18,798 - pyskl - INFO - Epoch [23][1000/3405] lr: 2.366e-02, eta: 1 day, 7:32:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9487, loss_cls: 1.8316, loss: 1.8316 +2023-12-23 20:24:44,071 - pyskl - INFO - Epoch [23][1100/3405] lr: 2.366e-02, eta: 1 day, 7:32:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9356, loss_cls: 1.8788, loss: 1.8788 +2023-12-23 20:25:09,452 - pyskl - INFO - Epoch [23][1200/3405] lr: 2.366e-02, eta: 1 day, 7:31:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9475, loss_cls: 1.8501, loss: 1.8501 +2023-12-23 20:25:34,849 - pyskl - INFO - Epoch [23][1300/3405] lr: 2.365e-02, eta: 1 day, 7:31:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9513, loss_cls: 1.7757, loss: 1.7757 +2023-12-23 20:26:00,128 - pyskl - INFO - Epoch [23][1400/3405] lr: 2.365e-02, eta: 1 day, 7:30:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9513, loss_cls: 1.8113, loss: 1.8113 +2023-12-23 20:26:25,415 - pyskl - INFO - Epoch [23][1500/3405] lr: 2.364e-02, eta: 1 day, 7:30:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9519, loss_cls: 1.8112, loss: 1.8112 +2023-12-23 20:26:51,141 - pyskl - INFO - Epoch [23][1600/3405] lr: 2.364e-02, eta: 1 day, 7:29:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9513, loss_cls: 1.7608, loss: 1.7608 +2023-12-23 20:27:16,406 - pyskl - INFO - Epoch [23][1700/3405] lr: 2.364e-02, eta: 1 day, 7:29:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9375, loss_cls: 1.8699, loss: 1.8699 +2023-12-23 20:27:41,914 - pyskl - INFO - Epoch [23][1800/3405] lr: 2.363e-02, eta: 1 day, 7:28:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9525, loss_cls: 1.8212, loss: 1.8212 +2023-12-23 20:28:07,172 - pyskl - INFO - Epoch [23][1900/3405] lr: 2.363e-02, eta: 1 day, 7:28:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9506, loss_cls: 1.8436, loss: 1.8436 +2023-12-23 20:28:32,549 - pyskl - INFO - Epoch [23][2000/3405] lr: 2.363e-02, eta: 1 day, 7:27:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9425, loss_cls: 1.8711, loss: 1.8711 +2023-12-23 20:28:57,720 - pyskl - INFO - Epoch [23][2100/3405] lr: 2.362e-02, eta: 1 day, 7:27:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9487, loss_cls: 1.8255, loss: 1.8255 +2023-12-23 20:29:23,206 - pyskl - INFO - Epoch [23][2200/3405] lr: 2.362e-02, eta: 1 day, 7:26:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9544, loss_cls: 1.7960, loss: 1.7960 +2023-12-23 20:29:48,553 - pyskl - INFO - Epoch [23][2300/3405] lr: 2.362e-02, eta: 1 day, 7:26:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9506, loss_cls: 1.7933, loss: 1.7933 +2023-12-23 20:30:13,946 - pyskl - INFO - Epoch [23][2400/3405] lr: 2.361e-02, eta: 1 day, 7:25:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9387, loss_cls: 1.8352, loss: 1.8352 +2023-12-23 20:30:39,146 - pyskl - INFO - Epoch [23][2500/3405] lr: 2.361e-02, eta: 1 day, 7:25:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9350, loss_cls: 1.8869, loss: 1.8869 +2023-12-23 20:31:04,438 - pyskl - INFO - Epoch [23][2600/3405] lr: 2.361e-02, eta: 1 day, 7:24:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9506, loss_cls: 1.8142, loss: 1.8142 +2023-12-23 20:31:29,633 - pyskl - INFO - Epoch [23][2700/3405] lr: 2.360e-02, eta: 1 day, 7:24:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9531, loss_cls: 1.8078, loss: 1.8078 +2023-12-23 20:31:54,756 - pyskl - INFO - Epoch [23][2800/3405] lr: 2.360e-02, eta: 1 day, 7:23:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9494, loss_cls: 1.8234, loss: 1.8234 +2023-12-23 20:32:19,925 - pyskl - INFO - Epoch [23][2900/3405] lr: 2.360e-02, eta: 1 day, 7:23:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9563, loss_cls: 1.8306, loss: 1.8306 +2023-12-23 20:32:45,108 - pyskl - INFO - Epoch [23][3000/3405] lr: 2.359e-02, eta: 1 day, 7:22:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9413, loss_cls: 1.8743, loss: 1.8743 +2023-12-23 20:33:10,322 - pyskl - INFO - Epoch [23][3100/3405] lr: 2.359e-02, eta: 1 day, 7:22:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9425, loss_cls: 1.8589, loss: 1.8589 +2023-12-23 20:33:35,338 - pyskl - INFO - Epoch [23][3200/3405] lr: 2.358e-02, eta: 1 day, 7:21:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9475, loss_cls: 1.8589, loss: 1.8589 +2023-12-23 20:34:00,691 - pyskl - INFO - Epoch [23][3300/3405] lr: 2.358e-02, eta: 1 day, 7:20:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9413, loss_cls: 1.8209, loss: 1.8209 +2023-12-23 20:34:26,275 - pyskl - INFO - Epoch [23][3400/3405] lr: 2.358e-02, eta: 1 day, 7:20:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9406, loss_cls: 1.8826, loss: 1.8826 +2023-12-23 20:34:28,240 - pyskl - INFO - Saving checkpoint at 23 epochs +2023-12-23 20:38:53,026 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 20:38:53,642 - pyskl - INFO - +top1_acc 0.7144 +top5_acc 0.9338 +2023-12-23 20:38:53,669 - pyskl - INFO - Epoch(val) [23][3718] top1_acc: 0.7144, top5_acc: 0.9338 +2023-12-23 20:39:46,622 - pyskl - INFO - Epoch [24][100/3405] lr: 2.357e-02, eta: 1 day, 7:22:23, time: 0.529, data_time: 0.274, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9513, loss_cls: 1.7790, loss: 1.7790 +2023-12-23 20:40:11,792 - pyskl - INFO - Epoch [24][200/3405] lr: 2.357e-02, eta: 1 day, 7:21:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9506, loss_cls: 1.7932, loss: 1.7932 +2023-12-23 20:40:37,300 - pyskl - INFO - Epoch [24][300/3405] lr: 2.357e-02, eta: 1 day, 7:21:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9569, loss_cls: 1.7333, loss: 1.7333 +2023-12-23 20:41:02,843 - pyskl - INFO - Epoch [24][400/3405] lr: 2.356e-02, eta: 1 day, 7:20:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9463, loss_cls: 1.8137, loss: 1.8137 +2023-12-23 20:41:28,263 - pyskl - INFO - Epoch [24][500/3405] lr: 2.356e-02, eta: 1 day, 7:20:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9525, loss_cls: 1.7946, loss: 1.7946 +2023-12-23 20:41:53,520 - pyskl - INFO - Epoch [24][600/3405] lr: 2.356e-02, eta: 1 day, 7:19:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9581, loss_cls: 1.7910, loss: 1.7910 +2023-12-23 20:42:18,895 - pyskl - INFO - Epoch [24][700/3405] lr: 2.355e-02, eta: 1 day, 7:19:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9419, loss_cls: 1.8337, loss: 1.8337 +2023-12-23 20:42:44,310 - pyskl - INFO - Epoch [24][800/3405] lr: 2.355e-02, eta: 1 day, 7:18:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9575, loss_cls: 1.7707, loss: 1.7707 +2023-12-23 20:43:09,897 - pyskl - INFO - Epoch [24][900/3405] lr: 2.355e-02, eta: 1 day, 7:18:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9456, loss_cls: 1.8075, loss: 1.8075 +2023-12-23 20:43:35,478 - pyskl - INFO - Epoch [24][1000/3405] lr: 2.354e-02, eta: 1 day, 7:17:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9587, loss_cls: 1.7992, loss: 1.7992 +2023-12-23 20:44:00,829 - pyskl - INFO - Epoch [24][1100/3405] lr: 2.354e-02, eta: 1 day, 7:17:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9513, loss_cls: 1.7908, loss: 1.7908 +2023-12-23 20:44:26,175 - pyskl - INFO - Epoch [24][1200/3405] lr: 2.353e-02, eta: 1 day, 7:16:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9444, loss_cls: 1.8140, loss: 1.8140 +2023-12-23 20:44:51,453 - pyskl - INFO - Epoch [24][1300/3405] lr: 2.353e-02, eta: 1 day, 7:16:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9556, loss_cls: 1.7818, loss: 1.7818 +2023-12-23 20:45:16,700 - pyskl - INFO - Epoch [24][1400/3405] lr: 2.353e-02, eta: 1 day, 7:15:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9425, loss_cls: 1.8733, loss: 1.8733 +2023-12-23 20:45:42,114 - pyskl - INFO - Epoch [24][1500/3405] lr: 2.352e-02, eta: 1 day, 7:15:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9425, loss_cls: 1.8842, loss: 1.8842 +2023-12-23 20:46:07,497 - pyskl - INFO - Epoch [24][1600/3405] lr: 2.352e-02, eta: 1 day, 7:14:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9469, loss_cls: 1.8366, loss: 1.8366 +2023-12-23 20:46:32,872 - pyskl - INFO - Epoch [24][1700/3405] lr: 2.352e-02, eta: 1 day, 7:14:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9531, loss_cls: 1.7512, loss: 1.7512 +2023-12-23 20:46:58,009 - pyskl - INFO - Epoch [24][1800/3405] lr: 2.351e-02, eta: 1 day, 7:13:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9500, loss_cls: 1.8053, loss: 1.8053 +2023-12-23 20:47:23,433 - pyskl - INFO - Epoch [24][1900/3405] lr: 2.351e-02, eta: 1 day, 7:13:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9456, loss_cls: 1.8658, loss: 1.8658 +2023-12-23 20:47:48,964 - pyskl - INFO - Epoch [24][2000/3405] lr: 2.351e-02, eta: 1 day, 7:12:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9481, loss_cls: 1.8239, loss: 1.8239 +2023-12-23 20:48:14,368 - pyskl - INFO - Epoch [24][2100/3405] lr: 2.350e-02, eta: 1 day, 7:12:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9456, loss_cls: 1.8521, loss: 1.8521 +2023-12-23 20:48:39,735 - pyskl - INFO - Epoch [24][2200/3405] lr: 2.350e-02, eta: 1 day, 7:11:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9400, loss_cls: 1.8697, loss: 1.8697 +2023-12-23 20:49:04,979 - pyskl - INFO - Epoch [24][2300/3405] lr: 2.349e-02, eta: 1 day, 7:11:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9456, loss_cls: 1.7978, loss: 1.7978 +2023-12-23 20:49:30,248 - pyskl - INFO - Epoch [24][2400/3405] lr: 2.349e-02, eta: 1 day, 7:10:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9469, loss_cls: 1.7958, loss: 1.7958 +2023-12-23 20:49:55,426 - pyskl - INFO - Epoch [24][2500/3405] lr: 2.349e-02, eta: 1 day, 7:10:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9469, loss_cls: 1.7964, loss: 1.7964 +2023-12-23 20:50:20,751 - pyskl - INFO - Epoch [24][2600/3405] lr: 2.348e-02, eta: 1 day, 7:09:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9531, loss_cls: 1.8284, loss: 1.8284 +2023-12-23 20:50:45,959 - pyskl - INFO - Epoch [24][2700/3405] lr: 2.348e-02, eta: 1 day, 7:09:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9563, loss_cls: 1.7954, loss: 1.7954 +2023-12-23 20:51:11,241 - pyskl - INFO - Epoch [24][2800/3405] lr: 2.348e-02, eta: 1 day, 7:08:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9463, loss_cls: 1.8174, loss: 1.8174 +2023-12-23 20:51:36,586 - pyskl - INFO - Epoch [24][2900/3405] lr: 2.347e-02, eta: 1 day, 7:08:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9513, loss_cls: 1.7850, loss: 1.7850 +2023-12-23 20:52:02,039 - pyskl - INFO - Epoch [24][3000/3405] lr: 2.347e-02, eta: 1 day, 7:07:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9350, loss_cls: 1.8427, loss: 1.8427 +2023-12-23 20:52:27,750 - pyskl - INFO - Epoch [24][3100/3405] lr: 2.347e-02, eta: 1 day, 7:07:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9456, loss_cls: 1.8328, loss: 1.8328 +2023-12-23 20:52:53,592 - pyskl - INFO - Epoch [24][3200/3405] lr: 2.346e-02, eta: 1 day, 7:06:52, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9537, loss_cls: 1.8507, loss: 1.8507 +2023-12-23 20:53:19,174 - pyskl - INFO - Epoch [24][3300/3405] lr: 2.346e-02, eta: 1 day, 7:06:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9350, loss_cls: 1.8925, loss: 1.8925 +2023-12-23 20:53:44,721 - pyskl - INFO - Epoch [24][3400/3405] lr: 2.345e-02, eta: 1 day, 7:05:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9450, loss_cls: 1.8668, loss: 1.8668 +2023-12-23 20:53:46,694 - pyskl - INFO - Saving checkpoint at 24 epochs +2023-12-23 20:58:14,510 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 20:58:15,146 - pyskl - INFO - +top1_acc 0.7011 +top5_acc 0.9355 +2023-12-23 20:58:15,171 - pyskl - INFO - Epoch(val) [24][3718] top1_acc: 0.7011, top5_acc: 0.9355 +2023-12-23 20:59:07,527 - pyskl - INFO - Epoch [25][100/3405] lr: 2.345e-02, eta: 1 day, 7:07:38, time: 0.523, data_time: 0.270, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9475, loss_cls: 1.8235, loss: 1.8235 +2023-12-23 20:59:33,021 - pyskl - INFO - Epoch [25][200/3405] lr: 2.345e-02, eta: 1 day, 7:07:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9556, loss_cls: 1.8033, loss: 1.8033 +2023-12-23 20:59:58,513 - pyskl - INFO - Epoch [25][300/3405] lr: 2.344e-02, eta: 1 day, 7:06:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9525, loss_cls: 1.7854, loss: 1.7854 +2023-12-23 21:00:24,453 - pyskl - INFO - Epoch [25][400/3405] lr: 2.344e-02, eta: 1 day, 7:06:12, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9406, loss_cls: 1.8012, loss: 1.8012 +2023-12-23 21:00:50,109 - pyskl - INFO - Epoch [25][500/3405] lr: 2.344e-02, eta: 1 day, 7:05:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9369, loss_cls: 1.8637, loss: 1.8637 +2023-12-23 21:01:15,676 - pyskl - INFO - Epoch [25][600/3405] lr: 2.343e-02, eta: 1 day, 7:05:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9406, loss_cls: 1.8421, loss: 1.8421 +2023-12-23 21:01:41,243 - pyskl - INFO - Epoch [25][700/3405] lr: 2.343e-02, eta: 1 day, 7:04:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9581, loss_cls: 1.7217, loss: 1.7217 +2023-12-23 21:02:06,705 - pyskl - INFO - Epoch [25][800/3405] lr: 2.342e-02, eta: 1 day, 7:04:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9513, loss_cls: 1.7668, loss: 1.7668 +2023-12-23 21:02:32,075 - pyskl - INFO - Epoch [25][900/3405] lr: 2.342e-02, eta: 1 day, 7:03:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9475, loss_cls: 1.8125, loss: 1.8125 +2023-12-23 21:02:57,589 - pyskl - INFO - Epoch [25][1000/3405] lr: 2.342e-02, eta: 1 day, 7:03:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9606, loss_cls: 1.7410, loss: 1.7410 +2023-12-23 21:03:22,813 - pyskl - INFO - Epoch [25][1100/3405] lr: 2.341e-02, eta: 1 day, 7:02:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9550, loss_cls: 1.7423, loss: 1.7423 +2023-12-23 21:03:48,275 - pyskl - INFO - Epoch [25][1200/3405] lr: 2.341e-02, eta: 1 day, 7:02:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9487, loss_cls: 1.8552, loss: 1.8552 +2023-12-23 21:04:13,809 - pyskl - INFO - Epoch [25][1300/3405] lr: 2.341e-02, eta: 1 day, 7:01:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9469, loss_cls: 1.8146, loss: 1.8146 +2023-12-23 21:04:39,032 - pyskl - INFO - Epoch [25][1400/3405] lr: 2.340e-02, eta: 1 day, 7:01:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9444, loss_cls: 1.8350, loss: 1.8350 +2023-12-23 21:05:04,206 - pyskl - INFO - Epoch [25][1500/3405] lr: 2.340e-02, eta: 1 day, 7:00:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9431, loss_cls: 1.8621, loss: 1.8621 +2023-12-23 21:05:29,456 - pyskl - INFO - Epoch [25][1600/3405] lr: 2.339e-02, eta: 1 day, 7:00:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9419, loss_cls: 1.8641, loss: 1.8641 +2023-12-23 21:05:54,777 - pyskl - INFO - Epoch [25][1700/3405] lr: 2.339e-02, eta: 1 day, 6:59:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9481, loss_cls: 1.8297, loss: 1.8297 +2023-12-23 21:06:20,116 - pyskl - INFO - Epoch [25][1800/3405] lr: 2.339e-02, eta: 1 day, 6:59:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9456, loss_cls: 1.7856, loss: 1.7856 +2023-12-23 21:06:45,285 - pyskl - INFO - Epoch [25][1900/3405] lr: 2.338e-02, eta: 1 day, 6:58:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9519, loss_cls: 1.7721, loss: 1.7721 +2023-12-23 21:07:10,435 - pyskl - INFO - Epoch [25][2000/3405] lr: 2.338e-02, eta: 1 day, 6:58:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9425, loss_cls: 1.8137, loss: 1.8137 +2023-12-23 21:07:35,628 - pyskl - INFO - Epoch [25][2100/3405] lr: 2.338e-02, eta: 1 day, 6:57:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9419, loss_cls: 1.8649, loss: 1.8649 +2023-12-23 21:08:00,871 - pyskl - INFO - Epoch [25][2200/3405] lr: 2.337e-02, eta: 1 day, 6:57:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9537, loss_cls: 1.7862, loss: 1.7862 +2023-12-23 21:08:26,392 - pyskl - INFO - Epoch [25][2300/3405] lr: 2.337e-02, eta: 1 day, 6:56:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9406, loss_cls: 1.8759, loss: 1.8759 +2023-12-23 21:08:51,780 - pyskl - INFO - Epoch [25][2400/3405] lr: 2.336e-02, eta: 1 day, 6:56:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9406, loss_cls: 1.8752, loss: 1.8752 +2023-12-23 21:09:16,890 - pyskl - INFO - Epoch [25][2500/3405] lr: 2.336e-02, eta: 1 day, 6:55:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9544, loss_cls: 1.7838, loss: 1.7838 +2023-12-23 21:09:42,178 - pyskl - INFO - Epoch [25][2600/3405] lr: 2.336e-02, eta: 1 day, 6:55:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9450, loss_cls: 1.8184, loss: 1.8184 +2023-12-23 21:10:07,435 - pyskl - INFO - Epoch [25][2700/3405] lr: 2.335e-02, eta: 1 day, 6:54:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9400, loss_cls: 1.8979, loss: 1.8979 +2023-12-23 21:10:32,612 - pyskl - INFO - Epoch [25][2800/3405] lr: 2.335e-02, eta: 1 day, 6:54:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9437, loss_cls: 1.8279, loss: 1.8279 +2023-12-23 21:10:57,793 - pyskl - INFO - Epoch [25][2900/3405] lr: 2.334e-02, eta: 1 day, 6:53:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9500, loss_cls: 1.8325, loss: 1.8325 +2023-12-23 21:11:23,183 - pyskl - INFO - Epoch [25][3000/3405] lr: 2.334e-02, eta: 1 day, 6:53:10, time: 0.254, data_time: 0.001, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9450, loss_cls: 1.8146, loss: 1.8146 +2023-12-23 21:11:48,395 - pyskl - INFO - Epoch [25][3100/3405] lr: 2.334e-02, eta: 1 day, 6:52:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9463, loss_cls: 1.7720, loss: 1.7720 +2023-12-23 21:12:13,461 - pyskl - INFO - Epoch [25][3200/3405] lr: 2.333e-02, eta: 1 day, 6:52:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9444, loss_cls: 1.8045, loss: 1.8045 +2023-12-23 21:12:38,503 - pyskl - INFO - Epoch [25][3300/3405] lr: 2.333e-02, eta: 1 day, 6:51:36, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9463, loss_cls: 1.8225, loss: 1.8225 +2023-12-23 21:13:03,537 - pyskl - INFO - Epoch [25][3400/3405] lr: 2.333e-02, eta: 1 day, 6:51:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9344, loss_cls: 1.8983, loss: 1.8983 +2023-12-23 21:13:05,537 - pyskl - INFO - Saving checkpoint at 25 epochs +2023-12-23 21:17:30,332 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 21:17:30,937 - pyskl - INFO - +top1_acc 0.7385 +top5_acc 0.9375 +2023-12-23 21:17:30,942 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_22.pth was removed +2023-12-23 21:17:31,156 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_25.pth. +2023-12-23 21:17:31,158 - pyskl - INFO - Best top1_acc is 0.7385 at 25 epoch. +2023-12-23 21:17:31,184 - pyskl - INFO - Epoch(val) [25][3718] top1_acc: 0.7385, top5_acc: 0.9375 +2023-12-23 21:18:24,574 - pyskl - INFO - Epoch [26][100/3405] lr: 2.332e-02, eta: 1 day, 6:52:47, time: 0.534, data_time: 0.278, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9506, loss_cls: 1.7984, loss: 1.7984 +2023-12-23 21:18:50,244 - pyskl - INFO - Epoch [26][200/3405] lr: 2.332e-02, eta: 1 day, 6:52:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9494, loss_cls: 1.7597, loss: 1.7597 +2023-12-23 21:19:15,696 - pyskl - INFO - Epoch [26][300/3405] lr: 2.331e-02, eta: 1 day, 6:51:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9450, loss_cls: 1.8209, loss: 1.8209 +2023-12-23 21:19:41,433 - pyskl - INFO - Epoch [26][400/3405] lr: 2.331e-02, eta: 1 day, 6:51:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9469, loss_cls: 1.8090, loss: 1.8090 +2023-12-23 21:20:07,185 - pyskl - INFO - Epoch [26][500/3405] lr: 2.331e-02, eta: 1 day, 6:50:53, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9619, loss_cls: 1.8096, loss: 1.8096 +2023-12-23 21:20:32,986 - pyskl - INFO - Epoch [26][600/3405] lr: 2.330e-02, eta: 1 day, 6:50:26, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9506, loss_cls: 1.8414, loss: 1.8414 +2023-12-23 21:20:58,802 - pyskl - INFO - Epoch [26][700/3405] lr: 2.330e-02, eta: 1 day, 6:49:58, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9481, loss_cls: 1.8251, loss: 1.8251 +2023-12-23 21:21:24,338 - pyskl - INFO - Epoch [26][800/3405] lr: 2.329e-02, eta: 1 day, 6:49:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9487, loss_cls: 1.7932, loss: 1.7932 +2023-12-23 21:21:49,612 - pyskl - INFO - Epoch [26][900/3405] lr: 2.329e-02, eta: 1 day, 6:48:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9500, loss_cls: 1.7965, loss: 1.7965 +2023-12-23 21:22:15,029 - pyskl - INFO - Epoch [26][1000/3405] lr: 2.329e-02, eta: 1 day, 6:48:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9600, loss_cls: 1.7693, loss: 1.7693 +2023-12-23 21:22:40,299 - pyskl - INFO - Epoch [26][1100/3405] lr: 2.328e-02, eta: 1 day, 6:47:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9444, loss_cls: 1.7961, loss: 1.7961 +2023-12-23 21:23:05,424 - pyskl - INFO - Epoch [26][1200/3405] lr: 2.328e-02, eta: 1 day, 6:47:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9406, loss_cls: 1.8369, loss: 1.8369 +2023-12-23 21:23:30,474 - pyskl - INFO - Epoch [26][1300/3405] lr: 2.328e-02, eta: 1 day, 6:46:56, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9437, loss_cls: 1.8263, loss: 1.8263 +2023-12-23 21:23:55,494 - pyskl - INFO - Epoch [26][1400/3405] lr: 2.327e-02, eta: 1 day, 6:46:25, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9494, loss_cls: 1.7797, loss: 1.7797 +2023-12-23 21:24:20,498 - pyskl - INFO - Epoch [26][1500/3405] lr: 2.327e-02, eta: 1 day, 6:45:53, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9494, loss_cls: 1.8142, loss: 1.8142 +2023-12-23 21:24:45,484 - pyskl - INFO - Epoch [26][1600/3405] lr: 2.326e-02, eta: 1 day, 6:45:22, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9450, loss_cls: 1.8165, loss: 1.8165 +2023-12-23 21:25:10,434 - pyskl - INFO - Epoch [26][1700/3405] lr: 2.326e-02, eta: 1 day, 6:44:50, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9500, loss_cls: 1.7670, loss: 1.7670 +2023-12-23 21:25:35,392 - pyskl - INFO - Epoch [26][1800/3405] lr: 2.326e-02, eta: 1 day, 6:44:18, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9431, loss_cls: 1.8728, loss: 1.8728 +2023-12-23 21:26:00,414 - pyskl - INFO - Epoch [26][1900/3405] lr: 2.325e-02, eta: 1 day, 6:43:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9494, loss_cls: 1.8571, loss: 1.8571 +2023-12-23 21:26:25,433 - pyskl - INFO - Epoch [26][2000/3405] lr: 2.325e-02, eta: 1 day, 6:43:15, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9487, loss_cls: 1.8410, loss: 1.8410 +2023-12-23 21:26:50,751 - pyskl - INFO - Epoch [26][2100/3405] lr: 2.324e-02, eta: 1 day, 6:42:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9431, loss_cls: 1.8658, loss: 1.8658 +2023-12-23 21:27:15,995 - pyskl - INFO - Epoch [26][2200/3405] lr: 2.324e-02, eta: 1 day, 6:42:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9394, loss_cls: 1.8324, loss: 1.8324 +2023-12-23 21:27:41,485 - pyskl - INFO - Epoch [26][2300/3405] lr: 2.324e-02, eta: 1 day, 6:41:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9487, loss_cls: 1.8113, loss: 1.8113 +2023-12-23 21:28:06,797 - pyskl - INFO - Epoch [26][2400/3405] lr: 2.323e-02, eta: 1 day, 6:41:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9500, loss_cls: 1.8127, loss: 1.8127 +2023-12-23 21:28:32,335 - pyskl - INFO - Epoch [26][2500/3405] lr: 2.323e-02, eta: 1 day, 6:40:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9569, loss_cls: 1.7685, loss: 1.7685 +2023-12-23 21:28:57,584 - pyskl - INFO - Epoch [26][2600/3405] lr: 2.322e-02, eta: 1 day, 6:40:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9494, loss_cls: 1.7730, loss: 1.7730 +2023-12-23 21:29:22,711 - pyskl - INFO - Epoch [26][2700/3405] lr: 2.322e-02, eta: 1 day, 6:39:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9487, loss_cls: 1.7810, loss: 1.7810 +2023-12-23 21:29:47,943 - pyskl - INFO - Epoch [26][2800/3405] lr: 2.322e-02, eta: 1 day, 6:39:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9475, loss_cls: 1.8160, loss: 1.8160 +2023-12-23 21:30:13,228 - pyskl - INFO - Epoch [26][2900/3405] lr: 2.321e-02, eta: 1 day, 6:38:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9375, loss_cls: 1.7970, loss: 1.7970 +2023-12-23 21:30:38,373 - pyskl - INFO - Epoch [26][3000/3405] lr: 2.321e-02, eta: 1 day, 6:38:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9506, loss_cls: 1.7969, loss: 1.7969 +2023-12-23 21:31:03,888 - pyskl - INFO - Epoch [26][3100/3405] lr: 2.320e-02, eta: 1 day, 6:37:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9481, loss_cls: 1.8067, loss: 1.8067 +2023-12-23 21:31:29,492 - pyskl - INFO - Epoch [26][3200/3405] lr: 2.320e-02, eta: 1 day, 6:37:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9513, loss_cls: 1.8208, loss: 1.8208 +2023-12-23 21:31:55,273 - pyskl - INFO - Epoch [26][3300/3405] lr: 2.320e-02, eta: 1 day, 6:36:50, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9537, loss_cls: 1.7810, loss: 1.7810 +2023-12-23 21:32:20,756 - pyskl - INFO - Epoch [26][3400/3405] lr: 2.319e-02, eta: 1 day, 6:36:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9556, loss_cls: 1.8098, loss: 1.8098 +2023-12-23 21:32:22,688 - pyskl - INFO - Saving checkpoint at 26 epochs +2023-12-23 21:36:47,603 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 21:36:48,211 - pyskl - INFO - +top1_acc 0.7355 +top5_acc 0.9402 +2023-12-23 21:36:48,237 - pyskl - INFO - Epoch(val) [26][3718] top1_acc: 0.7355, top5_acc: 0.9402 +2023-12-23 21:37:41,590 - pyskl - INFO - Epoch [27][100/3405] lr: 2.319e-02, eta: 1 day, 6:37:58, time: 0.533, data_time: 0.277, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9619, loss_cls: 1.7447, loss: 1.7447 +2023-12-23 21:38:07,015 - pyskl - INFO - Epoch [27][200/3405] lr: 2.318e-02, eta: 1 day, 6:37:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9519, loss_cls: 1.7913, loss: 1.7913 +2023-12-23 21:38:32,617 - pyskl - INFO - Epoch [27][300/3405] lr: 2.318e-02, eta: 1 day, 6:36:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9500, loss_cls: 1.7812, loss: 1.7812 +2023-12-23 21:38:58,170 - pyskl - INFO - Epoch [27][400/3405] lr: 2.318e-02, eta: 1 day, 6:36:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9463, loss_cls: 1.7969, loss: 1.7969 +2023-12-23 21:39:23,846 - pyskl - INFO - Epoch [27][500/3405] lr: 2.317e-02, eta: 1 day, 6:36:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9450, loss_cls: 1.7999, loss: 1.7999 +2023-12-23 21:39:49,426 - pyskl - INFO - Epoch [27][600/3405] lr: 2.317e-02, eta: 1 day, 6:35:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9506, loss_cls: 1.7764, loss: 1.7764 +2023-12-23 21:40:14,954 - pyskl - INFO - Epoch [27][700/3405] lr: 2.316e-02, eta: 1 day, 6:35:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9556, loss_cls: 1.7102, loss: 1.7102 +2023-12-23 21:40:40,508 - pyskl - INFO - Epoch [27][800/3405] lr: 2.316e-02, eta: 1 day, 6:34:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9494, loss_cls: 1.8039, loss: 1.8039 +2023-12-23 21:41:05,829 - pyskl - INFO - Epoch [27][900/3405] lr: 2.316e-02, eta: 1 day, 6:34:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9563, loss_cls: 1.7671, loss: 1.7671 +2023-12-23 21:41:31,451 - pyskl - INFO - Epoch [27][1000/3405] lr: 2.315e-02, eta: 1 day, 6:33:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9444, loss_cls: 1.8392, loss: 1.8392 +2023-12-23 21:41:56,667 - pyskl - INFO - Epoch [27][1100/3405] lr: 2.315e-02, eta: 1 day, 6:33:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9500, loss_cls: 1.7900, loss: 1.7900 +2023-12-23 21:42:22,026 - pyskl - INFO - Epoch [27][1200/3405] lr: 2.314e-02, eta: 1 day, 6:32:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9581, loss_cls: 1.7726, loss: 1.7726 +2023-12-23 21:42:47,337 - pyskl - INFO - Epoch [27][1300/3405] lr: 2.314e-02, eta: 1 day, 6:32:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9431, loss_cls: 1.7873, loss: 1.7873 +2023-12-23 21:43:12,483 - pyskl - INFO - Epoch [27][1400/3405] lr: 2.314e-02, eta: 1 day, 6:31:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9531, loss_cls: 1.7800, loss: 1.7800 +2023-12-23 21:43:37,499 - pyskl - INFO - Epoch [27][1500/3405] lr: 2.313e-02, eta: 1 day, 6:31:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9544, loss_cls: 1.7905, loss: 1.7905 +2023-12-23 21:44:02,482 - pyskl - INFO - Epoch [27][1600/3405] lr: 2.313e-02, eta: 1 day, 6:30:34, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9469, loss_cls: 1.8602, loss: 1.8602 +2023-12-23 21:44:27,797 - pyskl - INFO - Epoch [27][1700/3405] lr: 2.312e-02, eta: 1 day, 6:30:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9550, loss_cls: 1.7727, loss: 1.7727 +2023-12-23 21:44:52,820 - pyskl - INFO - Epoch [27][1800/3405] lr: 2.312e-02, eta: 1 day, 6:29:33, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9481, loss_cls: 1.8156, loss: 1.8156 +2023-12-23 21:45:17,779 - pyskl - INFO - Epoch [27][1900/3405] lr: 2.312e-02, eta: 1 day, 6:29:02, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9444, loss_cls: 1.8368, loss: 1.8368 +2023-12-23 21:45:42,767 - pyskl - INFO - Epoch [27][2000/3405] lr: 2.311e-02, eta: 1 day, 6:28:31, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9494, loss_cls: 1.8627, loss: 1.8627 +2023-12-23 21:46:07,770 - pyskl - INFO - Epoch [27][2100/3405] lr: 2.311e-02, eta: 1 day, 6:27:59, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9450, loss_cls: 1.8131, loss: 1.8131 +2023-12-23 21:46:33,041 - pyskl - INFO - Epoch [27][2200/3405] lr: 2.310e-02, eta: 1 day, 6:27:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9556, loss_cls: 1.8213, loss: 1.8213 +2023-12-23 21:46:58,272 - pyskl - INFO - Epoch [27][2300/3405] lr: 2.310e-02, eta: 1 day, 6:26:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9531, loss_cls: 1.8243, loss: 1.8243 +2023-12-23 21:47:23,479 - pyskl - INFO - Epoch [27][2400/3405] lr: 2.310e-02, eta: 1 day, 6:26:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9494, loss_cls: 1.8492, loss: 1.8492 +2023-12-23 21:47:48,680 - pyskl - INFO - Epoch [27][2500/3405] lr: 2.309e-02, eta: 1 day, 6:25:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9494, loss_cls: 1.8196, loss: 1.8196 +2023-12-23 21:48:13,985 - pyskl - INFO - Epoch [27][2600/3405] lr: 2.309e-02, eta: 1 day, 6:25:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9500, loss_cls: 1.8300, loss: 1.8300 +2023-12-23 21:48:39,192 - pyskl - INFO - Epoch [27][2700/3405] lr: 2.308e-02, eta: 1 day, 6:24:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9525, loss_cls: 1.8016, loss: 1.8016 +2023-12-23 21:49:04,361 - pyskl - INFO - Epoch [27][2800/3405] lr: 2.308e-02, eta: 1 day, 6:24:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9569, loss_cls: 1.7922, loss: 1.7922 +2023-12-23 21:49:29,651 - pyskl - INFO - Epoch [27][2900/3405] lr: 2.307e-02, eta: 1 day, 6:23:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9481, loss_cls: 1.8215, loss: 1.8215 +2023-12-23 21:49:54,917 - pyskl - INFO - Epoch [27][3000/3405] lr: 2.307e-02, eta: 1 day, 6:23:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9494, loss_cls: 1.7957, loss: 1.7957 +2023-12-23 21:50:20,610 - pyskl - INFO - Epoch [27][3100/3405] lr: 2.307e-02, eta: 1 day, 6:23:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9463, loss_cls: 1.7647, loss: 1.7647 +2023-12-23 21:50:46,050 - pyskl - INFO - Epoch [27][3200/3405] lr: 2.306e-02, eta: 1 day, 6:22:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9456, loss_cls: 1.8144, loss: 1.8144 +2023-12-23 21:51:11,580 - pyskl - INFO - Epoch [27][3300/3405] lr: 2.306e-02, eta: 1 day, 6:22:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9525, loss_cls: 1.7538, loss: 1.7538 +2023-12-23 21:51:37,255 - pyskl - INFO - Epoch [27][3400/3405] lr: 2.305e-02, eta: 1 day, 6:21:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9506, loss_cls: 1.8279, loss: 1.8279 +2023-12-23 21:51:39,207 - pyskl - INFO - Saving checkpoint at 27 epochs +2023-12-23 21:56:03,542 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 21:56:04,139 - pyskl - INFO - +top1_acc 0.7131 +top5_acc 0.9335 +2023-12-23 21:56:04,164 - pyskl - INFO - Epoch(val) [27][3718] top1_acc: 0.7131, top5_acc: 0.9335 +2023-12-23 21:56:57,354 - pyskl - INFO - Epoch [28][100/3405] lr: 2.305e-02, eta: 1 day, 6:23:05, time: 0.532, data_time: 0.278, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9500, loss_cls: 1.7918, loss: 1.7918 +2023-12-23 21:57:22,754 - pyskl - INFO - Epoch [28][200/3405] lr: 2.305e-02, eta: 1 day, 6:22:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9494, loss_cls: 1.7990, loss: 1.7990 +2023-12-23 21:57:48,433 - pyskl - INFO - Epoch [28][300/3405] lr: 2.304e-02, eta: 1 day, 6:22:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9525, loss_cls: 1.7717, loss: 1.7717 +2023-12-23 21:58:14,375 - pyskl - INFO - Epoch [28][400/3405] lr: 2.304e-02, eta: 1 day, 6:21:40, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9550, loss_cls: 1.7727, loss: 1.7727 +2023-12-23 21:58:40,198 - pyskl - INFO - Epoch [28][500/3405] lr: 2.303e-02, eta: 1 day, 6:21:13, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9513, loss_cls: 1.7633, loss: 1.7633 +2023-12-23 21:59:05,910 - pyskl - INFO - Epoch [28][600/3405] lr: 2.303e-02, eta: 1 day, 6:20:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9537, loss_cls: 1.7602, loss: 1.7602 +2023-12-23 21:59:31,340 - pyskl - INFO - Epoch [28][700/3405] lr: 2.303e-02, eta: 1 day, 6:20:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9481, loss_cls: 1.8139, loss: 1.8139 +2023-12-23 21:59:56,592 - pyskl - INFO - Epoch [28][800/3405] lr: 2.302e-02, eta: 1 day, 6:19:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9619, loss_cls: 1.7855, loss: 1.7855 +2023-12-23 22:00:22,202 - pyskl - INFO - Epoch [28][900/3405] lr: 2.302e-02, eta: 1 day, 6:19:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9519, loss_cls: 1.7714, loss: 1.7714 +2023-12-23 22:00:47,682 - pyskl - INFO - Epoch [28][1000/3405] lr: 2.301e-02, eta: 1 day, 6:18:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9513, loss_cls: 1.8160, loss: 1.8160 +2023-12-23 22:01:13,172 - pyskl - INFO - Epoch [28][1100/3405] lr: 2.301e-02, eta: 1 day, 6:18:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9481, loss_cls: 1.8174, loss: 1.8174 +2023-12-23 22:01:38,487 - pyskl - INFO - Epoch [28][1200/3405] lr: 2.300e-02, eta: 1 day, 6:17:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9444, loss_cls: 1.8391, loss: 1.8391 +2023-12-23 22:02:03,957 - pyskl - INFO - Epoch [28][1300/3405] lr: 2.300e-02, eta: 1 day, 6:17:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9425, loss_cls: 1.8319, loss: 1.8319 +2023-12-23 22:02:29,234 - pyskl - INFO - Epoch [28][1400/3405] lr: 2.300e-02, eta: 1 day, 6:16:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9481, loss_cls: 1.8024, loss: 1.8024 +2023-12-23 22:02:54,451 - pyskl - INFO - Epoch [28][1500/3405] lr: 2.299e-02, eta: 1 day, 6:16:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9487, loss_cls: 1.8227, loss: 1.8227 +2023-12-23 22:03:19,662 - pyskl - INFO - Epoch [28][1600/3405] lr: 2.299e-02, eta: 1 day, 6:15:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9356, loss_cls: 1.8973, loss: 1.8973 +2023-12-23 22:03:44,838 - pyskl - INFO - Epoch [28][1700/3405] lr: 2.298e-02, eta: 1 day, 6:15:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9444, loss_cls: 1.8211, loss: 1.8211 +2023-12-23 22:04:09,999 - pyskl - INFO - Epoch [28][1800/3405] lr: 2.298e-02, eta: 1 day, 6:14:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9437, loss_cls: 1.8320, loss: 1.8320 +2023-12-23 22:04:35,467 - pyskl - INFO - Epoch [28][1900/3405] lr: 2.298e-02, eta: 1 day, 6:14:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9569, loss_cls: 1.7989, loss: 1.7989 +2023-12-23 22:05:00,781 - pyskl - INFO - Epoch [28][2000/3405] lr: 2.297e-02, eta: 1 day, 6:13:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9469, loss_cls: 1.7948, loss: 1.7948 +2023-12-23 22:05:26,091 - pyskl - INFO - Epoch [28][2100/3405] lr: 2.297e-02, eta: 1 day, 6:13:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9356, loss_cls: 1.8677, loss: 1.8677 +2023-12-23 22:05:51,316 - pyskl - INFO - Epoch [28][2200/3405] lr: 2.296e-02, eta: 1 day, 6:12:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9513, loss_cls: 1.7892, loss: 1.7892 +2023-12-23 22:06:16,516 - pyskl - INFO - Epoch [28][2300/3405] lr: 2.296e-02, eta: 1 day, 6:12:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9494, loss_cls: 1.8409, loss: 1.8409 +2023-12-23 22:06:41,536 - pyskl - INFO - Epoch [28][2400/3405] lr: 2.295e-02, eta: 1 day, 6:11:50, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9437, loss_cls: 1.8247, loss: 1.8247 +2023-12-23 22:07:06,542 - pyskl - INFO - Epoch [28][2500/3405] lr: 2.295e-02, eta: 1 day, 6:11:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9469, loss_cls: 1.8378, loss: 1.8378 +2023-12-23 22:07:31,571 - pyskl - INFO - Epoch [28][2600/3405] lr: 2.295e-02, eta: 1 day, 6:10:48, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9400, loss_cls: 1.9114, loss: 1.9114 +2023-12-23 22:07:56,588 - pyskl - INFO - Epoch [28][2700/3405] lr: 2.294e-02, eta: 1 day, 6:10:17, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9437, loss_cls: 1.7980, loss: 1.7980 +2023-12-23 22:08:21,559 - pyskl - INFO - Epoch [28][2800/3405] lr: 2.294e-02, eta: 1 day, 6:09:46, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9500, loss_cls: 1.8038, loss: 1.8038 +2023-12-23 22:08:46,581 - pyskl - INFO - Epoch [28][2900/3405] lr: 2.293e-02, eta: 1 day, 6:09:16, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9419, loss_cls: 1.8284, loss: 1.8284 +2023-12-23 22:09:11,711 - pyskl - INFO - Epoch [28][3000/3405] lr: 2.293e-02, eta: 1 day, 6:08:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9437, loss_cls: 1.8035, loss: 1.8035 +2023-12-23 22:09:37,198 - pyskl - INFO - Epoch [28][3100/3405] lr: 2.292e-02, eta: 1 day, 6:08:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9463, loss_cls: 1.8092, loss: 1.8092 +2023-12-23 22:10:02,787 - pyskl - INFO - Epoch [28][3200/3405] lr: 2.292e-02, eta: 1 day, 6:07:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9481, loss_cls: 1.8125, loss: 1.8125 +2023-12-23 22:10:28,254 - pyskl - INFO - Epoch [28][3300/3405] lr: 2.292e-02, eta: 1 day, 6:07:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9419, loss_cls: 1.8275, loss: 1.8275 +2023-12-23 22:10:53,727 - pyskl - INFO - Epoch [28][3400/3405] lr: 2.291e-02, eta: 1 day, 6:06:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9481, loss_cls: 1.7870, loss: 1.7870 +2023-12-23 22:10:55,983 - pyskl - INFO - Saving checkpoint at 28 epochs +2023-12-23 22:15:21,847 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 22:15:22,453 - pyskl - INFO - +top1_acc 0.7067 +top5_acc 0.9320 +2023-12-23 22:15:22,479 - pyskl - INFO - Epoch(val) [28][3718] top1_acc: 0.7067, top5_acc: 0.9320 +2023-12-23 22:16:15,233 - pyskl - INFO - Epoch [29][100/3405] lr: 2.291e-02, eta: 1 day, 6:08:13, time: 0.527, data_time: 0.272, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9475, loss_cls: 1.7803, loss: 1.7803 +2023-12-23 22:16:40,833 - pyskl - INFO - Epoch [29][200/3405] lr: 2.290e-02, eta: 1 day, 6:07:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9537, loss_cls: 1.7993, loss: 1.7993 +2023-12-23 22:17:06,468 - pyskl - INFO - Epoch [29][300/3405] lr: 2.290e-02, eta: 1 day, 6:07:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9513, loss_cls: 1.7572, loss: 1.7572 +2023-12-23 22:17:32,223 - pyskl - INFO - Epoch [29][400/3405] lr: 2.289e-02, eta: 1 day, 6:06:49, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9494, loss_cls: 1.8146, loss: 1.8146 +2023-12-23 22:17:57,600 - pyskl - INFO - Epoch [29][500/3405] lr: 2.289e-02, eta: 1 day, 6:06:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9500, loss_cls: 1.8229, loss: 1.8229 +2023-12-23 22:18:23,032 - pyskl - INFO - Epoch [29][600/3405] lr: 2.289e-02, eta: 1 day, 6:05:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9369, loss_cls: 1.8378, loss: 1.8378 +2023-12-23 22:18:48,939 - pyskl - INFO - Epoch [29][700/3405] lr: 2.288e-02, eta: 1 day, 6:05:23, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9463, loss_cls: 1.8533, loss: 1.8533 +2023-12-23 22:19:14,456 - pyskl - INFO - Epoch [29][800/3405] lr: 2.288e-02, eta: 1 day, 6:04:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9556, loss_cls: 1.7494, loss: 1.7494 +2023-12-23 22:19:40,247 - pyskl - INFO - Epoch [29][900/3405] lr: 2.287e-02, eta: 1 day, 6:04:27, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9537, loss_cls: 1.8138, loss: 1.8138 +2023-12-23 22:20:05,799 - pyskl - INFO - Epoch [29][1000/3405] lr: 2.287e-02, eta: 1 day, 6:03:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9519, loss_cls: 1.7860, loss: 1.7860 +2023-12-23 22:20:31,241 - pyskl - INFO - Epoch [29][1100/3405] lr: 2.286e-02, eta: 1 day, 6:03:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9481, loss_cls: 1.7902, loss: 1.7902 +2023-12-23 22:20:56,572 - pyskl - INFO - Epoch [29][1200/3405] lr: 2.286e-02, eta: 1 day, 6:03:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9513, loss_cls: 1.7066, loss: 1.7066 +2023-12-23 22:21:22,078 - pyskl - INFO - Epoch [29][1300/3405] lr: 2.286e-02, eta: 1 day, 6:02:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9544, loss_cls: 1.8043, loss: 1.8043 +2023-12-23 22:21:47,483 - pyskl - INFO - Epoch [29][1400/3405] lr: 2.285e-02, eta: 1 day, 6:02:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9531, loss_cls: 1.8408, loss: 1.8408 +2023-12-23 22:22:12,767 - pyskl - INFO - Epoch [29][1500/3405] lr: 2.285e-02, eta: 1 day, 6:01:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9600, loss_cls: 1.7127, loss: 1.7127 +2023-12-23 22:22:38,023 - pyskl - INFO - Epoch [29][1600/3405] lr: 2.284e-02, eta: 1 day, 6:01:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9519, loss_cls: 1.8153, loss: 1.8153 +2023-12-23 22:23:03,307 - pyskl - INFO - Epoch [29][1700/3405] lr: 2.284e-02, eta: 1 day, 6:00:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9444, loss_cls: 1.7915, loss: 1.7915 +2023-12-23 22:23:28,620 - pyskl - INFO - Epoch [29][1800/3405] lr: 2.283e-02, eta: 1 day, 6:00:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9556, loss_cls: 1.7899, loss: 1.7899 +2023-12-23 22:23:53,907 - pyskl - INFO - Epoch [29][1900/3405] lr: 2.283e-02, eta: 1 day, 5:59:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9531, loss_cls: 1.7667, loss: 1.7667 +2023-12-23 22:24:19,116 - pyskl - INFO - Epoch [29][2000/3405] lr: 2.283e-02, eta: 1 day, 5:59:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9469, loss_cls: 1.8156, loss: 1.8156 +2023-12-23 22:24:44,346 - pyskl - INFO - Epoch [29][2100/3405] lr: 2.282e-02, eta: 1 day, 5:58:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9463, loss_cls: 1.8216, loss: 1.8216 +2023-12-23 22:25:09,315 - pyskl - INFO - Epoch [29][2200/3405] lr: 2.282e-02, eta: 1 day, 5:58:03, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9544, loss_cls: 1.7792, loss: 1.7792 +2023-12-23 22:25:34,299 - pyskl - INFO - Epoch [29][2300/3405] lr: 2.281e-02, eta: 1 day, 5:57:32, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9487, loss_cls: 1.8265, loss: 1.8265 +2023-12-23 22:25:59,305 - pyskl - INFO - Epoch [29][2400/3405] lr: 2.281e-02, eta: 1 day, 5:57:01, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9419, loss_cls: 1.7948, loss: 1.7948 +2023-12-23 22:26:24,426 - pyskl - INFO - Epoch [29][2500/3405] lr: 2.280e-02, eta: 1 day, 5:56:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9481, loss_cls: 1.8382, loss: 1.8382 +2023-12-23 22:26:49,876 - pyskl - INFO - Epoch [29][2600/3405] lr: 2.280e-02, eta: 1 day, 5:56:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9494, loss_cls: 1.8144, loss: 1.8144 +2023-12-23 22:27:14,945 - pyskl - INFO - Epoch [29][2700/3405] lr: 2.280e-02, eta: 1 day, 5:55:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9506, loss_cls: 1.7146, loss: 1.7146 +2023-12-23 22:27:40,025 - pyskl - INFO - Epoch [29][2800/3405] lr: 2.279e-02, eta: 1 day, 5:55:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9463, loss_cls: 1.7475, loss: 1.7475 +2023-12-23 22:28:05,396 - pyskl - INFO - Epoch [29][2900/3405] lr: 2.279e-02, eta: 1 day, 5:54:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9581, loss_cls: 1.7690, loss: 1.7690 +2023-12-23 22:28:30,736 - pyskl - INFO - Epoch [29][3000/3405] lr: 2.278e-02, eta: 1 day, 5:54:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9344, loss_cls: 1.8984, loss: 1.8984 +2023-12-23 22:28:56,274 - pyskl - INFO - Epoch [29][3100/3405] lr: 2.278e-02, eta: 1 day, 5:53:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9450, loss_cls: 1.8112, loss: 1.8112 +2023-12-23 22:29:21,723 - pyskl - INFO - Epoch [29][3200/3405] lr: 2.277e-02, eta: 1 day, 5:53:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9537, loss_cls: 1.7840, loss: 1.7840 +2023-12-23 22:29:46,944 - pyskl - INFO - Epoch [29][3300/3405] lr: 2.277e-02, eta: 1 day, 5:52:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9444, loss_cls: 1.8649, loss: 1.8649 +2023-12-23 22:30:12,470 - pyskl - INFO - Epoch [29][3400/3405] lr: 2.276e-02, eta: 1 day, 5:52:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9469, loss_cls: 1.8352, loss: 1.8352 +2023-12-23 22:30:14,544 - pyskl - INFO - Saving checkpoint at 29 epochs +2023-12-23 22:34:38,843 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 22:34:39,443 - pyskl - INFO - +top1_acc 0.7490 +top5_acc 0.9445 +2023-12-23 22:34:39,448 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_25.pth was removed +2023-12-23 22:34:39,654 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_29.pth. +2023-12-23 22:34:39,656 - pyskl - INFO - Best top1_acc is 0.7490 at 29 epoch. +2023-12-23 22:34:39,680 - pyskl - INFO - Epoch(val) [29][3718] top1_acc: 0.7490, top5_acc: 0.9445 +2023-12-23 22:35:32,773 - pyskl - INFO - Epoch [30][100/3405] lr: 2.276e-02, eta: 1 day, 5:53:27, time: 0.531, data_time: 0.276, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9550, loss_cls: 1.7502, loss: 1.7502 +2023-12-23 22:35:58,268 - pyskl - INFO - Epoch [30][200/3405] lr: 2.276e-02, eta: 1 day, 5:52:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9637, loss_cls: 1.6689, loss: 1.6689 +2023-12-23 22:36:23,743 - pyskl - INFO - Epoch [30][300/3405] lr: 2.275e-02, eta: 1 day, 5:52:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9500, loss_cls: 1.8122, loss: 1.8122 +2023-12-23 22:36:49,346 - pyskl - INFO - Epoch [30][400/3405] lr: 2.275e-02, eta: 1 day, 5:52:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9525, loss_cls: 1.7254, loss: 1.7254 +2023-12-23 22:37:15,234 - pyskl - INFO - Epoch [30][500/3405] lr: 2.274e-02, eta: 1 day, 5:51:34, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9606, loss_cls: 1.7789, loss: 1.7789 +2023-12-23 22:37:41,005 - pyskl - INFO - Epoch [30][600/3405] lr: 2.274e-02, eta: 1 day, 5:51:06, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9613, loss_cls: 1.7436, loss: 1.7436 +2023-12-23 22:38:06,339 - pyskl - INFO - Epoch [30][700/3405] lr: 2.273e-02, eta: 1 day, 5:50:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9481, loss_cls: 1.8318, loss: 1.8318 +2023-12-23 22:38:31,933 - pyskl - INFO - Epoch [30][800/3405] lr: 2.273e-02, eta: 1 day, 5:50:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9587, loss_cls: 1.7578, loss: 1.7578 +2023-12-23 22:38:57,376 - pyskl - INFO - Epoch [30][900/3405] lr: 2.272e-02, eta: 1 day, 5:49:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9537, loss_cls: 1.7901, loss: 1.7901 +2023-12-23 22:39:22,744 - pyskl - INFO - Epoch [30][1000/3405] lr: 2.272e-02, eta: 1 day, 5:49:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9463, loss_cls: 1.8046, loss: 1.8046 +2023-12-23 22:39:48,325 - pyskl - INFO - Epoch [30][1100/3405] lr: 2.272e-02, eta: 1 day, 5:48:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9556, loss_cls: 1.7685, loss: 1.7685 +2023-12-23 22:40:13,787 - pyskl - INFO - Epoch [30][1200/3405] lr: 2.271e-02, eta: 1 day, 5:48:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9525, loss_cls: 1.7808, loss: 1.7808 +2023-12-23 22:40:39,335 - pyskl - INFO - Epoch [30][1300/3405] lr: 2.271e-02, eta: 1 day, 5:47:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9481, loss_cls: 1.7655, loss: 1.7655 +2023-12-23 22:41:04,875 - pyskl - INFO - Epoch [30][1400/3405] lr: 2.270e-02, eta: 1 day, 5:47:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9444, loss_cls: 1.8188, loss: 1.8188 +2023-12-23 22:41:30,468 - pyskl - INFO - Epoch [30][1500/3405] lr: 2.270e-02, eta: 1 day, 5:46:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9481, loss_cls: 1.8337, loss: 1.8337 +2023-12-23 22:41:55,634 - pyskl - INFO - Epoch [30][1600/3405] lr: 2.269e-02, eta: 1 day, 5:46:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9494, loss_cls: 1.8254, loss: 1.8254 +2023-12-23 22:42:20,818 - pyskl - INFO - Epoch [30][1700/3405] lr: 2.269e-02, eta: 1 day, 5:45:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9419, loss_cls: 1.8384, loss: 1.8384 +2023-12-23 22:42:45,973 - pyskl - INFO - Epoch [30][1800/3405] lr: 2.268e-02, eta: 1 day, 5:45:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9531, loss_cls: 1.7965, loss: 1.7965 +2023-12-23 22:43:11,150 - pyskl - INFO - Epoch [30][1900/3405] lr: 2.268e-02, eta: 1 day, 5:44:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9619, loss_cls: 1.7324, loss: 1.7324 +2023-12-23 22:43:36,290 - pyskl - INFO - Epoch [30][2000/3405] lr: 2.268e-02, eta: 1 day, 5:44:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9544, loss_cls: 1.7941, loss: 1.7941 +2023-12-23 22:44:01,466 - pyskl - INFO - Epoch [30][2100/3405] lr: 2.267e-02, eta: 1 day, 5:43:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9450, loss_cls: 1.7976, loss: 1.7976 +2023-12-23 22:44:26,641 - pyskl - INFO - Epoch [30][2200/3405] lr: 2.267e-02, eta: 1 day, 5:43:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9556, loss_cls: 1.7625, loss: 1.7625 +2023-12-23 22:44:51,817 - pyskl - INFO - Epoch [30][2300/3405] lr: 2.266e-02, eta: 1 day, 5:42:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9519, loss_cls: 1.8510, loss: 1.8510 +2023-12-23 22:45:17,135 - pyskl - INFO - Epoch [30][2400/3405] lr: 2.266e-02, eta: 1 day, 5:42:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9519, loss_cls: 1.7758, loss: 1.7758 +2023-12-23 22:45:42,366 - pyskl - INFO - Epoch [30][2500/3405] lr: 2.265e-02, eta: 1 day, 5:41:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9531, loss_cls: 1.8010, loss: 1.8010 +2023-12-23 22:46:07,568 - pyskl - INFO - Epoch [30][2600/3405] lr: 2.265e-02, eta: 1 day, 5:41:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9387, loss_cls: 1.8382, loss: 1.8382 +2023-12-23 22:46:32,849 - pyskl - INFO - Epoch [30][2700/3405] lr: 2.264e-02, eta: 1 day, 5:40:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9506, loss_cls: 1.8341, loss: 1.8341 +2023-12-23 22:46:58,165 - pyskl - INFO - Epoch [30][2800/3405] lr: 2.264e-02, eta: 1 day, 5:40:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9494, loss_cls: 1.8267, loss: 1.8267 +2023-12-23 22:47:23,459 - pyskl - INFO - Epoch [30][2900/3405] lr: 2.264e-02, eta: 1 day, 5:39:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9556, loss_cls: 1.7789, loss: 1.7789 +2023-12-23 22:47:48,771 - pyskl - INFO - Epoch [30][3000/3405] lr: 2.263e-02, eta: 1 day, 5:39:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9519, loss_cls: 1.8084, loss: 1.8084 +2023-12-23 22:48:14,091 - pyskl - INFO - Epoch [30][3100/3405] lr: 2.263e-02, eta: 1 day, 5:38:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9463, loss_cls: 1.8466, loss: 1.8466 +2023-12-23 22:48:39,293 - pyskl - INFO - Epoch [30][3200/3405] lr: 2.262e-02, eta: 1 day, 5:38:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9600, loss_cls: 1.7607, loss: 1.7607 +2023-12-23 22:49:04,366 - pyskl - INFO - Epoch [30][3300/3405] lr: 2.262e-02, eta: 1 day, 5:37:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9581, loss_cls: 1.7032, loss: 1.7032 +2023-12-23 22:49:29,403 - pyskl - INFO - Epoch [30][3400/3405] lr: 2.261e-02, eta: 1 day, 5:37:23, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9544, loss_cls: 1.7739, loss: 1.7739 +2023-12-23 22:49:31,452 - pyskl - INFO - Saving checkpoint at 30 epochs +2023-12-23 22:53:56,542 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 22:53:57,154 - pyskl - INFO - +top1_acc 0.7273 +top5_acc 0.9367 +2023-12-23 22:53:57,180 - pyskl - INFO - Epoch(val) [30][3718] top1_acc: 0.7273, top5_acc: 0.9367 +2023-12-23 22:54:50,409 - pyskl - INFO - Epoch [31][100/3405] lr: 2.261e-02, eta: 1 day, 5:38:39, time: 0.532, data_time: 0.278, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9550, loss_cls: 1.7875, loss: 1.7875 +2023-12-23 22:55:16,084 - pyskl - INFO - Epoch [31][200/3405] lr: 2.260e-02, eta: 1 day, 5:38:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9494, loss_cls: 1.7860, loss: 1.7860 +2023-12-23 22:55:41,489 - pyskl - INFO - Epoch [31][300/3405] lr: 2.260e-02, eta: 1 day, 5:37:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9525, loss_cls: 1.8067, loss: 1.8067 +2023-12-23 22:56:07,080 - pyskl - INFO - Epoch [31][400/3405] lr: 2.259e-02, eta: 1 day, 5:37:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9656, loss_cls: 1.6772, loss: 1.6772 +2023-12-23 22:56:32,927 - pyskl - INFO - Epoch [31][500/3405] lr: 2.259e-02, eta: 1 day, 5:36:46, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9606, loss_cls: 1.7580, loss: 1.7580 +2023-12-23 22:56:58,663 - pyskl - INFO - Epoch [31][600/3405] lr: 2.259e-02, eta: 1 day, 5:36:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9525, loss_cls: 1.7506, loss: 1.7506 +2023-12-23 22:57:24,466 - pyskl - INFO - Epoch [31][700/3405] lr: 2.258e-02, eta: 1 day, 5:35:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9575, loss_cls: 1.7582, loss: 1.7582 +2023-12-23 22:57:50,052 - pyskl - INFO - Epoch [31][800/3405] lr: 2.258e-02, eta: 1 day, 5:35:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9487, loss_cls: 1.8154, loss: 1.8154 +2023-12-23 22:58:15,724 - pyskl - INFO - Epoch [31][900/3405] lr: 2.257e-02, eta: 1 day, 5:34:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9506, loss_cls: 1.7782, loss: 1.7782 +2023-12-23 22:58:41,001 - pyskl - INFO - Epoch [31][1000/3405] lr: 2.257e-02, eta: 1 day, 5:34:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9475, loss_cls: 1.8070, loss: 1.8070 +2023-12-23 22:59:06,920 - pyskl - INFO - Epoch [31][1100/3405] lr: 2.256e-02, eta: 1 day, 5:33:59, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9506, loss_cls: 1.8353, loss: 1.8353 +2023-12-23 22:59:32,695 - pyskl - INFO - Epoch [31][1200/3405] lr: 2.256e-02, eta: 1 day, 5:33:31, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9469, loss_cls: 1.7995, loss: 1.7995 +2023-12-23 22:59:58,387 - pyskl - INFO - Epoch [31][1300/3405] lr: 2.255e-02, eta: 1 day, 5:33:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9506, loss_cls: 1.7405, loss: 1.7405 +2023-12-23 23:00:24,010 - pyskl - INFO - Epoch [31][1400/3405] lr: 2.255e-02, eta: 1 day, 5:32:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9587, loss_cls: 1.7550, loss: 1.7550 +2023-12-23 23:00:49,555 - pyskl - INFO - Epoch [31][1500/3405] lr: 2.254e-02, eta: 1 day, 5:32:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9544, loss_cls: 1.7362, loss: 1.7362 +2023-12-23 23:01:15,549 - pyskl - INFO - Epoch [31][1600/3405] lr: 2.254e-02, eta: 1 day, 5:31:40, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9569, loss_cls: 1.7130, loss: 1.7130 +2023-12-23 23:01:41,009 - pyskl - INFO - Epoch [31][1700/3405] lr: 2.254e-02, eta: 1 day, 5:31:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9487, loss_cls: 1.7861, loss: 1.7861 +2023-12-23 23:02:06,362 - pyskl - INFO - Epoch [31][1800/3405] lr: 2.253e-02, eta: 1 day, 5:30:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9500, loss_cls: 1.7993, loss: 1.7993 +2023-12-23 23:02:31,821 - pyskl - INFO - Epoch [31][1900/3405] lr: 2.253e-02, eta: 1 day, 5:30:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9519, loss_cls: 1.8200, loss: 1.8200 +2023-12-23 23:02:57,415 - pyskl - INFO - Epoch [31][2000/3405] lr: 2.252e-02, eta: 1 day, 5:29:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9519, loss_cls: 1.8046, loss: 1.8046 +2023-12-23 23:03:23,436 - pyskl - INFO - Epoch [31][2100/3405] lr: 2.252e-02, eta: 1 day, 5:29:19, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9513, loss_cls: 1.7766, loss: 1.7766 +2023-12-23 23:03:49,040 - pyskl - INFO - Epoch [31][2200/3405] lr: 2.251e-02, eta: 1 day, 5:28:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9569, loss_cls: 1.7616, loss: 1.7616 +2023-12-23 23:04:14,589 - pyskl - INFO - Epoch [31][2300/3405] lr: 2.251e-02, eta: 1 day, 5:28:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9494, loss_cls: 1.7623, loss: 1.7623 +2023-12-23 23:04:40,145 - pyskl - INFO - Epoch [31][2400/3405] lr: 2.250e-02, eta: 1 day, 5:27:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9556, loss_cls: 1.7337, loss: 1.7337 +2023-12-23 23:05:06,084 - pyskl - INFO - Epoch [31][2500/3405] lr: 2.250e-02, eta: 1 day, 5:27:28, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9487, loss_cls: 1.7847, loss: 1.7847 +2023-12-23 23:05:31,558 - pyskl - INFO - Epoch [31][2600/3405] lr: 2.249e-02, eta: 1 day, 5:26:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9537, loss_cls: 1.8008, loss: 1.8008 +2023-12-23 23:05:57,137 - pyskl - INFO - Epoch [31][2700/3405] lr: 2.249e-02, eta: 1 day, 5:26:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9513, loss_cls: 1.8266, loss: 1.8266 +2023-12-23 23:06:22,662 - pyskl - INFO - Epoch [31][2800/3405] lr: 2.248e-02, eta: 1 day, 5:26:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9556, loss_cls: 1.8046, loss: 1.8046 +2023-12-23 23:06:48,152 - pyskl - INFO - Epoch [31][2900/3405] lr: 2.248e-02, eta: 1 day, 5:25:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9413, loss_cls: 1.7881, loss: 1.7881 +2023-12-23 23:07:14,057 - pyskl - INFO - Epoch [31][3000/3405] lr: 2.248e-02, eta: 1 day, 5:25:07, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9500, loss_cls: 1.8098, loss: 1.8098 +2023-12-23 23:07:39,665 - pyskl - INFO - Epoch [31][3100/3405] lr: 2.247e-02, eta: 1 day, 5:24:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9569, loss_cls: 1.7352, loss: 1.7352 +2023-12-23 23:08:05,224 - pyskl - INFO - Epoch [31][3200/3405] lr: 2.247e-02, eta: 1 day, 5:24:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9625, loss_cls: 1.7061, loss: 1.7061 +2023-12-23 23:08:30,445 - pyskl - INFO - Epoch [31][3300/3405] lr: 2.246e-02, eta: 1 day, 5:23:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9519, loss_cls: 1.7682, loss: 1.7682 +2023-12-23 23:08:55,903 - pyskl - INFO - Epoch [31][3400/3405] lr: 2.246e-02, eta: 1 day, 5:23:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9469, loss_cls: 1.7886, loss: 1.7886 +2023-12-23 23:08:58,100 - pyskl - INFO - Saving checkpoint at 31 epochs +2023-12-23 23:13:24,603 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 23:13:25,213 - pyskl - INFO - +top1_acc 0.7186 +top5_acc 0.9340 +2023-12-23 23:13:25,241 - pyskl - INFO - Epoch(val) [31][3718] top1_acc: 0.7186, top5_acc: 0.9340 +2023-12-23 23:14:19,357 - pyskl - INFO - Epoch [32][100/3405] lr: 2.245e-02, eta: 1 day, 5:24:28, time: 0.541, data_time: 0.286, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9544, loss_cls: 1.7293, loss: 1.7293 +2023-12-23 23:14:45,233 - pyskl - INFO - Epoch [32][200/3405] lr: 2.245e-02, eta: 1 day, 5:24:00, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9531, loss_cls: 1.7243, loss: 1.7243 +2023-12-23 23:15:11,072 - pyskl - INFO - Epoch [32][300/3405] lr: 2.244e-02, eta: 1 day, 5:23:33, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9594, loss_cls: 1.7125, loss: 1.7125 +2023-12-23 23:15:37,232 - pyskl - INFO - Epoch [32][400/3405] lr: 2.244e-02, eta: 1 day, 5:23:07, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9475, loss_cls: 1.7562, loss: 1.7562 +2023-12-23 23:16:03,357 - pyskl - INFO - Epoch [32][500/3405] lr: 2.243e-02, eta: 1 day, 5:22:41, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9450, loss_cls: 1.8370, loss: 1.8370 +2023-12-23 23:16:29,445 - pyskl - INFO - Epoch [32][600/3405] lr: 2.243e-02, eta: 1 day, 5:22:15, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9513, loss_cls: 1.7906, loss: 1.7906 +2023-12-23 23:16:55,444 - pyskl - INFO - Epoch [32][700/3405] lr: 2.242e-02, eta: 1 day, 5:21:48, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9575, loss_cls: 1.7397, loss: 1.7397 +2023-12-23 23:17:21,345 - pyskl - INFO - Epoch [32][800/3405] lr: 2.242e-02, eta: 1 day, 5:21:21, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9569, loss_cls: 1.7573, loss: 1.7573 +2023-12-23 23:17:46,945 - pyskl - INFO - Epoch [32][900/3405] lr: 2.241e-02, eta: 1 day, 5:20:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9550, loss_cls: 1.8345, loss: 1.8345 +2023-12-23 23:18:12,592 - pyskl - INFO - Epoch [32][1000/3405] lr: 2.241e-02, eta: 1 day, 5:20:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9487, loss_cls: 1.7773, loss: 1.7773 +2023-12-23 23:18:38,208 - pyskl - INFO - Epoch [32][1100/3405] lr: 2.241e-02, eta: 1 day, 5:19:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9500, loss_cls: 1.7671, loss: 1.7671 +2023-12-23 23:19:03,760 - pyskl - INFO - Epoch [32][1200/3405] lr: 2.240e-02, eta: 1 day, 5:19:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9544, loss_cls: 1.7330, loss: 1.7330 +2023-12-23 23:19:29,275 - pyskl - INFO - Epoch [32][1300/3405] lr: 2.240e-02, eta: 1 day, 5:19:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9537, loss_cls: 1.7752, loss: 1.7752 +2023-12-23 23:19:54,664 - pyskl - INFO - Epoch [32][1400/3405] lr: 2.239e-02, eta: 1 day, 5:18:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9500, loss_cls: 1.7526, loss: 1.7526 +2023-12-23 23:20:20,133 - pyskl - INFO - Epoch [32][1500/3405] lr: 2.239e-02, eta: 1 day, 5:18:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9550, loss_cls: 1.7463, loss: 1.7463 +2023-12-23 23:20:45,670 - pyskl - INFO - Epoch [32][1600/3405] lr: 2.238e-02, eta: 1 day, 5:17:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9563, loss_cls: 1.7203, loss: 1.7203 +2023-12-23 23:21:11,094 - pyskl - INFO - Epoch [32][1700/3405] lr: 2.238e-02, eta: 1 day, 5:17:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9500, loss_cls: 1.7555, loss: 1.7555 +2023-12-23 23:21:36,506 - pyskl - INFO - Epoch [32][1800/3405] lr: 2.237e-02, eta: 1 day, 5:16:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9550, loss_cls: 1.7550, loss: 1.7550 +2023-12-23 23:22:01,893 - pyskl - INFO - Epoch [32][1900/3405] lr: 2.237e-02, eta: 1 day, 5:16:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9444, loss_cls: 1.8502, loss: 1.8502 +2023-12-23 23:22:27,320 - pyskl - INFO - Epoch [32][2000/3405] lr: 2.236e-02, eta: 1 day, 5:15:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9487, loss_cls: 1.7900, loss: 1.7900 +2023-12-23 23:22:52,883 - pyskl - INFO - Epoch [32][2100/3405] lr: 2.236e-02, eta: 1 day, 5:15:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9481, loss_cls: 1.7990, loss: 1.7990 +2023-12-23 23:23:18,675 - pyskl - INFO - Epoch [32][2200/3405] lr: 2.235e-02, eta: 1 day, 5:14:43, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9450, loss_cls: 1.7755, loss: 1.7755 +2023-12-23 23:23:44,542 - pyskl - INFO - Epoch [32][2300/3405] lr: 2.235e-02, eta: 1 day, 5:14:16, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9437, loss_cls: 1.7779, loss: 1.7779 +2023-12-23 23:24:10,176 - pyskl - INFO - Epoch [32][2400/3405] lr: 2.234e-02, eta: 1 day, 5:13:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9537, loss_cls: 1.7599, loss: 1.7599 +2023-12-23 23:24:36,312 - pyskl - INFO - Epoch [32][2500/3405] lr: 2.234e-02, eta: 1 day, 5:13:22, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9506, loss_cls: 1.7418, loss: 1.7418 +2023-12-23 23:25:01,851 - pyskl - INFO - Epoch [32][2600/3405] lr: 2.233e-02, eta: 1 day, 5:12:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9463, loss_cls: 1.8018, loss: 1.8018 +2023-12-23 23:25:27,388 - pyskl - INFO - Epoch [32][2700/3405] lr: 2.233e-02, eta: 1 day, 5:12:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9544, loss_cls: 1.8116, loss: 1.8116 +2023-12-23 23:25:52,624 - pyskl - INFO - Epoch [32][2800/3405] lr: 2.233e-02, eta: 1 day, 5:11:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9444, loss_cls: 1.8312, loss: 1.8312 +2023-12-23 23:26:18,036 - pyskl - INFO - Epoch [32][2900/3405] lr: 2.232e-02, eta: 1 day, 5:11:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9463, loss_cls: 1.7949, loss: 1.7949 +2023-12-23 23:26:43,509 - pyskl - INFO - Epoch [32][3000/3405] lr: 2.232e-02, eta: 1 day, 5:10:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9506, loss_cls: 1.7903, loss: 1.7903 +2023-12-23 23:27:08,736 - pyskl - INFO - Epoch [32][3100/3405] lr: 2.231e-02, eta: 1 day, 5:10:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9313, loss_cls: 1.8645, loss: 1.8645 +2023-12-23 23:27:33,999 - pyskl - INFO - Epoch [32][3200/3405] lr: 2.231e-02, eta: 1 day, 5:10:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9494, loss_cls: 1.7799, loss: 1.7799 +2023-12-23 23:27:59,459 - pyskl - INFO - Epoch [32][3300/3405] lr: 2.230e-02, eta: 1 day, 5:09:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9494, loss_cls: 1.7648, loss: 1.7648 +2023-12-23 23:28:24,819 - pyskl - INFO - Epoch [32][3400/3405] lr: 2.230e-02, eta: 1 day, 5:09:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9531, loss_cls: 1.7729, loss: 1.7729 +2023-12-23 23:28:26,682 - pyskl - INFO - Saving checkpoint at 32 epochs +2023-12-23 23:32:52,008 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 23:32:52,632 - pyskl - INFO - +top1_acc 0.7318 +top5_acc 0.9368 +2023-12-23 23:32:52,661 - pyskl - INFO - Epoch(val) [32][3718] top1_acc: 0.7318, top5_acc: 0.9368 +2023-12-23 23:33:46,997 - pyskl - INFO - Epoch [33][100/3405] lr: 2.229e-02, eta: 1 day, 5:10:14, time: 0.543, data_time: 0.287, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9600, loss_cls: 1.6934, loss: 1.6934 +2023-12-23 23:34:12,616 - pyskl - INFO - Epoch [33][200/3405] lr: 2.229e-02, eta: 1 day, 5:09:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9587, loss_cls: 1.6998, loss: 1.6998 +2023-12-23 23:34:38,323 - pyskl - INFO - Epoch [33][300/3405] lr: 2.228e-02, eta: 1 day, 5:09:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9525, loss_cls: 1.7856, loss: 1.7856 +2023-12-23 23:35:04,086 - pyskl - INFO - Epoch [33][400/3405] lr: 2.228e-02, eta: 1 day, 5:08:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9513, loss_cls: 1.7823, loss: 1.7823 +2023-12-23 23:35:30,065 - pyskl - INFO - Epoch [33][500/3405] lr: 2.227e-02, eta: 1 day, 5:08:24, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9444, loss_cls: 1.7538, loss: 1.7538 +2023-12-23 23:35:56,072 - pyskl - INFO - Epoch [33][600/3405] lr: 2.227e-02, eta: 1 day, 5:07:57, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9381, loss_cls: 1.8253, loss: 1.8253 +2023-12-23 23:36:21,809 - pyskl - INFO - Epoch [33][700/3405] lr: 2.226e-02, eta: 1 day, 5:07:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9513, loss_cls: 1.7873, loss: 1.7873 +2023-12-23 23:36:47,475 - pyskl - INFO - Epoch [33][800/3405] lr: 2.226e-02, eta: 1 day, 5:07:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9700, loss_cls: 1.6715, loss: 1.6715 +2023-12-23 23:37:13,035 - pyskl - INFO - Epoch [33][900/3405] lr: 2.225e-02, eta: 1 day, 5:06:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9587, loss_cls: 1.7631, loss: 1.7631 +2023-12-23 23:37:38,561 - pyskl - INFO - Epoch [33][1000/3405] lr: 2.225e-02, eta: 1 day, 5:06:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 1.7208, loss: 1.7208 +2023-12-23 23:38:03,996 - pyskl - INFO - Epoch [33][1100/3405] lr: 2.224e-02, eta: 1 day, 5:05:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9619, loss_cls: 1.7191, loss: 1.7191 +2023-12-23 23:38:30,024 - pyskl - INFO - Epoch [33][1200/3405] lr: 2.224e-02, eta: 1 day, 5:05:10, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9525, loss_cls: 1.7875, loss: 1.7875 +2023-12-23 23:38:55,254 - pyskl - INFO - Epoch [33][1300/3405] lr: 2.223e-02, eta: 1 day, 5:04:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9506, loss_cls: 1.7929, loss: 1.7929 +2023-12-23 23:39:20,373 - pyskl - INFO - Epoch [33][1400/3405] lr: 2.223e-02, eta: 1 day, 5:04:11, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9494, loss_cls: 1.7599, loss: 1.7599 +2023-12-23 23:39:45,429 - pyskl - INFO - Epoch [33][1500/3405] lr: 2.222e-02, eta: 1 day, 5:03:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9531, loss_cls: 1.7629, loss: 1.7629 +2023-12-23 23:40:10,446 - pyskl - INFO - Epoch [33][1600/3405] lr: 2.222e-02, eta: 1 day, 5:03:10, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9606, loss_cls: 1.6932, loss: 1.6932 +2023-12-23 23:40:35,456 - pyskl - INFO - Epoch [33][1700/3405] lr: 2.221e-02, eta: 1 day, 5:02:40, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9556, loss_cls: 1.7754, loss: 1.7754 +2023-12-23 23:41:00,455 - pyskl - INFO - Epoch [33][1800/3405] lr: 2.221e-02, eta: 1 day, 5:02:10, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9487, loss_cls: 1.7465, loss: 1.7465 +2023-12-23 23:41:25,468 - pyskl - INFO - Epoch [33][1900/3405] lr: 2.220e-02, eta: 1 day, 5:01:40, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9463, loss_cls: 1.7824, loss: 1.7824 +2023-12-23 23:41:50,495 - pyskl - INFO - Epoch [33][2000/3405] lr: 2.220e-02, eta: 1 day, 5:01:10, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9444, loss_cls: 1.7838, loss: 1.7838 +2023-12-23 23:42:15,501 - pyskl - INFO - Epoch [33][2100/3405] lr: 2.220e-02, eta: 1 day, 5:00:39, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9369, loss_cls: 1.8704, loss: 1.8704 +2023-12-23 23:42:40,505 - pyskl - INFO - Epoch [33][2200/3405] lr: 2.219e-02, eta: 1 day, 5:00:09, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9531, loss_cls: 1.7764, loss: 1.7764 +2023-12-23 23:43:05,527 - pyskl - INFO - Epoch [33][2300/3405] lr: 2.219e-02, eta: 1 day, 4:59:39, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9469, loss_cls: 1.7762, loss: 1.7762 +2023-12-23 23:43:30,593 - pyskl - INFO - Epoch [33][2400/3405] lr: 2.218e-02, eta: 1 day, 4:59:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9563, loss_cls: 1.7452, loss: 1.7452 +2023-12-23 23:43:55,665 - pyskl - INFO - Epoch [33][2500/3405] lr: 2.218e-02, eta: 1 day, 4:58:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9563, loss_cls: 1.7594, loss: 1.7594 +2023-12-23 23:44:20,738 - pyskl - INFO - Epoch [33][2600/3405] lr: 2.217e-02, eta: 1 day, 4:58:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9506, loss_cls: 1.7693, loss: 1.7693 +2023-12-23 23:44:45,802 - pyskl - INFO - Epoch [33][2700/3405] lr: 2.217e-02, eta: 1 day, 4:57:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9525, loss_cls: 1.7727, loss: 1.7727 +2023-12-23 23:45:10,867 - pyskl - INFO - Epoch [33][2800/3405] lr: 2.216e-02, eta: 1 day, 4:57:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9500, loss_cls: 1.8041, loss: 1.8041 +2023-12-23 23:45:36,005 - pyskl - INFO - Epoch [33][2900/3405] lr: 2.216e-02, eta: 1 day, 4:56:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9550, loss_cls: 1.7866, loss: 1.7866 +2023-12-23 23:46:01,653 - pyskl - INFO - Epoch [33][3000/3405] lr: 2.215e-02, eta: 1 day, 4:56:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9531, loss_cls: 1.7584, loss: 1.7584 +2023-12-23 23:46:27,116 - pyskl - INFO - Epoch [33][3100/3405] lr: 2.215e-02, eta: 1 day, 4:55:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9506, loss_cls: 1.7820, loss: 1.7820 +2023-12-23 23:46:52,467 - pyskl - INFO - Epoch [33][3200/3405] lr: 2.214e-02, eta: 1 day, 4:55:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9550, loss_cls: 1.7644, loss: 1.7644 +2023-12-23 23:47:17,859 - pyskl - INFO - Epoch [33][3300/3405] lr: 2.214e-02, eta: 1 day, 4:54:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9594, loss_cls: 1.7475, loss: 1.7475 +2023-12-23 23:47:43,597 - pyskl - INFO - Epoch [33][3400/3405] lr: 2.213e-02, eta: 1 day, 4:54:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9531, loss_cls: 1.7295, loss: 1.7295 +2023-12-23 23:47:45,534 - pyskl - INFO - Saving checkpoint at 33 epochs +2023-12-23 23:52:10,393 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 23:52:11,008 - pyskl - INFO - +top1_acc 0.7323 +top5_acc 0.9369 +2023-12-23 23:52:11,035 - pyskl - INFO - Epoch(val) [33][3718] top1_acc: 0.7323, top5_acc: 0.9369 +2023-12-23 23:53:03,713 - pyskl - INFO - Epoch [34][100/3405] lr: 2.213e-02, eta: 1 day, 4:55:21, time: 0.527, data_time: 0.274, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9544, loss_cls: 1.7367, loss: 1.7367 +2023-12-23 23:53:30,073 - pyskl - INFO - Epoch [34][200/3405] lr: 2.212e-02, eta: 1 day, 4:54:55, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9600, loss_cls: 1.6862, loss: 1.6862 +2023-12-23 23:53:55,844 - pyskl - INFO - Epoch [34][300/3405] lr: 2.212e-02, eta: 1 day, 4:54:28, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9556, loss_cls: 1.7348, loss: 1.7348 +2023-12-23 23:54:21,437 - pyskl - INFO - Epoch [34][400/3405] lr: 2.211e-02, eta: 1 day, 4:54:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9525, loss_cls: 1.7512, loss: 1.7512 +2023-12-23 23:54:47,274 - pyskl - INFO - Epoch [34][500/3405] lr: 2.211e-02, eta: 1 day, 4:53:32, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9556, loss_cls: 1.7453, loss: 1.7453 +2023-12-23 23:55:12,921 - pyskl - INFO - Epoch [34][600/3405] lr: 2.210e-02, eta: 1 day, 4:53:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9600, loss_cls: 1.6976, loss: 1.6976 +2023-12-23 23:55:39,094 - pyskl - INFO - Epoch [34][700/3405] lr: 2.210e-02, eta: 1 day, 4:52:39, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9513, loss_cls: 1.8045, loss: 1.8045 +2023-12-23 23:56:05,186 - pyskl - INFO - Epoch [34][800/3405] lr: 2.209e-02, eta: 1 day, 4:52:12, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9544, loss_cls: 1.7372, loss: 1.7372 +2023-12-23 23:56:31,578 - pyskl - INFO - Epoch [34][900/3405] lr: 2.209e-02, eta: 1 day, 4:51:47, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9600, loss_cls: 1.7338, loss: 1.7338 +2023-12-23 23:56:57,452 - pyskl - INFO - Epoch [34][1000/3405] lr: 2.208e-02, eta: 1 day, 4:51:20, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9500, loss_cls: 1.7533, loss: 1.7533 +2023-12-23 23:57:23,748 - pyskl - INFO - Epoch [34][1100/3405] lr: 2.208e-02, eta: 1 day, 4:50:54, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9556, loss_cls: 1.7859, loss: 1.7859 +2023-12-23 23:57:49,904 - pyskl - INFO - Epoch [34][1200/3405] lr: 2.207e-02, eta: 1 day, 4:50:28, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9431, loss_cls: 1.8477, loss: 1.8477 +2023-12-23 23:58:15,504 - pyskl - INFO - Epoch [34][1300/3405] lr: 2.207e-02, eta: 1 day, 4:50:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9519, loss_cls: 1.7564, loss: 1.7564 +2023-12-23 23:58:41,135 - pyskl - INFO - Epoch [34][1400/3405] lr: 2.206e-02, eta: 1 day, 4:49:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9500, loss_cls: 1.7870, loss: 1.7870 +2023-12-23 23:59:06,416 - pyskl - INFO - Epoch [34][1500/3405] lr: 2.206e-02, eta: 1 day, 4:49:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9487, loss_cls: 1.7630, loss: 1.7630 +2023-12-23 23:59:31,718 - pyskl - INFO - Epoch [34][1600/3405] lr: 2.205e-02, eta: 1 day, 4:48:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9469, loss_cls: 1.8190, loss: 1.8190 +2023-12-23 23:59:57,253 - pyskl - INFO - Epoch [34][1700/3405] lr: 2.205e-02, eta: 1 day, 4:48:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9531, loss_cls: 1.7315, loss: 1.7315 +2023-12-24 00:00:23,262 - pyskl - INFO - Epoch [34][1800/3405] lr: 2.204e-02, eta: 1 day, 4:47:39, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9537, loss_cls: 1.7630, loss: 1.7630 +2023-12-24 00:00:48,478 - pyskl - INFO - Epoch [34][1900/3405] lr: 2.204e-02, eta: 1 day, 4:47:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9556, loss_cls: 1.7492, loss: 1.7492 +2023-12-24 00:01:14,286 - pyskl - INFO - Epoch [34][2000/3405] lr: 2.203e-02, eta: 1 day, 4:46:43, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9544, loss_cls: 1.7702, loss: 1.7702 +2023-12-24 00:01:40,702 - pyskl - INFO - Epoch [34][2100/3405] lr: 2.203e-02, eta: 1 day, 4:46:17, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9644, loss_cls: 1.6867, loss: 1.6867 +2023-12-24 00:02:06,404 - pyskl - INFO - Epoch [34][2200/3405] lr: 2.202e-02, eta: 1 day, 4:45:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9506, loss_cls: 1.7978, loss: 1.7978 +2023-12-24 00:02:31,529 - pyskl - INFO - Epoch [34][2300/3405] lr: 2.202e-02, eta: 1 day, 4:45:20, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9487, loss_cls: 1.7792, loss: 1.7792 +2023-12-24 00:02:56,634 - pyskl - INFO - Epoch [34][2400/3405] lr: 2.201e-02, eta: 1 day, 4:44:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9575, loss_cls: 1.7605, loss: 1.7605 +2023-12-24 00:03:21,699 - pyskl - INFO - Epoch [34][2500/3405] lr: 2.201e-02, eta: 1 day, 4:44:21, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9437, loss_cls: 1.8422, loss: 1.8422 +2023-12-24 00:03:47,142 - pyskl - INFO - Epoch [34][2600/3405] lr: 2.200e-02, eta: 1 day, 4:43:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9494, loss_cls: 1.8410, loss: 1.8410 +2023-12-24 00:04:12,562 - pyskl - INFO - Epoch [34][2700/3405] lr: 2.200e-02, eta: 1 day, 4:43:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9506, loss_cls: 1.7675, loss: 1.7675 +2023-12-24 00:04:37,919 - pyskl - INFO - Epoch [34][2800/3405] lr: 2.199e-02, eta: 1 day, 4:42:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9487, loss_cls: 1.7520, loss: 1.7520 +2023-12-24 00:05:03,365 - pyskl - INFO - Epoch [34][2900/3405] lr: 2.199e-02, eta: 1 day, 4:42:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9531, loss_cls: 1.7383, loss: 1.7383 +2023-12-24 00:05:28,661 - pyskl - INFO - Epoch [34][3000/3405] lr: 2.198e-02, eta: 1 day, 4:41:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9475, loss_cls: 1.7669, loss: 1.7669 +2023-12-24 00:05:54,036 - pyskl - INFO - Epoch [34][3100/3405] lr: 2.198e-02, eta: 1 day, 4:41:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9544, loss_cls: 1.7466, loss: 1.7466 +2023-12-24 00:06:19,518 - pyskl - INFO - Epoch [34][3200/3405] lr: 2.197e-02, eta: 1 day, 4:41:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9550, loss_cls: 1.7632, loss: 1.7632 +2023-12-24 00:06:44,710 - pyskl - INFO - Epoch [34][3300/3405] lr: 2.197e-02, eta: 1 day, 4:40:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9537, loss_cls: 1.7849, loss: 1.7849 +2023-12-24 00:07:09,949 - pyskl - INFO - Epoch [34][3400/3405] lr: 2.196e-02, eta: 1 day, 4:40:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9450, loss_cls: 1.7784, loss: 1.7784 +2023-12-24 00:07:11,852 - pyskl - INFO - Saving checkpoint at 34 epochs +2023-12-24 00:11:36,909 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 00:11:37,529 - pyskl - INFO - +top1_acc 0.7318 +top5_acc 0.9404 +2023-12-24 00:11:37,556 - pyskl - INFO - Epoch(val) [34][3718] top1_acc: 0.7318, top5_acc: 0.9404 +2023-12-24 00:12:30,405 - pyskl - INFO - Epoch [35][100/3405] lr: 2.196e-02, eta: 1 day, 4:41:01, time: 0.528, data_time: 0.274, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9625, loss_cls: 1.6642, loss: 1.6642 +2023-12-24 00:12:55,762 - pyskl - INFO - Epoch [35][200/3405] lr: 2.195e-02, eta: 1 day, 4:40:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9544, loss_cls: 1.7415, loss: 1.7415 +2023-12-24 00:13:21,552 - pyskl - INFO - Epoch [35][300/3405] lr: 2.195e-02, eta: 1 day, 4:40:05, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9606, loss_cls: 1.7148, loss: 1.7148 +2023-12-24 00:13:47,380 - pyskl - INFO - Epoch [35][400/3405] lr: 2.194e-02, eta: 1 day, 4:39:37, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9475, loss_cls: 1.7928, loss: 1.7928 +2023-12-24 00:14:13,305 - pyskl - INFO - Epoch [35][500/3405] lr: 2.194e-02, eta: 1 day, 4:39:10, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9487, loss_cls: 1.7759, loss: 1.7759 +2023-12-24 00:14:39,112 - pyskl - INFO - Epoch [35][600/3405] lr: 2.193e-02, eta: 1 day, 4:38:43, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9606, loss_cls: 1.6992, loss: 1.6992 +2023-12-24 00:15:04,932 - pyskl - INFO - Epoch [35][700/3405] lr: 2.193e-02, eta: 1 day, 4:38:16, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9537, loss_cls: 1.7881, loss: 1.7881 +2023-12-24 00:15:30,682 - pyskl - INFO - Epoch [35][800/3405] lr: 2.192e-02, eta: 1 day, 4:37:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9444, loss_cls: 1.8539, loss: 1.8539 +2023-12-24 00:15:56,212 - pyskl - INFO - Epoch [35][900/3405] lr: 2.192e-02, eta: 1 day, 4:37:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9494, loss_cls: 1.7706, loss: 1.7706 +2023-12-24 00:16:22,047 - pyskl - INFO - Epoch [35][1000/3405] lr: 2.191e-02, eta: 1 day, 4:36:53, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9550, loss_cls: 1.7355, loss: 1.7355 +2023-12-24 00:16:47,861 - pyskl - INFO - Epoch [35][1100/3405] lr: 2.191e-02, eta: 1 day, 4:36:26, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9563, loss_cls: 1.7457, loss: 1.7457 +2023-12-24 00:17:13,364 - pyskl - INFO - Epoch [35][1200/3405] lr: 2.190e-02, eta: 1 day, 4:35:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9531, loss_cls: 1.7418, loss: 1.7418 +2023-12-24 00:17:39,339 - pyskl - INFO - Epoch [35][1300/3405] lr: 2.190e-02, eta: 1 day, 4:35:31, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9506, loss_cls: 1.7775, loss: 1.7775 +2023-12-24 00:18:05,054 - pyskl - INFO - Epoch [35][1400/3405] lr: 2.189e-02, eta: 1 day, 4:35:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9544, loss_cls: 1.7399, loss: 1.7399 +2023-12-24 00:18:30,333 - pyskl - INFO - Epoch [35][1500/3405] lr: 2.189e-02, eta: 1 day, 4:34:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9450, loss_cls: 1.7946, loss: 1.7946 +2023-12-24 00:18:56,129 - pyskl - INFO - Epoch [35][1600/3405] lr: 2.188e-02, eta: 1 day, 4:34:07, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 1.7282, loss: 1.7282 +2023-12-24 00:19:21,350 - pyskl - INFO - Epoch [35][1700/3405] lr: 2.188e-02, eta: 1 day, 4:33:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9575, loss_cls: 1.7967, loss: 1.7967 +2023-12-24 00:19:46,427 - pyskl - INFO - Epoch [35][1800/3405] lr: 2.187e-02, eta: 1 day, 4:33:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9537, loss_cls: 1.7620, loss: 1.7620 +2023-12-24 00:20:11,496 - pyskl - INFO - Epoch [35][1900/3405] lr: 2.187e-02, eta: 1 day, 4:32:38, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9569, loss_cls: 1.7833, loss: 1.7833 +2023-12-24 00:20:36,540 - pyskl - INFO - Epoch [35][2000/3405] lr: 2.186e-02, eta: 1 day, 4:32:08, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9519, loss_cls: 1.8048, loss: 1.8048 +2023-12-24 00:21:01,594 - pyskl - INFO - Epoch [35][2100/3405] lr: 2.186e-02, eta: 1 day, 4:31:38, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9463, loss_cls: 1.7774, loss: 1.7774 +2023-12-24 00:21:26,643 - pyskl - INFO - Epoch [35][2200/3405] lr: 2.185e-02, eta: 1 day, 4:31:09, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9481, loss_cls: 1.7807, loss: 1.7807 +2023-12-24 00:21:51,736 - pyskl - INFO - Epoch [35][2300/3405] lr: 2.185e-02, eta: 1 day, 4:30:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9556, loss_cls: 1.7180, loss: 1.7180 +2023-12-24 00:22:16,836 - pyskl - INFO - Epoch [35][2400/3405] lr: 2.184e-02, eta: 1 day, 4:30:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9537, loss_cls: 1.7539, loss: 1.7539 +2023-12-24 00:22:41,976 - pyskl - INFO - Epoch [35][2500/3405] lr: 2.184e-02, eta: 1 day, 4:29:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9513, loss_cls: 1.7737, loss: 1.7737 +2023-12-24 00:23:07,115 - pyskl - INFO - Epoch [35][2600/3405] lr: 2.183e-02, eta: 1 day, 4:29:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9569, loss_cls: 1.7434, loss: 1.7434 +2023-12-24 00:23:32,231 - pyskl - INFO - Epoch [35][2700/3405] lr: 2.183e-02, eta: 1 day, 4:28:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9481, loss_cls: 1.8067, loss: 1.8067 +2023-12-24 00:23:57,327 - pyskl - INFO - Epoch [35][2800/3405] lr: 2.182e-02, eta: 1 day, 4:28:11, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9544, loss_cls: 1.7750, loss: 1.7750 +2023-12-24 00:24:23,253 - pyskl - INFO - Epoch [35][2900/3405] lr: 2.182e-02, eta: 1 day, 4:27:45, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9456, loss_cls: 1.8388, loss: 1.8388 +2023-12-24 00:24:48,661 - pyskl - INFO - Epoch [35][3000/3405] lr: 2.181e-02, eta: 1 day, 4:27:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9544, loss_cls: 1.7625, loss: 1.7625 +2023-12-24 00:25:14,240 - pyskl - INFO - Epoch [35][3100/3405] lr: 2.181e-02, eta: 1 day, 4:26:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9525, loss_cls: 1.8135, loss: 1.8135 +2023-12-24 00:25:39,817 - pyskl - INFO - Epoch [35][3200/3405] lr: 2.180e-02, eta: 1 day, 4:26:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9463, loss_cls: 1.7680, loss: 1.7680 +2023-12-24 00:26:05,149 - pyskl - INFO - Epoch [35][3300/3405] lr: 2.179e-02, eta: 1 day, 4:25:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9531, loss_cls: 1.7415, loss: 1.7415 +2023-12-24 00:26:30,377 - pyskl - INFO - Epoch [35][3400/3405] lr: 2.179e-02, eta: 1 day, 4:25:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9637, loss_cls: 1.6982, loss: 1.6982 +2023-12-24 00:26:32,275 - pyskl - INFO - Saving checkpoint at 35 epochs +2023-12-24 00:30:56,845 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 00:30:57,452 - pyskl - INFO - +top1_acc 0.7285 +top5_acc 0.9399 +2023-12-24 00:30:57,478 - pyskl - INFO - Epoch(val) [35][3718] top1_acc: 0.7285, top5_acc: 0.9399 +2023-12-24 00:31:50,204 - pyskl - INFO - Epoch [36][100/3405] lr: 2.178e-02, eta: 1 day, 4:26:18, time: 0.527, data_time: 0.274, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 1.6873, loss: 1.6873 +2023-12-24 00:32:15,504 - pyskl - INFO - Epoch [36][200/3405] lr: 2.178e-02, eta: 1 day, 4:25:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9594, loss_cls: 1.6854, loss: 1.6854 +2023-12-24 00:32:41,115 - pyskl - INFO - Epoch [36][300/3405] lr: 2.177e-02, eta: 1 day, 4:25:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9550, loss_cls: 1.7147, loss: 1.7147 +2023-12-24 00:33:07,058 - pyskl - INFO - Epoch [36][400/3405] lr: 2.177e-02, eta: 1 day, 4:24:54, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9544, loss_cls: 1.7340, loss: 1.7340 +2023-12-24 00:33:33,169 - pyskl - INFO - Epoch [36][500/3405] lr: 2.176e-02, eta: 1 day, 4:24:28, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9531, loss_cls: 1.7177, loss: 1.7177 +2023-12-24 00:33:59,363 - pyskl - INFO - Epoch [36][600/3405] lr: 2.176e-02, eta: 1 day, 4:24:02, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9513, loss_cls: 1.7377, loss: 1.7377 +2023-12-24 00:34:25,008 - pyskl - INFO - Epoch [36][700/3405] lr: 2.175e-02, eta: 1 day, 4:23:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9600, loss_cls: 1.7299, loss: 1.7299 +2023-12-24 00:34:50,691 - pyskl - INFO - Epoch [36][800/3405] lr: 2.175e-02, eta: 1 day, 4:23:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9419, loss_cls: 1.8250, loss: 1.8250 +2023-12-24 00:35:16,363 - pyskl - INFO - Epoch [36][900/3405] lr: 2.174e-02, eta: 1 day, 4:22:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9506, loss_cls: 1.7400, loss: 1.7400 +2023-12-24 00:35:42,513 - pyskl - INFO - Epoch [36][1000/3405] lr: 2.174e-02, eta: 1 day, 4:22:12, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9519, loss_cls: 1.7680, loss: 1.7680 +2023-12-24 00:36:08,523 - pyskl - INFO - Epoch [36][1100/3405] lr: 2.173e-02, eta: 1 day, 4:21:46, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9494, loss_cls: 1.7441, loss: 1.7441 +2023-12-24 00:36:33,958 - pyskl - INFO - Epoch [36][1200/3405] lr: 2.173e-02, eta: 1 day, 4:21:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9550, loss_cls: 1.7087, loss: 1.7087 +2023-12-24 00:37:00,062 - pyskl - INFO - Epoch [36][1300/3405] lr: 2.172e-02, eta: 1 day, 4:20:51, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9519, loss_cls: 1.7704, loss: 1.7704 +2023-12-24 00:37:25,737 - pyskl - INFO - Epoch [36][1400/3405] lr: 2.172e-02, eta: 1 day, 4:20:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9575, loss_cls: 1.7328, loss: 1.7328 +2023-12-24 00:37:51,438 - pyskl - INFO - Epoch [36][1500/3405] lr: 2.171e-02, eta: 1 day, 4:19:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9613, loss_cls: 1.7145, loss: 1.7145 +2023-12-24 00:38:17,211 - pyskl - INFO - Epoch [36][1600/3405] lr: 2.171e-02, eta: 1 day, 4:19:28, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9544, loss_cls: 1.7511, loss: 1.7511 +2023-12-24 00:38:43,687 - pyskl - INFO - Epoch [36][1700/3405] lr: 2.170e-02, eta: 1 day, 4:19:03, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9587, loss_cls: 1.7198, loss: 1.7198 +2023-12-24 00:39:09,737 - pyskl - INFO - Epoch [36][1800/3405] lr: 2.170e-02, eta: 1 day, 4:18:37, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9525, loss_cls: 1.7391, loss: 1.7391 +2023-12-24 00:39:35,059 - pyskl - INFO - Epoch [36][1900/3405] lr: 2.169e-02, eta: 1 day, 4:18:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9537, loss_cls: 1.7058, loss: 1.7058 +2023-12-24 00:40:00,531 - pyskl - INFO - Epoch [36][2000/3405] lr: 2.169e-02, eta: 1 day, 4:17:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9487, loss_cls: 1.7705, loss: 1.7705 +2023-12-24 00:40:26,016 - pyskl - INFO - Epoch [36][2100/3405] lr: 2.168e-02, eta: 1 day, 4:17:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9475, loss_cls: 1.7785, loss: 1.7785 +2023-12-24 00:40:51,201 - pyskl - INFO - Epoch [36][2200/3405] lr: 2.168e-02, eta: 1 day, 4:16:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9494, loss_cls: 1.8107, loss: 1.8107 +2023-12-24 00:41:16,562 - pyskl - INFO - Epoch [36][2300/3405] lr: 2.167e-02, eta: 1 day, 4:16:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9437, loss_cls: 1.8127, loss: 1.8127 +2023-12-24 00:41:41,898 - pyskl - INFO - Epoch [36][2400/3405] lr: 2.166e-02, eta: 1 day, 4:15:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9594, loss_cls: 1.6785, loss: 1.6785 +2023-12-24 00:42:07,067 - pyskl - INFO - Epoch [36][2500/3405] lr: 2.166e-02, eta: 1 day, 4:15:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9444, loss_cls: 1.7877, loss: 1.7877 +2023-12-24 00:42:32,455 - pyskl - INFO - Epoch [36][2600/3405] lr: 2.165e-02, eta: 1 day, 4:14:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9487, loss_cls: 1.7587, loss: 1.7587 +2023-12-24 00:42:57,882 - pyskl - INFO - Epoch [36][2700/3405] lr: 2.165e-02, eta: 1 day, 4:14:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9475, loss_cls: 1.7698, loss: 1.7698 +2023-12-24 00:43:23,458 - pyskl - INFO - Epoch [36][2800/3405] lr: 2.164e-02, eta: 1 day, 4:13:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9487, loss_cls: 1.7709, loss: 1.7709 +2023-12-24 00:43:49,472 - pyskl - INFO - Epoch [36][2900/3405] lr: 2.164e-02, eta: 1 day, 4:13:24, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9531, loss_cls: 1.7601, loss: 1.7601 +2023-12-24 00:44:14,839 - pyskl - INFO - Epoch [36][3000/3405] lr: 2.163e-02, eta: 1 day, 4:12:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9556, loss_cls: 1.7061, loss: 1.7061 +2023-12-24 00:44:40,189 - pyskl - INFO - Epoch [36][3100/3405] lr: 2.163e-02, eta: 1 day, 4:12:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9506, loss_cls: 1.7720, loss: 1.7720 +2023-12-24 00:45:05,376 - pyskl - INFO - Epoch [36][3200/3405] lr: 2.162e-02, eta: 1 day, 4:11:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9550, loss_cls: 1.7535, loss: 1.7535 +2023-12-24 00:45:30,533 - pyskl - INFO - Epoch [36][3300/3405] lr: 2.162e-02, eta: 1 day, 4:11:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9537, loss_cls: 1.7360, loss: 1.7360 +2023-12-24 00:45:55,970 - pyskl - INFO - Epoch [36][3400/3405] lr: 2.161e-02, eta: 1 day, 4:11:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9575, loss_cls: 1.7494, loss: 1.7494 +2023-12-24 00:45:57,880 - pyskl - INFO - Saving checkpoint at 36 epochs +2023-12-24 00:50:22,513 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 00:50:23,127 - pyskl - INFO - +top1_acc 0.7282 +top5_acc 0.9434 +2023-12-24 00:50:23,154 - pyskl - INFO - Epoch(val) [36][3718] top1_acc: 0.7282, top5_acc: 0.9434 +2023-12-24 00:51:16,197 - pyskl - INFO - Epoch [37][100/3405] lr: 2.161e-02, eta: 1 day, 4:11:54, time: 0.530, data_time: 0.277, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9506, loss_cls: 1.7810, loss: 1.7810 +2023-12-24 00:51:41,967 - pyskl - INFO - Epoch [37][200/3405] lr: 2.160e-02, eta: 1 day, 4:11:26, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9594, loss_cls: 1.7102, loss: 1.7102 +2023-12-24 00:52:08,269 - pyskl - INFO - Epoch [37][300/3405] lr: 2.160e-02, eta: 1 day, 4:11:00, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9531, loss_cls: 1.7317, loss: 1.7317 +2023-12-24 00:52:34,338 - pyskl - INFO - Epoch [37][400/3405] lr: 2.159e-02, eta: 1 day, 4:10:34, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9606, loss_cls: 1.6977, loss: 1.6977 +2023-12-24 00:53:00,194 - pyskl - INFO - Epoch [37][500/3405] lr: 2.159e-02, eta: 1 day, 4:10:07, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9531, loss_cls: 1.7987, loss: 1.7987 +2023-12-24 00:53:26,169 - pyskl - INFO - Epoch [37][600/3405] lr: 2.158e-02, eta: 1 day, 4:09:40, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9600, loss_cls: 1.6767, loss: 1.6767 +2023-12-24 00:53:52,070 - pyskl - INFO - Epoch [37][700/3405] lr: 2.158e-02, eta: 1 day, 4:09:13, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9556, loss_cls: 1.6966, loss: 1.6966 +2023-12-24 00:54:17,638 - pyskl - INFO - Epoch [37][800/3405] lr: 2.157e-02, eta: 1 day, 4:08:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 1.6484, loss: 1.6484 +2023-12-24 00:54:43,263 - pyskl - INFO - Epoch [37][900/3405] lr: 2.156e-02, eta: 1 day, 4:08:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9594, loss_cls: 1.7507, loss: 1.7507 +2023-12-24 00:55:09,041 - pyskl - INFO - Epoch [37][1000/3405] lr: 2.156e-02, eta: 1 day, 4:07:50, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9581, loss_cls: 1.7025, loss: 1.7025 +2023-12-24 00:55:34,684 - pyskl - INFO - Epoch [37][1100/3405] lr: 2.155e-02, eta: 1 day, 4:07:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9525, loss_cls: 1.7571, loss: 1.7571 +2023-12-24 00:56:00,077 - pyskl - INFO - Epoch [37][1200/3405] lr: 2.155e-02, eta: 1 day, 4:06:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9637, loss_cls: 1.7032, loss: 1.7032 +2023-12-24 00:56:25,473 - pyskl - INFO - Epoch [37][1300/3405] lr: 2.154e-02, eta: 1 day, 4:06:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9563, loss_cls: 1.7202, loss: 1.7202 +2023-12-24 00:56:51,637 - pyskl - INFO - Epoch [37][1400/3405] lr: 2.154e-02, eta: 1 day, 4:05:59, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9594, loss_cls: 1.7075, loss: 1.7075 +2023-12-24 00:57:17,082 - pyskl - INFO - Epoch [37][1500/3405] lr: 2.153e-02, eta: 1 day, 4:05:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9637, loss_cls: 1.7280, loss: 1.7280 +2023-12-24 00:57:42,379 - pyskl - INFO - Epoch [37][1600/3405] lr: 2.153e-02, eta: 1 day, 4:05:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9481, loss_cls: 1.8060, loss: 1.8060 +2023-12-24 00:58:07,732 - pyskl - INFO - Epoch [37][1700/3405] lr: 2.152e-02, eta: 1 day, 4:04:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9531, loss_cls: 1.7576, loss: 1.7576 +2023-12-24 00:58:33,043 - pyskl - INFO - Epoch [37][1800/3405] lr: 2.152e-02, eta: 1 day, 4:04:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9631, loss_cls: 1.6765, loss: 1.6765 +2023-12-24 00:58:58,393 - pyskl - INFO - Epoch [37][1900/3405] lr: 2.151e-02, eta: 1 day, 4:03:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9500, loss_cls: 1.7652, loss: 1.7652 +2023-12-24 00:59:23,685 - pyskl - INFO - Epoch [37][2000/3405] lr: 2.151e-02, eta: 1 day, 4:03:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9463, loss_cls: 1.7922, loss: 1.7922 +2023-12-24 00:59:48,862 - pyskl - INFO - Epoch [37][2100/3405] lr: 2.150e-02, eta: 1 day, 4:02:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9531, loss_cls: 1.7799, loss: 1.7799 +2023-12-24 01:00:13,984 - pyskl - INFO - Epoch [37][2200/3405] lr: 2.150e-02, eta: 1 day, 4:02:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9513, loss_cls: 1.7866, loss: 1.7866 +2023-12-24 01:00:39,126 - pyskl - INFO - Epoch [37][2300/3405] lr: 2.149e-02, eta: 1 day, 4:01:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9650, loss_cls: 1.7321, loss: 1.7321 +2023-12-24 01:01:04,348 - pyskl - INFO - Epoch [37][2400/3405] lr: 2.148e-02, eta: 1 day, 4:01:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9519, loss_cls: 1.7900, loss: 1.7900 +2023-12-24 01:01:29,548 - pyskl - INFO - Epoch [37][2500/3405] lr: 2.148e-02, eta: 1 day, 4:00:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9550, loss_cls: 1.8089, loss: 1.8089 +2023-12-24 01:01:54,732 - pyskl - INFO - Epoch [37][2600/3405] lr: 2.147e-02, eta: 1 day, 4:00:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9475, loss_cls: 1.7653, loss: 1.7653 +2023-12-24 01:02:19,850 - pyskl - INFO - Epoch [37][2700/3405] lr: 2.147e-02, eta: 1 day, 3:59:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9481, loss_cls: 1.8102, loss: 1.8102 +2023-12-24 01:02:45,303 - pyskl - INFO - Epoch [37][2800/3405] lr: 2.146e-02, eta: 1 day, 3:59:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9563, loss_cls: 1.7641, loss: 1.7641 +2023-12-24 01:03:10,634 - pyskl - INFO - Epoch [37][2900/3405] lr: 2.146e-02, eta: 1 day, 3:58:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9575, loss_cls: 1.7084, loss: 1.7084 +2023-12-24 01:03:35,923 - pyskl - INFO - Epoch [37][3000/3405] lr: 2.145e-02, eta: 1 day, 3:58:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9525, loss_cls: 1.7673, loss: 1.7673 +2023-12-24 01:04:01,114 - pyskl - INFO - Epoch [37][3100/3405] lr: 2.145e-02, eta: 1 day, 3:57:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9594, loss_cls: 1.7484, loss: 1.7484 +2023-12-24 01:04:26,674 - pyskl - INFO - Epoch [37][3200/3405] lr: 2.144e-02, eta: 1 day, 3:57:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9506, loss_cls: 1.7743, loss: 1.7743 +2023-12-24 01:04:51,956 - pyskl - INFO - Epoch [37][3300/3405] lr: 2.144e-02, eta: 1 day, 3:56:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9406, loss_cls: 1.8450, loss: 1.8450 +2023-12-24 01:05:17,757 - pyskl - INFO - Epoch [37][3400/3405] lr: 2.143e-02, eta: 1 day, 3:56:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9513, loss_cls: 1.7554, loss: 1.7554 +2023-12-24 01:05:19,764 - pyskl - INFO - Saving checkpoint at 37 epochs +2023-12-24 01:09:44,797 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 01:09:45,427 - pyskl - INFO - +top1_acc 0.7349 +top5_acc 0.9425 +2023-12-24 01:09:45,454 - pyskl - INFO - Epoch(val) [37][3718] top1_acc: 0.7349, top5_acc: 0.9425 +2023-12-24 01:10:38,619 - pyskl - INFO - Epoch [38][100/3405] lr: 2.143e-02, eta: 1 day, 3:57:15, time: 0.532, data_time: 0.276, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9563, loss_cls: 1.6631, loss: 1.6631 +2023-12-24 01:11:04,124 - pyskl - INFO - Epoch [38][200/3405] lr: 2.142e-02, eta: 1 day, 3:56:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9613, loss_cls: 1.6860, loss: 1.6860 +2023-12-24 01:11:29,921 - pyskl - INFO - Epoch [38][300/3405] lr: 2.141e-02, eta: 1 day, 3:56:20, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9594, loss_cls: 1.7256, loss: 1.7256 +2023-12-24 01:11:56,077 - pyskl - INFO - Epoch [38][400/3405] lr: 2.141e-02, eta: 1 day, 3:55:53, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 1.6679, loss: 1.6679 +2023-12-24 01:12:22,118 - pyskl - INFO - Epoch [38][500/3405] lr: 2.140e-02, eta: 1 day, 3:55:27, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9675, loss_cls: 1.7614, loss: 1.7614 +2023-12-24 01:12:48,128 - pyskl - INFO - Epoch [38][600/3405] lr: 2.140e-02, eta: 1 day, 3:55:00, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9513, loss_cls: 1.8226, loss: 1.8226 +2023-12-24 01:13:14,071 - pyskl - INFO - Epoch [38][700/3405] lr: 2.139e-02, eta: 1 day, 3:54:33, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9569, loss_cls: 1.7175, loss: 1.7175 +2023-12-24 01:13:39,558 - pyskl - INFO - Epoch [38][800/3405] lr: 2.139e-02, eta: 1 day, 3:54:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9494, loss_cls: 1.7949, loss: 1.7949 +2023-12-24 01:14:04,895 - pyskl - INFO - Epoch [38][900/3405] lr: 2.138e-02, eta: 1 day, 3:53:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9675, loss_cls: 1.6276, loss: 1.6276 +2023-12-24 01:14:30,393 - pyskl - INFO - Epoch [38][1000/3405] lr: 2.138e-02, eta: 1 day, 3:53:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9544, loss_cls: 1.7622, loss: 1.7622 +2023-12-24 01:14:55,845 - pyskl - INFO - Epoch [38][1100/3405] lr: 2.137e-02, eta: 1 day, 3:52:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9444, loss_cls: 1.7935, loss: 1.7935 +2023-12-24 01:15:21,591 - pyskl - INFO - Epoch [38][1200/3405] lr: 2.137e-02, eta: 1 day, 3:52:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9537, loss_cls: 1.7729, loss: 1.7729 +2023-12-24 01:15:47,341 - pyskl - INFO - Epoch [38][1300/3405] lr: 2.136e-02, eta: 1 day, 3:51:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9550, loss_cls: 1.7235, loss: 1.7235 +2023-12-24 01:16:13,160 - pyskl - INFO - Epoch [38][1400/3405] lr: 2.136e-02, eta: 1 day, 3:51:18, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9550, loss_cls: 1.7552, loss: 1.7552 +2023-12-24 01:16:38,497 - pyskl - INFO - Epoch [38][1500/3405] lr: 2.135e-02, eta: 1 day, 3:50:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9544, loss_cls: 1.7375, loss: 1.7375 +2023-12-24 01:17:03,668 - pyskl - INFO - Epoch [38][1600/3405] lr: 2.134e-02, eta: 1 day, 3:50:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9519, loss_cls: 1.7462, loss: 1.7462 +2023-12-24 01:17:28,827 - pyskl - INFO - Epoch [38][1700/3405] lr: 2.134e-02, eta: 1 day, 3:49:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9631, loss_cls: 1.7306, loss: 1.7306 +2023-12-24 01:17:54,021 - pyskl - INFO - Epoch [38][1800/3405] lr: 2.133e-02, eta: 1 day, 3:49:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9525, loss_cls: 1.7828, loss: 1.7828 +2023-12-24 01:18:19,243 - pyskl - INFO - Epoch [38][1900/3405] lr: 2.133e-02, eta: 1 day, 3:48:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9506, loss_cls: 1.7400, loss: 1.7400 +2023-12-24 01:18:44,495 - pyskl - INFO - Epoch [38][2000/3405] lr: 2.132e-02, eta: 1 day, 3:48:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9556, loss_cls: 1.6838, loss: 1.6838 +2023-12-24 01:19:09,825 - pyskl - INFO - Epoch [38][2100/3405] lr: 2.132e-02, eta: 1 day, 3:47:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9556, loss_cls: 1.7585, loss: 1.7585 +2023-12-24 01:19:35,062 - pyskl - INFO - Epoch [38][2200/3405] lr: 2.131e-02, eta: 1 day, 3:47:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9587, loss_cls: 1.7346, loss: 1.7346 +2023-12-24 01:20:00,428 - pyskl - INFO - Epoch [38][2300/3405] lr: 2.131e-02, eta: 1 day, 3:46:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9556, loss_cls: 1.7213, loss: 1.7213 +2023-12-24 01:20:25,656 - pyskl - INFO - Epoch [38][2400/3405] lr: 2.130e-02, eta: 1 day, 3:46:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9587, loss_cls: 1.7077, loss: 1.7077 +2023-12-24 01:20:50,872 - pyskl - INFO - Epoch [38][2500/3405] lr: 2.130e-02, eta: 1 day, 3:46:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9519, loss_cls: 1.8159, loss: 1.8159 +2023-12-24 01:21:15,978 - pyskl - INFO - Epoch [38][2600/3405] lr: 2.129e-02, eta: 1 day, 3:45:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9544, loss_cls: 1.7703, loss: 1.7703 +2023-12-24 01:21:41,203 - pyskl - INFO - Epoch [38][2700/3405] lr: 2.128e-02, eta: 1 day, 3:45:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9581, loss_cls: 1.7301, loss: 1.7301 +2023-12-24 01:22:07,515 - pyskl - INFO - Epoch [38][2800/3405] lr: 2.128e-02, eta: 1 day, 3:44:37, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9544, loss_cls: 1.7582, loss: 1.7582 +2023-12-24 01:22:33,063 - pyskl - INFO - Epoch [38][2900/3405] lr: 2.127e-02, eta: 1 day, 3:44:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9537, loss_cls: 1.7367, loss: 1.7367 +2023-12-24 01:22:58,655 - pyskl - INFO - Epoch [38][3000/3405] lr: 2.127e-02, eta: 1 day, 3:43:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9537, loss_cls: 1.7311, loss: 1.7311 +2023-12-24 01:23:24,063 - pyskl - INFO - Epoch [38][3100/3405] lr: 2.126e-02, eta: 1 day, 3:43:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9519, loss_cls: 1.7393, loss: 1.7393 +2023-12-24 01:23:49,446 - pyskl - INFO - Epoch [38][3200/3405] lr: 2.126e-02, eta: 1 day, 3:42:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9513, loss_cls: 1.7704, loss: 1.7704 +2023-12-24 01:24:15,003 - pyskl - INFO - Epoch [38][3300/3405] lr: 2.125e-02, eta: 1 day, 3:42:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9550, loss_cls: 1.7486, loss: 1.7486 +2023-12-24 01:24:40,353 - pyskl - INFO - Epoch [38][3400/3405] lr: 2.125e-02, eta: 1 day, 3:41:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9494, loss_cls: 1.7612, loss: 1.7612 +2023-12-24 01:24:42,283 - pyskl - INFO - Saving checkpoint at 38 epochs +2023-12-24 01:29:07,264 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 01:29:07,883 - pyskl - INFO - +top1_acc 0.7588 +top5_acc 0.9515 +2023-12-24 01:29:07,889 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_29.pth was removed +2023-12-24 01:29:08,101 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_38.pth. +2023-12-24 01:29:08,102 - pyskl - INFO - Best top1_acc is 0.7588 at 38 epoch. +2023-12-24 01:29:08,128 - pyskl - INFO - Epoch(val) [38][3718] top1_acc: 0.7588, top5_acc: 0.9515 +2023-12-24 01:30:01,245 - pyskl - INFO - Epoch [39][100/3405] lr: 2.124e-02, eta: 1 day, 3:42:36, time: 0.531, data_time: 0.276, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9644, loss_cls: 1.6883, loss: 1.6883 +2023-12-24 01:30:27,365 - pyskl - INFO - Epoch [39][200/3405] lr: 2.123e-02, eta: 1 day, 3:42:10, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9506, loss_cls: 1.7456, loss: 1.7456 +2023-12-24 01:30:52,848 - pyskl - INFO - Epoch [39][300/3405] lr: 2.123e-02, eta: 1 day, 3:41:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9544, loss_cls: 1.7169, loss: 1.7169 +2023-12-24 01:31:18,796 - pyskl - INFO - Epoch [39][400/3405] lr: 2.122e-02, eta: 1 day, 3:41:15, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9519, loss_cls: 1.7499, loss: 1.7499 +2023-12-24 01:31:44,641 - pyskl - INFO - Epoch [39][500/3405] lr: 2.122e-02, eta: 1 day, 3:40:48, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9619, loss_cls: 1.7079, loss: 1.7079 +2023-12-24 01:32:10,570 - pyskl - INFO - Epoch [39][600/3405] lr: 2.121e-02, eta: 1 day, 3:40:21, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9550, loss_cls: 1.7217, loss: 1.7217 +2023-12-24 01:32:36,423 - pyskl - INFO - Epoch [39][700/3405] lr: 2.121e-02, eta: 1 day, 3:39:54, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9600, loss_cls: 1.7165, loss: 1.7165 +2023-12-24 01:33:02,446 - pyskl - INFO - Epoch [39][800/3405] lr: 2.120e-02, eta: 1 day, 3:39:27, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9563, loss_cls: 1.7332, loss: 1.7332 +2023-12-24 01:33:28,466 - pyskl - INFO - Epoch [39][900/3405] lr: 2.120e-02, eta: 1 day, 3:39:00, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9600, loss_cls: 1.6678, loss: 1.6678 +2023-12-24 01:33:54,251 - pyskl - INFO - Epoch [39][1000/3405] lr: 2.119e-02, eta: 1 day, 3:38:33, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9625, loss_cls: 1.6647, loss: 1.6647 +2023-12-24 01:34:19,546 - pyskl - INFO - Epoch [39][1100/3405] lr: 2.119e-02, eta: 1 day, 3:38:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9587, loss_cls: 1.7498, loss: 1.7498 +2023-12-24 01:34:44,862 - pyskl - INFO - Epoch [39][1200/3405] lr: 2.118e-02, eta: 1 day, 3:37:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9550, loss_cls: 1.7510, loss: 1.7510 +2023-12-24 01:35:10,163 - pyskl - INFO - Epoch [39][1300/3405] lr: 2.117e-02, eta: 1 day, 3:37:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9513, loss_cls: 1.7705, loss: 1.7705 +2023-12-24 01:35:35,957 - pyskl - INFO - Epoch [39][1400/3405] lr: 2.117e-02, eta: 1 day, 3:36:40, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9544, loss_cls: 1.7665, loss: 1.7665 +2023-12-24 01:36:01,392 - pyskl - INFO - Epoch [39][1500/3405] lr: 2.116e-02, eta: 1 day, 3:36:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9487, loss_cls: 1.7656, loss: 1.7656 +2023-12-24 01:36:27,165 - pyskl - INFO - Epoch [39][1600/3405] lr: 2.116e-02, eta: 1 day, 3:35:44, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9550, loss_cls: 1.7618, loss: 1.7618 +2023-12-24 01:36:52,846 - pyskl - INFO - Epoch [39][1700/3405] lr: 2.115e-02, eta: 1 day, 3:35:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9675, loss_cls: 1.6780, loss: 1.6780 +2023-12-24 01:37:18,099 - pyskl - INFO - Epoch [39][1800/3405] lr: 2.115e-02, eta: 1 day, 3:34:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9569, loss_cls: 1.7020, loss: 1.7020 +2023-12-24 01:37:43,324 - pyskl - INFO - Epoch [39][1900/3405] lr: 2.114e-02, eta: 1 day, 3:34:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9500, loss_cls: 1.7337, loss: 1.7337 +2023-12-24 01:38:08,455 - pyskl - INFO - Epoch [39][2000/3405] lr: 2.114e-02, eta: 1 day, 3:33:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9581, loss_cls: 1.6797, loss: 1.6797 +2023-12-24 01:38:33,662 - pyskl - INFO - Epoch [39][2100/3405] lr: 2.113e-02, eta: 1 day, 3:33:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9563, loss_cls: 1.7425, loss: 1.7425 +2023-12-24 01:38:59,037 - pyskl - INFO - Epoch [39][2200/3405] lr: 2.112e-02, eta: 1 day, 3:32:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9581, loss_cls: 1.7461, loss: 1.7461 +2023-12-24 01:39:24,231 - pyskl - INFO - Epoch [39][2300/3405] lr: 2.112e-02, eta: 1 day, 3:32:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9525, loss_cls: 1.7255, loss: 1.7255 +2023-12-24 01:39:49,380 - pyskl - INFO - Epoch [39][2400/3405] lr: 2.111e-02, eta: 1 day, 3:31:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9494, loss_cls: 1.7647, loss: 1.7647 +2023-12-24 01:40:14,490 - pyskl - INFO - Epoch [39][2500/3405] lr: 2.111e-02, eta: 1 day, 3:31:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9537, loss_cls: 1.7497, loss: 1.7497 +2023-12-24 01:40:39,697 - pyskl - INFO - Epoch [39][2600/3405] lr: 2.110e-02, eta: 1 day, 3:30:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9506, loss_cls: 1.7975, loss: 1.7975 +2023-12-24 01:41:05,011 - pyskl - INFO - Epoch [39][2700/3405] lr: 2.110e-02, eta: 1 day, 3:30:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9537, loss_cls: 1.7396, loss: 1.7396 +2023-12-24 01:41:30,632 - pyskl - INFO - Epoch [39][2800/3405] lr: 2.109e-02, eta: 1 day, 3:30:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9563, loss_cls: 1.7535, loss: 1.7535 +2023-12-24 01:41:56,103 - pyskl - INFO - Epoch [39][2900/3405] lr: 2.109e-02, eta: 1 day, 3:29:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9537, loss_cls: 1.7065, loss: 1.7065 +2023-12-24 01:42:21,390 - pyskl - INFO - Epoch [39][3000/3405] lr: 2.108e-02, eta: 1 day, 3:29:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9544, loss_cls: 1.6868, loss: 1.6868 +2023-12-24 01:42:47,836 - pyskl - INFO - Epoch [39][3100/3405] lr: 2.107e-02, eta: 1 day, 3:28:39, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9581, loss_cls: 1.6807, loss: 1.6807 +2023-12-24 01:43:14,428 - pyskl - INFO - Epoch [39][3200/3405] lr: 2.107e-02, eta: 1 day, 3:28:14, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9644, loss_cls: 1.7104, loss: 1.7104 +2023-12-24 01:43:39,909 - pyskl - INFO - Epoch [39][3300/3405] lr: 2.106e-02, eta: 1 day, 3:27:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9500, loss_cls: 1.7861, loss: 1.7861 +2023-12-24 01:44:05,497 - pyskl - INFO - Epoch [39][3400/3405] lr: 2.106e-02, eta: 1 day, 3:27:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9500, loss_cls: 1.7828, loss: 1.7828 +2023-12-24 01:44:07,527 - pyskl - INFO - Saving checkpoint at 39 epochs +2023-12-24 01:48:32,345 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 01:48:33,001 - pyskl - INFO - +top1_acc 0.7379 +top5_acc 0.9452 +2023-12-24 01:48:33,028 - pyskl - INFO - Epoch(val) [39][3718] top1_acc: 0.7379, top5_acc: 0.9452 +2023-12-24 01:49:26,077 - pyskl - INFO - Epoch [40][100/3405] lr: 2.105e-02, eta: 1 day, 3:28:03, time: 0.530, data_time: 0.275, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9544, loss_cls: 1.6909, loss: 1.6909 +2023-12-24 01:49:51,280 - pyskl - INFO - Epoch [40][200/3405] lr: 2.105e-02, eta: 1 day, 3:27:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9600, loss_cls: 1.6311, loss: 1.6311 +2023-12-24 01:50:16,637 - pyskl - INFO - Epoch [40][300/3405] lr: 2.104e-02, eta: 1 day, 3:27:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9606, loss_cls: 1.7045, loss: 1.7045 +2023-12-24 01:50:42,881 - pyskl - INFO - Epoch [40][400/3405] lr: 2.103e-02, eta: 1 day, 3:26:40, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9556, loss_cls: 1.7259, loss: 1.7259 +2023-12-24 01:51:08,977 - pyskl - INFO - Epoch [40][500/3405] lr: 2.103e-02, eta: 1 day, 3:26:13, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9581, loss_cls: 1.7204, loss: 1.7204 +2023-12-24 01:51:34,820 - pyskl - INFO - Epoch [40][600/3405] lr: 2.102e-02, eta: 1 day, 3:25:46, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9600, loss_cls: 1.7186, loss: 1.7186 +2023-12-24 01:52:00,704 - pyskl - INFO - Epoch [40][700/3405] lr: 2.102e-02, eta: 1 day, 3:25:19, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9519, loss_cls: 1.7612, loss: 1.7612 +2023-12-24 01:52:26,344 - pyskl - INFO - Epoch [40][800/3405] lr: 2.101e-02, eta: 1 day, 3:24:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9537, loss_cls: 1.7442, loss: 1.7442 +2023-12-24 01:52:51,683 - pyskl - INFO - Epoch [40][900/3405] lr: 2.101e-02, eta: 1 day, 3:24:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9569, loss_cls: 1.7239, loss: 1.7239 +2023-12-24 01:53:17,564 - pyskl - INFO - Epoch [40][1000/3405] lr: 2.100e-02, eta: 1 day, 3:23:56, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9494, loss_cls: 1.7515, loss: 1.7515 +2023-12-24 01:53:43,020 - pyskl - INFO - Epoch [40][1100/3405] lr: 2.100e-02, eta: 1 day, 3:23:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9544, loss_cls: 1.7416, loss: 1.7416 +2023-12-24 01:54:08,535 - pyskl - INFO - Epoch [40][1200/3405] lr: 2.099e-02, eta: 1 day, 3:23:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9569, loss_cls: 1.6903, loss: 1.6903 +2023-12-24 01:54:34,547 - pyskl - INFO - Epoch [40][1300/3405] lr: 2.098e-02, eta: 1 day, 3:22:33, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9694, loss_cls: 1.7069, loss: 1.7069 +2023-12-24 01:55:00,412 - pyskl - INFO - Epoch [40][1400/3405] lr: 2.098e-02, eta: 1 day, 3:22:06, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9544, loss_cls: 1.7600, loss: 1.7600 +2023-12-24 01:55:26,036 - pyskl - INFO - Epoch [40][1500/3405] lr: 2.097e-02, eta: 1 day, 3:21:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9544, loss_cls: 1.7537, loss: 1.7537 +2023-12-24 01:55:51,224 - pyskl - INFO - Epoch [40][1600/3405] lr: 2.097e-02, eta: 1 day, 3:21:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9563, loss_cls: 1.6946, loss: 1.6946 +2023-12-24 01:56:16,853 - pyskl - INFO - Epoch [40][1700/3405] lr: 2.096e-02, eta: 1 day, 3:20:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9531, loss_cls: 1.7603, loss: 1.7603 +2023-12-24 01:56:42,947 - pyskl - INFO - Epoch [40][1800/3405] lr: 2.096e-02, eta: 1 day, 3:20:16, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9619, loss_cls: 1.7192, loss: 1.7192 +2023-12-24 01:57:08,694 - pyskl - INFO - Epoch [40][1900/3405] lr: 2.095e-02, eta: 1 day, 3:19:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9513, loss_cls: 1.7424, loss: 1.7424 +2023-12-24 01:57:34,606 - pyskl - INFO - Epoch [40][2000/3405] lr: 2.094e-02, eta: 1 day, 3:19:22, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9475, loss_cls: 1.7988, loss: 1.7988 +2023-12-24 01:58:01,173 - pyskl - INFO - Epoch [40][2100/3405] lr: 2.094e-02, eta: 1 day, 3:18:57, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9606, loss_cls: 1.7288, loss: 1.7288 +2023-12-24 01:58:27,742 - pyskl - INFO - Epoch [40][2200/3405] lr: 2.093e-02, eta: 1 day, 3:18:31, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9563, loss_cls: 1.6667, loss: 1.6667 +2023-12-24 01:58:53,473 - pyskl - INFO - Epoch [40][2300/3405] lr: 2.093e-02, eta: 1 day, 3:18:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9550, loss_cls: 1.7363, loss: 1.7363 +2023-12-24 01:59:18,746 - pyskl - INFO - Epoch [40][2400/3405] lr: 2.092e-02, eta: 1 day, 3:17:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9544, loss_cls: 1.7229, loss: 1.7229 +2023-12-24 01:59:44,234 - pyskl - INFO - Epoch [40][2500/3405] lr: 2.092e-02, eta: 1 day, 3:17:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9656, loss_cls: 1.6755, loss: 1.6755 +2023-12-24 02:00:09,475 - pyskl - INFO - Epoch [40][2600/3405] lr: 2.091e-02, eta: 1 day, 3:16:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9494, loss_cls: 1.7225, loss: 1.7225 +2023-12-24 02:00:35,164 - pyskl - INFO - Epoch [40][2700/3405] lr: 2.090e-02, eta: 1 day, 3:16:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9550, loss_cls: 1.7619, loss: 1.7619 +2023-12-24 02:01:00,672 - pyskl - INFO - Epoch [40][2800/3405] lr: 2.090e-02, eta: 1 day, 3:15:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9531, loss_cls: 1.7944, loss: 1.7944 +2023-12-24 02:01:26,083 - pyskl - INFO - Epoch [40][2900/3405] lr: 2.089e-02, eta: 1 day, 3:15:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9594, loss_cls: 1.7231, loss: 1.7231 +2023-12-24 02:01:51,511 - pyskl - INFO - Epoch [40][3000/3405] lr: 2.089e-02, eta: 1 day, 3:14:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9463, loss_cls: 1.7750, loss: 1.7750 +2023-12-24 02:02:16,617 - pyskl - INFO - Epoch [40][3100/3405] lr: 2.088e-02, eta: 1 day, 3:14:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9513, loss_cls: 1.7798, loss: 1.7798 +2023-12-24 02:02:41,731 - pyskl - INFO - Epoch [40][3200/3405] lr: 2.088e-02, eta: 1 day, 3:13:49, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9531, loss_cls: 1.7382, loss: 1.7382 +2023-12-24 02:03:06,833 - pyskl - INFO - Epoch [40][3300/3405] lr: 2.087e-02, eta: 1 day, 3:13:20, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9569, loss_cls: 1.7639, loss: 1.7639 +2023-12-24 02:03:32,253 - pyskl - INFO - Epoch [40][3400/3405] lr: 2.086e-02, eta: 1 day, 3:12:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9437, loss_cls: 1.7543, loss: 1.7543 +2023-12-24 02:03:34,224 - pyskl - INFO - Saving checkpoint at 40 epochs +2023-12-24 02:07:59,925 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 02:08:00,531 - pyskl - INFO - +top1_acc 0.7389 +top5_acc 0.9458 +2023-12-24 02:08:00,557 - pyskl - INFO - Epoch(val) [40][3718] top1_acc: 0.7389, top5_acc: 0.9458 +2023-12-24 02:08:53,826 - pyskl - INFO - Epoch [41][100/3405] lr: 2.086e-02, eta: 1 day, 3:13:35, time: 0.533, data_time: 0.280, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9600, loss_cls: 1.7410, loss: 1.7410 +2023-12-24 02:09:19,273 - pyskl - INFO - Epoch [41][200/3405] lr: 2.085e-02, eta: 1 day, 3:13:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9575, loss_cls: 1.7215, loss: 1.7215 +2023-12-24 02:09:44,988 - pyskl - INFO - Epoch [41][300/3405] lr: 2.085e-02, eta: 1 day, 3:12:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9706, loss_cls: 1.6565, loss: 1.6565 +2023-12-24 02:10:11,003 - pyskl - INFO - Epoch [41][400/3405] lr: 2.084e-02, eta: 1 day, 3:12:13, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9575, loss_cls: 1.7131, loss: 1.7131 +2023-12-24 02:10:36,884 - pyskl - INFO - Epoch [41][500/3405] lr: 2.084e-02, eta: 1 day, 3:11:46, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9513, loss_cls: 1.6839, loss: 1.6839 +2023-12-24 02:11:02,494 - pyskl - INFO - Epoch [41][600/3405] lr: 2.083e-02, eta: 1 day, 3:11:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9569, loss_cls: 1.7289, loss: 1.7289 +2023-12-24 02:11:28,274 - pyskl - INFO - Epoch [41][700/3405] lr: 2.082e-02, eta: 1 day, 3:10:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9563, loss_cls: 1.6910, loss: 1.6910 +2023-12-24 02:11:53,945 - pyskl - INFO - Epoch [41][800/3405] lr: 2.082e-02, eta: 1 day, 3:10:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9613, loss_cls: 1.7081, loss: 1.7081 +2023-12-24 02:12:19,572 - pyskl - INFO - Epoch [41][900/3405] lr: 2.081e-02, eta: 1 day, 3:09:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9700, loss_cls: 1.7112, loss: 1.7112 +2023-12-24 02:12:45,352 - pyskl - INFO - Epoch [41][1000/3405] lr: 2.081e-02, eta: 1 day, 3:09:28, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9531, loss_cls: 1.7192, loss: 1.7192 +2023-12-24 02:13:10,766 - pyskl - INFO - Epoch [41][1100/3405] lr: 2.080e-02, eta: 1 day, 3:09:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9469, loss_cls: 1.7630, loss: 1.7630 +2023-12-24 02:13:36,352 - pyskl - INFO - Epoch [41][1200/3405] lr: 2.080e-02, eta: 1 day, 3:08:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9575, loss_cls: 1.6865, loss: 1.6865 +2023-12-24 02:14:01,718 - pyskl - INFO - Epoch [41][1300/3405] lr: 2.079e-02, eta: 1 day, 3:08:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9587, loss_cls: 1.7025, loss: 1.7025 +2023-12-24 02:14:27,185 - pyskl - INFO - Epoch [41][1400/3405] lr: 2.078e-02, eta: 1 day, 3:07:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9563, loss_cls: 1.7026, loss: 1.7026 +2023-12-24 02:14:52,850 - pyskl - INFO - Epoch [41][1500/3405] lr: 2.078e-02, eta: 1 day, 3:07:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9519, loss_cls: 1.7596, loss: 1.7596 +2023-12-24 02:15:18,200 - pyskl - INFO - Epoch [41][1600/3405] lr: 2.077e-02, eta: 1 day, 3:06:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9575, loss_cls: 1.7620, loss: 1.7620 +2023-12-24 02:15:43,581 - pyskl - INFO - Epoch [41][1700/3405] lr: 2.077e-02, eta: 1 day, 3:06:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9581, loss_cls: 1.7702, loss: 1.7702 +2023-12-24 02:16:08,829 - pyskl - INFO - Epoch [41][1800/3405] lr: 2.076e-02, eta: 1 day, 3:05:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9556, loss_cls: 1.6957, loss: 1.6957 +2023-12-24 02:16:34,395 - pyskl - INFO - Epoch [41][1900/3405] lr: 2.076e-02, eta: 1 day, 3:05:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9569, loss_cls: 1.7129, loss: 1.7129 +2023-12-24 02:16:59,777 - pyskl - INFO - Epoch [41][2000/3405] lr: 2.075e-02, eta: 1 day, 3:04:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9481, loss_cls: 1.7846, loss: 1.7846 +2023-12-24 02:17:25,236 - pyskl - INFO - Epoch [41][2100/3405] lr: 2.074e-02, eta: 1 day, 3:04:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 1.6914, loss: 1.6914 +2023-12-24 02:17:50,469 - pyskl - INFO - Epoch [41][2200/3405] lr: 2.074e-02, eta: 1 day, 3:03:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9600, loss_cls: 1.7289, loss: 1.7289 +2023-12-24 02:18:15,671 - pyskl - INFO - Epoch [41][2300/3405] lr: 2.073e-02, eta: 1 day, 3:03:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9613, loss_cls: 1.6937, loss: 1.6937 +2023-12-24 02:18:40,926 - pyskl - INFO - Epoch [41][2400/3405] lr: 2.073e-02, eta: 1 day, 3:02:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9550, loss_cls: 1.6988, loss: 1.6988 +2023-12-24 02:19:07,190 - pyskl - INFO - Epoch [41][2500/3405] lr: 2.072e-02, eta: 1 day, 3:02:27, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9587, loss_cls: 1.7164, loss: 1.7164 +2023-12-24 02:19:33,547 - pyskl - INFO - Epoch [41][2600/3405] lr: 2.071e-02, eta: 1 day, 3:02:01, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9594, loss_cls: 1.7345, loss: 1.7345 +2023-12-24 02:19:59,058 - pyskl - INFO - Epoch [41][2700/3405] lr: 2.071e-02, eta: 1 day, 3:01:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9563, loss_cls: 1.7287, loss: 1.7287 +2023-12-24 02:20:24,637 - pyskl - INFO - Epoch [41][2800/3405] lr: 2.070e-02, eta: 1 day, 3:01:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9600, loss_cls: 1.6901, loss: 1.6901 +2023-12-24 02:20:49,839 - pyskl - INFO - Epoch [41][2900/3405] lr: 2.070e-02, eta: 1 day, 3:00:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9575, loss_cls: 1.7144, loss: 1.7144 +2023-12-24 02:21:15,092 - pyskl - INFO - Epoch [41][3000/3405] lr: 2.069e-02, eta: 1 day, 3:00:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9563, loss_cls: 1.7371, loss: 1.7371 +2023-12-24 02:21:40,299 - pyskl - INFO - Epoch [41][3100/3405] lr: 2.069e-02, eta: 1 day, 2:59:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9594, loss_cls: 1.7643, loss: 1.7643 +2023-12-24 02:22:05,504 - pyskl - INFO - Epoch [41][3200/3405] lr: 2.068e-02, eta: 1 day, 2:59:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9537, loss_cls: 1.7056, loss: 1.7056 +2023-12-24 02:22:30,850 - pyskl - INFO - Epoch [41][3300/3405] lr: 2.067e-02, eta: 1 day, 2:58:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9525, loss_cls: 1.7647, loss: 1.7647 +2023-12-24 02:22:56,152 - pyskl - INFO - Epoch [41][3400/3405] lr: 2.067e-02, eta: 1 day, 2:58:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9450, loss_cls: 1.7860, loss: 1.7860 +2023-12-24 02:22:58,097 - pyskl - INFO - Saving checkpoint at 41 epochs +2023-12-24 02:27:23,947 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 02:27:24,565 - pyskl - INFO - +top1_acc 0.7313 +top5_acc 0.9401 +2023-12-24 02:27:24,592 - pyskl - INFO - Epoch(val) [41][3718] top1_acc: 0.7313, top5_acc: 0.9401 +2023-12-24 02:28:17,929 - pyskl - INFO - Epoch [42][100/3405] lr: 2.066e-02, eta: 1 day, 2:58:55, time: 0.533, data_time: 0.278, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9613, loss_cls: 1.7072, loss: 1.7072 +2023-12-24 02:28:42,998 - pyskl - INFO - Epoch [42][200/3405] lr: 2.066e-02, eta: 1 day, 2:58:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9594, loss_cls: 1.7300, loss: 1.7300 +2023-12-24 02:29:08,221 - pyskl - INFO - Epoch [42][300/3405] lr: 2.065e-02, eta: 1 day, 2:57:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9650, loss_cls: 1.7258, loss: 1.7258 +2023-12-24 02:29:33,989 - pyskl - INFO - Epoch [42][400/3405] lr: 2.064e-02, eta: 1 day, 2:57:30, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9644, loss_cls: 1.6977, loss: 1.6977 +2023-12-24 02:30:00,002 - pyskl - INFO - Epoch [42][500/3405] lr: 2.064e-02, eta: 1 day, 2:57:03, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9613, loss_cls: 1.6787, loss: 1.6787 +2023-12-24 02:30:25,484 - pyskl - INFO - Epoch [42][600/3405] lr: 2.063e-02, eta: 1 day, 2:56:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9650, loss_cls: 1.6786, loss: 1.6786 +2023-12-24 02:30:51,089 - pyskl - INFO - Epoch [42][700/3405] lr: 2.063e-02, eta: 1 day, 2:56:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9531, loss_cls: 1.7617, loss: 1.7617 +2023-12-24 02:31:17,642 - pyskl - INFO - Epoch [42][800/3405] lr: 2.062e-02, eta: 1 day, 2:55:43, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9587, loss_cls: 1.7130, loss: 1.7130 +2023-12-24 02:31:43,290 - pyskl - INFO - Epoch [42][900/3405] lr: 2.062e-02, eta: 1 day, 2:55:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9513, loss_cls: 1.7476, loss: 1.7476 +2023-12-24 02:32:09,265 - pyskl - INFO - Epoch [42][1000/3405] lr: 2.061e-02, eta: 1 day, 2:54:48, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9550, loss_cls: 1.6948, loss: 1.6948 +2023-12-24 02:32:34,720 - pyskl - INFO - Epoch [42][1100/3405] lr: 2.060e-02, eta: 1 day, 2:54:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9575, loss_cls: 1.6662, loss: 1.6662 +2023-12-24 02:33:00,111 - pyskl - INFO - Epoch [42][1200/3405] lr: 2.060e-02, eta: 1 day, 2:53:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9569, loss_cls: 1.7533, loss: 1.7533 +2023-12-24 02:33:25,857 - pyskl - INFO - Epoch [42][1300/3405] lr: 2.059e-02, eta: 1 day, 2:53:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9513, loss_cls: 1.7609, loss: 1.7609 +2023-12-24 02:33:51,064 - pyskl - INFO - Epoch [42][1400/3405] lr: 2.059e-02, eta: 1 day, 2:52:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9619, loss_cls: 1.7332, loss: 1.7332 +2023-12-24 02:34:17,340 - pyskl - INFO - Epoch [42][1500/3405] lr: 2.058e-02, eta: 1 day, 2:52:30, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9544, loss_cls: 1.7090, loss: 1.7090 +2023-12-24 02:34:43,009 - pyskl - INFO - Epoch [42][1600/3405] lr: 2.057e-02, eta: 1 day, 2:52:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9587, loss_cls: 1.7565, loss: 1.7565 +2023-12-24 02:35:08,325 - pyskl - INFO - Epoch [42][1700/3405] lr: 2.057e-02, eta: 1 day, 2:51:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9569, loss_cls: 1.7127, loss: 1.7127 +2023-12-24 02:35:33,356 - pyskl - INFO - Epoch [42][1800/3405] lr: 2.056e-02, eta: 1 day, 2:51:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9525, loss_cls: 1.7665, loss: 1.7665 +2023-12-24 02:35:58,369 - pyskl - INFO - Epoch [42][1900/3405] lr: 2.056e-02, eta: 1 day, 2:50:36, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9606, loss_cls: 1.7392, loss: 1.7392 +2023-12-24 02:36:23,409 - pyskl - INFO - Epoch [42][2000/3405] lr: 2.055e-02, eta: 1 day, 2:50:07, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9531, loss_cls: 1.7704, loss: 1.7704 +2023-12-24 02:36:48,511 - pyskl - INFO - Epoch [42][2100/3405] lr: 2.054e-02, eta: 1 day, 2:49:38, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9587, loss_cls: 1.7304, loss: 1.7304 +2023-12-24 02:37:13,682 - pyskl - INFO - Epoch [42][2200/3405] lr: 2.054e-02, eta: 1 day, 2:49:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9625, loss_cls: 1.7210, loss: 1.7210 +2023-12-24 02:37:38,848 - pyskl - INFO - Epoch [42][2300/3405] lr: 2.053e-02, eta: 1 day, 2:48:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9537, loss_cls: 1.7508, loss: 1.7508 +2023-12-24 02:38:04,079 - pyskl - INFO - Epoch [42][2400/3405] lr: 2.053e-02, eta: 1 day, 2:48:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9475, loss_cls: 1.8059, loss: 1.8059 +2023-12-24 02:38:29,374 - pyskl - INFO - Epoch [42][2500/3405] lr: 2.052e-02, eta: 1 day, 2:47:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9600, loss_cls: 1.7323, loss: 1.7323 +2023-12-24 02:38:54,639 - pyskl - INFO - Epoch [42][2600/3405] lr: 2.052e-02, eta: 1 day, 2:47:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9619, loss_cls: 1.7105, loss: 1.7105 +2023-12-24 02:39:20,240 - pyskl - INFO - Epoch [42][2700/3405] lr: 2.051e-02, eta: 1 day, 2:46:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9556, loss_cls: 1.7261, loss: 1.7261 +2023-12-24 02:39:45,573 - pyskl - INFO - Epoch [42][2800/3405] lr: 2.050e-02, eta: 1 day, 2:46:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9544, loss_cls: 1.7268, loss: 1.7268 +2023-12-24 02:40:10,797 - pyskl - INFO - Epoch [42][2900/3405] lr: 2.050e-02, eta: 1 day, 2:45:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9606, loss_cls: 1.6942, loss: 1.6942 +2023-12-24 02:40:36,032 - pyskl - INFO - Epoch [42][3000/3405] lr: 2.049e-02, eta: 1 day, 2:45:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9569, loss_cls: 1.7363, loss: 1.7363 +2023-12-24 02:41:01,176 - pyskl - INFO - Epoch [42][3100/3405] lr: 2.049e-02, eta: 1 day, 2:44:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9531, loss_cls: 1.7558, loss: 1.7558 +2023-12-24 02:41:26,471 - pyskl - INFO - Epoch [42][3200/3405] lr: 2.048e-02, eta: 1 day, 2:44:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9606, loss_cls: 1.6643, loss: 1.6643 +2023-12-24 02:41:52,029 - pyskl - INFO - Epoch [42][3300/3405] lr: 2.047e-02, eta: 1 day, 2:43:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9625, loss_cls: 1.6731, loss: 1.6731 +2023-12-24 02:42:17,460 - pyskl - INFO - Epoch [42][3400/3405] lr: 2.047e-02, eta: 1 day, 2:43:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9563, loss_cls: 1.7033, loss: 1.7033 +2023-12-24 02:42:19,412 - pyskl - INFO - Saving checkpoint at 42 epochs +2023-12-24 02:46:44,684 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 02:46:45,296 - pyskl - INFO - +top1_acc 0.7135 +top5_acc 0.9386 +2023-12-24 02:46:45,323 - pyskl - INFO - Epoch(val) [42][3718] top1_acc: 0.7135, top5_acc: 0.9386 +2023-12-24 02:47:40,654 - pyskl - INFO - Epoch [43][100/3405] lr: 2.046e-02, eta: 1 day, 2:44:13, time: 0.553, data_time: 0.298, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9681, loss_cls: 1.6644, loss: 1.6644 +2023-12-24 02:48:06,048 - pyskl - INFO - Epoch [43][200/3405] lr: 2.046e-02, eta: 1 day, 2:43:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9694, loss_cls: 1.6321, loss: 1.6321 +2023-12-24 02:48:31,844 - pyskl - INFO - Epoch [43][300/3405] lr: 2.045e-02, eta: 1 day, 2:43:17, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9613, loss_cls: 1.7098, loss: 1.7098 +2023-12-24 02:48:57,565 - pyskl - INFO - Epoch [43][400/3405] lr: 2.044e-02, eta: 1 day, 2:42:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9481, loss_cls: 1.7334, loss: 1.7334 +2023-12-24 02:49:23,861 - pyskl - INFO - Epoch [43][500/3405] lr: 2.044e-02, eta: 1 day, 2:42:24, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9631, loss_cls: 1.6608, loss: 1.6608 +2023-12-24 02:49:49,668 - pyskl - INFO - Epoch [43][600/3405] lr: 2.043e-02, eta: 1 day, 2:41:57, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9600, loss_cls: 1.7292, loss: 1.7292 +2023-12-24 02:50:15,259 - pyskl - INFO - Epoch [43][700/3405] lr: 2.043e-02, eta: 1 day, 2:41:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9556, loss_cls: 1.7445, loss: 1.7445 +2023-12-24 02:50:40,954 - pyskl - INFO - Epoch [43][800/3405] lr: 2.042e-02, eta: 1 day, 2:41:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9519, loss_cls: 1.7207, loss: 1.7207 +2023-12-24 02:51:06,481 - pyskl - INFO - Epoch [43][900/3405] lr: 2.041e-02, eta: 1 day, 2:40:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9650, loss_cls: 1.6514, loss: 1.6514 +2023-12-24 02:51:32,139 - pyskl - INFO - Epoch [43][1000/3405] lr: 2.041e-02, eta: 1 day, 2:40:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9594, loss_cls: 1.7242, loss: 1.7242 +2023-12-24 02:51:57,845 - pyskl - INFO - Epoch [43][1100/3405] lr: 2.040e-02, eta: 1 day, 2:39:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9569, loss_cls: 1.6950, loss: 1.6950 +2023-12-24 02:52:23,312 - pyskl - INFO - Epoch [43][1200/3405] lr: 2.040e-02, eta: 1 day, 2:39:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9581, loss_cls: 1.7139, loss: 1.7139 +2023-12-24 02:52:48,654 - pyskl - INFO - Epoch [43][1300/3405] lr: 2.039e-02, eta: 1 day, 2:38:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9563, loss_cls: 1.7162, loss: 1.7162 +2023-12-24 02:53:13,903 - pyskl - INFO - Epoch [43][1400/3405] lr: 2.038e-02, eta: 1 day, 2:38:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9600, loss_cls: 1.7196, loss: 1.7196 +2023-12-24 02:53:39,339 - pyskl - INFO - Epoch [43][1500/3405] lr: 2.038e-02, eta: 1 day, 2:37:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9613, loss_cls: 1.6786, loss: 1.6786 +2023-12-24 02:54:04,959 - pyskl - INFO - Epoch [43][1600/3405] lr: 2.037e-02, eta: 1 day, 2:37:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9606, loss_cls: 1.7501, loss: 1.7501 +2023-12-24 02:54:30,120 - pyskl - INFO - Epoch [43][1700/3405] lr: 2.037e-02, eta: 1 day, 2:36:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9581, loss_cls: 1.6824, loss: 1.6824 +2023-12-24 02:54:55,530 - pyskl - INFO - Epoch [43][1800/3405] lr: 2.036e-02, eta: 1 day, 2:36:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 1.6348, loss: 1.6348 +2023-12-24 02:55:20,837 - pyskl - INFO - Epoch [43][1900/3405] lr: 2.035e-02, eta: 1 day, 2:35:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9550, loss_cls: 1.7085, loss: 1.7085 +2023-12-24 02:55:46,239 - pyskl - INFO - Epoch [43][2000/3405] lr: 2.035e-02, eta: 1 day, 2:35:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9525, loss_cls: 1.7285, loss: 1.7285 +2023-12-24 02:56:11,761 - pyskl - INFO - Epoch [43][2100/3405] lr: 2.034e-02, eta: 1 day, 2:34:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9563, loss_cls: 1.7408, loss: 1.7408 +2023-12-24 02:56:37,088 - pyskl - INFO - Epoch [43][2200/3405] lr: 2.034e-02, eta: 1 day, 2:34:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9669, loss_cls: 1.6898, loss: 1.6898 +2023-12-24 02:57:02,448 - pyskl - INFO - Epoch [43][2300/3405] lr: 2.033e-02, eta: 1 day, 2:34:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9556, loss_cls: 1.7254, loss: 1.7254 +2023-12-24 02:57:27,780 - pyskl - INFO - Epoch [43][2400/3405] lr: 2.032e-02, eta: 1 day, 2:33:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9575, loss_cls: 1.7474, loss: 1.7474 +2023-12-24 02:57:53,184 - pyskl - INFO - Epoch [43][2500/3405] lr: 2.032e-02, eta: 1 day, 2:33:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9613, loss_cls: 1.7283, loss: 1.7283 +2023-12-24 02:58:18,458 - pyskl - INFO - Epoch [43][2600/3405] lr: 2.031e-02, eta: 1 day, 2:32:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9525, loss_cls: 1.7358, loss: 1.7358 +2023-12-24 02:58:43,917 - pyskl - INFO - Epoch [43][2700/3405] lr: 2.031e-02, eta: 1 day, 2:32:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9556, loss_cls: 1.6815, loss: 1.6815 +2023-12-24 02:59:09,162 - pyskl - INFO - Epoch [43][2800/3405] lr: 2.030e-02, eta: 1 day, 2:31:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9400, loss_cls: 1.8128, loss: 1.8128 +2023-12-24 02:59:34,358 - pyskl - INFO - Epoch [43][2900/3405] lr: 2.029e-02, eta: 1 day, 2:31:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9575, loss_cls: 1.6842, loss: 1.6842 +2023-12-24 02:59:59,381 - pyskl - INFO - Epoch [43][3000/3405] lr: 2.029e-02, eta: 1 day, 2:30:42, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9506, loss_cls: 1.7725, loss: 1.7725 +2023-12-24 03:00:24,426 - pyskl - INFO - Epoch [43][3100/3405] lr: 2.028e-02, eta: 1 day, 2:30:13, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9575, loss_cls: 1.7344, loss: 1.7344 +2023-12-24 03:00:49,437 - pyskl - INFO - Epoch [43][3200/3405] lr: 2.028e-02, eta: 1 day, 2:29:44, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9569, loss_cls: 1.6807, loss: 1.6807 +2023-12-24 03:01:14,565 - pyskl - INFO - Epoch [43][3300/3405] lr: 2.027e-02, eta: 1 day, 2:29:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9606, loss_cls: 1.6606, loss: 1.6606 +2023-12-24 03:01:39,969 - pyskl - INFO - Epoch [43][3400/3405] lr: 2.026e-02, eta: 1 day, 2:28:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 1.7021, loss: 1.7021 +2023-12-24 03:01:41,893 - pyskl - INFO - Saving checkpoint at 43 epochs +2023-12-24 03:06:07,054 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 03:06:07,657 - pyskl - INFO - +top1_acc 0.7607 +top5_acc 0.9469 +2023-12-24 03:06:07,662 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_38.pth was removed +2023-12-24 03:06:07,870 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_43.pth. +2023-12-24 03:06:07,872 - pyskl - INFO - Best top1_acc is 0.7607 at 43 epoch. +2023-12-24 03:06:07,897 - pyskl - INFO - Epoch(val) [43][3718] top1_acc: 0.7607, top5_acc: 0.9469 +2023-12-24 03:07:01,613 - pyskl - INFO - Epoch [44][100/3405] lr: 2.026e-02, eta: 1 day, 2:29:25, time: 0.537, data_time: 0.282, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 1.6729, loss: 1.6729 +2023-12-24 03:07:27,247 - pyskl - INFO - Epoch [44][200/3405] lr: 2.025e-02, eta: 1 day, 2:28:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 1.6797, loss: 1.6797 +2023-12-24 03:07:52,737 - pyskl - INFO - Epoch [44][300/3405] lr: 2.025e-02, eta: 1 day, 2:28:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9569, loss_cls: 1.6858, loss: 1.6858 +2023-12-24 03:08:18,924 - pyskl - INFO - Epoch [44][400/3405] lr: 2.024e-02, eta: 1 day, 2:28:03, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9681, loss_cls: 1.6216, loss: 1.6216 +2023-12-24 03:08:45,073 - pyskl - INFO - Epoch [44][500/3405] lr: 2.023e-02, eta: 1 day, 2:27:37, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9531, loss_cls: 1.7114, loss: 1.7114 +2023-12-24 03:09:10,855 - pyskl - INFO - Epoch [44][600/3405] lr: 2.023e-02, eta: 1 day, 2:27:10, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9681, loss_cls: 1.6773, loss: 1.6773 +2023-12-24 03:09:36,744 - pyskl - INFO - Epoch [44][700/3405] lr: 2.022e-02, eta: 1 day, 2:26:43, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9631, loss_cls: 1.7016, loss: 1.7016 +2023-12-24 03:10:02,501 - pyskl - INFO - Epoch [44][800/3405] lr: 2.022e-02, eta: 1 day, 2:26:16, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9550, loss_cls: 1.6677, loss: 1.6677 +2023-12-24 03:10:28,005 - pyskl - INFO - Epoch [44][900/3405] lr: 2.021e-02, eta: 1 day, 2:25:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 1.6658, loss: 1.6658 +2023-12-24 03:10:53,430 - pyskl - INFO - Epoch [44][1000/3405] lr: 2.020e-02, eta: 1 day, 2:25:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9625, loss_cls: 1.6924, loss: 1.6924 +2023-12-24 03:11:18,734 - pyskl - INFO - Epoch [44][1100/3405] lr: 2.020e-02, eta: 1 day, 2:24:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9688, loss_cls: 1.6849, loss: 1.6849 +2023-12-24 03:11:44,148 - pyskl - INFO - Epoch [44][1200/3405] lr: 2.019e-02, eta: 1 day, 2:24:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9631, loss_cls: 1.7530, loss: 1.7530 +2023-12-24 03:12:09,332 - pyskl - INFO - Epoch [44][1300/3405] lr: 2.019e-02, eta: 1 day, 2:23:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9594, loss_cls: 1.7135, loss: 1.7135 +2023-12-24 03:12:34,799 - pyskl - INFO - Epoch [44][1400/3405] lr: 2.018e-02, eta: 1 day, 2:23:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 1.6942, loss: 1.6942 +2023-12-24 03:13:00,395 - pyskl - INFO - Epoch [44][1500/3405] lr: 2.017e-02, eta: 1 day, 2:22:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9550, loss_cls: 1.7275, loss: 1.7275 +2023-12-24 03:13:25,828 - pyskl - INFO - Epoch [44][1600/3405] lr: 2.017e-02, eta: 1 day, 2:22:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9613, loss_cls: 1.7113, loss: 1.7113 +2023-12-24 03:13:51,163 - pyskl - INFO - Epoch [44][1700/3405] lr: 2.016e-02, eta: 1 day, 2:22:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9506, loss_cls: 1.7403, loss: 1.7403 +2023-12-24 03:14:16,740 - pyskl - INFO - Epoch [44][1800/3405] lr: 2.016e-02, eta: 1 day, 2:21:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9513, loss_cls: 1.7526, loss: 1.7526 +2023-12-24 03:14:42,138 - pyskl - INFO - Epoch [44][1900/3405] lr: 2.015e-02, eta: 1 day, 2:21:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9606, loss_cls: 1.6673, loss: 1.6673 +2023-12-24 03:15:07,908 - pyskl - INFO - Epoch [44][2000/3405] lr: 2.014e-02, eta: 1 day, 2:20:40, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9513, loss_cls: 1.7339, loss: 1.7339 +2023-12-24 03:15:33,393 - pyskl - INFO - Epoch [44][2100/3405] lr: 2.014e-02, eta: 1 day, 2:20:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9606, loss_cls: 1.6831, loss: 1.6831 +2023-12-24 03:15:58,847 - pyskl - INFO - Epoch [44][2200/3405] lr: 2.013e-02, eta: 1 day, 2:19:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9619, loss_cls: 1.6914, loss: 1.6914 +2023-12-24 03:16:24,111 - pyskl - INFO - Epoch [44][2300/3405] lr: 2.013e-02, eta: 1 day, 2:19:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9469, loss_cls: 1.7219, loss: 1.7219 +2023-12-24 03:16:49,452 - pyskl - INFO - Epoch [44][2400/3405] lr: 2.012e-02, eta: 1 day, 2:18:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9637, loss_cls: 1.6948, loss: 1.6948 +2023-12-24 03:17:14,815 - pyskl - INFO - Epoch [44][2500/3405] lr: 2.011e-02, eta: 1 day, 2:18:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9544, loss_cls: 1.7298, loss: 1.7298 +2023-12-24 03:17:40,193 - pyskl - INFO - Epoch [44][2600/3405] lr: 2.011e-02, eta: 1 day, 2:17:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9625, loss_cls: 1.7433, loss: 1.7433 +2023-12-24 03:18:05,714 - pyskl - INFO - Epoch [44][2700/3405] lr: 2.010e-02, eta: 1 day, 2:17:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 1.6455, loss: 1.6455 +2023-12-24 03:18:30,915 - pyskl - INFO - Epoch [44][2800/3405] lr: 2.009e-02, eta: 1 day, 2:16:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9563, loss_cls: 1.7414, loss: 1.7414 +2023-12-24 03:18:56,331 - pyskl - INFO - Epoch [44][2900/3405] lr: 2.009e-02, eta: 1 day, 2:16:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9563, loss_cls: 1.7436, loss: 1.7436 +2023-12-24 03:19:21,610 - pyskl - INFO - Epoch [44][3000/3405] lr: 2.008e-02, eta: 1 day, 2:15:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9569, loss_cls: 1.7065, loss: 1.7065 +2023-12-24 03:19:47,033 - pyskl - INFO - Epoch [44][3100/3405] lr: 2.008e-02, eta: 1 day, 2:15:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9569, loss_cls: 1.7170, loss: 1.7170 +2023-12-24 03:20:12,306 - pyskl - INFO - Epoch [44][3200/3405] lr: 2.007e-02, eta: 1 day, 2:15:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9550, loss_cls: 1.7665, loss: 1.7665 +2023-12-24 03:20:37,798 - pyskl - INFO - Epoch [44][3300/3405] lr: 2.006e-02, eta: 1 day, 2:14:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9631, loss_cls: 1.7372, loss: 1.7372 +2023-12-24 03:21:02,869 - pyskl - INFO - Epoch [44][3400/3405] lr: 2.006e-02, eta: 1 day, 2:14:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9519, loss_cls: 1.7474, loss: 1.7474 +2023-12-24 03:21:04,796 - pyskl - INFO - Saving checkpoint at 44 epochs +2023-12-24 03:25:30,690 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 03:25:31,315 - pyskl - INFO - +top1_acc 0.7618 +top5_acc 0.9509 +2023-12-24 03:25:31,320 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_43.pth was removed +2023-12-24 03:25:31,531 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_44.pth. +2023-12-24 03:25:31,533 - pyskl - INFO - Best top1_acc is 0.7618 at 44 epoch. +2023-12-24 03:25:31,558 - pyskl - INFO - Epoch(val) [44][3718] top1_acc: 0.7618, top5_acc: 0.9509 +2023-12-24 03:26:25,514 - pyskl - INFO - Epoch [45][100/3405] lr: 2.005e-02, eta: 1 day, 2:14:42, time: 0.539, data_time: 0.283, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9681, loss_cls: 1.6566, loss: 1.6566 +2023-12-24 03:26:50,846 - pyskl - INFO - Epoch [45][200/3405] lr: 2.005e-02, eta: 1 day, 2:14:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9631, loss_cls: 1.6452, loss: 1.6452 +2023-12-24 03:27:16,397 - pyskl - INFO - Epoch [45][300/3405] lr: 2.004e-02, eta: 1 day, 2:13:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9631, loss_cls: 1.6978, loss: 1.6978 +2023-12-24 03:27:42,132 - pyskl - INFO - Epoch [45][400/3405] lr: 2.003e-02, eta: 1 day, 2:13:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9731, loss_cls: 1.6082, loss: 1.6082 +2023-12-24 03:28:08,017 - pyskl - INFO - Epoch [45][500/3405] lr: 2.003e-02, eta: 1 day, 2:12:52, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9625, loss_cls: 1.6462, loss: 1.6462 +2023-12-24 03:28:33,698 - pyskl - INFO - Epoch [45][600/3405] lr: 2.002e-02, eta: 1 day, 2:12:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9556, loss_cls: 1.6922, loss: 1.6922 +2023-12-24 03:28:59,122 - pyskl - INFO - Epoch [45][700/3405] lr: 2.001e-02, eta: 1 day, 2:11:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9631, loss_cls: 1.7008, loss: 1.7008 +2023-12-24 03:29:24,582 - pyskl - INFO - Epoch [45][800/3405] lr: 2.001e-02, eta: 1 day, 2:11:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9525, loss_cls: 1.7141, loss: 1.7141 +2023-12-24 03:29:50,098 - pyskl - INFO - Epoch [45][900/3405] lr: 2.000e-02, eta: 1 day, 2:11:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9537, loss_cls: 1.7253, loss: 1.7253 +2023-12-24 03:30:15,649 - pyskl - INFO - Epoch [45][1000/3405] lr: 2.000e-02, eta: 1 day, 2:10:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9644, loss_cls: 1.6751, loss: 1.6751 +2023-12-24 03:30:41,082 - pyskl - INFO - Epoch [45][1100/3405] lr: 1.999e-02, eta: 1 day, 2:10:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9531, loss_cls: 1.7366, loss: 1.7366 +2023-12-24 03:31:06,361 - pyskl - INFO - Epoch [45][1200/3405] lr: 1.998e-02, eta: 1 day, 2:09:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9544, loss_cls: 1.7000, loss: 1.7000 +2023-12-24 03:31:31,396 - pyskl - INFO - Epoch [45][1300/3405] lr: 1.998e-02, eta: 1 day, 2:09:08, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9587, loss_cls: 1.7013, loss: 1.7013 +2023-12-24 03:31:56,436 - pyskl - INFO - Epoch [45][1400/3405] lr: 1.997e-02, eta: 1 day, 2:08:39, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9613, loss_cls: 1.6495, loss: 1.6495 +2023-12-24 03:32:21,475 - pyskl - INFO - Epoch [45][1500/3405] lr: 1.997e-02, eta: 1 day, 2:08:10, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9531, loss_cls: 1.7556, loss: 1.7556 +2023-12-24 03:32:46,896 - pyskl - INFO - Epoch [45][1600/3405] lr: 1.996e-02, eta: 1 day, 2:07:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9613, loss_cls: 1.7124, loss: 1.7124 +2023-12-24 03:33:12,130 - pyskl - INFO - Epoch [45][1700/3405] lr: 1.995e-02, eta: 1 day, 2:07:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9587, loss_cls: 1.6860, loss: 1.6860 +2023-12-24 03:33:37,387 - pyskl - INFO - Epoch [45][1800/3405] lr: 1.995e-02, eta: 1 day, 2:06:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9563, loss_cls: 1.7130, loss: 1.7130 +2023-12-24 03:34:02,572 - pyskl - INFO - Epoch [45][1900/3405] lr: 1.994e-02, eta: 1 day, 2:06:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9581, loss_cls: 1.7393, loss: 1.7393 +2023-12-24 03:34:28,021 - pyskl - INFO - Epoch [45][2000/3405] lr: 1.993e-02, eta: 1 day, 2:05:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9519, loss_cls: 1.7422, loss: 1.7422 +2023-12-24 03:34:53,157 - pyskl - INFO - Epoch [45][2100/3405] lr: 1.993e-02, eta: 1 day, 2:05:20, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9544, loss_cls: 1.7522, loss: 1.7522 +2023-12-24 03:35:18,265 - pyskl - INFO - Epoch [45][2200/3405] lr: 1.992e-02, eta: 1 day, 2:04:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9600, loss_cls: 1.7379, loss: 1.7379 +2023-12-24 03:35:43,702 - pyskl - INFO - Epoch [45][2300/3405] lr: 1.992e-02, eta: 1 day, 2:04:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9600, loss_cls: 1.7450, loss: 1.7450 +2023-12-24 03:36:09,170 - pyskl - INFO - Epoch [45][2400/3405] lr: 1.991e-02, eta: 1 day, 2:03:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9625, loss_cls: 1.7197, loss: 1.7197 +2023-12-24 03:36:34,647 - pyskl - INFO - Epoch [45][2500/3405] lr: 1.990e-02, eta: 1 day, 2:03:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9581, loss_cls: 1.7065, loss: 1.7065 +2023-12-24 03:36:59,853 - pyskl - INFO - Epoch [45][2600/3405] lr: 1.990e-02, eta: 1 day, 2:03:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9581, loss_cls: 1.7319, loss: 1.7319 +2023-12-24 03:37:25,335 - pyskl - INFO - Epoch [45][2700/3405] lr: 1.989e-02, eta: 1 day, 2:02:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9513, loss_cls: 1.7567, loss: 1.7567 +2023-12-24 03:37:50,364 - pyskl - INFO - Epoch [45][2800/3405] lr: 1.988e-02, eta: 1 day, 2:02:03, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9650, loss_cls: 1.7113, loss: 1.7113 +2023-12-24 03:38:15,382 - pyskl - INFO - Epoch [45][2900/3405] lr: 1.988e-02, eta: 1 day, 2:01:34, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 1.6633, loss: 1.6633 +2023-12-24 03:38:40,424 - pyskl - INFO - Epoch [45][3000/3405] lr: 1.987e-02, eta: 1 day, 2:01:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9631, loss_cls: 1.6841, loss: 1.6841 +2023-12-24 03:39:05,444 - pyskl - INFO - Epoch [45][3100/3405] lr: 1.987e-02, eta: 1 day, 2:00:37, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9637, loss_cls: 1.6817, loss: 1.6817 +2023-12-24 03:39:30,477 - pyskl - INFO - Epoch [45][3200/3405] lr: 1.986e-02, eta: 1 day, 2:00:08, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9575, loss_cls: 1.7067, loss: 1.7067 +2023-12-24 03:39:55,514 - pyskl - INFO - Epoch [45][3300/3405] lr: 1.985e-02, eta: 1 day, 1:59:39, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9556, loss_cls: 1.7101, loss: 1.7101 +2023-12-24 03:40:20,529 - pyskl - INFO - Epoch [45][3400/3405] lr: 1.985e-02, eta: 1 day, 1:59:10, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9619, loss_cls: 1.6841, loss: 1.6841 +2023-12-24 03:40:22,584 - pyskl - INFO - Saving checkpoint at 45 epochs +2023-12-24 03:44:47,128 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 03:44:47,743 - pyskl - INFO - +top1_acc 0.7305 +top5_acc 0.9402 +2023-12-24 03:44:47,770 - pyskl - INFO - Epoch(val) [45][3718] top1_acc: 0.7305, top5_acc: 0.9402 +2023-12-24 03:45:40,723 - pyskl - INFO - Epoch [46][100/3405] lr: 1.984e-02, eta: 1 day, 1:59:42, time: 0.529, data_time: 0.275, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9637, loss_cls: 1.6765, loss: 1.6765 +2023-12-24 03:46:06,284 - pyskl - INFO - Epoch [46][200/3405] lr: 1.983e-02, eta: 1 day, 1:59:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9575, loss_cls: 1.6697, loss: 1.6697 +2023-12-24 03:46:31,780 - pyskl - INFO - Epoch [46][300/3405] lr: 1.983e-02, eta: 1 day, 1:58:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9694, loss_cls: 1.6301, loss: 1.6301 +2023-12-24 03:46:57,236 - pyskl - INFO - Epoch [46][400/3405] lr: 1.982e-02, eta: 1 day, 1:58:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9663, loss_cls: 1.6221, loss: 1.6221 +2023-12-24 03:47:23,094 - pyskl - INFO - Epoch [46][500/3405] lr: 1.982e-02, eta: 1 day, 1:57:52, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 1.6335, loss: 1.6335 +2023-12-24 03:47:48,698 - pyskl - INFO - Epoch [46][600/3405] lr: 1.981e-02, eta: 1 day, 1:57:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9556, loss_cls: 1.6720, loss: 1.6720 +2023-12-24 03:48:13,806 - pyskl - INFO - Epoch [46][700/3405] lr: 1.980e-02, eta: 1 day, 1:56:56, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9688, loss_cls: 1.6340, loss: 1.6340 +2023-12-24 03:48:39,356 - pyskl - INFO - Epoch [46][800/3405] lr: 1.980e-02, eta: 1 day, 1:56:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9637, loss_cls: 1.6708, loss: 1.6708 +2023-12-24 03:49:04,813 - pyskl - INFO - Epoch [46][900/3405] lr: 1.979e-02, eta: 1 day, 1:56:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9531, loss_cls: 1.7407, loss: 1.7407 +2023-12-24 03:49:30,243 - pyskl - INFO - Epoch [46][1000/3405] lr: 1.979e-02, eta: 1 day, 1:55:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9513, loss_cls: 1.7025, loss: 1.7025 +2023-12-24 03:49:55,742 - pyskl - INFO - Epoch [46][1100/3405] lr: 1.978e-02, eta: 1 day, 1:55:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9631, loss_cls: 1.6997, loss: 1.6997 +2023-12-24 03:50:20,796 - pyskl - INFO - Epoch [46][1200/3405] lr: 1.977e-02, eta: 1 day, 1:54:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9594, loss_cls: 1.6801, loss: 1.6801 +2023-12-24 03:50:45,836 - pyskl - INFO - Epoch [46][1300/3405] lr: 1.977e-02, eta: 1 day, 1:54:07, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9531, loss_cls: 1.6955, loss: 1.6955 +2023-12-24 03:51:10,871 - pyskl - INFO - Epoch [46][1400/3405] lr: 1.976e-02, eta: 1 day, 1:53:38, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9581, loss_cls: 1.7220, loss: 1.7220 +2023-12-24 03:51:35,904 - pyskl - INFO - Epoch [46][1500/3405] lr: 1.975e-02, eta: 1 day, 1:53:09, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9513, loss_cls: 1.7782, loss: 1.7782 +2023-12-24 03:52:01,043 - pyskl - INFO - Epoch [46][1600/3405] lr: 1.975e-02, eta: 1 day, 1:52:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 1.7362, loss: 1.7362 +2023-12-24 03:52:26,788 - pyskl - INFO - Epoch [46][1700/3405] lr: 1.974e-02, eta: 1 day, 1:52:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9675, loss_cls: 1.6975, loss: 1.6975 +2023-12-24 03:52:52,004 - pyskl - INFO - Epoch [46][1800/3405] lr: 1.973e-02, eta: 1 day, 1:51:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9656, loss_cls: 1.6398, loss: 1.6398 +2023-12-24 03:53:17,425 - pyskl - INFO - Epoch [46][1900/3405] lr: 1.973e-02, eta: 1 day, 1:51:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9569, loss_cls: 1.7025, loss: 1.7025 +2023-12-24 03:53:42,780 - pyskl - INFO - Epoch [46][2000/3405] lr: 1.972e-02, eta: 1 day, 1:50:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9569, loss_cls: 1.6970, loss: 1.6970 +2023-12-24 03:54:08,071 - pyskl - INFO - Epoch [46][2100/3405] lr: 1.972e-02, eta: 1 day, 1:50:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9644, loss_cls: 1.7090, loss: 1.7090 +2023-12-24 03:54:33,455 - pyskl - INFO - Epoch [46][2200/3405] lr: 1.971e-02, eta: 1 day, 1:49:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9575, loss_cls: 1.6882, loss: 1.6882 +2023-12-24 03:54:58,658 - pyskl - INFO - Epoch [46][2300/3405] lr: 1.970e-02, eta: 1 day, 1:49:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9575, loss_cls: 1.7009, loss: 1.7009 +2023-12-24 03:55:23,888 - pyskl - INFO - Epoch [46][2400/3405] lr: 1.970e-02, eta: 1 day, 1:48:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9600, loss_cls: 1.7396, loss: 1.7396 +2023-12-24 03:55:49,238 - pyskl - INFO - Epoch [46][2500/3405] lr: 1.969e-02, eta: 1 day, 1:48:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9587, loss_cls: 1.6992, loss: 1.6992 +2023-12-24 03:56:14,461 - pyskl - INFO - Epoch [46][2600/3405] lr: 1.968e-02, eta: 1 day, 1:48:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9494, loss_cls: 1.7876, loss: 1.7876 +2023-12-24 03:56:40,001 - pyskl - INFO - Epoch [46][2700/3405] lr: 1.968e-02, eta: 1 day, 1:47:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9544, loss_cls: 1.7569, loss: 1.7569 +2023-12-24 03:57:05,506 - pyskl - INFO - Epoch [46][2800/3405] lr: 1.967e-02, eta: 1 day, 1:47:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9575, loss_cls: 1.6980, loss: 1.6980 +2023-12-24 03:57:31,049 - pyskl - INFO - Epoch [46][2900/3405] lr: 1.967e-02, eta: 1 day, 1:46:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9650, loss_cls: 1.7323, loss: 1.7323 +2023-12-24 03:57:56,534 - pyskl - INFO - Epoch [46][3000/3405] lr: 1.966e-02, eta: 1 day, 1:46:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9587, loss_cls: 1.7348, loss: 1.7348 +2023-12-24 03:58:21,699 - pyskl - INFO - Epoch [46][3100/3405] lr: 1.965e-02, eta: 1 day, 1:45:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9631, loss_cls: 1.7199, loss: 1.7199 +2023-12-24 03:58:46,804 - pyskl - INFO - Epoch [46][3200/3405] lr: 1.965e-02, eta: 1 day, 1:45:12, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9625, loss_cls: 1.6761, loss: 1.6761 +2023-12-24 03:59:11,874 - pyskl - INFO - Epoch [46][3300/3405] lr: 1.964e-02, eta: 1 day, 1:44:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9550, loss_cls: 1.7881, loss: 1.7881 +2023-12-24 03:59:36,930 - pyskl - INFO - Epoch [46][3400/3405] lr: 1.963e-02, eta: 1 day, 1:44:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9519, loss_cls: 1.7363, loss: 1.7363 +2023-12-24 03:59:38,867 - pyskl - INFO - Saving checkpoint at 46 epochs +2023-12-24 04:04:04,255 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 04:04:04,863 - pyskl - INFO - +top1_acc 0.7372 +top5_acc 0.9427 +2023-12-24 04:04:04,888 - pyskl - INFO - Epoch(val) [46][3718] top1_acc: 0.7372, top5_acc: 0.9427 +2023-12-24 04:04:58,655 - pyskl - INFO - Epoch [47][100/3405] lr: 1.963e-02, eta: 1 day, 1:44:47, time: 0.538, data_time: 0.283, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9556, loss_cls: 1.6833, loss: 1.6833 +2023-12-24 04:05:23,713 - pyskl - INFO - Epoch [47][200/3405] lr: 1.962e-02, eta: 1 day, 1:44:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9700, loss_cls: 1.6319, loss: 1.6319 +2023-12-24 04:05:49,196 - pyskl - INFO - Epoch [47][300/3405] lr: 1.962e-02, eta: 1 day, 1:43:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9637, loss_cls: 1.6469, loss: 1.6469 +2023-12-24 04:06:15,346 - pyskl - INFO - Epoch [47][400/3405] lr: 1.961e-02, eta: 1 day, 1:43:24, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 1.6737, loss: 1.6737 +2023-12-24 04:06:41,141 - pyskl - INFO - Epoch [47][500/3405] lr: 1.960e-02, eta: 1 day, 1:42:57, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9569, loss_cls: 1.6669, loss: 1.6669 +2023-12-24 04:07:06,822 - pyskl - INFO - Epoch [47][600/3405] lr: 1.960e-02, eta: 1 day, 1:42:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9694, loss_cls: 1.6385, loss: 1.6385 +2023-12-24 04:07:32,223 - pyskl - INFO - Epoch [47][700/3405] lr: 1.959e-02, eta: 1 day, 1:42:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9712, loss_cls: 1.6540, loss: 1.6540 +2023-12-24 04:07:57,792 - pyskl - INFO - Epoch [47][800/3405] lr: 1.958e-02, eta: 1 day, 1:41:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9625, loss_cls: 1.6911, loss: 1.6911 +2023-12-24 04:08:23,541 - pyskl - INFO - Epoch [47][900/3405] lr: 1.958e-02, eta: 1 day, 1:41:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9563, loss_cls: 1.7526, loss: 1.7526 +2023-12-24 04:08:49,098 - pyskl - INFO - Epoch [47][1000/3405] lr: 1.957e-02, eta: 1 day, 1:40:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9637, loss_cls: 1.6810, loss: 1.6810 +2023-12-24 04:09:14,509 - pyskl - INFO - Epoch [47][1100/3405] lr: 1.956e-02, eta: 1 day, 1:40:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9619, loss_cls: 1.6706, loss: 1.6706 +2023-12-24 04:09:40,107 - pyskl - INFO - Epoch [47][1200/3405] lr: 1.956e-02, eta: 1 day, 1:39:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9581, loss_cls: 1.6960, loss: 1.6960 +2023-12-24 04:10:05,428 - pyskl - INFO - Epoch [47][1300/3405] lr: 1.955e-02, eta: 1 day, 1:39:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9575, loss_cls: 1.7145, loss: 1.7145 +2023-12-24 04:10:30,800 - pyskl - INFO - Epoch [47][1400/3405] lr: 1.955e-02, eta: 1 day, 1:38:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9587, loss_cls: 1.7258, loss: 1.7258 +2023-12-24 04:10:56,024 - pyskl - INFO - Epoch [47][1500/3405] lr: 1.954e-02, eta: 1 day, 1:38:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9581, loss_cls: 1.6610, loss: 1.6610 +2023-12-24 04:11:21,475 - pyskl - INFO - Epoch [47][1600/3405] lr: 1.953e-02, eta: 1 day, 1:37:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9675, loss_cls: 1.6877, loss: 1.6877 +2023-12-24 04:11:46,834 - pyskl - INFO - Epoch [47][1700/3405] lr: 1.953e-02, eta: 1 day, 1:37:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9519, loss_cls: 1.7222, loss: 1.7222 +2023-12-24 04:12:12,127 - pyskl - INFO - Epoch [47][1800/3405] lr: 1.952e-02, eta: 1 day, 1:36:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9550, loss_cls: 1.6943, loss: 1.6943 +2023-12-24 04:12:37,525 - pyskl - INFO - Epoch [47][1900/3405] lr: 1.951e-02, eta: 1 day, 1:36:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9625, loss_cls: 1.7484, loss: 1.7484 +2023-12-24 04:13:02,870 - pyskl - INFO - Epoch [47][2000/3405] lr: 1.951e-02, eta: 1 day, 1:36:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9575, loss_cls: 1.6892, loss: 1.6892 +2023-12-24 04:13:28,203 - pyskl - INFO - Epoch [47][2100/3405] lr: 1.950e-02, eta: 1 day, 1:35:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9556, loss_cls: 1.6839, loss: 1.6839 +2023-12-24 04:13:53,343 - pyskl - INFO - Epoch [47][2200/3405] lr: 1.949e-02, eta: 1 day, 1:35:04, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9531, loss_cls: 1.6833, loss: 1.6833 +2023-12-24 04:14:18,597 - pyskl - INFO - Epoch [47][2300/3405] lr: 1.949e-02, eta: 1 day, 1:34:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9575, loss_cls: 1.7221, loss: 1.7221 +2023-12-24 04:14:43,966 - pyskl - INFO - Epoch [47][2400/3405] lr: 1.948e-02, eta: 1 day, 1:34:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9550, loss_cls: 1.6814, loss: 1.6814 +2023-12-24 04:15:09,003 - pyskl - INFO - Epoch [47][2500/3405] lr: 1.948e-02, eta: 1 day, 1:33:39, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9613, loss_cls: 1.7175, loss: 1.7175 +2023-12-24 04:15:34,014 - pyskl - INFO - Epoch [47][2600/3405] lr: 1.947e-02, eta: 1 day, 1:33:10, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9525, loss_cls: 1.7096, loss: 1.7096 +2023-12-24 04:15:59,329 - pyskl - INFO - Epoch [47][2700/3405] lr: 1.946e-02, eta: 1 day, 1:32:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9594, loss_cls: 1.7061, loss: 1.7061 +2023-12-24 04:16:24,874 - pyskl - INFO - Epoch [47][2800/3405] lr: 1.946e-02, eta: 1 day, 1:32:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9606, loss_cls: 1.6794, loss: 1.6794 +2023-12-24 04:16:50,073 - pyskl - INFO - Epoch [47][2900/3405] lr: 1.945e-02, eta: 1 day, 1:31:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9581, loss_cls: 1.7535, loss: 1.7535 +2023-12-24 04:17:15,086 - pyskl - INFO - Epoch [47][3000/3405] lr: 1.944e-02, eta: 1 day, 1:31:17, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9494, loss_cls: 1.7548, loss: 1.7548 +2023-12-24 04:17:40,134 - pyskl - INFO - Epoch [47][3100/3405] lr: 1.944e-02, eta: 1 day, 1:30:49, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9587, loss_cls: 1.6625, loss: 1.6625 +2023-12-24 04:18:05,149 - pyskl - INFO - Epoch [47][3200/3405] lr: 1.943e-02, eta: 1 day, 1:30:20, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9600, loss_cls: 1.6603, loss: 1.6603 +2023-12-24 04:18:30,182 - pyskl - INFO - Epoch [47][3300/3405] lr: 1.942e-02, eta: 1 day, 1:29:51, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9613, loss_cls: 1.6437, loss: 1.6437 +2023-12-24 04:18:55,185 - pyskl - INFO - Epoch [47][3400/3405] lr: 1.942e-02, eta: 1 day, 1:29:23, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9544, loss_cls: 1.7221, loss: 1.7221 +2023-12-24 04:18:57,092 - pyskl - INFO - Saving checkpoint at 47 epochs +2023-12-24 04:23:21,678 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 04:23:22,291 - pyskl - INFO - +top1_acc 0.7445 +top5_acc 0.9461 +2023-12-24 04:23:22,316 - pyskl - INFO - Epoch(val) [47][3718] top1_acc: 0.7445, top5_acc: 0.9461 +2023-12-24 04:24:16,114 - pyskl - INFO - Epoch [48][100/3405] lr: 1.941e-02, eta: 1 day, 1:29:53, time: 0.538, data_time: 0.282, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9644, loss_cls: 1.6667, loss: 1.6667 +2023-12-24 04:24:41,527 - pyskl - INFO - Epoch [48][200/3405] lr: 1.940e-02, eta: 1 day, 1:29:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9625, loss_cls: 1.6917, loss: 1.6917 +2023-12-24 04:25:07,231 - pyskl - INFO - Epoch [48][300/3405] lr: 1.940e-02, eta: 1 day, 1:28:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 1.5910, loss: 1.5910 +2023-12-24 04:25:33,318 - pyskl - INFO - Epoch [48][400/3405] lr: 1.939e-02, eta: 1 day, 1:28:31, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9694, loss_cls: 1.6228, loss: 1.6228 +2023-12-24 04:25:59,004 - pyskl - INFO - Epoch [48][500/3405] lr: 1.939e-02, eta: 1 day, 1:28:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9600, loss_cls: 1.7010, loss: 1.7010 +2023-12-24 04:26:24,636 - pyskl - INFO - Epoch [48][600/3405] lr: 1.938e-02, eta: 1 day, 1:27:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9694, loss_cls: 1.6392, loss: 1.6392 +2023-12-24 04:26:50,143 - pyskl - INFO - Epoch [48][700/3405] lr: 1.937e-02, eta: 1 day, 1:27:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9625, loss_cls: 1.6647, loss: 1.6647 +2023-12-24 04:27:15,540 - pyskl - INFO - Epoch [48][800/3405] lr: 1.937e-02, eta: 1 day, 1:26:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9644, loss_cls: 1.6948, loss: 1.6948 +2023-12-24 04:27:41,102 - pyskl - INFO - Epoch [48][900/3405] lr: 1.936e-02, eta: 1 day, 1:26:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9656, loss_cls: 1.6560, loss: 1.6560 +2023-12-24 04:28:06,716 - pyskl - INFO - Epoch [48][1000/3405] lr: 1.935e-02, eta: 1 day, 1:25:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9569, loss_cls: 1.7016, loss: 1.7016 +2023-12-24 04:28:32,213 - pyskl - INFO - Epoch [48][1100/3405] lr: 1.935e-02, eta: 1 day, 1:25:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9613, loss_cls: 1.6458, loss: 1.6458 +2023-12-24 04:28:57,234 - pyskl - INFO - Epoch [48][1200/3405] lr: 1.934e-02, eta: 1 day, 1:24:50, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9669, loss_cls: 1.6526, loss: 1.6526 +2023-12-24 04:29:22,323 - pyskl - INFO - Epoch [48][1300/3405] lr: 1.933e-02, eta: 1 day, 1:24:21, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9606, loss_cls: 1.6943, loss: 1.6943 +2023-12-24 04:29:47,910 - pyskl - INFO - Epoch [48][1400/3405] lr: 1.933e-02, eta: 1 day, 1:23:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9706, loss_cls: 1.5978, loss: 1.5978 +2023-12-24 04:30:13,492 - pyskl - INFO - Epoch [48][1500/3405] lr: 1.932e-02, eta: 1 day, 1:23:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9606, loss_cls: 1.7166, loss: 1.7166 +2023-12-24 04:30:38,731 - pyskl - INFO - Epoch [48][1600/3405] lr: 1.931e-02, eta: 1 day, 1:22:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9500, loss_cls: 1.7167, loss: 1.7167 +2023-12-24 04:31:04,080 - pyskl - INFO - Epoch [48][1700/3405] lr: 1.931e-02, eta: 1 day, 1:22:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9613, loss_cls: 1.7179, loss: 1.7179 +2023-12-24 04:31:29,461 - pyskl - INFO - Epoch [48][1800/3405] lr: 1.930e-02, eta: 1 day, 1:22:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9694, loss_cls: 1.6909, loss: 1.6909 +2023-12-24 04:31:54,803 - pyskl - INFO - Epoch [48][1900/3405] lr: 1.930e-02, eta: 1 day, 1:21:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9575, loss_cls: 1.7043, loss: 1.7043 +2023-12-24 04:32:20,015 - pyskl - INFO - Epoch [48][2000/3405] lr: 1.929e-02, eta: 1 day, 1:21:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9556, loss_cls: 1.7153, loss: 1.7153 +2023-12-24 04:32:45,372 - pyskl - INFO - Epoch [48][2100/3405] lr: 1.928e-02, eta: 1 day, 1:20:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9569, loss_cls: 1.7460, loss: 1.7460 +2023-12-24 04:33:10,505 - pyskl - INFO - Epoch [48][2200/3405] lr: 1.928e-02, eta: 1 day, 1:20:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9575, loss_cls: 1.7119, loss: 1.7119 +2023-12-24 04:33:35,571 - pyskl - INFO - Epoch [48][2300/3405] lr: 1.927e-02, eta: 1 day, 1:19:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9575, loss_cls: 1.7317, loss: 1.7317 +2023-12-24 04:34:00,701 - pyskl - INFO - Epoch [48][2400/3405] lr: 1.926e-02, eta: 1 day, 1:19:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9613, loss_cls: 1.7170, loss: 1.7170 +2023-12-24 04:34:25,819 - pyskl - INFO - Epoch [48][2500/3405] lr: 1.926e-02, eta: 1 day, 1:18:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9525, loss_cls: 1.7035, loss: 1.7035 +2023-12-24 04:34:50,988 - pyskl - INFO - Epoch [48][2600/3405] lr: 1.925e-02, eta: 1 day, 1:18:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 1.6612, loss: 1.6612 +2023-12-24 04:35:16,409 - pyskl - INFO - Epoch [48][2700/3405] lr: 1.924e-02, eta: 1 day, 1:17:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9644, loss_cls: 1.6799, loss: 1.6799 +2023-12-24 04:35:41,823 - pyskl - INFO - Epoch [48][2800/3405] lr: 1.924e-02, eta: 1 day, 1:17:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9613, loss_cls: 1.6999, loss: 1.6999 +2023-12-24 04:36:06,831 - pyskl - INFO - Epoch [48][2900/3405] lr: 1.923e-02, eta: 1 day, 1:16:52, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9556, loss_cls: 1.6715, loss: 1.6715 +2023-12-24 04:36:31,855 - pyskl - INFO - Epoch [48][3000/3405] lr: 1.922e-02, eta: 1 day, 1:16:23, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9537, loss_cls: 1.7128, loss: 1.7128 +2023-12-24 04:36:56,858 - pyskl - INFO - Epoch [48][3100/3405] lr: 1.922e-02, eta: 1 day, 1:15:55, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9663, loss_cls: 1.6246, loss: 1.6246 +2023-12-24 04:37:21,863 - pyskl - INFO - Epoch [48][3200/3405] lr: 1.921e-02, eta: 1 day, 1:15:26, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9569, loss_cls: 1.6480, loss: 1.6480 +2023-12-24 04:37:46,865 - pyskl - INFO - Epoch [48][3300/3405] lr: 1.920e-02, eta: 1 day, 1:14:58, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9688, loss_cls: 1.6955, loss: 1.6955 +2023-12-24 04:38:11,886 - pyskl - INFO - Epoch [48][3400/3405] lr: 1.920e-02, eta: 1 day, 1:14:29, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9575, loss_cls: 1.7183, loss: 1.7183 +2023-12-24 04:38:13,827 - pyskl - INFO - Saving checkpoint at 48 epochs +2023-12-24 04:42:38,480 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 04:42:39,083 - pyskl - INFO - +top1_acc 0.7615 +top5_acc 0.9507 +2023-12-24 04:42:39,108 - pyskl - INFO - Epoch(val) [48][3718] top1_acc: 0.7615, top5_acc: 0.9507 +2023-12-24 04:43:32,931 - pyskl - INFO - Epoch [49][100/3405] lr: 1.919e-02, eta: 1 day, 1:14:57, time: 0.538, data_time: 0.283, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9663, loss_cls: 1.6880, loss: 1.6880 +2023-12-24 04:43:58,651 - pyskl - INFO - Epoch [49][200/3405] lr: 1.918e-02, eta: 1 day, 1:14:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9631, loss_cls: 1.6750, loss: 1.6750 +2023-12-24 04:44:24,247 - pyskl - INFO - Epoch [49][300/3405] lr: 1.918e-02, eta: 1 day, 1:14:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9694, loss_cls: 1.6475, loss: 1.6475 +2023-12-24 04:44:50,028 - pyskl - INFO - Epoch [49][400/3405] lr: 1.917e-02, eta: 1 day, 1:13:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9581, loss_cls: 1.6773, loss: 1.6773 +2023-12-24 04:45:15,820 - pyskl - INFO - Epoch [49][500/3405] lr: 1.917e-02, eta: 1 day, 1:13:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9531, loss_cls: 1.6972, loss: 1.6972 +2023-12-24 04:45:41,451 - pyskl - INFO - Epoch [49][600/3405] lr: 1.916e-02, eta: 1 day, 1:12:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9556, loss_cls: 1.7161, loss: 1.7161 +2023-12-24 04:46:06,937 - pyskl - INFO - Epoch [49][700/3405] lr: 1.915e-02, eta: 1 day, 1:12:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 1.6086, loss: 1.6086 +2023-12-24 04:46:32,434 - pyskl - INFO - Epoch [49][800/3405] lr: 1.915e-02, eta: 1 day, 1:11:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9563, loss_cls: 1.7229, loss: 1.7229 +2023-12-24 04:46:58,192 - pyskl - INFO - Epoch [49][900/3405] lr: 1.914e-02, eta: 1 day, 1:11:19, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9694, loss_cls: 1.6190, loss: 1.6190 +2023-12-24 04:47:23,903 - pyskl - INFO - Epoch [49][1000/3405] lr: 1.913e-02, eta: 1 day, 1:10:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9637, loss_cls: 1.6909, loss: 1.6909 +2023-12-24 04:47:49,540 - pyskl - INFO - Epoch [49][1100/3405] lr: 1.913e-02, eta: 1 day, 1:10:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9650, loss_cls: 1.6518, loss: 1.6518 +2023-12-24 04:48:15,020 - pyskl - INFO - Epoch [49][1200/3405] lr: 1.912e-02, eta: 1 day, 1:09:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9587, loss_cls: 1.6401, loss: 1.6401 +2023-12-24 04:48:40,032 - pyskl - INFO - Epoch [49][1300/3405] lr: 1.911e-02, eta: 1 day, 1:09:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9700, loss_cls: 1.6216, loss: 1.6216 +2023-12-24 04:49:05,053 - pyskl - INFO - Epoch [49][1400/3405] lr: 1.911e-02, eta: 1 day, 1:09:00, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 1.6601, loss: 1.6601 +2023-12-24 04:49:30,113 - pyskl - INFO - Epoch [49][1500/3405] lr: 1.910e-02, eta: 1 day, 1:08:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9550, loss_cls: 1.7195, loss: 1.7195 +2023-12-24 04:49:55,155 - pyskl - INFO - Epoch [49][1600/3405] lr: 1.909e-02, eta: 1 day, 1:08:03, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9606, loss_cls: 1.6820, loss: 1.6820 +2023-12-24 04:50:20,217 - pyskl - INFO - Epoch [49][1700/3405] lr: 1.909e-02, eta: 1 day, 1:07:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9556, loss_cls: 1.6885, loss: 1.6885 +2023-12-24 04:50:45,305 - pyskl - INFO - Epoch [49][1800/3405] lr: 1.908e-02, eta: 1 day, 1:07:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 1.6415, loss: 1.6415 +2023-12-24 04:51:11,022 - pyskl - INFO - Epoch [49][1900/3405] lr: 1.907e-02, eta: 1 day, 1:06:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9544, loss_cls: 1.7186, loss: 1.7186 +2023-12-24 04:51:36,355 - pyskl - INFO - Epoch [49][2000/3405] lr: 1.907e-02, eta: 1 day, 1:06:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 1.6872, loss: 1.6872 +2023-12-24 04:52:01,464 - pyskl - INFO - Epoch [49][2100/3405] lr: 1.906e-02, eta: 1 day, 1:05:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 1.7003, loss: 1.7003 +2023-12-24 04:52:26,625 - pyskl - INFO - Epoch [49][2200/3405] lr: 1.905e-02, eta: 1 day, 1:05:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9581, loss_cls: 1.7589, loss: 1.7589 +2023-12-24 04:52:51,889 - pyskl - INFO - Epoch [49][2300/3405] lr: 1.905e-02, eta: 1 day, 1:04:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9625, loss_cls: 1.6622, loss: 1.6622 +2023-12-24 04:53:17,232 - pyskl - INFO - Epoch [49][2400/3405] lr: 1.904e-02, eta: 1 day, 1:04:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9537, loss_cls: 1.7116, loss: 1.7116 +2023-12-24 04:53:42,556 - pyskl - INFO - Epoch [49][2500/3405] lr: 1.903e-02, eta: 1 day, 1:03:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9500, loss_cls: 1.7426, loss: 1.7426 +2023-12-24 04:54:08,010 - pyskl - INFO - Epoch [49][2600/3405] lr: 1.903e-02, eta: 1 day, 1:03:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 1.6905, loss: 1.6905 +2023-12-24 04:54:33,538 - pyskl - INFO - Epoch [49][2700/3405] lr: 1.902e-02, eta: 1 day, 1:02:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9656, loss_cls: 1.7059, loss: 1.7059 +2023-12-24 04:54:58,945 - pyskl - INFO - Epoch [49][2800/3405] lr: 1.902e-02, eta: 1 day, 1:02:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9644, loss_cls: 1.6983, loss: 1.6983 +2023-12-24 04:55:24,225 - pyskl - INFO - Epoch [49][2900/3405] lr: 1.901e-02, eta: 1 day, 1:01:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9550, loss_cls: 1.7027, loss: 1.7027 +2023-12-24 04:55:49,461 - pyskl - INFO - Epoch [49][3000/3405] lr: 1.900e-02, eta: 1 day, 1:01:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9681, loss_cls: 1.6558, loss: 1.6558 +2023-12-24 04:56:14,977 - pyskl - INFO - Epoch [49][3100/3405] lr: 1.900e-02, eta: 1 day, 1:01:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9619, loss_cls: 1.6516, loss: 1.6516 +2023-12-24 04:56:40,292 - pyskl - INFO - Epoch [49][3200/3405] lr: 1.899e-02, eta: 1 day, 1:00:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9531, loss_cls: 1.7488, loss: 1.7488 +2023-12-24 04:57:05,858 - pyskl - INFO - Epoch [49][3300/3405] lr: 1.898e-02, eta: 1 day, 1:00:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9569, loss_cls: 1.7047, loss: 1.7047 +2023-12-24 04:57:31,365 - pyskl - INFO - Epoch [49][3400/3405] lr: 1.898e-02, eta: 1 day, 0:59:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9625, loss_cls: 1.7000, loss: 1.7000 +2023-12-24 04:57:33,345 - pyskl - INFO - Saving checkpoint at 49 epochs +2023-12-24 05:01:58,384 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 05:01:59,064 - pyskl - INFO - +top1_acc 0.7327 +top5_acc 0.9334 +2023-12-24 05:01:59,094 - pyskl - INFO - Epoch(val) [49][3718] top1_acc: 0.7327, top5_acc: 0.9334 +2023-12-24 05:02:53,418 - pyskl - INFO - Epoch [50][100/3405] lr: 1.897e-02, eta: 1 day, 1:00:09, time: 0.543, data_time: 0.287, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9681, loss_cls: 1.6597, loss: 1.6597 +2023-12-24 05:03:19,592 - pyskl - INFO - Epoch [50][200/3405] lr: 1.896e-02, eta: 1 day, 0:59:42, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9587, loss_cls: 1.6610, loss: 1.6610 +2023-12-24 05:03:45,221 - pyskl - INFO - Epoch [50][300/3405] lr: 1.896e-02, eta: 1 day, 0:59:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9594, loss_cls: 1.7263, loss: 1.7263 +2023-12-24 05:04:10,948 - pyskl - INFO - Epoch [50][400/3405] lr: 1.895e-02, eta: 1 day, 0:58:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 1.6538, loss: 1.6538 +2023-12-24 05:04:36,900 - pyskl - INFO - Epoch [50][500/3405] lr: 1.894e-02, eta: 1 day, 0:58:21, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9575, loss_cls: 1.7535, loss: 1.7535 +2023-12-24 05:05:02,720 - pyskl - INFO - Epoch [50][600/3405] lr: 1.894e-02, eta: 1 day, 0:57:54, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 1.6848, loss: 1.6848 +2023-12-24 05:05:27,862 - pyskl - INFO - Epoch [50][700/3405] lr: 1.893e-02, eta: 1 day, 0:57:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9606, loss_cls: 1.6545, loss: 1.6545 +2023-12-24 05:05:53,342 - pyskl - INFO - Epoch [50][800/3405] lr: 1.892e-02, eta: 1 day, 0:56:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9569, loss_cls: 1.6694, loss: 1.6694 +2023-12-24 05:06:19,043 - pyskl - INFO - Epoch [50][900/3405] lr: 1.892e-02, eta: 1 day, 0:56:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9544, loss_cls: 1.6933, loss: 1.6933 +2023-12-24 05:06:44,439 - pyskl - INFO - Epoch [50][1000/3405] lr: 1.891e-02, eta: 1 day, 0:56:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9637, loss_cls: 1.6707, loss: 1.6707 +2023-12-24 05:07:10,087 - pyskl - INFO - Epoch [50][1100/3405] lr: 1.890e-02, eta: 1 day, 0:55:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9625, loss_cls: 1.6335, loss: 1.6335 +2023-12-24 05:07:35,336 - pyskl - INFO - Epoch [50][1200/3405] lr: 1.890e-02, eta: 1 day, 0:55:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9587, loss_cls: 1.6738, loss: 1.6738 +2023-12-24 05:08:00,897 - pyskl - INFO - Epoch [50][1300/3405] lr: 1.889e-02, eta: 1 day, 0:54:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9663, loss_cls: 1.7198, loss: 1.7198 +2023-12-24 05:08:26,200 - pyskl - INFO - Epoch [50][1400/3405] lr: 1.888e-02, eta: 1 day, 0:54:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9681, loss_cls: 1.6602, loss: 1.6602 +2023-12-24 05:08:51,478 - pyskl - INFO - Epoch [50][1500/3405] lr: 1.888e-02, eta: 1 day, 0:53:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9631, loss_cls: 1.6726, loss: 1.6726 +2023-12-24 05:09:16,850 - pyskl - INFO - Epoch [50][1600/3405] lr: 1.887e-02, eta: 1 day, 0:53:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9644, loss_cls: 1.6517, loss: 1.6517 +2023-12-24 05:09:42,330 - pyskl - INFO - Epoch [50][1700/3405] lr: 1.886e-02, eta: 1 day, 0:52:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9594, loss_cls: 1.6621, loss: 1.6621 +2023-12-24 05:10:07,564 - pyskl - INFO - Epoch [50][1800/3405] lr: 1.886e-02, eta: 1 day, 0:52:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9644, loss_cls: 1.6722, loss: 1.6722 +2023-12-24 05:10:32,757 - pyskl - INFO - Epoch [50][1900/3405] lr: 1.885e-02, eta: 1 day, 0:51:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9650, loss_cls: 1.6755, loss: 1.6755 +2023-12-24 05:10:58,037 - pyskl - INFO - Epoch [50][2000/3405] lr: 1.884e-02, eta: 1 day, 0:51:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9700, loss_cls: 1.6226, loss: 1.6226 +2023-12-24 05:11:23,408 - pyskl - INFO - Epoch [50][2100/3405] lr: 1.884e-02, eta: 1 day, 0:50:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 1.7028, loss: 1.7028 +2023-12-24 05:11:48,633 - pyskl - INFO - Epoch [50][2200/3405] lr: 1.883e-02, eta: 1 day, 0:50:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 1.6594, loss: 1.6594 +2023-12-24 05:12:13,962 - pyskl - INFO - Epoch [50][2300/3405] lr: 1.882e-02, eta: 1 day, 0:50:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9613, loss_cls: 1.6956, loss: 1.6956 +2023-12-24 05:12:39,223 - pyskl - INFO - Epoch [50][2400/3405] lr: 1.882e-02, eta: 1 day, 0:49:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9619, loss_cls: 1.7129, loss: 1.7129 +2023-12-24 05:13:04,600 - pyskl - INFO - Epoch [50][2500/3405] lr: 1.881e-02, eta: 1 day, 0:49:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9606, loss_cls: 1.6467, loss: 1.6467 +2023-12-24 05:13:29,618 - pyskl - INFO - Epoch [50][2600/3405] lr: 1.880e-02, eta: 1 day, 0:48:37, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9631, loss_cls: 1.6482, loss: 1.6482 +2023-12-24 05:13:54,675 - pyskl - INFO - Epoch [50][2700/3405] lr: 1.880e-02, eta: 1 day, 0:48:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9663, loss_cls: 1.6001, loss: 1.6001 +2023-12-24 05:14:20,106 - pyskl - INFO - Epoch [50][2800/3405] lr: 1.879e-02, eta: 1 day, 0:47:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9500, loss_cls: 1.7048, loss: 1.7048 +2023-12-24 05:14:45,147 - pyskl - INFO - Epoch [50][2900/3405] lr: 1.878e-02, eta: 1 day, 0:47:13, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9531, loss_cls: 1.7053, loss: 1.7053 +2023-12-24 05:15:10,461 - pyskl - INFO - Epoch [50][3000/3405] lr: 1.878e-02, eta: 1 day, 0:46:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9569, loss_cls: 1.7272, loss: 1.7272 +2023-12-24 05:15:35,891 - pyskl - INFO - Epoch [50][3100/3405] lr: 1.877e-02, eta: 1 day, 0:46:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9600, loss_cls: 1.6743, loss: 1.6743 +2023-12-24 05:16:01,426 - pyskl - INFO - Epoch [50][3200/3405] lr: 1.876e-02, eta: 1 day, 0:45:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9688, loss_cls: 1.6083, loss: 1.6083 +2023-12-24 05:16:26,433 - pyskl - INFO - Epoch [50][3300/3405] lr: 1.876e-02, eta: 1 day, 0:45:21, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9606, loss_cls: 1.6429, loss: 1.6429 +2023-12-24 05:16:51,440 - pyskl - INFO - Epoch [50][3400/3405] lr: 1.875e-02, eta: 1 day, 0:44:53, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9537, loss_cls: 1.6889, loss: 1.6889 +2023-12-24 05:16:53,324 - pyskl - INFO - Saving checkpoint at 50 epochs +2023-12-24 05:21:19,720 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 05:21:20,428 - pyskl - INFO - +top1_acc 0.7406 +top5_acc 0.9438 +2023-12-24 05:21:20,458 - pyskl - INFO - Epoch(val) [50][3718] top1_acc: 0.7406, top5_acc: 0.9438 +2023-12-24 05:22:14,290 - pyskl - INFO - Epoch [51][100/3405] lr: 1.874e-02, eta: 1 day, 0:45:18, time: 0.538, data_time: 0.284, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9619, loss_cls: 1.7006, loss: 1.7006 +2023-12-24 05:22:39,982 - pyskl - INFO - Epoch [51][200/3405] lr: 1.874e-02, eta: 1 day, 0:44:51, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9631, loss_cls: 1.6676, loss: 1.6676 +2023-12-24 05:23:05,615 - pyskl - INFO - Epoch [51][300/3405] lr: 1.873e-02, eta: 1 day, 0:44:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9587, loss_cls: 1.6581, loss: 1.6581 +2023-12-24 05:23:30,825 - pyskl - INFO - Epoch [51][400/3405] lr: 1.872e-02, eta: 1 day, 0:43:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9675, loss_cls: 1.5941, loss: 1.5941 +2023-12-24 05:23:56,313 - pyskl - INFO - Epoch [51][500/3405] lr: 1.872e-02, eta: 1 day, 0:43:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 1.6086, loss: 1.6086 +2023-12-24 05:24:22,050 - pyskl - INFO - Epoch [51][600/3405] lr: 1.871e-02, eta: 1 day, 0:43:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9688, loss_cls: 1.6245, loss: 1.6245 +2023-12-24 05:24:47,691 - pyskl - INFO - Epoch [51][700/3405] lr: 1.870e-02, eta: 1 day, 0:42:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9675, loss_cls: 1.6771, loss: 1.6771 +2023-12-24 05:25:13,299 - pyskl - INFO - Epoch [51][800/3405] lr: 1.870e-02, eta: 1 day, 0:42:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9513, loss_cls: 1.6958, loss: 1.6958 +2023-12-24 05:25:38,894 - pyskl - INFO - Epoch [51][900/3405] lr: 1.869e-02, eta: 1 day, 0:41:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9600, loss_cls: 1.7196, loss: 1.7196 +2023-12-24 05:26:04,260 - pyskl - INFO - Epoch [51][1000/3405] lr: 1.868e-02, eta: 1 day, 0:41:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9469, loss_cls: 1.7614, loss: 1.7614 +2023-12-24 05:26:29,632 - pyskl - INFO - Epoch [51][1100/3405] lr: 1.868e-02, eta: 1 day, 0:40:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9681, loss_cls: 1.6376, loss: 1.6376 +2023-12-24 05:26:54,886 - pyskl - INFO - Epoch [51][1200/3405] lr: 1.867e-02, eta: 1 day, 0:40:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9650, loss_cls: 1.6598, loss: 1.6598 +2023-12-24 05:27:20,401 - pyskl - INFO - Epoch [51][1300/3405] lr: 1.866e-02, eta: 1 day, 0:39:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9644, loss_cls: 1.6717, loss: 1.6717 +2023-12-24 05:27:45,847 - pyskl - INFO - Epoch [51][1400/3405] lr: 1.866e-02, eta: 1 day, 0:39:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9731, loss_cls: 1.6012, loss: 1.6012 +2023-12-24 05:28:11,082 - pyskl - INFO - Epoch [51][1500/3405] lr: 1.865e-02, eta: 1 day, 0:38:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9700, loss_cls: 1.6115, loss: 1.6115 +2023-12-24 05:28:36,317 - pyskl - INFO - Epoch [51][1600/3405] lr: 1.864e-02, eta: 1 day, 0:38:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9600, loss_cls: 1.6816, loss: 1.6816 +2023-12-24 05:29:01,564 - pyskl - INFO - Epoch [51][1700/3405] lr: 1.864e-02, eta: 1 day, 0:37:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9556, loss_cls: 1.6514, loss: 1.6514 +2023-12-24 05:29:26,897 - pyskl - INFO - Epoch [51][1800/3405] lr: 1.863e-02, eta: 1 day, 0:37:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9688, loss_cls: 1.6451, loss: 1.6451 +2023-12-24 05:29:52,399 - pyskl - INFO - Epoch [51][1900/3405] lr: 1.862e-02, eta: 1 day, 0:37:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 1.6571, loss: 1.6571 +2023-12-24 05:30:17,783 - pyskl - INFO - Epoch [51][2000/3405] lr: 1.862e-02, eta: 1 day, 0:36:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9569, loss_cls: 1.7151, loss: 1.7151 +2023-12-24 05:30:43,147 - pyskl - INFO - Epoch [51][2100/3405] lr: 1.861e-02, eta: 1 day, 0:36:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9600, loss_cls: 1.6304, loss: 1.6304 +2023-12-24 05:31:08,791 - pyskl - INFO - Epoch [51][2200/3405] lr: 1.860e-02, eta: 1 day, 0:35:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9631, loss_cls: 1.6423, loss: 1.6423 +2023-12-24 05:31:33,944 - pyskl - INFO - Epoch [51][2300/3405] lr: 1.860e-02, eta: 1 day, 0:35:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9637, loss_cls: 1.6656, loss: 1.6656 +2023-12-24 05:31:59,188 - pyskl - INFO - Epoch [51][2400/3405] lr: 1.859e-02, eta: 1 day, 0:34:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 1.6411, loss: 1.6411 +2023-12-24 05:32:24,619 - pyskl - INFO - Epoch [51][2500/3405] lr: 1.858e-02, eta: 1 day, 0:34:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 1.6410, loss: 1.6410 +2023-12-24 05:32:50,147 - pyskl - INFO - Epoch [51][2600/3405] lr: 1.858e-02, eta: 1 day, 0:33:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9556, loss_cls: 1.7565, loss: 1.7565 +2023-12-24 05:33:15,514 - pyskl - INFO - Epoch [51][2700/3405] lr: 1.857e-02, eta: 1 day, 0:33:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9531, loss_cls: 1.7189, loss: 1.7189 +2023-12-24 05:33:40,756 - pyskl - INFO - Epoch [51][2800/3405] lr: 1.856e-02, eta: 1 day, 0:32:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9544, loss_cls: 1.7122, loss: 1.7122 +2023-12-24 05:34:05,758 - pyskl - INFO - Epoch [51][2900/3405] lr: 1.856e-02, eta: 1 day, 0:32:23, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9519, loss_cls: 1.7203, loss: 1.7203 +2023-12-24 05:34:30,766 - pyskl - INFO - Epoch [51][3000/3405] lr: 1.855e-02, eta: 1 day, 0:31:54, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9600, loss_cls: 1.7069, loss: 1.7069 +2023-12-24 05:34:55,770 - pyskl - INFO - Epoch [51][3100/3405] lr: 1.854e-02, eta: 1 day, 0:31:26, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9631, loss_cls: 1.6769, loss: 1.6769 +2023-12-24 05:35:20,791 - pyskl - INFO - Epoch [51][3200/3405] lr: 1.854e-02, eta: 1 day, 0:30:58, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9550, loss_cls: 1.7234, loss: 1.7234 +2023-12-24 05:35:45,958 - pyskl - INFO - Epoch [51][3300/3405] lr: 1.853e-02, eta: 1 day, 0:30:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9537, loss_cls: 1.6938, loss: 1.6938 +2023-12-24 05:36:11,139 - pyskl - INFO - Epoch [51][3400/3405] lr: 1.852e-02, eta: 1 day, 0:30:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9681, loss_cls: 1.6911, loss: 1.6911 +2023-12-24 05:36:13,174 - pyskl - INFO - Saving checkpoint at 51 epochs +2023-12-24 05:40:38,144 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 05:40:38,746 - pyskl - INFO - +top1_acc 0.7589 +top5_acc 0.9526 +2023-12-24 05:40:38,771 - pyskl - INFO - Epoch(val) [51][3718] top1_acc: 0.7589, top5_acc: 0.9526 +2023-12-24 05:41:32,140 - pyskl - INFO - Epoch [52][100/3405] lr: 1.852e-02, eta: 1 day, 0:30:24, time: 0.534, data_time: 0.280, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 1.6536, loss: 1.6536 +2023-12-24 05:41:57,809 - pyskl - INFO - Epoch [52][200/3405] lr: 1.851e-02, eta: 1 day, 0:29:57, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9600, loss_cls: 1.6662, loss: 1.6662 +2023-12-24 05:42:23,389 - pyskl - INFO - Epoch [52][300/3405] lr: 1.850e-02, eta: 1 day, 0:29:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9587, loss_cls: 1.6490, loss: 1.6490 +2023-12-24 05:42:49,229 - pyskl - INFO - Epoch [52][400/3405] lr: 1.850e-02, eta: 1 day, 0:29:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9581, loss_cls: 1.6552, loss: 1.6552 +2023-12-24 05:43:15,387 - pyskl - INFO - Epoch [52][500/3405] lr: 1.849e-02, eta: 1 day, 0:28:37, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9644, loss_cls: 1.6774, loss: 1.6774 +2023-12-24 05:43:41,055 - pyskl - INFO - Epoch [52][600/3405] lr: 1.848e-02, eta: 1 day, 0:28:09, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9669, loss_cls: 1.6534, loss: 1.6534 +2023-12-24 05:44:06,596 - pyskl - INFO - Epoch [52][700/3405] lr: 1.847e-02, eta: 1 day, 0:27:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9619, loss_cls: 1.6771, loss: 1.6771 +2023-12-24 05:44:32,016 - pyskl - INFO - Epoch [52][800/3405] lr: 1.847e-02, eta: 1 day, 0:27:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9537, loss_cls: 1.6430, loss: 1.6430 +2023-12-24 05:44:57,809 - pyskl - INFO - Epoch [52][900/3405] lr: 1.846e-02, eta: 1 day, 0:26:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9569, loss_cls: 1.6596, loss: 1.6596 +2023-12-24 05:45:23,273 - pyskl - INFO - Epoch [52][1000/3405] lr: 1.845e-02, eta: 1 day, 0:26:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9619, loss_cls: 1.6791, loss: 1.6791 +2023-12-24 05:45:48,723 - pyskl - INFO - Epoch [52][1100/3405] lr: 1.845e-02, eta: 1 day, 0:25:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9563, loss_cls: 1.6614, loss: 1.6614 +2023-12-24 05:46:14,423 - pyskl - INFO - Epoch [52][1200/3405] lr: 1.844e-02, eta: 1 day, 0:25:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9606, loss_cls: 1.6319, loss: 1.6319 +2023-12-24 05:46:39,951 - pyskl - INFO - Epoch [52][1300/3405] lr: 1.843e-02, eta: 1 day, 0:24:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9569, loss_cls: 1.7422, loss: 1.7422 +2023-12-24 05:47:05,595 - pyskl - INFO - Epoch [52][1400/3405] lr: 1.843e-02, eta: 1 day, 0:24:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 1.6152, loss: 1.6152 +2023-12-24 05:47:31,103 - pyskl - INFO - Epoch [52][1500/3405] lr: 1.842e-02, eta: 1 day, 0:24:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 1.6643, loss: 1.6643 +2023-12-24 05:47:56,627 - pyskl - INFO - Epoch [52][1600/3405] lr: 1.841e-02, eta: 1 day, 0:23:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9519, loss_cls: 1.7264, loss: 1.7264 +2023-12-24 05:48:21,853 - pyskl - INFO - Epoch [52][1700/3405] lr: 1.841e-02, eta: 1 day, 0:23:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9606, loss_cls: 1.7090, loss: 1.7090 +2023-12-24 05:48:47,389 - pyskl - INFO - Epoch [52][1800/3405] lr: 1.840e-02, eta: 1 day, 0:22:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 1.6334, loss: 1.6334 +2023-12-24 05:49:12,830 - pyskl - INFO - Epoch [52][1900/3405] lr: 1.839e-02, eta: 1 day, 0:22:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9675, loss_cls: 1.6302, loss: 1.6302 +2023-12-24 05:49:38,111 - pyskl - INFO - Epoch [52][2000/3405] lr: 1.839e-02, eta: 1 day, 0:21:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9569, loss_cls: 1.6768, loss: 1.6768 +2023-12-24 05:50:03,832 - pyskl - INFO - Epoch [52][2100/3405] lr: 1.838e-02, eta: 1 day, 0:21:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9637, loss_cls: 1.6498, loss: 1.6498 +2023-12-24 05:50:29,231 - pyskl - INFO - Epoch [52][2200/3405] lr: 1.837e-02, eta: 1 day, 0:20:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9594, loss_cls: 1.6584, loss: 1.6584 +2023-12-24 05:50:54,578 - pyskl - INFO - Epoch [52][2300/3405] lr: 1.837e-02, eta: 1 day, 0:20:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9613, loss_cls: 1.7174, loss: 1.7174 +2023-12-24 05:51:19,954 - pyskl - INFO - Epoch [52][2400/3405] lr: 1.836e-02, eta: 1 day, 0:19:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9663, loss_cls: 1.6611, loss: 1.6611 +2023-12-24 05:51:45,393 - pyskl - INFO - Epoch [52][2500/3405] lr: 1.835e-02, eta: 1 day, 0:19:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9619, loss_cls: 1.6616, loss: 1.6616 +2023-12-24 05:52:10,707 - pyskl - INFO - Epoch [52][2600/3405] lr: 1.835e-02, eta: 1 day, 0:18:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9537, loss_cls: 1.7232, loss: 1.7232 +2023-12-24 05:52:36,085 - pyskl - INFO - Epoch [52][2700/3405] lr: 1.834e-02, eta: 1 day, 0:18:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9738, loss_cls: 1.6255, loss: 1.6255 +2023-12-24 05:53:01,355 - pyskl - INFO - Epoch [52][2800/3405] lr: 1.833e-02, eta: 1 day, 0:18:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 1.6187, loss: 1.6187 +2023-12-24 05:53:26,674 - pyskl - INFO - Epoch [52][2900/3405] lr: 1.833e-02, eta: 1 day, 0:17:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9581, loss_cls: 1.6600, loss: 1.6600 +2023-12-24 05:53:52,103 - pyskl - INFO - Epoch [52][3000/3405] lr: 1.832e-02, eta: 1 day, 0:17:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9613, loss_cls: 1.6277, loss: 1.6277 +2023-12-24 05:54:17,386 - pyskl - INFO - Epoch [52][3100/3405] lr: 1.831e-02, eta: 1 day, 0:16:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9563, loss_cls: 1.6907, loss: 1.6907 +2023-12-24 05:54:42,555 - pyskl - INFO - Epoch [52][3200/3405] lr: 1.831e-02, eta: 1 day, 0:16:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9613, loss_cls: 1.6892, loss: 1.6892 +2023-12-24 05:55:07,890 - pyskl - INFO - Epoch [52][3300/3405] lr: 1.830e-02, eta: 1 day, 0:15:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9613, loss_cls: 1.6583, loss: 1.6583 +2023-12-24 05:55:33,353 - pyskl - INFO - Epoch [52][3400/3405] lr: 1.829e-02, eta: 1 day, 0:15:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9688, loss_cls: 1.6288, loss: 1.6288 +2023-12-24 05:55:35,300 - pyskl - INFO - Saving checkpoint at 52 epochs +2023-12-24 06:00:00,244 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 06:00:00,878 - pyskl - INFO - +top1_acc 0.7330 +top5_acc 0.9418 +2023-12-24 06:00:00,912 - pyskl - INFO - Epoch(val) [52][3718] top1_acc: 0.7330, top5_acc: 0.9418 +2023-12-24 06:00:56,475 - pyskl - INFO - Epoch [53][100/3405] lr: 1.828e-02, eta: 1 day, 0:15:43, time: 0.556, data_time: 0.300, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9700, loss_cls: 1.6097, loss: 1.6097 +2023-12-24 06:01:22,014 - pyskl - INFO - Epoch [53][200/3405] lr: 1.828e-02, eta: 1 day, 0:15:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9531, loss_cls: 1.6962, loss: 1.6962 +2023-12-24 06:01:47,603 - pyskl - INFO - Epoch [53][300/3405] lr: 1.827e-02, eta: 1 day, 0:14:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 1.6388, loss: 1.6388 +2023-12-24 06:02:13,118 - pyskl - INFO - Epoch [53][400/3405] lr: 1.826e-02, eta: 1 day, 0:14:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9631, loss_cls: 1.6683, loss: 1.6683 +2023-12-24 06:02:39,090 - pyskl - INFO - Epoch [53][500/3405] lr: 1.826e-02, eta: 1 day, 0:13:54, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9613, loss_cls: 1.6948, loss: 1.6948 +2023-12-24 06:03:04,785 - pyskl - INFO - Epoch [53][600/3405] lr: 1.825e-02, eta: 1 day, 0:13:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9631, loss_cls: 1.6131, loss: 1.6131 +2023-12-24 06:03:30,221 - pyskl - INFO - Epoch [53][700/3405] lr: 1.824e-02, eta: 1 day, 0:12:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9587, loss_cls: 1.6691, loss: 1.6691 +2023-12-24 06:03:55,696 - pyskl - INFO - Epoch [53][800/3405] lr: 1.824e-02, eta: 1 day, 0:12:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 1.6045, loss: 1.6045 +2023-12-24 06:04:21,350 - pyskl - INFO - Epoch [53][900/3405] lr: 1.823e-02, eta: 1 day, 0:12:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9525, loss_cls: 1.7186, loss: 1.7186 +2023-12-24 06:04:46,852 - pyskl - INFO - Epoch [53][1000/3405] lr: 1.822e-02, eta: 1 day, 0:11:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 1.5749, loss: 1.5749 +2023-12-24 06:05:12,450 - pyskl - INFO - Epoch [53][1100/3405] lr: 1.822e-02, eta: 1 day, 0:11:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9681, loss_cls: 1.6427, loss: 1.6427 +2023-12-24 06:05:37,838 - pyskl - INFO - Epoch [53][1200/3405] lr: 1.821e-02, eta: 1 day, 0:10:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9613, loss_cls: 1.6898, loss: 1.6898 +2023-12-24 06:06:03,391 - pyskl - INFO - Epoch [53][1300/3405] lr: 1.820e-02, eta: 1 day, 0:10:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9594, loss_cls: 1.6883, loss: 1.6883 +2023-12-24 06:06:28,751 - pyskl - INFO - Epoch [53][1400/3405] lr: 1.820e-02, eta: 1 day, 0:09:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9675, loss_cls: 1.6783, loss: 1.6783 +2023-12-24 06:06:53,826 - pyskl - INFO - Epoch [53][1500/3405] lr: 1.819e-02, eta: 1 day, 0:09:19, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9581, loss_cls: 1.6430, loss: 1.6430 +2023-12-24 06:07:18,899 - pyskl - INFO - Epoch [53][1600/3405] lr: 1.818e-02, eta: 1 day, 0:08:51, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 1.6635, loss: 1.6635 +2023-12-24 06:07:43,938 - pyskl - INFO - Epoch [53][1700/3405] lr: 1.818e-02, eta: 1 day, 0:08:22, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 1.6114, loss: 1.6114 +2023-12-24 06:08:08,988 - pyskl - INFO - Epoch [53][1800/3405] lr: 1.817e-02, eta: 1 day, 0:07:54, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9619, loss_cls: 1.6845, loss: 1.6845 +2023-12-24 06:08:34,013 - pyskl - INFO - Epoch [53][1900/3405] lr: 1.816e-02, eta: 1 day, 0:07:26, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9637, loss_cls: 1.6275, loss: 1.6275 +2023-12-24 06:08:59,375 - pyskl - INFO - Epoch [53][2000/3405] lr: 1.815e-02, eta: 1 day, 0:06:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9613, loss_cls: 1.6428, loss: 1.6428 +2023-12-24 06:09:24,457 - pyskl - INFO - Epoch [53][2100/3405] lr: 1.815e-02, eta: 1 day, 0:06:30, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 1.6595, loss: 1.6595 +2023-12-24 06:09:49,598 - pyskl - INFO - Epoch [53][2200/3405] lr: 1.814e-02, eta: 1 day, 0:06:02, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9600, loss_cls: 1.7215, loss: 1.7215 +2023-12-24 06:10:14,756 - pyskl - INFO - Epoch [53][2300/3405] lr: 1.813e-02, eta: 1 day, 0:05:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9631, loss_cls: 1.6546, loss: 1.6546 +2023-12-24 06:10:39,985 - pyskl - INFO - Epoch [53][2400/3405] lr: 1.813e-02, eta: 1 day, 0:05:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9556, loss_cls: 1.6573, loss: 1.6573 +2023-12-24 06:11:05,148 - pyskl - INFO - Epoch [53][2500/3405] lr: 1.812e-02, eta: 1 day, 0:04:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9644, loss_cls: 1.6577, loss: 1.6577 +2023-12-24 06:11:30,472 - pyskl - INFO - Epoch [53][2600/3405] lr: 1.811e-02, eta: 1 day, 0:04:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9644, loss_cls: 1.6161, loss: 1.6161 +2023-12-24 06:11:55,863 - pyskl - INFO - Epoch [53][2700/3405] lr: 1.811e-02, eta: 1 day, 0:03:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9700, loss_cls: 1.6485, loss: 1.6485 +2023-12-24 06:12:21,341 - pyskl - INFO - Epoch [53][2800/3405] lr: 1.810e-02, eta: 1 day, 0:03:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9594, loss_cls: 1.6816, loss: 1.6816 +2023-12-24 06:12:46,619 - pyskl - INFO - Epoch [53][2900/3405] lr: 1.809e-02, eta: 1 day, 0:02:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9563, loss_cls: 1.6411, loss: 1.6411 +2023-12-24 06:13:11,812 - pyskl - INFO - Epoch [53][3000/3405] lr: 1.809e-02, eta: 1 day, 0:02:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9650, loss_cls: 1.6566, loss: 1.6566 +2023-12-24 06:13:37,117 - pyskl - INFO - Epoch [53][3100/3405] lr: 1.808e-02, eta: 1 day, 0:01:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9681, loss_cls: 1.6260, loss: 1.6260 +2023-12-24 06:14:02,431 - pyskl - INFO - Epoch [53][3200/3405] lr: 1.807e-02, eta: 1 day, 0:01:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9563, loss_cls: 1.7142, loss: 1.7142 +2023-12-24 06:14:27,629 - pyskl - INFO - Epoch [53][3300/3405] lr: 1.807e-02, eta: 1 day, 0:00:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9600, loss_cls: 1.6609, loss: 1.6609 +2023-12-24 06:14:52,629 - pyskl - INFO - Epoch [53][3400/3405] lr: 1.806e-02, eta: 1 day, 0:00:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9581, loss_cls: 1.6370, loss: 1.6370 +2023-12-24 06:14:54,526 - pyskl - INFO - Saving checkpoint at 53 epochs +2023-12-24 06:19:19,925 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 06:19:20,543 - pyskl - INFO - +top1_acc 0.7390 +top5_acc 0.9428 +2023-12-24 06:19:20,576 - pyskl - INFO - Epoch(val) [53][3718] top1_acc: 0.7390, top5_acc: 0.9428 +2023-12-24 06:20:14,394 - pyskl - INFO - Epoch [54][100/3405] lr: 1.805e-02, eta: 1 day, 0:00:48, time: 0.538, data_time: 0.284, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9688, loss_cls: 1.6041, loss: 1.6041 +2023-12-24 06:20:40,141 - pyskl - INFO - Epoch [54][200/3405] lr: 1.804e-02, eta: 1 day, 0:00:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 1.5759, loss: 1.5759 +2023-12-24 06:21:06,087 - pyskl - INFO - Epoch [54][300/3405] lr: 1.804e-02, eta: 23:59:55, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9688, loss_cls: 1.6246, loss: 1.6246 +2023-12-24 06:21:31,747 - pyskl - INFO - Epoch [54][400/3405] lr: 1.803e-02, eta: 23:59:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9594, loss_cls: 1.6335, loss: 1.6335 +2023-12-24 06:21:57,621 - pyskl - INFO - Epoch [54][500/3405] lr: 1.802e-02, eta: 23:59:01, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9550, loss_cls: 1.7167, loss: 1.7167 +2023-12-24 06:22:23,544 - pyskl - INFO - Epoch [54][600/3405] lr: 1.802e-02, eta: 23:58:34, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9637, loss_cls: 1.6173, loss: 1.6173 +2023-12-24 06:22:49,178 - pyskl - INFO - Epoch [54][700/3405] lr: 1.801e-02, eta: 23:58:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9663, loss_cls: 1.6705, loss: 1.6705 +2023-12-24 06:23:14,542 - pyskl - INFO - Epoch [54][800/3405] lr: 1.800e-02, eta: 23:57:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9631, loss_cls: 1.6723, loss: 1.6723 +2023-12-24 06:23:39,918 - pyskl - INFO - Epoch [54][900/3405] lr: 1.800e-02, eta: 23:57:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9625, loss_cls: 1.6834, loss: 1.6834 +2023-12-24 06:24:05,608 - pyskl - INFO - Epoch [54][1000/3405] lr: 1.799e-02, eta: 23:56:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9613, loss_cls: 1.6323, loss: 1.6323 +2023-12-24 06:24:31,399 - pyskl - INFO - Epoch [54][1100/3405] lr: 1.798e-02, eta: 23:56:18, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9750, loss_cls: 1.6032, loss: 1.6032 +2023-12-24 06:24:56,996 - pyskl - INFO - Epoch [54][1200/3405] lr: 1.798e-02, eta: 23:55:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9637, loss_cls: 1.6520, loss: 1.6520 +2023-12-24 06:25:22,154 - pyskl - INFO - Epoch [54][1300/3405] lr: 1.797e-02, eta: 23:55:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9706, loss_cls: 1.6716, loss: 1.6716 +2023-12-24 06:25:47,184 - pyskl - INFO - Epoch [54][1400/3405] lr: 1.796e-02, eta: 23:54:54, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9631, loss_cls: 1.6584, loss: 1.6584 +2023-12-24 06:26:12,212 - pyskl - INFO - Epoch [54][1500/3405] lr: 1.795e-02, eta: 23:54:26, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9600, loss_cls: 1.6485, loss: 1.6485 +2023-12-24 06:26:37,257 - pyskl - INFO - Epoch [54][1600/3405] lr: 1.795e-02, eta: 23:53:58, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 1.6250, loss: 1.6250 +2023-12-24 06:27:02,296 - pyskl - INFO - Epoch [54][1700/3405] lr: 1.794e-02, eta: 23:53:29, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9487, loss_cls: 1.6854, loss: 1.6854 +2023-12-24 06:27:27,320 - pyskl - INFO - Epoch [54][1800/3405] lr: 1.793e-02, eta: 23:53:01, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9675, loss_cls: 1.6306, loss: 1.6306 +2023-12-24 06:27:52,340 - pyskl - INFO - Epoch [54][1900/3405] lr: 1.793e-02, eta: 23:52:33, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9594, loss_cls: 1.6895, loss: 1.6895 +2023-12-24 06:28:17,356 - pyskl - INFO - Epoch [54][2000/3405] lr: 1.792e-02, eta: 23:52:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9563, loss_cls: 1.6834, loss: 1.6834 +2023-12-24 06:28:42,416 - pyskl - INFO - Epoch [54][2100/3405] lr: 1.791e-02, eta: 23:51:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9556, loss_cls: 1.6726, loss: 1.6726 +2023-12-24 06:29:07,630 - pyskl - INFO - Epoch [54][2200/3405] lr: 1.791e-02, eta: 23:51:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 1.6109, loss: 1.6109 +2023-12-24 06:29:33,329 - pyskl - INFO - Epoch [54][2300/3405] lr: 1.790e-02, eta: 23:50:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9631, loss_cls: 1.6422, loss: 1.6422 +2023-12-24 06:29:58,889 - pyskl - INFO - Epoch [54][2400/3405] lr: 1.789e-02, eta: 23:50:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9581, loss_cls: 1.6427, loss: 1.6427 +2023-12-24 06:30:24,269 - pyskl - INFO - Epoch [54][2500/3405] lr: 1.789e-02, eta: 23:49:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9619, loss_cls: 1.6021, loss: 1.6021 +2023-12-24 06:30:49,607 - pyskl - INFO - Epoch [54][2600/3405] lr: 1.788e-02, eta: 23:49:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9587, loss_cls: 1.6784, loss: 1.6784 +2023-12-24 06:31:14,937 - pyskl - INFO - Epoch [54][2700/3405] lr: 1.787e-02, eta: 23:48:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9625, loss_cls: 1.6108, loss: 1.6108 +2023-12-24 06:31:40,217 - pyskl - INFO - Epoch [54][2800/3405] lr: 1.786e-02, eta: 23:48:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9644, loss_cls: 1.6942, loss: 1.6942 +2023-12-24 06:32:05,528 - pyskl - INFO - Epoch [54][2900/3405] lr: 1.786e-02, eta: 23:47:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9625, loss_cls: 1.6594, loss: 1.6594 +2023-12-24 06:32:31,037 - pyskl - INFO - Epoch [54][3000/3405] lr: 1.785e-02, eta: 23:47:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9525, loss_cls: 1.6940, loss: 1.6940 +2023-12-24 06:32:56,594 - pyskl - INFO - Epoch [54][3100/3405] lr: 1.784e-02, eta: 23:47:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 1.6538, loss: 1.6538 +2023-12-24 06:33:22,084 - pyskl - INFO - Epoch [54][3200/3405] lr: 1.784e-02, eta: 23:46:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9563, loss_cls: 1.6617, loss: 1.6617 +2023-12-24 06:33:47,433 - pyskl - INFO - Epoch [54][3300/3405] lr: 1.783e-02, eta: 23:46:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9619, loss_cls: 1.7002, loss: 1.7002 +2023-12-24 06:34:12,763 - pyskl - INFO - Epoch [54][3400/3405] lr: 1.782e-02, eta: 23:45:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9613, loss_cls: 1.6795, loss: 1.6795 +2023-12-24 06:34:14,683 - pyskl - INFO - Saving checkpoint at 54 epochs +2023-12-24 06:38:39,087 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 06:38:39,692 - pyskl - INFO - +top1_acc 0.7308 +top5_acc 0.9404 +2023-12-24 06:38:39,717 - pyskl - INFO - Epoch(val) [54][3718] top1_acc: 0.7308, top5_acc: 0.9404 +2023-12-24 06:39:33,745 - pyskl - INFO - Epoch [55][100/3405] lr: 1.782e-02, eta: 23:45:58, time: 0.540, data_time: 0.284, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9731, loss_cls: 1.6255, loss: 1.6255 +2023-12-24 06:39:59,356 - pyskl - INFO - Epoch [55][200/3405] lr: 1.781e-02, eta: 23:45:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9744, loss_cls: 1.5662, loss: 1.5662 +2023-12-24 06:40:24,912 - pyskl - INFO - Epoch [55][300/3405] lr: 1.780e-02, eta: 23:45:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9775, loss_cls: 1.5629, loss: 1.5629 +2023-12-24 06:40:50,681 - pyskl - INFO - Epoch [55][400/3405] lr: 1.779e-02, eta: 23:44:37, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9550, loss_cls: 1.7024, loss: 1.7024 +2023-12-24 06:41:16,726 - pyskl - INFO - Epoch [55][500/3405] lr: 1.779e-02, eta: 23:44:10, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9469, loss_cls: 1.7151, loss: 1.7151 +2023-12-24 06:41:42,669 - pyskl - INFO - Epoch [55][600/3405] lr: 1.778e-02, eta: 23:43:44, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 1.6256, loss: 1.6256 +2023-12-24 06:42:08,195 - pyskl - INFO - Epoch [55][700/3405] lr: 1.777e-02, eta: 23:43:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9650, loss_cls: 1.6548, loss: 1.6548 +2023-12-24 06:42:33,760 - pyskl - INFO - Epoch [55][800/3405] lr: 1.777e-02, eta: 23:42:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9675, loss_cls: 1.6070, loss: 1.6070 +2023-12-24 06:42:59,639 - pyskl - INFO - Epoch [55][900/3405] lr: 1.776e-02, eta: 23:42:23, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 1.6264, loss: 1.6264 +2023-12-24 06:43:25,422 - pyskl - INFO - Epoch [55][1000/3405] lr: 1.775e-02, eta: 23:41:56, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9706, loss_cls: 1.6085, loss: 1.6085 +2023-12-24 06:43:51,002 - pyskl - INFO - Epoch [55][1100/3405] lr: 1.775e-02, eta: 23:41:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 1.6555, loss: 1.6555 +2023-12-24 06:44:16,537 - pyskl - INFO - Epoch [55][1200/3405] lr: 1.774e-02, eta: 23:41:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9556, loss_cls: 1.6596, loss: 1.6596 +2023-12-24 06:44:41,974 - pyskl - INFO - Epoch [55][1300/3405] lr: 1.773e-02, eta: 23:40:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 1.6110, loss: 1.6110 +2023-12-24 06:45:07,210 - pyskl - INFO - Epoch [55][1400/3405] lr: 1.772e-02, eta: 23:40:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9656, loss_cls: 1.6863, loss: 1.6863 +2023-12-24 06:45:32,592 - pyskl - INFO - Epoch [55][1500/3405] lr: 1.772e-02, eta: 23:39:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9587, loss_cls: 1.6415, loss: 1.6415 +2023-12-24 06:45:57,988 - pyskl - INFO - Epoch [55][1600/3405] lr: 1.771e-02, eta: 23:39:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9600, loss_cls: 1.6979, loss: 1.6979 +2023-12-24 06:46:23,280 - pyskl - INFO - Epoch [55][1700/3405] lr: 1.770e-02, eta: 23:38:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9663, loss_cls: 1.6036, loss: 1.6036 +2023-12-24 06:46:48,600 - pyskl - INFO - Epoch [55][1800/3405] lr: 1.770e-02, eta: 23:38:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9675, loss_cls: 1.6972, loss: 1.6972 +2023-12-24 06:47:13,982 - pyskl - INFO - Epoch [55][1900/3405] lr: 1.769e-02, eta: 23:37:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9663, loss_cls: 1.6601, loss: 1.6601 +2023-12-24 06:47:39,349 - pyskl - INFO - Epoch [55][2000/3405] lr: 1.768e-02, eta: 23:37:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9619, loss_cls: 1.6864, loss: 1.6864 +2023-12-24 06:48:04,773 - pyskl - INFO - Epoch [55][2100/3405] lr: 1.768e-02, eta: 23:36:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9563, loss_cls: 1.6767, loss: 1.6767 +2023-12-24 06:48:30,274 - pyskl - INFO - Epoch [55][2200/3405] lr: 1.767e-02, eta: 23:36:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9587, loss_cls: 1.6955, loss: 1.6955 +2023-12-24 06:48:55,636 - pyskl - INFO - Epoch [55][2300/3405] lr: 1.766e-02, eta: 23:35:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 1.6712, loss: 1.6712 +2023-12-24 06:49:21,161 - pyskl - INFO - Epoch [55][2400/3405] lr: 1.765e-02, eta: 23:35:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9600, loss_cls: 1.6626, loss: 1.6626 +2023-12-24 06:49:46,460 - pyskl - INFO - Epoch [55][2500/3405] lr: 1.765e-02, eta: 23:35:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9625, loss_cls: 1.6825, loss: 1.6825 +2023-12-24 06:50:11,720 - pyskl - INFO - Epoch [55][2600/3405] lr: 1.764e-02, eta: 23:34:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9569, loss_cls: 1.6740, loss: 1.6740 +2023-12-24 06:50:36,760 - pyskl - INFO - Epoch [55][2700/3405] lr: 1.763e-02, eta: 23:34:07, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9650, loss_cls: 1.6587, loss: 1.6587 +2023-12-24 06:51:02,234 - pyskl - INFO - Epoch [55][2800/3405] lr: 1.763e-02, eta: 23:33:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9600, loss_cls: 1.6636, loss: 1.6636 +2023-12-24 06:51:27,695 - pyskl - INFO - Epoch [55][2900/3405] lr: 1.762e-02, eta: 23:33:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9613, loss_cls: 1.6725, loss: 1.6725 +2023-12-24 06:51:53,176 - pyskl - INFO - Epoch [55][3000/3405] lr: 1.761e-02, eta: 23:32:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9569, loss_cls: 1.7060, loss: 1.7060 +2023-12-24 06:52:18,664 - pyskl - INFO - Epoch [55][3100/3405] lr: 1.761e-02, eta: 23:32:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9587, loss_cls: 1.7155, loss: 1.7155 +2023-12-24 06:52:44,072 - pyskl - INFO - Epoch [55][3200/3405] lr: 1.760e-02, eta: 23:31:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9581, loss_cls: 1.7128, loss: 1.7128 +2023-12-24 06:53:09,545 - pyskl - INFO - Epoch [55][3300/3405] lr: 1.759e-02, eta: 23:31:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9550, loss_cls: 1.6774, loss: 1.6774 +2023-12-24 06:53:34,928 - pyskl - INFO - Epoch [55][3400/3405] lr: 1.758e-02, eta: 23:30:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9669, loss_cls: 1.6526, loss: 1.6526 +2023-12-24 06:53:37,017 - pyskl - INFO - Saving checkpoint at 55 epochs +2023-12-24 06:58:01,574 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 06:58:02,182 - pyskl - INFO - +top1_acc 0.7585 +top5_acc 0.9503 +2023-12-24 06:58:02,207 - pyskl - INFO - Epoch(val) [55][3718] top1_acc: 0.7585, top5_acc: 0.9503 +2023-12-24 06:58:55,933 - pyskl - INFO - Epoch [56][100/3405] lr: 1.758e-02, eta: 23:31:13, time: 0.537, data_time: 0.279, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9719, loss_cls: 1.6196, loss: 1.6196 +2023-12-24 06:59:21,443 - pyskl - INFO - Epoch [56][200/3405] lr: 1.757e-02, eta: 23:30:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9631, loss_cls: 1.6263, loss: 1.6263 +2023-12-24 06:59:46,884 - pyskl - INFO - Epoch [56][300/3405] lr: 1.756e-02, eta: 23:30:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9600, loss_cls: 1.6322, loss: 1.6322 +2023-12-24 07:00:12,948 - pyskl - INFO - Epoch [56][400/3405] lr: 1.756e-02, eta: 23:29:51, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9625, loss_cls: 1.6831, loss: 1.6831 +2023-12-24 07:00:39,099 - pyskl - INFO - Epoch [56][500/3405] lr: 1.755e-02, eta: 23:29:25, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9750, loss_cls: 1.5813, loss: 1.5813 +2023-12-24 07:01:05,021 - pyskl - INFO - Epoch [56][600/3405] lr: 1.754e-02, eta: 23:28:58, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9663, loss_cls: 1.6494, loss: 1.6494 +2023-12-24 07:01:30,596 - pyskl - INFO - Epoch [56][700/3405] lr: 1.754e-02, eta: 23:28:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9581, loss_cls: 1.7003, loss: 1.7003 +2023-12-24 07:01:56,045 - pyskl - INFO - Epoch [56][800/3405] lr: 1.753e-02, eta: 23:28:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9625, loss_cls: 1.6560, loss: 1.6560 +2023-12-24 07:02:21,453 - pyskl - INFO - Epoch [56][900/3405] lr: 1.752e-02, eta: 23:27:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9619, loss_cls: 1.6308, loss: 1.6308 +2023-12-24 07:02:47,176 - pyskl - INFO - Epoch [56][1000/3405] lr: 1.751e-02, eta: 23:27:09, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9575, loss_cls: 1.6344, loss: 1.6344 +2023-12-24 07:03:12,815 - pyskl - INFO - Epoch [56][1100/3405] lr: 1.751e-02, eta: 23:26:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9675, loss_cls: 1.6399, loss: 1.6399 +2023-12-24 07:03:38,405 - pyskl - INFO - Epoch [56][1200/3405] lr: 1.750e-02, eta: 23:26:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9706, loss_cls: 1.6511, loss: 1.6511 +2023-12-24 07:04:03,752 - pyskl - INFO - Epoch [56][1300/3405] lr: 1.749e-02, eta: 23:25:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 1.6511, loss: 1.6511 +2023-12-24 07:04:29,338 - pyskl - INFO - Epoch [56][1400/3405] lr: 1.749e-02, eta: 23:25:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 1.6293, loss: 1.6293 +2023-12-24 07:04:54,693 - pyskl - INFO - Epoch [56][1500/3405] lr: 1.748e-02, eta: 23:24:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9644, loss_cls: 1.6721, loss: 1.6721 +2023-12-24 07:05:19,993 - pyskl - INFO - Epoch [56][1600/3405] lr: 1.747e-02, eta: 23:24:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9637, loss_cls: 1.6048, loss: 1.6048 +2023-12-24 07:05:45,351 - pyskl - INFO - Epoch [56][1700/3405] lr: 1.746e-02, eta: 23:23:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9712, loss_cls: 1.6297, loss: 1.6297 +2023-12-24 07:06:10,677 - pyskl - INFO - Epoch [56][1800/3405] lr: 1.746e-02, eta: 23:23:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9663, loss_cls: 1.6414, loss: 1.6414 +2023-12-24 07:06:36,053 - pyskl - INFO - Epoch [56][1900/3405] lr: 1.745e-02, eta: 23:23:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9656, loss_cls: 1.7152, loss: 1.7152 +2023-12-24 07:07:01,477 - pyskl - INFO - Epoch [56][2000/3405] lr: 1.744e-02, eta: 23:22:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 1.6030, loss: 1.6030 +2023-12-24 07:07:26,917 - pyskl - INFO - Epoch [56][2100/3405] lr: 1.744e-02, eta: 23:22:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9656, loss_cls: 1.6517, loss: 1.6517 +2023-12-24 07:07:52,239 - pyskl - INFO - Epoch [56][2200/3405] lr: 1.743e-02, eta: 23:21:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9581, loss_cls: 1.6372, loss: 1.6372 +2023-12-24 07:08:17,630 - pyskl - INFO - Epoch [56][2300/3405] lr: 1.742e-02, eta: 23:21:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9656, loss_cls: 1.6735, loss: 1.6735 +2023-12-24 07:08:42,984 - pyskl - INFO - Epoch [56][2400/3405] lr: 1.742e-02, eta: 23:20:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9650, loss_cls: 1.6283, loss: 1.6283 +2023-12-24 07:09:08,545 - pyskl - INFO - Epoch [56][2500/3405] lr: 1.741e-02, eta: 23:20:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9631, loss_cls: 1.6914, loss: 1.6914 +2023-12-24 07:09:33,787 - pyskl - INFO - Epoch [56][2600/3405] lr: 1.740e-02, eta: 23:19:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9600, loss_cls: 1.7012, loss: 1.7012 +2023-12-24 07:09:59,321 - pyskl - INFO - Epoch [56][2700/3405] lr: 1.739e-02, eta: 23:19:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 1.6174, loss: 1.6174 +2023-12-24 07:10:24,857 - pyskl - INFO - Epoch [56][2800/3405] lr: 1.739e-02, eta: 23:18:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9531, loss_cls: 1.6964, loss: 1.6964 +2023-12-24 07:10:50,441 - pyskl - INFO - Epoch [56][2900/3405] lr: 1.738e-02, eta: 23:18:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9738, loss_cls: 1.5915, loss: 1.5915 +2023-12-24 07:11:15,896 - pyskl - INFO - Epoch [56][3000/3405] lr: 1.737e-02, eta: 23:18:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 1.6395, loss: 1.6395 +2023-12-24 07:11:41,427 - pyskl - INFO - Epoch [56][3100/3405] lr: 1.737e-02, eta: 23:17:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9513, loss_cls: 1.7239, loss: 1.7239 +2023-12-24 07:12:06,741 - pyskl - INFO - Epoch [56][3200/3405] lr: 1.736e-02, eta: 23:17:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 1.6637, loss: 1.6637 +2023-12-24 07:12:32,053 - pyskl - INFO - Epoch [56][3300/3405] lr: 1.735e-02, eta: 23:16:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 1.6836, loss: 1.6836 +2023-12-24 07:12:57,650 - pyskl - INFO - Epoch [56][3400/3405] lr: 1.734e-02, eta: 23:16:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9600, loss_cls: 1.6808, loss: 1.6808 +2023-12-24 07:12:59,778 - pyskl - INFO - Saving checkpoint at 56 epochs +2023-12-24 07:17:25,006 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 07:17:25,679 - pyskl - INFO - +top1_acc 0.7569 +top5_acc 0.9517 +2023-12-24 07:17:25,707 - pyskl - INFO - Epoch(val) [56][3718] top1_acc: 0.7569, top5_acc: 0.9517 +2023-12-24 07:18:20,382 - pyskl - INFO - Epoch [57][100/3405] lr: 1.734e-02, eta: 23:16:29, time: 0.547, data_time: 0.294, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9650, loss_cls: 1.6399, loss: 1.6399 +2023-12-24 07:18:46,004 - pyskl - INFO - Epoch [57][200/3405] lr: 1.733e-02, eta: 23:16:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 1.5896, loss: 1.5896 +2023-12-24 07:19:11,800 - pyskl - INFO - Epoch [57][300/3405] lr: 1.732e-02, eta: 23:15:35, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9656, loss_cls: 1.5864, loss: 1.5864 +2023-12-24 07:19:37,494 - pyskl - INFO - Epoch [57][400/3405] lr: 1.732e-02, eta: 23:15:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9594, loss_cls: 1.6552, loss: 1.6552 +2023-12-24 07:20:03,373 - pyskl - INFO - Epoch [57][500/3405] lr: 1.731e-02, eta: 23:14:41, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 1.6106, loss: 1.6106 +2023-12-24 07:20:29,408 - pyskl - INFO - Epoch [57][600/3405] lr: 1.730e-02, eta: 23:14:15, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9600, loss_cls: 1.6683, loss: 1.6683 +2023-12-24 07:20:55,003 - pyskl - INFO - Epoch [57][700/3405] lr: 1.729e-02, eta: 23:13:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9556, loss_cls: 1.6407, loss: 1.6407 +2023-12-24 07:21:20,211 - pyskl - INFO - Epoch [57][800/3405] lr: 1.729e-02, eta: 23:13:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9688, loss_cls: 1.6408, loss: 1.6408 +2023-12-24 07:21:45,663 - pyskl - INFO - Epoch [57][900/3405] lr: 1.728e-02, eta: 23:12:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9637, loss_cls: 1.5586, loss: 1.5586 +2023-12-24 07:22:11,360 - pyskl - INFO - Epoch [57][1000/3405] lr: 1.727e-02, eta: 23:12:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 1.5973, loss: 1.5973 +2023-12-24 07:22:36,947 - pyskl - INFO - Epoch [57][1100/3405] lr: 1.727e-02, eta: 23:11:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9619, loss_cls: 1.6647, loss: 1.6647 +2023-12-24 07:23:02,540 - pyskl - INFO - Epoch [57][1200/3405] lr: 1.726e-02, eta: 23:11:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 1.6260, loss: 1.6260 +2023-12-24 07:23:28,071 - pyskl - INFO - Epoch [57][1300/3405] lr: 1.725e-02, eta: 23:11:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9669, loss_cls: 1.6418, loss: 1.6418 +2023-12-24 07:23:53,515 - pyskl - INFO - Epoch [57][1400/3405] lr: 1.724e-02, eta: 23:10:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9631, loss_cls: 1.6896, loss: 1.6896 +2023-12-24 07:24:18,803 - pyskl - INFO - Epoch [57][1500/3405] lr: 1.724e-02, eta: 23:10:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9725, loss_cls: 1.6162, loss: 1.6162 +2023-12-24 07:24:44,420 - pyskl - INFO - Epoch [57][1600/3405] lr: 1.723e-02, eta: 23:09:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9619, loss_cls: 1.6964, loss: 1.6964 +2023-12-24 07:25:09,768 - pyskl - INFO - Epoch [57][1700/3405] lr: 1.722e-02, eta: 23:09:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9594, loss_cls: 1.6541, loss: 1.6541 +2023-12-24 07:25:35,272 - pyskl - INFO - Epoch [57][1800/3405] lr: 1.722e-02, eta: 23:08:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9669, loss_cls: 1.6360, loss: 1.6360 +2023-12-24 07:26:00,807 - pyskl - INFO - Epoch [57][1900/3405] lr: 1.721e-02, eta: 23:08:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 1.5601, loss: 1.5601 +2023-12-24 07:26:26,236 - pyskl - INFO - Epoch [57][2000/3405] lr: 1.720e-02, eta: 23:07:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 1.5682, loss: 1.5682 +2023-12-24 07:26:51,619 - pyskl - INFO - Epoch [57][2100/3405] lr: 1.719e-02, eta: 23:07:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9569, loss_cls: 1.6474, loss: 1.6474 +2023-12-24 07:27:16,915 - pyskl - INFO - Epoch [57][2200/3405] lr: 1.719e-02, eta: 23:06:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9644, loss_cls: 1.6226, loss: 1.6226 +2023-12-24 07:27:42,546 - pyskl - INFO - Epoch [57][2300/3405] lr: 1.718e-02, eta: 23:06:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9719, loss_cls: 1.5907, loss: 1.5907 +2023-12-24 07:28:07,890 - pyskl - INFO - Epoch [57][2400/3405] lr: 1.717e-02, eta: 23:06:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9650, loss_cls: 1.6491, loss: 1.6491 +2023-12-24 07:28:33,401 - pyskl - INFO - Epoch [57][2500/3405] lr: 1.717e-02, eta: 23:05:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 1.6529, loss: 1.6529 +2023-12-24 07:28:58,870 - pyskl - INFO - Epoch [57][2600/3405] lr: 1.716e-02, eta: 23:05:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9631, loss_cls: 1.5939, loss: 1.5939 +2023-12-24 07:29:24,368 - pyskl - INFO - Epoch [57][2700/3405] lr: 1.715e-02, eta: 23:04:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9631, loss_cls: 1.6061, loss: 1.6061 +2023-12-24 07:29:49,767 - pyskl - INFO - Epoch [57][2800/3405] lr: 1.714e-02, eta: 23:04:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9681, loss_cls: 1.6522, loss: 1.6522 +2023-12-24 07:30:15,325 - pyskl - INFO - Epoch [57][2900/3405] lr: 1.714e-02, eta: 23:03:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9606, loss_cls: 1.6606, loss: 1.6606 +2023-12-24 07:30:40,605 - pyskl - INFO - Epoch [57][3000/3405] lr: 1.713e-02, eta: 23:03:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9594, loss_cls: 1.6778, loss: 1.6778 +2023-12-24 07:31:05,781 - pyskl - INFO - Epoch [57][3100/3405] lr: 1.712e-02, eta: 23:02:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9606, loss_cls: 1.6805, loss: 1.6805 +2023-12-24 07:31:31,010 - pyskl - INFO - Epoch [57][3200/3405] lr: 1.712e-02, eta: 23:02:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9694, loss_cls: 1.6121, loss: 1.6121 +2023-12-24 07:31:56,496 - pyskl - INFO - Epoch [57][3300/3405] lr: 1.711e-02, eta: 23:01:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9650, loss_cls: 1.6619, loss: 1.6619 +2023-12-24 07:32:21,846 - pyskl - INFO - Epoch [57][3400/3405] lr: 1.710e-02, eta: 23:01:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9712, loss_cls: 1.6310, loss: 1.6310 +2023-12-24 07:32:23,833 - pyskl - INFO - Saving checkpoint at 57 epochs +2023-12-24 07:36:50,733 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 07:36:51,371 - pyskl - INFO - +top1_acc 0.7679 +top5_acc 0.9474 +2023-12-24 07:36:51,376 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_44.pth was removed +2023-12-24 07:36:51,589 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_57.pth. +2023-12-24 07:36:51,591 - pyskl - INFO - Best top1_acc is 0.7679 at 57 epoch. +2023-12-24 07:36:51,621 - pyskl - INFO - Epoch(val) [57][3718] top1_acc: 0.7679, top5_acc: 0.9474 +2023-12-24 07:37:45,140 - pyskl - INFO - Epoch [58][100/3405] lr: 1.709e-02, eta: 23:01:43, time: 0.535, data_time: 0.280, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 1.5944, loss: 1.5944 +2023-12-24 07:38:10,501 - pyskl - INFO - Epoch [58][200/3405] lr: 1.709e-02, eta: 23:01:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9669, loss_cls: 1.5537, loss: 1.5537 +2023-12-24 07:38:36,241 - pyskl - INFO - Epoch [58][300/3405] lr: 1.708e-02, eta: 23:00:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9706, loss_cls: 1.5373, loss: 1.5373 +2023-12-24 07:39:01,802 - pyskl - INFO - Epoch [58][400/3405] lr: 1.707e-02, eta: 23:00:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9663, loss_cls: 1.6550, loss: 1.6550 +2023-12-24 07:39:27,746 - pyskl - INFO - Epoch [58][500/3405] lr: 1.707e-02, eta: 22:59:54, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9731, loss_cls: 1.5932, loss: 1.5932 +2023-12-24 07:39:53,623 - pyskl - INFO - Epoch [58][600/3405] lr: 1.706e-02, eta: 22:59:28, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9756, loss_cls: 1.5789, loss: 1.5789 +2023-12-24 07:40:19,271 - pyskl - INFO - Epoch [58][700/3405] lr: 1.705e-02, eta: 22:59:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9613, loss_cls: 1.6251, loss: 1.6251 +2023-12-24 07:40:44,827 - pyskl - INFO - Epoch [58][800/3405] lr: 1.704e-02, eta: 22:58:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9613, loss_cls: 1.6309, loss: 1.6309 +2023-12-24 07:41:10,278 - pyskl - INFO - Epoch [58][900/3405] lr: 1.704e-02, eta: 22:58:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9681, loss_cls: 1.6543, loss: 1.6543 +2023-12-24 07:41:35,930 - pyskl - INFO - Epoch [58][1000/3405] lr: 1.703e-02, eta: 22:57:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 1.5757, loss: 1.5757 +2023-12-24 07:42:01,643 - pyskl - INFO - Epoch [58][1100/3405] lr: 1.702e-02, eta: 22:57:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9537, loss_cls: 1.7066, loss: 1.7066 +2023-12-24 07:42:27,333 - pyskl - INFO - Epoch [58][1200/3405] lr: 1.702e-02, eta: 22:56:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9700, loss_cls: 1.6082, loss: 1.6082 +2023-12-24 07:42:52,940 - pyskl - INFO - Epoch [58][1300/3405] lr: 1.701e-02, eta: 22:56:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9663, loss_cls: 1.5831, loss: 1.5831 +2023-12-24 07:43:18,253 - pyskl - INFO - Epoch [58][1400/3405] lr: 1.700e-02, eta: 22:55:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9513, loss_cls: 1.7120, loss: 1.7120 +2023-12-24 07:43:43,814 - pyskl - INFO - Epoch [58][1500/3405] lr: 1.699e-02, eta: 22:55:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 1.6293, loss: 1.6293 +2023-12-24 07:44:09,602 - pyskl - INFO - Epoch [58][1600/3405] lr: 1.699e-02, eta: 22:54:56, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9731, loss_cls: 1.5856, loss: 1.5856 +2023-12-24 07:44:35,266 - pyskl - INFO - Epoch [58][1700/3405] lr: 1.698e-02, eta: 22:54:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9688, loss_cls: 1.6639, loss: 1.6639 +2023-12-24 07:45:00,816 - pyskl - INFO - Epoch [58][1800/3405] lr: 1.697e-02, eta: 22:54:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 1.6647, loss: 1.6647 +2023-12-24 07:45:26,349 - pyskl - INFO - Epoch [58][1900/3405] lr: 1.697e-02, eta: 22:53:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9663, loss_cls: 1.6480, loss: 1.6480 +2023-12-24 07:45:51,708 - pyskl - INFO - Epoch [58][2000/3405] lr: 1.696e-02, eta: 22:53:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 1.5857, loss: 1.5857 +2023-12-24 07:46:16,920 - pyskl - INFO - Epoch [58][2100/3405] lr: 1.695e-02, eta: 22:52:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9600, loss_cls: 1.6497, loss: 1.6497 +2023-12-24 07:46:42,447 - pyskl - INFO - Epoch [58][2200/3405] lr: 1.694e-02, eta: 22:52:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9606, loss_cls: 1.7100, loss: 1.7100 +2023-12-24 07:47:07,912 - pyskl - INFO - Epoch [58][2300/3405] lr: 1.694e-02, eta: 22:51:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9681, loss_cls: 1.6836, loss: 1.6836 +2023-12-24 07:47:33,181 - pyskl - INFO - Epoch [58][2400/3405] lr: 1.693e-02, eta: 22:51:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9656, loss_cls: 1.6491, loss: 1.6491 +2023-12-24 07:47:58,506 - pyskl - INFO - Epoch [58][2500/3405] lr: 1.692e-02, eta: 22:50:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9719, loss_cls: 1.6243, loss: 1.6243 +2023-12-24 07:48:23,953 - pyskl - INFO - Epoch [58][2600/3405] lr: 1.692e-02, eta: 22:50:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9587, loss_cls: 1.6465, loss: 1.6465 +2023-12-24 07:48:49,315 - pyskl - INFO - Epoch [58][2700/3405] lr: 1.691e-02, eta: 22:49:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 1.6299, loss: 1.6299 +2023-12-24 07:49:14,316 - pyskl - INFO - Epoch [58][2800/3405] lr: 1.690e-02, eta: 22:49:27, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 1.6184, loss: 1.6184 +2023-12-24 07:49:39,312 - pyskl - INFO - Epoch [58][2900/3405] lr: 1.689e-02, eta: 22:48:59, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9738, loss_cls: 1.6067, loss: 1.6067 +2023-12-24 07:50:04,333 - pyskl - INFO - Epoch [58][3000/3405] lr: 1.689e-02, eta: 22:48:31, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9544, loss_cls: 1.7003, loss: 1.7003 +2023-12-24 07:50:29,340 - pyskl - INFO - Epoch [58][3100/3405] lr: 1.688e-02, eta: 22:48:03, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9600, loss_cls: 1.6897, loss: 1.6897 +2023-12-24 07:50:54,335 - pyskl - INFO - Epoch [58][3200/3405] lr: 1.687e-02, eta: 22:47:35, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9631, loss_cls: 1.6616, loss: 1.6616 +2023-12-24 07:51:19,336 - pyskl - INFO - Epoch [58][3300/3405] lr: 1.686e-02, eta: 22:47:07, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9619, loss_cls: 1.6445, loss: 1.6445 +2023-12-24 07:51:44,342 - pyskl - INFO - Epoch [58][3400/3405] lr: 1.686e-02, eta: 22:46:39, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 1.6331, loss: 1.6331 +2023-12-24 07:51:46,379 - pyskl - INFO - Saving checkpoint at 58 epochs +2023-12-24 07:56:10,913 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 07:56:11,575 - pyskl - INFO - +top1_acc 0.7699 +top5_acc 0.9505 +2023-12-24 07:56:11,579 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_57.pth was removed +2023-12-24 07:56:11,788 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_58.pth. +2023-12-24 07:56:11,790 - pyskl - INFO - Best top1_acc is 0.7699 at 58 epoch. +2023-12-24 07:56:11,817 - pyskl - INFO - Epoch(val) [58][3718] top1_acc: 0.7699, top5_acc: 0.9505 +2023-12-24 07:57:05,039 - pyskl - INFO - Epoch [59][100/3405] lr: 1.685e-02, eta: 22:46:52, time: 0.532, data_time: 0.278, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9719, loss_cls: 1.6062, loss: 1.6062 +2023-12-24 07:57:30,662 - pyskl - INFO - Epoch [59][200/3405] lr: 1.684e-02, eta: 22:46:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9731, loss_cls: 1.5975, loss: 1.5975 +2023-12-24 07:57:56,212 - pyskl - INFO - Epoch [59][300/3405] lr: 1.684e-02, eta: 22:45:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 1.5682, loss: 1.5682 +2023-12-24 07:58:22,413 - pyskl - INFO - Epoch [59][400/3405] lr: 1.683e-02, eta: 22:45:32, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 1.5717, loss: 1.5717 +2023-12-24 07:58:49,689 - pyskl - INFO - Epoch [59][500/3405] lr: 1.682e-02, eta: 22:45:07, time: 0.273, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 1.6262, loss: 1.6262 +2023-12-24 07:59:16,141 - pyskl - INFO - Epoch [59][600/3405] lr: 1.681e-02, eta: 22:44:41, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9625, loss_cls: 1.6553, loss: 1.6553 +2023-12-24 07:59:41,878 - pyskl - INFO - Epoch [59][700/3405] lr: 1.681e-02, eta: 22:44:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 1.6270, loss: 1.6270 +2023-12-24 08:00:07,446 - pyskl - INFO - Epoch [59][800/3405] lr: 1.680e-02, eta: 22:43:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9700, loss_cls: 1.5631, loss: 1.5631 +2023-12-24 08:00:33,003 - pyskl - INFO - Epoch [59][900/3405] lr: 1.679e-02, eta: 22:43:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9688, loss_cls: 1.6167, loss: 1.6167 +2023-12-24 08:00:58,770 - pyskl - INFO - Epoch [59][1000/3405] lr: 1.679e-02, eta: 22:42:53, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9644, loss_cls: 1.5978, loss: 1.5978 +2023-12-24 08:01:24,369 - pyskl - INFO - Epoch [59][1100/3405] lr: 1.678e-02, eta: 22:42:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 1.6159, loss: 1.6159 +2023-12-24 08:01:49,790 - pyskl - INFO - Epoch [59][1200/3405] lr: 1.677e-02, eta: 22:41:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9744, loss_cls: 1.5701, loss: 1.5701 +2023-12-24 08:02:15,406 - pyskl - INFO - Epoch [59][1300/3405] lr: 1.676e-02, eta: 22:41:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9613, loss_cls: 1.6300, loss: 1.6300 +2023-12-24 08:02:40,564 - pyskl - INFO - Epoch [59][1400/3405] lr: 1.676e-02, eta: 22:41:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9631, loss_cls: 1.6063, loss: 1.6063 +2023-12-24 08:03:05,671 - pyskl - INFO - Epoch [59][1500/3405] lr: 1.675e-02, eta: 22:40:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9581, loss_cls: 1.6171, loss: 1.6171 +2023-12-24 08:03:30,778 - pyskl - INFO - Epoch [59][1600/3405] lr: 1.674e-02, eta: 22:40:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9681, loss_cls: 1.6308, loss: 1.6308 +2023-12-24 08:03:55,900 - pyskl - INFO - Epoch [59][1700/3405] lr: 1.673e-02, eta: 22:39:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9563, loss_cls: 1.6639, loss: 1.6639 +2023-12-24 08:04:21,565 - pyskl - INFO - Epoch [59][1800/3405] lr: 1.673e-02, eta: 22:39:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9625, loss_cls: 1.6861, loss: 1.6861 +2023-12-24 08:04:46,984 - pyskl - INFO - Epoch [59][1900/3405] lr: 1.672e-02, eta: 22:38:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9675, loss_cls: 1.5866, loss: 1.5866 +2023-12-24 08:05:12,723 - pyskl - INFO - Epoch [59][2000/3405] lr: 1.671e-02, eta: 22:38:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9631, loss_cls: 1.5950, loss: 1.5950 +2023-12-24 08:05:38,060 - pyskl - INFO - Epoch [59][2100/3405] lr: 1.671e-02, eta: 22:37:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9600, loss_cls: 1.6347, loss: 1.6347 +2023-12-24 08:06:03,486 - pyskl - INFO - Epoch [59][2200/3405] lr: 1.670e-02, eta: 22:37:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 1.5548, loss: 1.5548 +2023-12-24 08:06:29,032 - pyskl - INFO - Epoch [59][2300/3405] lr: 1.669e-02, eta: 22:36:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9694, loss_cls: 1.5548, loss: 1.5548 +2023-12-24 08:06:54,411 - pyskl - INFO - Epoch [59][2400/3405] lr: 1.668e-02, eta: 22:36:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 1.6116, loss: 1.6116 +2023-12-24 08:07:19,787 - pyskl - INFO - Epoch [59][2500/3405] lr: 1.668e-02, eta: 22:36:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9631, loss_cls: 1.6162, loss: 1.6162 +2023-12-24 08:07:45,385 - pyskl - INFO - Epoch [59][2600/3405] lr: 1.667e-02, eta: 22:35:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9650, loss_cls: 1.6257, loss: 1.6257 +2023-12-24 08:08:10,889 - pyskl - INFO - Epoch [59][2700/3405] lr: 1.666e-02, eta: 22:35:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9506, loss_cls: 1.6453, loss: 1.6453 +2023-12-24 08:08:36,326 - pyskl - INFO - Epoch [59][2800/3405] lr: 1.665e-02, eta: 22:34:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9569, loss_cls: 1.6592, loss: 1.6592 +2023-12-24 08:09:01,920 - pyskl - INFO - Epoch [59][2900/3405] lr: 1.665e-02, eta: 22:34:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9606, loss_cls: 1.6452, loss: 1.6452 +2023-12-24 08:09:27,235 - pyskl - INFO - Epoch [59][3000/3405] lr: 1.664e-02, eta: 22:33:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9712, loss_cls: 1.6396, loss: 1.6396 +2023-12-24 08:09:52,712 - pyskl - INFO - Epoch [59][3100/3405] lr: 1.663e-02, eta: 22:33:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9600, loss_cls: 1.6581, loss: 1.6581 +2023-12-24 08:10:18,159 - pyskl - INFO - Epoch [59][3200/3405] lr: 1.663e-02, eta: 22:32:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9688, loss_cls: 1.6433, loss: 1.6433 +2023-12-24 08:10:43,599 - pyskl - INFO - Epoch [59][3300/3405] lr: 1.662e-02, eta: 22:32:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9575, loss_cls: 1.6764, loss: 1.6764 +2023-12-24 08:11:08,753 - pyskl - INFO - Epoch [59][3400/3405] lr: 1.661e-02, eta: 22:31:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9644, loss_cls: 1.6351, loss: 1.6351 +2023-12-24 08:11:10,749 - pyskl - INFO - Saving checkpoint at 59 epochs +2023-12-24 08:15:36,108 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 08:15:36,724 - pyskl - INFO - +top1_acc 0.7801 +top5_acc 0.9521 +2023-12-24 08:15:36,729 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_58.pth was removed +2023-12-24 08:15:36,940 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_59.pth. +2023-12-24 08:15:36,941 - pyskl - INFO - Best top1_acc is 0.7801 at 59 epoch. +2023-12-24 08:15:36,968 - pyskl - INFO - Epoch(val) [59][3718] top1_acc: 0.7801, top5_acc: 0.9521 +2023-12-24 08:16:30,248 - pyskl - INFO - Epoch [60][100/3405] lr: 1.660e-02, eta: 22:32:08, time: 0.533, data_time: 0.277, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 1.6004, loss: 1.6004 +2023-12-24 08:16:55,650 - pyskl - INFO - Epoch [60][200/3405] lr: 1.660e-02, eta: 22:31:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 1.5150, loss: 1.5150 +2023-12-24 08:17:21,181 - pyskl - INFO - Epoch [60][300/3405] lr: 1.659e-02, eta: 22:31:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9694, loss_cls: 1.6168, loss: 1.6168 +2023-12-24 08:17:46,880 - pyskl - INFO - Epoch [60][400/3405] lr: 1.658e-02, eta: 22:30:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9756, loss_cls: 1.5345, loss: 1.5345 +2023-12-24 08:18:13,086 - pyskl - INFO - Epoch [60][500/3405] lr: 1.657e-02, eta: 22:30:21, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 1.6151, loss: 1.6151 +2023-12-24 08:18:39,106 - pyskl - INFO - Epoch [60][600/3405] lr: 1.657e-02, eta: 22:29:54, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9675, loss_cls: 1.5719, loss: 1.5719 +2023-12-24 08:19:05,340 - pyskl - INFO - Epoch [60][700/3405] lr: 1.656e-02, eta: 22:29:28, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9669, loss_cls: 1.5680, loss: 1.5680 +2023-12-24 08:19:31,271 - pyskl - INFO - Epoch [60][800/3405] lr: 1.655e-02, eta: 22:29:02, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 1.6281, loss: 1.6281 +2023-12-24 08:19:56,800 - pyskl - INFO - Epoch [60][900/3405] lr: 1.655e-02, eta: 22:28:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 1.6190, loss: 1.6190 +2023-12-24 08:20:22,511 - pyskl - INFO - Epoch [60][1000/3405] lr: 1.654e-02, eta: 22:28:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9719, loss_cls: 1.6243, loss: 1.6243 +2023-12-24 08:20:48,137 - pyskl - INFO - Epoch [60][1100/3405] lr: 1.653e-02, eta: 22:27:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9587, loss_cls: 1.6840, loss: 1.6840 +2023-12-24 08:21:13,799 - pyskl - INFO - Epoch [60][1200/3405] lr: 1.652e-02, eta: 22:27:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9625, loss_cls: 1.6401, loss: 1.6401 +2023-12-24 08:21:39,485 - pyskl - INFO - Epoch [60][1300/3405] lr: 1.652e-02, eta: 22:26:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9669, loss_cls: 1.5866, loss: 1.5866 +2023-12-24 08:22:04,900 - pyskl - INFO - Epoch [60][1400/3405] lr: 1.651e-02, eta: 22:26:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 1.6214, loss: 1.6214 +2023-12-24 08:22:30,531 - pyskl - INFO - Epoch [60][1500/3405] lr: 1.650e-02, eta: 22:25:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 1.6534, loss: 1.6534 +2023-12-24 08:22:56,274 - pyskl - INFO - Epoch [60][1600/3405] lr: 1.649e-02, eta: 22:25:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 1.6103, loss: 1.6103 +2023-12-24 08:23:21,854 - pyskl - INFO - Epoch [60][1700/3405] lr: 1.649e-02, eta: 22:24:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9675, loss_cls: 1.5847, loss: 1.5847 +2023-12-24 08:23:47,299 - pyskl - INFO - Epoch [60][1800/3405] lr: 1.648e-02, eta: 22:24:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9675, loss_cls: 1.6064, loss: 1.6064 +2023-12-24 08:24:12,750 - pyskl - INFO - Epoch [60][1900/3405] lr: 1.647e-02, eta: 22:24:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9706, loss_cls: 1.6040, loss: 1.6040 +2023-12-24 08:24:37,994 - pyskl - INFO - Epoch [60][2000/3405] lr: 1.647e-02, eta: 22:23:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9619, loss_cls: 1.6628, loss: 1.6628 +2023-12-24 08:25:03,050 - pyskl - INFO - Epoch [60][2100/3405] lr: 1.646e-02, eta: 22:23:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9606, loss_cls: 1.6424, loss: 1.6424 +2023-12-24 08:25:28,105 - pyskl - INFO - Epoch [60][2200/3405] lr: 1.645e-02, eta: 22:22:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9688, loss_cls: 1.6080, loss: 1.6080 +2023-12-24 08:25:53,157 - pyskl - INFO - Epoch [60][2300/3405] lr: 1.644e-02, eta: 22:22:12, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9637, loss_cls: 1.6374, loss: 1.6374 +2023-12-24 08:26:18,597 - pyskl - INFO - Epoch [60][2400/3405] lr: 1.644e-02, eta: 22:21:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9719, loss_cls: 1.6282, loss: 1.6282 +2023-12-24 08:26:43,841 - pyskl - INFO - Epoch [60][2500/3405] lr: 1.643e-02, eta: 22:21:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 1.5644, loss: 1.5644 +2023-12-24 08:27:09,297 - pyskl - INFO - Epoch [60][2600/3405] lr: 1.642e-02, eta: 22:20:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9762, loss_cls: 1.5549, loss: 1.5549 +2023-12-24 08:27:34,792 - pyskl - INFO - Epoch [60][2700/3405] lr: 1.641e-02, eta: 22:20:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9594, loss_cls: 1.6419, loss: 1.6419 +2023-12-24 08:28:00,206 - pyskl - INFO - Epoch [60][2800/3405] lr: 1.641e-02, eta: 22:19:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 1.6298, loss: 1.6298 +2023-12-24 08:28:25,502 - pyskl - INFO - Epoch [60][2900/3405] lr: 1.640e-02, eta: 22:19:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9581, loss_cls: 1.6294, loss: 1.6294 +2023-12-24 08:28:50,852 - pyskl - INFO - Epoch [60][3000/3405] lr: 1.639e-02, eta: 22:19:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 1.5956, loss: 1.5956 +2023-12-24 08:29:16,151 - pyskl - INFO - Epoch [60][3100/3405] lr: 1.639e-02, eta: 22:18:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9644, loss_cls: 1.6168, loss: 1.6168 +2023-12-24 08:29:41,376 - pyskl - INFO - Epoch [60][3200/3405] lr: 1.638e-02, eta: 22:18:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9631, loss_cls: 1.6068, loss: 1.6068 +2023-12-24 08:30:06,584 - pyskl - INFO - Epoch [60][3300/3405] lr: 1.637e-02, eta: 22:17:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 1.5939, loss: 1.5939 +2023-12-24 08:30:31,680 - pyskl - INFO - Epoch [60][3400/3405] lr: 1.636e-02, eta: 22:17:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 1.6384, loss: 1.6384 +2023-12-24 08:30:33,579 - pyskl - INFO - Saving checkpoint at 60 epochs +2023-12-24 08:34:59,819 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 08:35:00,598 - pyskl - INFO - +top1_acc 0.7718 +top5_acc 0.9472 +2023-12-24 08:35:00,633 - pyskl - INFO - Epoch(val) [60][3718] top1_acc: 0.7718, top5_acc: 0.9472 +2023-12-24 08:35:54,365 - pyskl - INFO - Epoch [61][100/3405] lr: 1.636e-02, eta: 22:17:22, time: 0.537, data_time: 0.281, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 1.5713, loss: 1.5713 +2023-12-24 08:36:19,965 - pyskl - INFO - Epoch [61][200/3405] lr: 1.635e-02, eta: 22:16:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9700, loss_cls: 1.5945, loss: 1.5945 +2023-12-24 08:36:45,874 - pyskl - INFO - Epoch [61][300/3405] lr: 1.634e-02, eta: 22:16:28, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9650, loss_cls: 1.5826, loss: 1.5826 +2023-12-24 08:37:11,971 - pyskl - INFO - Epoch [61][400/3405] lr: 1.633e-02, eta: 22:16:02, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 1.5832, loss: 1.5832 +2023-12-24 08:37:37,575 - pyskl - INFO - Epoch [61][500/3405] lr: 1.633e-02, eta: 22:15:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 1.6021, loss: 1.6021 +2023-12-24 08:38:03,216 - pyskl - INFO - Epoch [61][600/3405] lr: 1.632e-02, eta: 22:15:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9706, loss_cls: 1.5860, loss: 1.5860 +2023-12-24 08:38:28,925 - pyskl - INFO - Epoch [61][700/3405] lr: 1.631e-02, eta: 22:14:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9681, loss_cls: 1.6441, loss: 1.6441 +2023-12-24 08:38:54,549 - pyskl - INFO - Epoch [61][800/3405] lr: 1.630e-02, eta: 22:14:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9700, loss_cls: 1.5933, loss: 1.5933 +2023-12-24 08:39:20,085 - pyskl - INFO - Epoch [61][900/3405] lr: 1.630e-02, eta: 22:13:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9681, loss_cls: 1.5807, loss: 1.5807 +2023-12-24 08:39:45,611 - pyskl - INFO - Epoch [61][1000/3405] lr: 1.629e-02, eta: 22:13:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9712, loss_cls: 1.6019, loss: 1.6019 +2023-12-24 08:40:10,705 - pyskl - INFO - Epoch [61][1100/3405] lr: 1.628e-02, eta: 22:12:51, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9694, loss_cls: 1.6376, loss: 1.6376 +2023-12-24 08:40:35,816 - pyskl - INFO - Epoch [61][1200/3405] lr: 1.627e-02, eta: 22:12:24, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 1.5986, loss: 1.5986 +2023-12-24 08:41:01,465 - pyskl - INFO - Epoch [61][1300/3405] lr: 1.627e-02, eta: 22:11:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 1.6639, loss: 1.6639 +2023-12-24 08:41:27,012 - pyskl - INFO - Epoch [61][1400/3405] lr: 1.626e-02, eta: 22:11:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9644, loss_cls: 1.6217, loss: 1.6217 +2023-12-24 08:41:52,311 - pyskl - INFO - Epoch [61][1500/3405] lr: 1.625e-02, eta: 22:11:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9700, loss_cls: 1.6029, loss: 1.6029 +2023-12-24 08:42:17,641 - pyskl - INFO - Epoch [61][1600/3405] lr: 1.625e-02, eta: 22:10:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 1.6219, loss: 1.6219 +2023-12-24 08:42:43,263 - pyskl - INFO - Epoch [61][1700/3405] lr: 1.624e-02, eta: 22:10:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9637, loss_cls: 1.6266, loss: 1.6266 +2023-12-24 08:43:08,710 - pyskl - INFO - Epoch [61][1800/3405] lr: 1.623e-02, eta: 22:09:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9637, loss_cls: 1.6096, loss: 1.6096 +2023-12-24 08:43:34,250 - pyskl - INFO - Epoch [61][1900/3405] lr: 1.622e-02, eta: 22:09:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9706, loss_cls: 1.6311, loss: 1.6311 +2023-12-24 08:43:59,662 - pyskl - INFO - Epoch [61][2000/3405] lr: 1.622e-02, eta: 22:08:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9644, loss_cls: 1.6221, loss: 1.6221 +2023-12-24 08:44:24,985 - pyskl - INFO - Epoch [61][2100/3405] lr: 1.621e-02, eta: 22:08:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9587, loss_cls: 1.6362, loss: 1.6362 +2023-12-24 08:44:50,524 - pyskl - INFO - Epoch [61][2200/3405] lr: 1.620e-02, eta: 22:07:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 1.6295, loss: 1.6295 +2023-12-24 08:45:15,748 - pyskl - INFO - Epoch [61][2300/3405] lr: 1.619e-02, eta: 22:07:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9712, loss_cls: 1.6012, loss: 1.6012 +2023-12-24 08:45:41,118 - pyskl - INFO - Epoch [61][2400/3405] lr: 1.619e-02, eta: 22:06:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 1.6317, loss: 1.6317 +2023-12-24 08:46:06,473 - pyskl - INFO - Epoch [61][2500/3405] lr: 1.618e-02, eta: 22:06:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9781, loss_cls: 1.5282, loss: 1.5282 +2023-12-24 08:46:31,829 - pyskl - INFO - Epoch [61][2600/3405] lr: 1.617e-02, eta: 22:06:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9594, loss_cls: 1.6726, loss: 1.6726 +2023-12-24 08:46:57,168 - pyskl - INFO - Epoch [61][2700/3405] lr: 1.616e-02, eta: 22:05:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 1.5867, loss: 1.5867 +2023-12-24 08:47:22,188 - pyskl - INFO - Epoch [61][2800/3405] lr: 1.616e-02, eta: 22:05:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 1.6014, loss: 1.6014 +2023-12-24 08:47:47,212 - pyskl - INFO - Epoch [61][2900/3405] lr: 1.615e-02, eta: 22:04:38, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9619, loss_cls: 1.6279, loss: 1.6279 +2023-12-24 08:48:12,236 - pyskl - INFO - Epoch [61][3000/3405] lr: 1.614e-02, eta: 22:04:10, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9619, loss_cls: 1.6242, loss: 1.6242 +2023-12-24 08:48:37,239 - pyskl - INFO - Epoch [61][3100/3405] lr: 1.614e-02, eta: 22:03:42, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9625, loss_cls: 1.6218, loss: 1.6218 +2023-12-24 08:49:02,242 - pyskl - INFO - Epoch [61][3200/3405] lr: 1.613e-02, eta: 22:03:14, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 1.6190, loss: 1.6190 +2023-12-24 08:49:27,599 - pyskl - INFO - Epoch [61][3300/3405] lr: 1.612e-02, eta: 22:02:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9644, loss_cls: 1.6623, loss: 1.6623 +2023-12-24 08:49:53,122 - pyskl - INFO - Epoch [61][3400/3405] lr: 1.611e-02, eta: 22:02:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9650, loss_cls: 1.6071, loss: 1.6071 +2023-12-24 08:49:55,050 - pyskl - INFO - Saving checkpoint at 61 epochs +2023-12-24 08:54:20,692 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 08:54:21,308 - pyskl - INFO - +top1_acc 0.7808 +top5_acc 0.9572 +2023-12-24 08:54:21,313 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_59.pth was removed +2023-12-24 08:54:21,534 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_61.pth. +2023-12-24 08:54:21,535 - pyskl - INFO - Best top1_acc is 0.7808 at 61 epoch. +2023-12-24 08:54:21,564 - pyskl - INFO - Epoch(val) [61][3718] top1_acc: 0.7808, top5_acc: 0.9572 +2023-12-24 08:55:14,778 - pyskl - INFO - Epoch [62][100/3405] lr: 1.611e-02, eta: 22:02:30, time: 0.532, data_time: 0.279, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 1.5558, loss: 1.5558 +2023-12-24 08:55:40,212 - pyskl - INFO - Epoch [62][200/3405] lr: 1.610e-02, eta: 22:02:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9625, loss_cls: 1.6011, loss: 1.6011 +2023-12-24 08:56:06,083 - pyskl - INFO - Epoch [62][300/3405] lr: 1.609e-02, eta: 22:01:36, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 1.5843, loss: 1.5843 +2023-12-24 08:56:32,060 - pyskl - INFO - Epoch [62][400/3405] lr: 1.608e-02, eta: 22:01:09, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9681, loss_cls: 1.6141, loss: 1.6141 +2023-12-24 08:56:58,125 - pyskl - INFO - Epoch [62][500/3405] lr: 1.608e-02, eta: 22:00:43, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 1.5319, loss: 1.5319 +2023-12-24 08:57:24,152 - pyskl - INFO - Epoch [62][600/3405] lr: 1.607e-02, eta: 22:00:16, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9694, loss_cls: 1.5548, loss: 1.5548 +2023-12-24 08:57:49,887 - pyskl - INFO - Epoch [62][700/3405] lr: 1.606e-02, eta: 21:59:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9656, loss_cls: 1.6013, loss: 1.6013 +2023-12-24 08:58:15,504 - pyskl - INFO - Epoch [62][800/3405] lr: 1.605e-02, eta: 21:59:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9575, loss_cls: 1.6347, loss: 1.6347 +2023-12-24 08:58:41,363 - pyskl - INFO - Epoch [62][900/3405] lr: 1.605e-02, eta: 21:58:56, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9675, loss_cls: 1.5709, loss: 1.5709 +2023-12-24 08:59:07,242 - pyskl - INFO - Epoch [62][1000/3405] lr: 1.604e-02, eta: 21:58:29, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9688, loss_cls: 1.5909, loss: 1.5909 +2023-12-24 08:59:32,825 - pyskl - INFO - Epoch [62][1100/3405] lr: 1.603e-02, eta: 21:58:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 1.5576, loss: 1.5576 +2023-12-24 08:59:58,275 - pyskl - INFO - Epoch [62][1200/3405] lr: 1.602e-02, eta: 21:57:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 1.6198, loss: 1.6198 +2023-12-24 09:00:24,087 - pyskl - INFO - Epoch [62][1300/3405] lr: 1.602e-02, eta: 21:57:08, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 1.5669, loss: 1.5669 +2023-12-24 09:00:49,846 - pyskl - INFO - Epoch [62][1400/3405] lr: 1.601e-02, eta: 21:56:41, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9637, loss_cls: 1.5898, loss: 1.5898 +2023-12-24 09:01:15,460 - pyskl - INFO - Epoch [62][1500/3405] lr: 1.600e-02, eta: 21:56:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9587, loss_cls: 1.6744, loss: 1.6744 +2023-12-24 09:01:41,208 - pyskl - INFO - Epoch [62][1600/3405] lr: 1.600e-02, eta: 21:55:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9575, loss_cls: 1.6721, loss: 1.6721 +2023-12-24 09:02:06,982 - pyskl - INFO - Epoch [62][1700/3405] lr: 1.599e-02, eta: 21:55:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9606, loss_cls: 1.6247, loss: 1.6247 +2023-12-24 09:02:32,886 - pyskl - INFO - Epoch [62][1800/3405] lr: 1.598e-02, eta: 21:54:54, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9575, loss_cls: 1.6483, loss: 1.6483 +2023-12-24 09:02:58,571 - pyskl - INFO - Epoch [62][1900/3405] lr: 1.597e-02, eta: 21:54:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9669, loss_cls: 1.6103, loss: 1.6103 +2023-12-24 09:03:24,208 - pyskl - INFO - Epoch [62][2000/3405] lr: 1.597e-02, eta: 21:54:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9694, loss_cls: 1.6112, loss: 1.6112 +2023-12-24 09:03:49,602 - pyskl - INFO - Epoch [62][2100/3405] lr: 1.596e-02, eta: 21:53:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9694, loss_cls: 1.5854, loss: 1.5854 +2023-12-24 09:04:15,225 - pyskl - INFO - Epoch [62][2200/3405] lr: 1.595e-02, eta: 21:53:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 1.5742, loss: 1.5742 +2023-12-24 09:04:40,726 - pyskl - INFO - Epoch [62][2300/3405] lr: 1.594e-02, eta: 21:52:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 1.5924, loss: 1.5924 +2023-12-24 09:05:06,019 - pyskl - INFO - Epoch [62][2400/3405] lr: 1.594e-02, eta: 21:52:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 1.5683, loss: 1.5683 +2023-12-24 09:05:31,588 - pyskl - INFO - Epoch [62][2500/3405] lr: 1.593e-02, eta: 21:51:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9650, loss_cls: 1.6344, loss: 1.6344 +2023-12-24 09:05:57,256 - pyskl - INFO - Epoch [62][2600/3405] lr: 1.592e-02, eta: 21:51:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9656, loss_cls: 1.6235, loss: 1.6235 +2023-12-24 09:06:22,574 - pyskl - INFO - Epoch [62][2700/3405] lr: 1.591e-02, eta: 21:50:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9650, loss_cls: 1.6463, loss: 1.6463 +2023-12-24 09:06:48,091 - pyskl - INFO - Epoch [62][2800/3405] lr: 1.591e-02, eta: 21:50:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9650, loss_cls: 1.5990, loss: 1.5990 +2023-12-24 09:07:13,475 - pyskl - INFO - Epoch [62][2900/3405] lr: 1.590e-02, eta: 21:49:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9650, loss_cls: 1.6243, loss: 1.6243 +2023-12-24 09:07:38,698 - pyskl - INFO - Epoch [62][3000/3405] lr: 1.589e-02, eta: 21:49:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9581, loss_cls: 1.6324, loss: 1.6324 +2023-12-24 09:08:04,009 - pyskl - INFO - Epoch [62][3100/3405] lr: 1.588e-02, eta: 21:49:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 1.5760, loss: 1.5760 +2023-12-24 09:08:29,307 - pyskl - INFO - Epoch [62][3200/3405] lr: 1.588e-02, eta: 21:48:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 1.6277, loss: 1.6277 +2023-12-24 09:08:54,799 - pyskl - INFO - Epoch [62][3300/3405] lr: 1.587e-02, eta: 21:48:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 1.5795, loss: 1.5795 +2023-12-24 09:09:20,039 - pyskl - INFO - Epoch [62][3400/3405] lr: 1.586e-02, eta: 21:47:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9681, loss_cls: 1.6267, loss: 1.6267 +2023-12-24 09:09:21,965 - pyskl - INFO - Saving checkpoint at 62 epochs +2023-12-24 09:13:46,440 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 09:13:47,058 - pyskl - INFO - +top1_acc 0.7688 +top5_acc 0.9542 +2023-12-24 09:13:47,083 - pyskl - INFO - Epoch(val) [62][3718] top1_acc: 0.7688, top5_acc: 0.9542 +2023-12-24 09:14:40,122 - pyskl - INFO - Epoch [63][100/3405] lr: 1.585e-02, eta: 21:47:47, time: 0.530, data_time: 0.276, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9650, loss_cls: 1.6583, loss: 1.6583 +2023-12-24 09:15:05,431 - pyskl - INFO - Epoch [63][200/3405] lr: 1.585e-02, eta: 21:47:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9669, loss_cls: 1.5458, loss: 1.5458 +2023-12-24 09:15:31,393 - pyskl - INFO - Epoch [63][300/3405] lr: 1.584e-02, eta: 21:46:53, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 1.5974, loss: 1.5974 +2023-12-24 09:15:56,945 - pyskl - INFO - Epoch [63][400/3405] lr: 1.583e-02, eta: 21:46:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9656, loss_cls: 1.6015, loss: 1.6015 +2023-12-24 09:16:22,415 - pyskl - INFO - Epoch [63][500/3405] lr: 1.582e-02, eta: 21:45:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9631, loss_cls: 1.6497, loss: 1.6497 +2023-12-24 09:16:48,650 - pyskl - INFO - Epoch [63][600/3405] lr: 1.582e-02, eta: 21:45:33, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 1.5820, loss: 1.5820 +2023-12-24 09:17:14,234 - pyskl - INFO - Epoch [63][700/3405] lr: 1.581e-02, eta: 21:45:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9725, loss_cls: 1.5458, loss: 1.5458 +2023-12-24 09:17:39,721 - pyskl - INFO - Epoch [63][800/3405] lr: 1.580e-02, eta: 21:44:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 1.5934, loss: 1.5934 +2023-12-24 09:18:05,449 - pyskl - INFO - Epoch [63][900/3405] lr: 1.579e-02, eta: 21:44:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9706, loss_cls: 1.5888, loss: 1.5888 +2023-12-24 09:18:31,273 - pyskl - INFO - Epoch [63][1000/3405] lr: 1.579e-02, eta: 21:43:45, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9544, loss_cls: 1.6737, loss: 1.6737 +2023-12-24 09:18:56,684 - pyskl - INFO - Epoch [63][1100/3405] lr: 1.578e-02, eta: 21:43:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9656, loss_cls: 1.5728, loss: 1.5728 +2023-12-24 09:19:22,431 - pyskl - INFO - Epoch [63][1200/3405] lr: 1.577e-02, eta: 21:42:51, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 1.5552, loss: 1.5552 +2023-12-24 09:19:47,965 - pyskl - INFO - Epoch [63][1300/3405] lr: 1.577e-02, eta: 21:42:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9669, loss_cls: 1.5922, loss: 1.5922 +2023-12-24 09:20:13,245 - pyskl - INFO - Epoch [63][1400/3405] lr: 1.576e-02, eta: 21:41:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9656, loss_cls: 1.6236, loss: 1.6236 +2023-12-24 09:20:38,802 - pyskl - INFO - Epoch [63][1500/3405] lr: 1.575e-02, eta: 21:41:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 1.5655, loss: 1.5655 +2023-12-24 09:21:04,274 - pyskl - INFO - Epoch [63][1600/3405] lr: 1.574e-02, eta: 21:41:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9744, loss_cls: 1.5625, loss: 1.5625 +2023-12-24 09:21:29,529 - pyskl - INFO - Epoch [63][1700/3405] lr: 1.574e-02, eta: 21:40:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 1.5711, loss: 1.5711 +2023-12-24 09:21:55,050 - pyskl - INFO - Epoch [63][1800/3405] lr: 1.573e-02, eta: 21:40:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9631, loss_cls: 1.5959, loss: 1.5959 +2023-12-24 09:22:20,384 - pyskl - INFO - Epoch [63][1900/3405] lr: 1.572e-02, eta: 21:39:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9619, loss_cls: 1.6169, loss: 1.6169 +2023-12-24 09:22:45,429 - pyskl - INFO - Epoch [63][2000/3405] lr: 1.571e-02, eta: 21:39:12, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 1.6430, loss: 1.6430 +2023-12-24 09:23:10,823 - pyskl - INFO - Epoch [63][2100/3405] lr: 1.571e-02, eta: 21:38:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 1.6432, loss: 1.6432 +2023-12-24 09:23:36,248 - pyskl - INFO - Epoch [63][2200/3405] lr: 1.570e-02, eta: 21:38:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9669, loss_cls: 1.6463, loss: 1.6463 +2023-12-24 09:24:01,791 - pyskl - INFO - Epoch [63][2300/3405] lr: 1.569e-02, eta: 21:37:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9744, loss_cls: 1.5923, loss: 1.5923 +2023-12-24 09:24:27,411 - pyskl - INFO - Epoch [63][2400/3405] lr: 1.568e-02, eta: 21:37:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9625, loss_cls: 1.5732, loss: 1.5732 +2023-12-24 09:24:52,925 - pyskl - INFO - Epoch [63][2500/3405] lr: 1.568e-02, eta: 21:36:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 1.5589, loss: 1.5589 +2023-12-24 09:25:18,364 - pyskl - INFO - Epoch [63][2600/3405] lr: 1.567e-02, eta: 21:36:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9650, loss_cls: 1.6541, loss: 1.6541 +2023-12-24 09:25:43,666 - pyskl - INFO - Epoch [63][2700/3405] lr: 1.566e-02, eta: 21:36:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9719, loss_cls: 1.6153, loss: 1.6153 +2023-12-24 09:26:08,718 - pyskl - INFO - Epoch [63][2800/3405] lr: 1.565e-02, eta: 21:35:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9575, loss_cls: 1.6412, loss: 1.6412 +2023-12-24 09:26:33,759 - pyskl - INFO - Epoch [63][2900/3405] lr: 1.565e-02, eta: 21:35:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9681, loss_cls: 1.5888, loss: 1.5888 +2023-12-24 09:26:59,083 - pyskl - INFO - Epoch [63][3000/3405] lr: 1.564e-02, eta: 21:34:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9650, loss_cls: 1.6213, loss: 1.6213 +2023-12-24 09:27:24,515 - pyskl - INFO - Epoch [63][3100/3405] lr: 1.563e-02, eta: 21:34:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9756, loss_cls: 1.5647, loss: 1.5647 +2023-12-24 09:27:50,206 - pyskl - INFO - Epoch [63][3200/3405] lr: 1.562e-02, eta: 21:33:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9631, loss_cls: 1.6600, loss: 1.6600 +2023-12-24 09:28:15,883 - pyskl - INFO - Epoch [63][3300/3405] lr: 1.562e-02, eta: 21:33:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9587, loss_cls: 1.6351, loss: 1.6351 +2023-12-24 09:28:41,353 - pyskl - INFO - Epoch [63][3400/3405] lr: 1.561e-02, eta: 21:32:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9706, loss_cls: 1.6295, loss: 1.6295 +2023-12-24 09:28:43,300 - pyskl - INFO - Saving checkpoint at 63 epochs +2023-12-24 09:33:07,951 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 09:33:08,572 - pyskl - INFO - +top1_acc 0.7727 +top5_acc 0.9538 +2023-12-24 09:33:08,602 - pyskl - INFO - Epoch(val) [63][3718] top1_acc: 0.7727, top5_acc: 0.9538 +2023-12-24 09:34:02,284 - pyskl - INFO - Epoch [64][100/3405] lr: 1.560e-02, eta: 21:32:59, time: 0.537, data_time: 0.282, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 1.5435, loss: 1.5435 +2023-12-24 09:34:27,945 - pyskl - INFO - Epoch [64][200/3405] lr: 1.559e-02, eta: 21:32:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 1.6155, loss: 1.6155 +2023-12-24 09:34:53,555 - pyskl - INFO - Epoch [64][300/3405] lr: 1.559e-02, eta: 21:32:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9706, loss_cls: 1.5463, loss: 1.5463 +2023-12-24 09:35:18,984 - pyskl - INFO - Epoch [64][400/3405] lr: 1.558e-02, eta: 21:31:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9812, loss_cls: 1.5224, loss: 1.5224 +2023-12-24 09:35:44,688 - pyskl - INFO - Epoch [64][500/3405] lr: 1.557e-02, eta: 21:31:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9756, loss_cls: 1.5393, loss: 1.5393 +2023-12-24 09:36:10,331 - pyskl - INFO - Epoch [64][600/3405] lr: 1.556e-02, eta: 21:30:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 1.5674, loss: 1.5674 +2023-12-24 09:36:35,867 - pyskl - INFO - Epoch [64][700/3405] lr: 1.556e-02, eta: 21:30:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 1.5672, loss: 1.5672 +2023-12-24 09:37:01,093 - pyskl - INFO - Epoch [64][800/3405] lr: 1.555e-02, eta: 21:29:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 1.6087, loss: 1.6087 +2023-12-24 09:37:26,575 - pyskl - INFO - Epoch [64][900/3405] lr: 1.554e-02, eta: 21:29:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 1.5971, loss: 1.5971 +2023-12-24 09:37:52,326 - pyskl - INFO - Epoch [64][1000/3405] lr: 1.553e-02, eta: 21:28:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9688, loss_cls: 1.6022, loss: 1.6022 +2023-12-24 09:38:18,116 - pyskl - INFO - Epoch [64][1100/3405] lr: 1.553e-02, eta: 21:28:29, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 1.6257, loss: 1.6257 +2023-12-24 09:38:43,504 - pyskl - INFO - Epoch [64][1200/3405] lr: 1.552e-02, eta: 21:28:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 1.6202, loss: 1.6202 +2023-12-24 09:39:08,844 - pyskl - INFO - Epoch [64][1300/3405] lr: 1.551e-02, eta: 21:27:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9712, loss_cls: 1.5892, loss: 1.5892 +2023-12-24 09:39:34,207 - pyskl - INFO - Epoch [64][1400/3405] lr: 1.550e-02, eta: 21:27:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9700, loss_cls: 1.5671, loss: 1.5671 +2023-12-24 09:39:59,793 - pyskl - INFO - Epoch [64][1500/3405] lr: 1.550e-02, eta: 21:26:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 1.5692, loss: 1.5692 +2023-12-24 09:40:25,178 - pyskl - INFO - Epoch [64][1600/3405] lr: 1.549e-02, eta: 21:26:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9631, loss_cls: 1.6627, loss: 1.6627 +2023-12-24 09:40:50,538 - pyskl - INFO - Epoch [64][1700/3405] lr: 1.548e-02, eta: 21:25:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9663, loss_cls: 1.5776, loss: 1.5776 +2023-12-24 09:41:16,233 - pyskl - INFO - Epoch [64][1800/3405] lr: 1.547e-02, eta: 21:25:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 1.5798, loss: 1.5798 +2023-12-24 09:41:41,500 - pyskl - INFO - Epoch [64][1900/3405] lr: 1.547e-02, eta: 21:24:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9663, loss_cls: 1.5617, loss: 1.5617 +2023-12-24 09:42:06,748 - pyskl - INFO - Epoch [64][2000/3405] lr: 1.546e-02, eta: 21:24:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9688, loss_cls: 1.6400, loss: 1.6400 +2023-12-24 09:42:31,962 - pyskl - INFO - Epoch [64][2100/3405] lr: 1.545e-02, eta: 21:23:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 1.5989, loss: 1.5989 +2023-12-24 09:42:57,338 - pyskl - INFO - Epoch [64][2200/3405] lr: 1.544e-02, eta: 21:23:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9688, loss_cls: 1.6287, loss: 1.6287 +2023-12-24 09:43:22,721 - pyskl - INFO - Epoch [64][2300/3405] lr: 1.544e-02, eta: 21:23:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9656, loss_cls: 1.6157, loss: 1.6157 +2023-12-24 09:43:48,186 - pyskl - INFO - Epoch [64][2400/3405] lr: 1.543e-02, eta: 21:22:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9644, loss_cls: 1.5896, loss: 1.5896 +2023-12-24 09:44:13,576 - pyskl - INFO - Epoch [64][2500/3405] lr: 1.542e-02, eta: 21:22:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9625, loss_cls: 1.6334, loss: 1.6334 +2023-12-24 09:44:39,069 - pyskl - INFO - Epoch [64][2600/3405] lr: 1.541e-02, eta: 21:21:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9619, loss_cls: 1.5921, loss: 1.5921 +2023-12-24 09:45:04,469 - pyskl - INFO - Epoch [64][2700/3405] lr: 1.541e-02, eta: 21:21:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9644, loss_cls: 1.6402, loss: 1.6402 +2023-12-24 09:45:29,798 - pyskl - INFO - Epoch [64][2800/3405] lr: 1.540e-02, eta: 21:20:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9688, loss_cls: 1.6057, loss: 1.6057 +2023-12-24 09:45:54,875 - pyskl - INFO - Epoch [64][2900/3405] lr: 1.539e-02, eta: 21:20:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9681, loss_cls: 1.6169, loss: 1.6169 +2023-12-24 09:46:19,908 - pyskl - INFO - Epoch [64][3000/3405] lr: 1.538e-02, eta: 21:19:49, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9656, loss_cls: 1.6015, loss: 1.6015 +2023-12-24 09:46:44,914 - pyskl - INFO - Epoch [64][3100/3405] lr: 1.538e-02, eta: 21:19:22, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 1.5715, loss: 1.5715 +2023-12-24 09:47:09,933 - pyskl - INFO - Epoch [64][3200/3405] lr: 1.537e-02, eta: 21:18:54, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9650, loss_cls: 1.5857, loss: 1.5857 +2023-12-24 09:47:35,287 - pyskl - INFO - Epoch [64][3300/3405] lr: 1.536e-02, eta: 21:18:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9656, loss_cls: 1.5736, loss: 1.5736 +2023-12-24 09:48:00,966 - pyskl - INFO - Epoch [64][3400/3405] lr: 1.535e-02, eta: 21:18:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9656, loss_cls: 1.6212, loss: 1.6212 +2023-12-24 09:48:02,921 - pyskl - INFO - Saving checkpoint at 64 epochs +2023-12-24 09:52:27,568 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 09:52:28,179 - pyskl - INFO - +top1_acc 0.7652 +top5_acc 0.9506 +2023-12-24 09:52:28,204 - pyskl - INFO - Epoch(val) [64][3718] top1_acc: 0.7652, top5_acc: 0.9506 +2023-12-24 09:53:21,220 - pyskl - INFO - Epoch [65][100/3405] lr: 1.535e-02, eta: 21:18:06, time: 0.530, data_time: 0.278, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 1.5808, loss: 1.5808 +2023-12-24 09:53:46,474 - pyskl - INFO - Epoch [65][200/3405] lr: 1.534e-02, eta: 21:17:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9706, loss_cls: 1.5619, loss: 1.5619 +2023-12-24 09:54:12,373 - pyskl - INFO - Epoch [65][300/3405] lr: 1.533e-02, eta: 21:17:12, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 1.5275, loss: 1.5275 +2023-12-24 09:54:38,215 - pyskl - INFO - Epoch [65][400/3405] lr: 1.532e-02, eta: 21:16:46, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 1.5554, loss: 1.5554 +2023-12-24 09:55:04,166 - pyskl - INFO - Epoch [65][500/3405] lr: 1.532e-02, eta: 21:16:19, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 1.5490, loss: 1.5490 +2023-12-24 09:55:29,973 - pyskl - INFO - Epoch [65][600/3405] lr: 1.531e-02, eta: 21:15:53, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9744, loss_cls: 1.5667, loss: 1.5667 +2023-12-24 09:55:55,911 - pyskl - INFO - Epoch [65][700/3405] lr: 1.530e-02, eta: 21:15:26, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9725, loss_cls: 1.5579, loss: 1.5579 +2023-12-24 09:56:21,774 - pyskl - INFO - Epoch [65][800/3405] lr: 1.529e-02, eta: 21:14:59, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 1.5875, loss: 1.5875 +2023-12-24 09:56:47,463 - pyskl - INFO - Epoch [65][900/3405] lr: 1.529e-02, eta: 21:14:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 1.6042, loss: 1.6042 +2023-12-24 09:57:12,933 - pyskl - INFO - Epoch [65][1000/3405] lr: 1.528e-02, eta: 21:14:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 1.5582, loss: 1.5582 +2023-12-24 09:57:38,302 - pyskl - INFO - Epoch [65][1100/3405] lr: 1.527e-02, eta: 21:13:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9688, loss_cls: 1.6220, loss: 1.6220 +2023-12-24 09:58:03,689 - pyskl - INFO - Epoch [65][1200/3405] lr: 1.526e-02, eta: 21:13:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 1.5654, loss: 1.5654 +2023-12-24 09:58:28,984 - pyskl - INFO - Epoch [65][1300/3405] lr: 1.526e-02, eta: 21:12:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9637, loss_cls: 1.5923, loss: 1.5923 +2023-12-24 09:58:53,994 - pyskl - INFO - Epoch [65][1400/3405] lr: 1.525e-02, eta: 21:12:16, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 1.5906, loss: 1.5906 +2023-12-24 09:59:19,123 - pyskl - INFO - Epoch [65][1500/3405] lr: 1.524e-02, eta: 21:11:48, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 1.5636, loss: 1.5636 +2023-12-24 09:59:44,567 - pyskl - INFO - Epoch [65][1600/3405] lr: 1.523e-02, eta: 21:11:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 1.5809, loss: 1.5809 +2023-12-24 10:00:10,209 - pyskl - INFO - Epoch [65][1700/3405] lr: 1.523e-02, eta: 21:10:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 1.5815, loss: 1.5815 +2023-12-24 10:00:35,542 - pyskl - INFO - Epoch [65][1800/3405] lr: 1.522e-02, eta: 21:10:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 1.5516, loss: 1.5516 +2023-12-24 10:01:00,580 - pyskl - INFO - Epoch [65][1900/3405] lr: 1.521e-02, eta: 21:09:59, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9681, loss_cls: 1.5769, loss: 1.5769 +2023-12-24 10:01:25,572 - pyskl - INFO - Epoch [65][2000/3405] lr: 1.520e-02, eta: 21:09:31, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9619, loss_cls: 1.6264, loss: 1.6264 +2023-12-24 10:01:50,571 - pyskl - INFO - Epoch [65][2100/3405] lr: 1.520e-02, eta: 21:09:03, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9637, loss_cls: 1.5984, loss: 1.5984 +2023-12-24 10:02:15,548 - pyskl - INFO - Epoch [65][2200/3405] lr: 1.519e-02, eta: 21:08:35, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9656, loss_cls: 1.5678, loss: 1.5678 +2023-12-24 10:02:40,548 - pyskl - INFO - Epoch [65][2300/3405] lr: 1.518e-02, eta: 21:08:08, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9688, loss_cls: 1.6080, loss: 1.6080 +2023-12-24 10:03:05,809 - pyskl - INFO - Epoch [65][2400/3405] lr: 1.517e-02, eta: 21:07:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9656, loss_cls: 1.6047, loss: 1.6047 +2023-12-24 10:03:31,031 - pyskl - INFO - Epoch [65][2500/3405] lr: 1.517e-02, eta: 21:07:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9563, loss_cls: 1.6706, loss: 1.6706 +2023-12-24 10:03:56,581 - pyskl - INFO - Epoch [65][2600/3405] lr: 1.516e-02, eta: 21:06:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9663, loss_cls: 1.5558, loss: 1.5558 +2023-12-24 10:04:21,912 - pyskl - INFO - Epoch [65][2700/3405] lr: 1.515e-02, eta: 21:06:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 1.5536, loss: 1.5536 +2023-12-24 10:04:47,200 - pyskl - INFO - Epoch [65][2800/3405] lr: 1.514e-02, eta: 21:05:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 1.6064, loss: 1.6064 +2023-12-24 10:05:12,554 - pyskl - INFO - Epoch [65][2900/3405] lr: 1.514e-02, eta: 21:05:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 1.6075, loss: 1.6075 +2023-12-24 10:05:37,877 - pyskl - INFO - Epoch [65][3000/3405] lr: 1.513e-02, eta: 21:04:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9675, loss_cls: 1.6251, loss: 1.6251 +2023-12-24 10:06:03,364 - pyskl - INFO - Epoch [65][3100/3405] lr: 1.512e-02, eta: 21:04:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9700, loss_cls: 1.5156, loss: 1.5156 +2023-12-24 10:06:28,791 - pyskl - INFO - Epoch [65][3200/3405] lr: 1.511e-02, eta: 21:04:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9644, loss_cls: 1.6066, loss: 1.6066 +2023-12-24 10:06:54,141 - pyskl - INFO - Epoch [65][3300/3405] lr: 1.511e-02, eta: 21:03:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9712, loss_cls: 1.6013, loss: 1.6013 +2023-12-24 10:07:19,302 - pyskl - INFO - Epoch [65][3400/3405] lr: 1.510e-02, eta: 21:03:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9594, loss_cls: 1.6022, loss: 1.6022 +2023-12-24 10:07:21,354 - pyskl - INFO - Saving checkpoint at 65 epochs +2023-12-24 10:11:47,005 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 10:11:47,655 - pyskl - INFO - +top1_acc 0.7797 +top5_acc 0.9549 +2023-12-24 10:11:47,691 - pyskl - INFO - Epoch(val) [65][3718] top1_acc: 0.7797, top5_acc: 0.9549 +2023-12-24 10:12:41,756 - pyskl - INFO - Epoch [66][100/3405] lr: 1.509e-02, eta: 21:03:15, time: 0.541, data_time: 0.279, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9656, loss_cls: 1.5643, loss: 1.5643 +2023-12-24 10:13:07,286 - pyskl - INFO - Epoch [66][200/3405] lr: 1.508e-02, eta: 21:02:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 1.4999, loss: 1.4999 +2023-12-24 10:13:32,997 - pyskl - INFO - Epoch [66][300/3405] lr: 1.508e-02, eta: 21:02:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 1.5157, loss: 1.5157 +2023-12-24 10:13:58,888 - pyskl - INFO - Epoch [66][400/3405] lr: 1.507e-02, eta: 21:01:54, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 1.5610, loss: 1.5610 +2023-12-24 10:14:24,700 - pyskl - INFO - Epoch [66][500/3405] lr: 1.506e-02, eta: 21:01:27, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 1.5151, loss: 1.5151 +2023-12-24 10:14:50,413 - pyskl - INFO - Epoch [66][600/3405] lr: 1.505e-02, eta: 21:01:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 1.5429, loss: 1.5429 +2023-12-24 10:15:16,009 - pyskl - INFO - Epoch [66][700/3405] lr: 1.505e-02, eta: 21:00:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9762, loss_cls: 1.5775, loss: 1.5775 +2023-12-24 10:15:41,424 - pyskl - INFO - Epoch [66][800/3405] lr: 1.504e-02, eta: 21:00:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9744, loss_cls: 1.5621, loss: 1.5621 +2023-12-24 10:16:07,067 - pyskl - INFO - Epoch [66][900/3405] lr: 1.503e-02, eta: 20:59:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 1.5637, loss: 1.5637 +2023-12-24 10:16:32,573 - pyskl - INFO - Epoch [66][1000/3405] lr: 1.502e-02, eta: 20:59:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9694, loss_cls: 1.5785, loss: 1.5785 +2023-12-24 10:16:58,117 - pyskl - INFO - Epoch [66][1100/3405] lr: 1.502e-02, eta: 20:58:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9756, loss_cls: 1.5572, loss: 1.5572 +2023-12-24 10:17:23,837 - pyskl - INFO - Epoch [66][1200/3405] lr: 1.501e-02, eta: 20:58:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 1.5434, loss: 1.5434 +2023-12-24 10:17:49,643 - pyskl - INFO - Epoch [66][1300/3405] lr: 1.500e-02, eta: 20:57:52, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9613, loss_cls: 1.6055, loss: 1.6055 +2023-12-24 10:18:15,349 - pyskl - INFO - Epoch [66][1400/3405] lr: 1.499e-02, eta: 20:57:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9744, loss_cls: 1.5741, loss: 1.5741 +2023-12-24 10:18:41,028 - pyskl - INFO - Epoch [66][1500/3405] lr: 1.499e-02, eta: 20:56:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9625, loss_cls: 1.6092, loss: 1.6092 +2023-12-24 10:19:06,631 - pyskl - INFO - Epoch [66][1600/3405] lr: 1.498e-02, eta: 20:56:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 1.5750, loss: 1.5750 +2023-12-24 10:19:31,936 - pyskl - INFO - Epoch [66][1700/3405] lr: 1.497e-02, eta: 20:56:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 1.5371, loss: 1.5371 +2023-12-24 10:19:57,342 - pyskl - INFO - Epoch [66][1800/3405] lr: 1.496e-02, eta: 20:55:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 1.5331, loss: 1.5331 +2023-12-24 10:20:22,652 - pyskl - INFO - Epoch [66][1900/3405] lr: 1.496e-02, eta: 20:55:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9706, loss_cls: 1.5795, loss: 1.5795 +2023-12-24 10:20:48,282 - pyskl - INFO - Epoch [66][2000/3405] lr: 1.495e-02, eta: 20:54:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9681, loss_cls: 1.5769, loss: 1.5769 +2023-12-24 10:21:14,017 - pyskl - INFO - Epoch [66][2100/3405] lr: 1.494e-02, eta: 20:54:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9644, loss_cls: 1.5791, loss: 1.5791 +2023-12-24 10:21:39,252 - pyskl - INFO - Epoch [66][2200/3405] lr: 1.493e-02, eta: 20:53:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 1.5704, loss: 1.5704 +2023-12-24 10:22:04,512 - pyskl - INFO - Epoch [66][2300/3405] lr: 1.493e-02, eta: 20:53:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 1.5786, loss: 1.5786 +2023-12-24 10:22:29,865 - pyskl - INFO - Epoch [66][2400/3405] lr: 1.492e-02, eta: 20:52:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9656, loss_cls: 1.6388, loss: 1.6388 +2023-12-24 10:22:55,137 - pyskl - INFO - Epoch [66][2500/3405] lr: 1.491e-02, eta: 20:52:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9688, loss_cls: 1.6333, loss: 1.6333 +2023-12-24 10:23:20,576 - pyskl - INFO - Epoch [66][2600/3405] lr: 1.490e-02, eta: 20:51:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 1.5844, loss: 1.5844 +2023-12-24 10:23:46,159 - pyskl - INFO - Epoch [66][2700/3405] lr: 1.490e-02, eta: 20:51:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9644, loss_cls: 1.6019, loss: 1.6019 +2023-12-24 10:24:11,640 - pyskl - INFO - Epoch [66][2800/3405] lr: 1.489e-02, eta: 20:51:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 1.5794, loss: 1.5794 +2023-12-24 10:24:37,068 - pyskl - INFO - Epoch [66][2900/3405] lr: 1.488e-02, eta: 20:50:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 1.6095, loss: 1.6095 +2023-12-24 10:25:02,353 - pyskl - INFO - Epoch [66][3000/3405] lr: 1.487e-02, eta: 20:50:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 1.5741, loss: 1.5741 +2023-12-24 10:25:27,716 - pyskl - INFO - Epoch [66][3100/3405] lr: 1.487e-02, eta: 20:49:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9663, loss_cls: 1.6310, loss: 1.6310 +2023-12-24 10:25:53,227 - pyskl - INFO - Epoch [66][3200/3405] lr: 1.486e-02, eta: 20:49:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 1.5880, loss: 1.5880 +2023-12-24 10:26:18,616 - pyskl - INFO - Epoch [66][3300/3405] lr: 1.485e-02, eta: 20:48:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9637, loss_cls: 1.6089, loss: 1.6089 +2023-12-24 10:26:43,979 - pyskl - INFO - Epoch [66][3400/3405] lr: 1.484e-02, eta: 20:48:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9681, loss_cls: 1.6009, loss: 1.6009 +2023-12-24 10:26:45,884 - pyskl - INFO - Saving checkpoint at 66 epochs +2023-12-24 10:31:10,725 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 10:31:11,349 - pyskl - INFO - +top1_acc 0.7811 +top5_acc 0.9545 +2023-12-24 10:31:11,354 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_61.pth was removed +2023-12-24 10:31:11,567 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_66.pth. +2023-12-24 10:31:11,568 - pyskl - INFO - Best top1_acc is 0.7811 at 66 epoch. +2023-12-24 10:31:11,593 - pyskl - INFO - Epoch(val) [66][3718] top1_acc: 0.7811, top5_acc: 0.9545 +2023-12-24 10:32:04,682 - pyskl - INFO - Epoch [67][100/3405] lr: 1.483e-02, eta: 20:48:27, time: 0.531, data_time: 0.278, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9762, loss_cls: 1.5485, loss: 1.5485 +2023-12-24 10:32:30,195 - pyskl - INFO - Epoch [67][200/3405] lr: 1.483e-02, eta: 20:48:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 1.5117, loss: 1.5117 +2023-12-24 10:32:56,000 - pyskl - INFO - Epoch [67][300/3405] lr: 1.482e-02, eta: 20:47:33, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 1.5094, loss: 1.5094 +2023-12-24 10:33:21,983 - pyskl - INFO - Epoch [67][400/3405] lr: 1.481e-02, eta: 20:47:06, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 1.5364, loss: 1.5364 +2023-12-24 10:33:47,378 - pyskl - INFO - Epoch [67][500/3405] lr: 1.480e-02, eta: 20:46:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 1.5513, loss: 1.5513 +2023-12-24 10:34:12,992 - pyskl - INFO - Epoch [67][600/3405] lr: 1.480e-02, eta: 20:46:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9719, loss_cls: 1.5957, loss: 1.5957 +2023-12-24 10:34:38,712 - pyskl - INFO - Epoch [67][700/3405] lr: 1.479e-02, eta: 20:45:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9700, loss_cls: 1.5769, loss: 1.5769 +2023-12-24 10:35:04,361 - pyskl - INFO - Epoch [67][800/3405] lr: 1.478e-02, eta: 20:45:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 1.5290, loss: 1.5290 +2023-12-24 10:35:30,030 - pyskl - INFO - Epoch [67][900/3405] lr: 1.477e-02, eta: 20:44:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 1.5295, loss: 1.5295 +2023-12-24 10:35:55,281 - pyskl - INFO - Epoch [67][1000/3405] lr: 1.477e-02, eta: 20:44:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9663, loss_cls: 1.5446, loss: 1.5446 +2023-12-24 10:36:20,375 - pyskl - INFO - Epoch [67][1100/3405] lr: 1.476e-02, eta: 20:43:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 1.5710, loss: 1.5710 +2023-12-24 10:36:45,520 - pyskl - INFO - Epoch [67][1200/3405] lr: 1.475e-02, eta: 20:43:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9619, loss_cls: 1.6262, loss: 1.6262 +2023-12-24 10:37:11,045 - pyskl - INFO - Epoch [67][1300/3405] lr: 1.474e-02, eta: 20:43:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 1.5713, loss: 1.5713 +2023-12-24 10:37:36,489 - pyskl - INFO - Epoch [67][1400/3405] lr: 1.474e-02, eta: 20:42:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9650, loss_cls: 1.5970, loss: 1.5970 +2023-12-24 10:38:01,736 - pyskl - INFO - Epoch [67][1500/3405] lr: 1.473e-02, eta: 20:42:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9750, loss_cls: 1.5556, loss: 1.5556 +2023-12-24 10:38:27,097 - pyskl - INFO - Epoch [67][1600/3405] lr: 1.472e-02, eta: 20:41:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 1.6155, loss: 1.6155 +2023-12-24 10:38:52,574 - pyskl - INFO - Epoch [67][1700/3405] lr: 1.471e-02, eta: 20:41:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 1.5079, loss: 1.5079 +2023-12-24 10:39:18,014 - pyskl - INFO - Epoch [67][1800/3405] lr: 1.471e-02, eta: 20:40:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9681, loss_cls: 1.5435, loss: 1.5435 +2023-12-24 10:39:43,242 - pyskl - INFO - Epoch [67][1900/3405] lr: 1.470e-02, eta: 20:40:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9688, loss_cls: 1.6147, loss: 1.6147 +2023-12-24 10:40:08,296 - pyskl - INFO - Epoch [67][2000/3405] lr: 1.469e-02, eta: 20:39:51, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 1.5486, loss: 1.5486 +2023-12-24 10:40:33,422 - pyskl - INFO - Epoch [67][2100/3405] lr: 1.468e-02, eta: 20:39:24, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 1.5497, loss: 1.5497 +2023-12-24 10:40:58,874 - pyskl - INFO - Epoch [67][2200/3405] lr: 1.468e-02, eta: 20:38:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9663, loss_cls: 1.5781, loss: 1.5781 +2023-12-24 10:41:24,470 - pyskl - INFO - Epoch [67][2300/3405] lr: 1.467e-02, eta: 20:38:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 1.5646, loss: 1.5646 +2023-12-24 10:41:49,960 - pyskl - INFO - Epoch [67][2400/3405] lr: 1.466e-02, eta: 20:38:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9719, loss_cls: 1.6085, loss: 1.6085 +2023-12-24 10:42:15,248 - pyskl - INFO - Epoch [67][2500/3405] lr: 1.465e-02, eta: 20:37:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 1.5405, loss: 1.5405 +2023-12-24 10:42:40,716 - pyskl - INFO - Epoch [67][2600/3405] lr: 1.465e-02, eta: 20:37:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9613, loss_cls: 1.6210, loss: 1.6210 +2023-12-24 10:43:05,970 - pyskl - INFO - Epoch [67][2700/3405] lr: 1.464e-02, eta: 20:36:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9625, loss_cls: 1.6299, loss: 1.6299 +2023-12-24 10:43:31,466 - pyskl - INFO - Epoch [67][2800/3405] lr: 1.463e-02, eta: 20:36:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9712, loss_cls: 1.6156, loss: 1.6156 +2023-12-24 10:43:56,947 - pyskl - INFO - Epoch [67][2900/3405] lr: 1.462e-02, eta: 20:35:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 1.6095, loss: 1.6095 +2023-12-24 10:44:22,209 - pyskl - INFO - Epoch [67][3000/3405] lr: 1.462e-02, eta: 20:35:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 1.5449, loss: 1.5449 +2023-12-24 10:44:47,252 - pyskl - INFO - Epoch [67][3100/3405] lr: 1.461e-02, eta: 20:34:52, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9613, loss_cls: 1.6219, loss: 1.6219 +2023-12-24 10:45:12,286 - pyskl - INFO - Epoch [67][3200/3405] lr: 1.460e-02, eta: 20:34:24, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 1.5849, loss: 1.5849 +2023-12-24 10:45:37,302 - pyskl - INFO - Epoch [67][3300/3405] lr: 1.459e-02, eta: 20:33:56, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9600, loss_cls: 1.6307, loss: 1.6307 +2023-12-24 10:46:02,318 - pyskl - INFO - Epoch [67][3400/3405] lr: 1.459e-02, eta: 20:33:29, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9681, loss_cls: 1.5824, loss: 1.5824 +2023-12-24 10:46:04,341 - pyskl - INFO - Saving checkpoint at 67 epochs +2023-12-24 10:50:29,979 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 10:50:30,592 - pyskl - INFO - +top1_acc 0.7851 +top5_acc 0.9553 +2023-12-24 10:50:30,597 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_66.pth was removed +2023-12-24 10:50:30,820 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_67.pth. +2023-12-24 10:50:30,821 - pyskl - INFO - Best top1_acc is 0.7851 at 67 epoch. +2023-12-24 10:50:30,850 - pyskl - INFO - Epoch(val) [67][3718] top1_acc: 0.7851, top5_acc: 0.9553 +2023-12-24 10:51:24,417 - pyskl - INFO - Epoch [68][100/3405] lr: 1.458e-02, eta: 20:33:34, time: 0.536, data_time: 0.281, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9738, loss_cls: 1.5428, loss: 1.5428 +2023-12-24 10:51:49,786 - pyskl - INFO - Epoch [68][200/3405] lr: 1.457e-02, eta: 20:33:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 1.5413, loss: 1.5413 +2023-12-24 10:52:15,480 - pyskl - INFO - Epoch [68][300/3405] lr: 1.456e-02, eta: 20:32:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 1.5230, loss: 1.5230 +2023-12-24 10:52:41,421 - pyskl - INFO - Epoch [68][400/3405] lr: 1.455e-02, eta: 20:32:13, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9700, loss_cls: 1.5181, loss: 1.5181 +2023-12-24 10:53:07,251 - pyskl - INFO - Epoch [68][500/3405] lr: 1.455e-02, eta: 20:31:46, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 1.5295, loss: 1.5295 +2023-12-24 10:53:33,110 - pyskl - INFO - Epoch [68][600/3405] lr: 1.454e-02, eta: 20:31:20, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 1.5782, loss: 1.5782 +2023-12-24 10:53:58,838 - pyskl - INFO - Epoch [68][700/3405] lr: 1.453e-02, eta: 20:30:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9725, loss_cls: 1.5171, loss: 1.5171 +2023-12-24 10:54:24,464 - pyskl - INFO - Epoch [68][800/3405] lr: 1.452e-02, eta: 20:30:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 1.5612, loss: 1.5612 +2023-12-24 10:54:50,268 - pyskl - INFO - Epoch [68][900/3405] lr: 1.452e-02, eta: 20:29:59, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9631, loss_cls: 1.5655, loss: 1.5655 +2023-12-24 10:55:15,548 - pyskl - INFO - Epoch [68][1000/3405] lr: 1.451e-02, eta: 20:29:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9750, loss_cls: 1.5394, loss: 1.5394 +2023-12-24 10:55:40,930 - pyskl - INFO - Epoch [68][1100/3405] lr: 1.450e-02, eta: 20:29:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9681, loss_cls: 1.6226, loss: 1.6226 +2023-12-24 10:56:06,421 - pyskl - INFO - Epoch [68][1200/3405] lr: 1.449e-02, eta: 20:28:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 1.5816, loss: 1.5816 +2023-12-24 10:56:31,981 - pyskl - INFO - Epoch [68][1300/3405] lr: 1.449e-02, eta: 20:28:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 1.5925, loss: 1.5925 +2023-12-24 10:56:57,422 - pyskl - INFO - Epoch [68][1400/3405] lr: 1.448e-02, eta: 20:27:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 1.5140, loss: 1.5140 +2023-12-24 10:57:22,615 - pyskl - INFO - Epoch [68][1500/3405] lr: 1.447e-02, eta: 20:27:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 1.5635, loss: 1.5635 +2023-12-24 10:57:48,044 - pyskl - INFO - Epoch [68][1600/3405] lr: 1.446e-02, eta: 20:26:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9700, loss_cls: 1.5432, loss: 1.5432 +2023-12-24 10:58:13,469 - pyskl - INFO - Epoch [68][1700/3405] lr: 1.446e-02, eta: 20:26:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9738, loss_cls: 1.5755, loss: 1.5755 +2023-12-24 10:58:38,949 - pyskl - INFO - Epoch [68][1800/3405] lr: 1.445e-02, eta: 20:25:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 1.5656, loss: 1.5656 +2023-12-24 10:59:04,469 - pyskl - INFO - Epoch [68][1900/3405] lr: 1.444e-02, eta: 20:25:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 1.6146, loss: 1.6146 +2023-12-24 10:59:29,780 - pyskl - INFO - Epoch [68][2000/3405] lr: 1.443e-02, eta: 20:25:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 1.5697, loss: 1.5697 +2023-12-24 10:59:55,429 - pyskl - INFO - Epoch [68][2100/3405] lr: 1.443e-02, eta: 20:24:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 1.5907, loss: 1.5907 +2023-12-24 11:00:20,959 - pyskl - INFO - Epoch [68][2200/3405] lr: 1.442e-02, eta: 20:24:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 1.5596, loss: 1.5596 +2023-12-24 11:00:46,314 - pyskl - INFO - Epoch [68][2300/3405] lr: 1.441e-02, eta: 20:23:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 1.5929, loss: 1.5929 +2023-12-24 11:01:11,761 - pyskl - INFO - Epoch [68][2400/3405] lr: 1.440e-02, eta: 20:23:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 1.6135, loss: 1.6135 +2023-12-24 11:01:37,284 - pyskl - INFO - Epoch [68][2500/3405] lr: 1.439e-02, eta: 20:22:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 1.5578, loss: 1.5578 +2023-12-24 11:02:02,769 - pyskl - INFO - Epoch [68][2600/3405] lr: 1.439e-02, eta: 20:22:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9600, loss_cls: 1.6011, loss: 1.6011 +2023-12-24 11:02:28,223 - pyskl - INFO - Epoch [68][2700/3405] lr: 1.438e-02, eta: 20:21:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 1.5616, loss: 1.5616 +2023-12-24 11:02:53,758 - pyskl - INFO - Epoch [68][2800/3405] lr: 1.437e-02, eta: 20:21:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9719, loss_cls: 1.5966, loss: 1.5966 +2023-12-24 11:03:19,017 - pyskl - INFO - Epoch [68][2900/3405] lr: 1.436e-02, eta: 20:20:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 1.6026, loss: 1.6026 +2023-12-24 11:03:44,500 - pyskl - INFO - Epoch [68][3000/3405] lr: 1.436e-02, eta: 20:20:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9631, loss_cls: 1.6162, loss: 1.6162 +2023-12-24 11:04:09,906 - pyskl - INFO - Epoch [68][3100/3405] lr: 1.435e-02, eta: 20:20:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9619, loss_cls: 1.5680, loss: 1.5680 +2023-12-24 11:04:35,454 - pyskl - INFO - Epoch [68][3200/3405] lr: 1.434e-02, eta: 20:19:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9656, loss_cls: 1.6307, loss: 1.6307 +2023-12-24 11:05:01,080 - pyskl - INFO - Epoch [68][3300/3405] lr: 1.433e-02, eta: 20:19:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9613, loss_cls: 1.6370, loss: 1.6370 +2023-12-24 11:05:26,488 - pyskl - INFO - Epoch [68][3400/3405] lr: 1.433e-02, eta: 20:18:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9600, loss_cls: 1.6150, loss: 1.6150 +2023-12-24 11:05:28,430 - pyskl - INFO - Saving checkpoint at 68 epochs +2023-12-24 11:09:53,966 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 11:09:54,641 - pyskl - INFO - +top1_acc 0.7581 +top5_acc 0.9466 +2023-12-24 11:09:54,666 - pyskl - INFO - Epoch(val) [68][3718] top1_acc: 0.7581, top5_acc: 0.9466 +2023-12-24 11:10:47,792 - pyskl - INFO - Epoch [69][100/3405] lr: 1.432e-02, eta: 20:18:45, time: 0.531, data_time: 0.275, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9669, loss_cls: 1.5438, loss: 1.5438 +2023-12-24 11:11:13,195 - pyskl - INFO - Epoch [69][200/3405] lr: 1.431e-02, eta: 20:18:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 1.4888, loss: 1.4888 +2023-12-24 11:11:38,393 - pyskl - INFO - Epoch [69][300/3405] lr: 1.430e-02, eta: 20:17:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 1.5021, loss: 1.5021 +2023-12-24 11:12:04,058 - pyskl - INFO - Epoch [69][400/3405] lr: 1.430e-02, eta: 20:17:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9681, loss_cls: 1.5590, loss: 1.5590 +2023-12-24 11:12:29,823 - pyskl - INFO - Epoch [69][500/3405] lr: 1.429e-02, eta: 20:16:57, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9619, loss_cls: 1.6016, loss: 1.6016 +2023-12-24 11:12:55,764 - pyskl - INFO - Epoch [69][600/3405] lr: 1.428e-02, eta: 20:16:31, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9656, loss_cls: 1.5441, loss: 1.5441 +2023-12-24 11:13:21,508 - pyskl - INFO - Epoch [69][700/3405] lr: 1.427e-02, eta: 20:16:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 1.5747, loss: 1.5747 +2023-12-24 11:13:47,090 - pyskl - INFO - Epoch [69][800/3405] lr: 1.427e-02, eta: 20:15:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 1.5488, loss: 1.5488 +2023-12-24 11:14:12,629 - pyskl - INFO - Epoch [69][900/3405] lr: 1.426e-02, eta: 20:15:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9719, loss_cls: 1.5889, loss: 1.5889 +2023-12-24 11:14:38,405 - pyskl - INFO - Epoch [69][1000/3405] lr: 1.425e-02, eta: 20:14:43, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 1.5092, loss: 1.5092 +2023-12-24 11:15:03,721 - pyskl - INFO - Epoch [69][1100/3405] lr: 1.424e-02, eta: 20:14:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 1.5249, loss: 1.5249 +2023-12-24 11:15:29,226 - pyskl - INFO - Epoch [69][1200/3405] lr: 1.423e-02, eta: 20:13:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9694, loss_cls: 1.5208, loss: 1.5208 +2023-12-24 11:15:54,564 - pyskl - INFO - Epoch [69][1300/3405] lr: 1.423e-02, eta: 20:13:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 1.6421, loss: 1.6421 +2023-12-24 11:16:19,959 - pyskl - INFO - Epoch [69][1400/3405] lr: 1.422e-02, eta: 20:12:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 1.5429, loss: 1.5429 +2023-12-24 11:16:45,568 - pyskl - INFO - Epoch [69][1500/3405] lr: 1.421e-02, eta: 20:12:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 1.5179, loss: 1.5179 +2023-12-24 11:17:11,176 - pyskl - INFO - Epoch [69][1600/3405] lr: 1.420e-02, eta: 20:12:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9700, loss_cls: 1.5952, loss: 1.5952 +2023-12-24 11:17:36,577 - pyskl - INFO - Epoch [69][1700/3405] lr: 1.420e-02, eta: 20:11:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9637, loss_cls: 1.5760, loss: 1.5760 +2023-12-24 11:18:02,192 - pyskl - INFO - Epoch [69][1800/3405] lr: 1.419e-02, eta: 20:11:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 1.5786, loss: 1.5786 +2023-12-24 11:18:27,882 - pyskl - INFO - Epoch [69][1900/3405] lr: 1.418e-02, eta: 20:10:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 1.5763, loss: 1.5763 +2023-12-24 11:18:53,437 - pyskl - INFO - Epoch [69][2000/3405] lr: 1.417e-02, eta: 20:10:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9613, loss_cls: 1.6110, loss: 1.6110 +2023-12-24 11:19:18,737 - pyskl - INFO - Epoch [69][2100/3405] lr: 1.417e-02, eta: 20:09:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9775, loss_cls: 1.5531, loss: 1.5531 +2023-12-24 11:19:44,088 - pyskl - INFO - Epoch [69][2200/3405] lr: 1.416e-02, eta: 20:09:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9663, loss_cls: 1.5743, loss: 1.5743 +2023-12-24 11:20:09,529 - pyskl - INFO - Epoch [69][2300/3405] lr: 1.415e-02, eta: 20:08:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9700, loss_cls: 1.5314, loss: 1.5314 +2023-12-24 11:20:34,845 - pyskl - INFO - Epoch [69][2400/3405] lr: 1.414e-02, eta: 20:08:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 1.5515, loss: 1.5515 +2023-12-24 11:21:00,313 - pyskl - INFO - Epoch [69][2500/3405] lr: 1.414e-02, eta: 20:07:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 1.5831, loss: 1.5831 +2023-12-24 11:21:25,816 - pyskl - INFO - Epoch [69][2600/3405] lr: 1.413e-02, eta: 20:07:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9688, loss_cls: 1.6067, loss: 1.6067 +2023-12-24 11:21:51,363 - pyskl - INFO - Epoch [69][2700/3405] lr: 1.412e-02, eta: 20:07:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 1.5323, loss: 1.5323 +2023-12-24 11:22:16,839 - pyskl - INFO - Epoch [69][2800/3405] lr: 1.411e-02, eta: 20:06:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 1.5741, loss: 1.5741 +2023-12-24 11:22:42,376 - pyskl - INFO - Epoch [69][2900/3405] lr: 1.411e-02, eta: 20:06:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 1.5988, loss: 1.5988 +2023-12-24 11:23:07,755 - pyskl - INFO - Epoch [69][3000/3405] lr: 1.410e-02, eta: 20:05:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 1.5800, loss: 1.5800 +2023-12-24 11:23:33,283 - pyskl - INFO - Epoch [69][3100/3405] lr: 1.409e-02, eta: 20:05:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 1.5727, loss: 1.5727 +2023-12-24 11:23:58,663 - pyskl - INFO - Epoch [69][3200/3405] lr: 1.408e-02, eta: 20:04:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9731, loss_cls: 1.4781, loss: 1.4781 +2023-12-24 11:24:24,123 - pyskl - INFO - Epoch [69][3300/3405] lr: 1.407e-02, eta: 20:04:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 1.5926, loss: 1.5926 +2023-12-24 11:24:49,549 - pyskl - INFO - Epoch [69][3400/3405] lr: 1.407e-02, eta: 20:03:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9712, loss_cls: 1.5942, loss: 1.5942 +2023-12-24 11:24:51,553 - pyskl - INFO - Saving checkpoint at 69 epochs +2023-12-24 11:29:17,277 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 11:29:17,935 - pyskl - INFO - +top1_acc 0.7823 +top5_acc 0.9553 +2023-12-24 11:29:17,964 - pyskl - INFO - Epoch(val) [69][3718] top1_acc: 0.7823, top5_acc: 0.9553 +2023-12-24 11:30:11,197 - pyskl - INFO - Epoch [70][100/3405] lr: 1.406e-02, eta: 20:03:56, time: 0.532, data_time: 0.276, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9794, loss_cls: 1.5225, loss: 1.5225 +2023-12-24 11:30:36,424 - pyskl - INFO - Epoch [70][200/3405] lr: 1.405e-02, eta: 20:03:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 1.5030, loss: 1.5030 +2023-12-24 11:31:01,962 - pyskl - INFO - Epoch [70][300/3405] lr: 1.404e-02, eta: 20:03:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9794, loss_cls: 1.4998, loss: 1.4998 +2023-12-24 11:31:27,685 - pyskl - INFO - Epoch [70][400/3405] lr: 1.404e-02, eta: 20:02:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9706, loss_cls: 1.5143, loss: 1.5143 +2023-12-24 11:31:53,318 - pyskl - INFO - Epoch [70][500/3405] lr: 1.403e-02, eta: 20:02:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9650, loss_cls: 1.5499, loss: 1.5499 +2023-12-24 11:32:19,356 - pyskl - INFO - Epoch [70][600/3405] lr: 1.402e-02, eta: 20:01:42, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 1.5331, loss: 1.5331 +2023-12-24 11:32:45,195 - pyskl - INFO - Epoch [70][700/3405] lr: 1.401e-02, eta: 20:01:16, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 1.5097, loss: 1.5097 +2023-12-24 11:33:10,651 - pyskl - INFO - Epoch [70][800/3405] lr: 1.401e-02, eta: 20:00:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9744, loss_cls: 1.5487, loss: 1.5487 +2023-12-24 11:33:36,134 - pyskl - INFO - Epoch [70][900/3405] lr: 1.400e-02, eta: 20:00:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 1.5725, loss: 1.5725 +2023-12-24 11:34:01,679 - pyskl - INFO - Epoch [70][1000/3405] lr: 1.399e-02, eta: 19:59:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 1.5049, loss: 1.5049 +2023-12-24 11:34:27,197 - pyskl - INFO - Epoch [70][1100/3405] lr: 1.398e-02, eta: 19:59:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9819, loss_cls: 1.4769, loss: 1.4769 +2023-12-24 11:34:52,765 - pyskl - INFO - Epoch [70][1200/3405] lr: 1.398e-02, eta: 19:59:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9669, loss_cls: 1.5968, loss: 1.5968 +2023-12-24 11:35:18,204 - pyskl - INFO - Epoch [70][1300/3405] lr: 1.397e-02, eta: 19:58:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9750, loss_cls: 1.5770, loss: 1.5770 +2023-12-24 11:35:43,650 - pyskl - INFO - Epoch [70][1400/3405] lr: 1.396e-02, eta: 19:58:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9681, loss_cls: 1.5649, loss: 1.5649 +2023-12-24 11:36:09,079 - pyskl - INFO - Epoch [70][1500/3405] lr: 1.395e-02, eta: 19:57:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9756, loss_cls: 1.5614, loss: 1.5614 +2023-12-24 11:36:34,662 - pyskl - INFO - Epoch [70][1600/3405] lr: 1.394e-02, eta: 19:57:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 1.5063, loss: 1.5063 +2023-12-24 11:37:00,182 - pyskl - INFO - Epoch [70][1700/3405] lr: 1.394e-02, eta: 19:56:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 1.5339, loss: 1.5339 +2023-12-24 11:37:25,550 - pyskl - INFO - Epoch [70][1800/3405] lr: 1.393e-02, eta: 19:56:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 1.5166, loss: 1.5166 +2023-12-24 11:37:50,900 - pyskl - INFO - Epoch [70][1900/3405] lr: 1.392e-02, eta: 19:55:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 1.5571, loss: 1.5571 +2023-12-24 11:38:16,460 - pyskl - INFO - Epoch [70][2000/3405] lr: 1.391e-02, eta: 19:55:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9675, loss_cls: 1.5668, loss: 1.5668 +2023-12-24 11:38:41,751 - pyskl - INFO - Epoch [70][2100/3405] lr: 1.391e-02, eta: 19:54:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9688, loss_cls: 1.5286, loss: 1.5286 +2023-12-24 11:39:07,179 - pyskl - INFO - Epoch [70][2200/3405] lr: 1.390e-02, eta: 19:54:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9738, loss_cls: 1.4984, loss: 1.4984 +2023-12-24 11:39:32,461 - pyskl - INFO - Epoch [70][2300/3405] lr: 1.389e-02, eta: 19:54:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9706, loss_cls: 1.5495, loss: 1.5495 +2023-12-24 11:39:57,699 - pyskl - INFO - Epoch [70][2400/3405] lr: 1.388e-02, eta: 19:53:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 1.5569, loss: 1.5569 +2023-12-24 11:40:23,030 - pyskl - INFO - Epoch [70][2500/3405] lr: 1.388e-02, eta: 19:53:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9675, loss_cls: 1.6060, loss: 1.6060 +2023-12-24 11:40:48,467 - pyskl - INFO - Epoch [70][2600/3405] lr: 1.387e-02, eta: 19:52:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 1.5908, loss: 1.5908 +2023-12-24 11:41:13,853 - pyskl - INFO - Epoch [70][2700/3405] lr: 1.386e-02, eta: 19:52:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 1.6411, loss: 1.6411 +2023-12-24 11:41:39,250 - pyskl - INFO - Epoch [70][2800/3405] lr: 1.385e-02, eta: 19:51:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 1.5964, loss: 1.5964 +2023-12-24 11:42:04,593 - pyskl - INFO - Epoch [70][2900/3405] lr: 1.385e-02, eta: 19:51:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 1.5448, loss: 1.5448 +2023-12-24 11:42:30,011 - pyskl - INFO - Epoch [70][3000/3405] lr: 1.384e-02, eta: 19:50:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 1.5663, loss: 1.5663 +2023-12-24 11:42:55,349 - pyskl - INFO - Epoch [70][3100/3405] lr: 1.383e-02, eta: 19:50:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 1.5435, loss: 1.5435 +2023-12-24 11:43:20,788 - pyskl - INFO - Epoch [70][3200/3405] lr: 1.382e-02, eta: 19:49:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9700, loss_cls: 1.5496, loss: 1.5496 +2023-12-24 11:43:46,209 - pyskl - INFO - Epoch [70][3300/3405] lr: 1.381e-02, eta: 19:49:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9750, loss_cls: 1.5453, loss: 1.5453 +2023-12-24 11:44:11,750 - pyskl - INFO - Epoch [70][3400/3405] lr: 1.381e-02, eta: 19:49:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 1.5032, loss: 1.5032 +2023-12-24 11:44:13,733 - pyskl - INFO - Saving checkpoint at 70 epochs +2023-12-24 11:48:38,635 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 11:48:39,246 - pyskl - INFO - +top1_acc 0.7953 +top5_acc 0.9611 +2023-12-24 11:48:39,251 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_67.pth was removed +2023-12-24 11:48:39,461 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_70.pth. +2023-12-24 11:48:39,463 - pyskl - INFO - Best top1_acc is 0.7953 at 70 epoch. +2023-12-24 11:48:39,488 - pyskl - INFO - Epoch(val) [70][3718] top1_acc: 0.7953, top5_acc: 0.9611 +2023-12-24 11:49:32,548 - pyskl - INFO - Epoch [71][100/3405] lr: 1.380e-02, eta: 19:49:06, time: 0.531, data_time: 0.277, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9744, loss_cls: 1.5520, loss: 1.5520 +2023-12-24 11:49:57,842 - pyskl - INFO - Epoch [71][200/3405] lr: 1.379e-02, eta: 19:48:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 1.5201, loss: 1.5201 +2023-12-24 11:50:23,235 - pyskl - INFO - Epoch [71][300/3405] lr: 1.378e-02, eta: 19:48:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 1.4856, loss: 1.4856 +2023-12-24 11:50:49,061 - pyskl - INFO - Epoch [71][400/3405] lr: 1.378e-02, eta: 19:47:45, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 1.4896, loss: 1.4896 +2023-12-24 11:51:15,141 - pyskl - INFO - Epoch [71][500/3405] lr: 1.377e-02, eta: 19:47:19, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9688, loss_cls: 1.5409, loss: 1.5409 +2023-12-24 11:51:41,029 - pyskl - INFO - Epoch [71][600/3405] lr: 1.376e-02, eta: 19:46:52, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9719, loss_cls: 1.5767, loss: 1.5767 +2023-12-24 11:52:06,931 - pyskl - INFO - Epoch [71][700/3405] lr: 1.375e-02, eta: 19:46:26, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9681, loss_cls: 1.5640, loss: 1.5640 +2023-12-24 11:52:32,561 - pyskl - INFO - Epoch [71][800/3405] lr: 1.375e-02, eta: 19:45:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 1.4920, loss: 1.4920 +2023-12-24 11:52:57,893 - pyskl - INFO - Epoch [71][900/3405] lr: 1.374e-02, eta: 19:45:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 1.5015, loss: 1.5015 +2023-12-24 11:53:23,703 - pyskl - INFO - Epoch [71][1000/3405] lr: 1.373e-02, eta: 19:45:05, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 1.5191, loss: 1.5191 +2023-12-24 11:53:49,179 - pyskl - INFO - Epoch [71][1100/3405] lr: 1.372e-02, eta: 19:44:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 1.5324, loss: 1.5324 +2023-12-24 11:54:14,688 - pyskl - INFO - Epoch [71][1200/3405] lr: 1.371e-02, eta: 19:44:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9788, loss_cls: 1.5700, loss: 1.5700 +2023-12-24 11:54:40,115 - pyskl - INFO - Epoch [71][1300/3405] lr: 1.371e-02, eta: 19:43:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 1.5433, loss: 1.5433 +2023-12-24 11:55:05,704 - pyskl - INFO - Epoch [71][1400/3405] lr: 1.370e-02, eta: 19:43:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 1.5146, loss: 1.5146 +2023-12-24 11:55:31,103 - pyskl - INFO - Epoch [71][1500/3405] lr: 1.369e-02, eta: 19:42:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 1.4954, loss: 1.4954 +2023-12-24 11:55:56,459 - pyskl - INFO - Epoch [71][1600/3405] lr: 1.368e-02, eta: 19:42:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 1.5387, loss: 1.5387 +2023-12-24 11:56:21,979 - pyskl - INFO - Epoch [71][1700/3405] lr: 1.368e-02, eta: 19:41:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9688, loss_cls: 1.5489, loss: 1.5489 +2023-12-24 11:56:47,640 - pyskl - INFO - Epoch [71][1800/3405] lr: 1.367e-02, eta: 19:41:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 1.5487, loss: 1.5487 +2023-12-24 11:57:13,069 - pyskl - INFO - Epoch [71][1900/3405] lr: 1.366e-02, eta: 19:41:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9712, loss_cls: 1.4985, loss: 1.4985 +2023-12-24 11:57:38,462 - pyskl - INFO - Epoch [71][2000/3405] lr: 1.365e-02, eta: 19:40:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 1.5026, loss: 1.5026 +2023-12-24 11:58:03,906 - pyskl - INFO - Epoch [71][2100/3405] lr: 1.365e-02, eta: 19:40:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9794, loss_cls: 1.5266, loss: 1.5266 +2023-12-24 11:58:29,090 - pyskl - INFO - Epoch [71][2200/3405] lr: 1.364e-02, eta: 19:39:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 1.5708, loss: 1.5708 +2023-12-24 11:58:54,337 - pyskl - INFO - Epoch [71][2300/3405] lr: 1.363e-02, eta: 19:39:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 1.6149, loss: 1.6149 +2023-12-24 11:59:19,752 - pyskl - INFO - Epoch [71][2400/3405] lr: 1.362e-02, eta: 19:38:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 1.5284, loss: 1.5284 +2023-12-24 11:59:45,496 - pyskl - INFO - Epoch [71][2500/3405] lr: 1.362e-02, eta: 19:38:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9706, loss_cls: 1.5751, loss: 1.5751 +2023-12-24 12:00:10,708 - pyskl - INFO - Epoch [71][2600/3405] lr: 1.361e-02, eta: 19:37:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9706, loss_cls: 1.6110, loss: 1.6110 +2023-12-24 12:00:36,111 - pyskl - INFO - Epoch [71][2700/3405] lr: 1.360e-02, eta: 19:37:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9675, loss_cls: 1.5514, loss: 1.5514 +2023-12-24 12:01:01,609 - pyskl - INFO - Epoch [71][2800/3405] lr: 1.359e-02, eta: 19:36:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 1.5928, loss: 1.5928 +2023-12-24 12:01:27,431 - pyskl - INFO - Epoch [71][2900/3405] lr: 1.358e-02, eta: 19:36:31, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9663, loss_cls: 1.5853, loss: 1.5853 +2023-12-24 12:01:52,976 - pyskl - INFO - Epoch [71][3000/3405] lr: 1.358e-02, eta: 19:36:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9694, loss_cls: 1.5526, loss: 1.5526 +2023-12-24 12:02:18,704 - pyskl - INFO - Epoch [71][3100/3405] lr: 1.357e-02, eta: 19:35:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9812, loss_cls: 1.5362, loss: 1.5362 +2023-12-24 12:02:44,136 - pyskl - INFO - Epoch [71][3200/3405] lr: 1.356e-02, eta: 19:35:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 1.5390, loss: 1.5390 +2023-12-24 12:03:09,401 - pyskl - INFO - Epoch [71][3300/3405] lr: 1.355e-02, eta: 19:34:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 1.6091, loss: 1.6091 +2023-12-24 12:03:34,727 - pyskl - INFO - Epoch [71][3400/3405] lr: 1.355e-02, eta: 19:34:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 1.5897, loss: 1.5897 +2023-12-24 12:03:36,620 - pyskl - INFO - Saving checkpoint at 71 epochs +2023-12-24 12:08:02,217 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 12:08:02,898 - pyskl - INFO - +top1_acc 0.7862 +top5_acc 0.9583 +2023-12-24 12:08:02,933 - pyskl - INFO - Epoch(val) [71][3718] top1_acc: 0.7862, top5_acc: 0.9583 +2023-12-24 12:08:57,087 - pyskl - INFO - Epoch [72][100/3405] lr: 1.354e-02, eta: 19:34:18, time: 0.541, data_time: 0.286, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 1.4980, loss: 1.4980 +2023-12-24 12:09:22,457 - pyskl - INFO - Epoch [72][200/3405] lr: 1.353e-02, eta: 19:33:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 1.4717, loss: 1.4717 +2023-12-24 12:09:47,851 - pyskl - INFO - Epoch [72][300/3405] lr: 1.352e-02, eta: 19:33:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 1.5316, loss: 1.5316 +2023-12-24 12:10:13,398 - pyskl - INFO - Epoch [72][400/3405] lr: 1.352e-02, eta: 19:32:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9725, loss_cls: 1.5236, loss: 1.5236 +2023-12-24 12:10:39,334 - pyskl - INFO - Epoch [72][500/3405] lr: 1.351e-02, eta: 19:32:31, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 1.5164, loss: 1.5164 +2023-12-24 12:11:05,152 - pyskl - INFO - Epoch [72][600/3405] lr: 1.350e-02, eta: 19:32:04, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 1.4610, loss: 1.4610 +2023-12-24 12:11:30,879 - pyskl - INFO - Epoch [72][700/3405] lr: 1.349e-02, eta: 19:31:37, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 1.5049, loss: 1.5049 +2023-12-24 12:11:56,441 - pyskl - INFO - Epoch [72][800/3405] lr: 1.348e-02, eta: 19:31:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 1.5127, loss: 1.5127 +2023-12-24 12:12:22,116 - pyskl - INFO - Epoch [72][900/3405] lr: 1.348e-02, eta: 19:30:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9800, loss_cls: 1.5329, loss: 1.5329 +2023-12-24 12:12:47,819 - pyskl - INFO - Epoch [72][1000/3405] lr: 1.347e-02, eta: 19:30:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9738, loss_cls: 1.5732, loss: 1.5732 +2023-12-24 12:13:13,172 - pyskl - INFO - Epoch [72][1100/3405] lr: 1.346e-02, eta: 19:29:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9663, loss_cls: 1.5598, loss: 1.5598 +2023-12-24 12:13:38,799 - pyskl - INFO - Epoch [72][1200/3405] lr: 1.345e-02, eta: 19:29:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9750, loss_cls: 1.5497, loss: 1.5497 +2023-12-24 12:14:04,445 - pyskl - INFO - Epoch [72][1300/3405] lr: 1.345e-02, eta: 19:28:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 1.6024, loss: 1.6024 +2023-12-24 12:14:30,038 - pyskl - INFO - Epoch [72][1400/3405] lr: 1.344e-02, eta: 19:28:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9663, loss_cls: 1.5486, loss: 1.5486 +2023-12-24 12:14:55,584 - pyskl - INFO - Epoch [72][1500/3405] lr: 1.343e-02, eta: 19:28:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 1.5102, loss: 1.5102 +2023-12-24 12:15:20,856 - pyskl - INFO - Epoch [72][1600/3405] lr: 1.342e-02, eta: 19:27:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9781, loss_cls: 1.5061, loss: 1.5061 +2023-12-24 12:15:46,238 - pyskl - INFO - Epoch [72][1700/3405] lr: 1.342e-02, eta: 19:27:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 1.5117, loss: 1.5117 +2023-12-24 12:16:11,668 - pyskl - INFO - Epoch [72][1800/3405] lr: 1.341e-02, eta: 19:26:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 1.5457, loss: 1.5457 +2023-12-24 12:16:37,138 - pyskl - INFO - Epoch [72][1900/3405] lr: 1.340e-02, eta: 19:26:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 1.5170, loss: 1.5170 +2023-12-24 12:17:02,516 - pyskl - INFO - Epoch [72][2000/3405] lr: 1.339e-02, eta: 19:25:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 1.5081, loss: 1.5081 +2023-12-24 12:17:27,545 - pyskl - INFO - Epoch [72][2100/3405] lr: 1.339e-02, eta: 19:25:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 1.5948, loss: 1.5948 +2023-12-24 12:17:52,910 - pyskl - INFO - Epoch [72][2200/3405] lr: 1.338e-02, eta: 19:24:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 1.5364, loss: 1.5364 +2023-12-24 12:18:18,155 - pyskl - INFO - Epoch [72][2300/3405] lr: 1.337e-02, eta: 19:24:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 1.5369, loss: 1.5369 +2023-12-24 12:18:43,716 - pyskl - INFO - Epoch [72][2400/3405] lr: 1.336e-02, eta: 19:23:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 1.5531, loss: 1.5531 +2023-12-24 12:19:09,238 - pyskl - INFO - Epoch [72][2500/3405] lr: 1.335e-02, eta: 19:23:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 1.5608, loss: 1.5608 +2023-12-24 12:19:34,531 - pyskl - INFO - Epoch [72][2600/3405] lr: 1.335e-02, eta: 19:23:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9788, loss_cls: 1.5208, loss: 1.5208 +2023-12-24 12:20:00,054 - pyskl - INFO - Epoch [72][2700/3405] lr: 1.334e-02, eta: 19:22:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 1.5033, loss: 1.5033 +2023-12-24 12:20:25,481 - pyskl - INFO - Epoch [72][2800/3405] lr: 1.333e-02, eta: 19:22:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 1.5340, loss: 1.5340 +2023-12-24 12:20:50,963 - pyskl - INFO - Epoch [72][2900/3405] lr: 1.332e-02, eta: 19:21:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9694, loss_cls: 1.5672, loss: 1.5672 +2023-12-24 12:21:16,024 - pyskl - INFO - Epoch [72][3000/3405] lr: 1.332e-02, eta: 19:21:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 1.5912, loss: 1.5912 +2023-12-24 12:21:41,415 - pyskl - INFO - Epoch [72][3100/3405] lr: 1.331e-02, eta: 19:20:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 1.5771, loss: 1.5771 +2023-12-24 12:22:06,467 - pyskl - INFO - Epoch [72][3200/3405] lr: 1.330e-02, eta: 19:20:21, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 1.5268, loss: 1.5268 +2023-12-24 12:22:31,636 - pyskl - INFO - Epoch [72][3300/3405] lr: 1.329e-02, eta: 19:19:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9669, loss_cls: 1.5535, loss: 1.5535 +2023-12-24 12:22:56,837 - pyskl - INFO - Epoch [72][3400/3405] lr: 1.329e-02, eta: 19:19:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 1.5583, loss: 1.5583 +2023-12-24 12:22:58,727 - pyskl - INFO - Saving checkpoint at 72 epochs +2023-12-24 12:27:24,366 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 12:27:24,979 - pyskl - INFO - +top1_acc 0.7822 +top5_acc 0.9578 +2023-12-24 12:27:25,004 - pyskl - INFO - Epoch(val) [72][3718] top1_acc: 0.7822, top5_acc: 0.9578 +2023-12-24 12:28:18,541 - pyskl - INFO - Epoch [73][100/3405] lr: 1.328e-02, eta: 19:19:27, time: 0.535, data_time: 0.283, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 1.4807, loss: 1.4807 +2023-12-24 12:28:44,229 - pyskl - INFO - Epoch [73][200/3405] lr: 1.327e-02, eta: 19:19:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 1.5056, loss: 1.5056 +2023-12-24 12:29:09,872 - pyskl - INFO - Epoch [73][300/3405] lr: 1.326e-02, eta: 19:18:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 1.4896, loss: 1.4896 +2023-12-24 12:29:35,793 - pyskl - INFO - Epoch [73][400/3405] lr: 1.325e-02, eta: 19:18:07, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9775, loss_cls: 1.5012, loss: 1.5012 +2023-12-24 12:30:01,891 - pyskl - INFO - Epoch [73][500/3405] lr: 1.325e-02, eta: 19:17:41, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 1.5150, loss: 1.5150 +2023-12-24 12:30:27,769 - pyskl - INFO - Epoch [73][600/3405] lr: 1.324e-02, eta: 19:17:14, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 1.4660, loss: 1.4660 +2023-12-24 12:30:53,392 - pyskl - INFO - Epoch [73][700/3405] lr: 1.323e-02, eta: 19:16:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9725, loss_cls: 1.5024, loss: 1.5024 +2023-12-24 12:31:19,142 - pyskl - INFO - Epoch [73][800/3405] lr: 1.322e-02, eta: 19:16:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 1.5387, loss: 1.5387 +2023-12-24 12:31:44,583 - pyskl - INFO - Epoch [73][900/3405] lr: 1.322e-02, eta: 19:15:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 1.5018, loss: 1.5018 +2023-12-24 12:32:10,466 - pyskl - INFO - Epoch [73][1000/3405] lr: 1.321e-02, eta: 19:15:27, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 1.4964, loss: 1.4964 +2023-12-24 12:32:36,040 - pyskl - INFO - Epoch [73][1100/3405] lr: 1.320e-02, eta: 19:15:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 1.5252, loss: 1.5252 +2023-12-24 12:33:01,479 - pyskl - INFO - Epoch [73][1200/3405] lr: 1.319e-02, eta: 19:14:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 1.4995, loss: 1.4995 +2023-12-24 12:33:27,047 - pyskl - INFO - Epoch [73][1300/3405] lr: 1.319e-02, eta: 19:14:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 1.4907, loss: 1.4907 +2023-12-24 12:33:52,403 - pyskl - INFO - Epoch [73][1400/3405] lr: 1.318e-02, eta: 19:13:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 1.5223, loss: 1.5223 +2023-12-24 12:34:17,640 - pyskl - INFO - Epoch [73][1500/3405] lr: 1.317e-02, eta: 19:13:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 1.5146, loss: 1.5146 +2023-12-24 12:34:43,045 - pyskl - INFO - Epoch [73][1600/3405] lr: 1.316e-02, eta: 19:12:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 1.5477, loss: 1.5477 +2023-12-24 12:35:08,415 - pyskl - INFO - Epoch [73][1700/3405] lr: 1.315e-02, eta: 19:12:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9681, loss_cls: 1.5321, loss: 1.5321 +2023-12-24 12:35:33,956 - pyskl - INFO - Epoch [73][1800/3405] lr: 1.315e-02, eta: 19:11:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 1.4584, loss: 1.4584 +2023-12-24 12:35:59,521 - pyskl - INFO - Epoch [73][1900/3405] lr: 1.314e-02, eta: 19:11:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 1.5460, loss: 1.5460 +2023-12-24 12:36:24,917 - pyskl - INFO - Epoch [73][2000/3405] lr: 1.313e-02, eta: 19:10:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 1.5378, loss: 1.5378 +2023-12-24 12:36:50,464 - pyskl - INFO - Epoch [73][2100/3405] lr: 1.312e-02, eta: 19:10:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9631, loss_cls: 1.5871, loss: 1.5871 +2023-12-24 12:37:15,839 - pyskl - INFO - Epoch [73][2200/3405] lr: 1.312e-02, eta: 19:10:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 1.5439, loss: 1.5439 +2023-12-24 12:37:41,175 - pyskl - INFO - Epoch [73][2300/3405] lr: 1.311e-02, eta: 19:09:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 1.5367, loss: 1.5367 +2023-12-24 12:38:06,614 - pyskl - INFO - Epoch [73][2400/3405] lr: 1.310e-02, eta: 19:09:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9781, loss_cls: 1.5480, loss: 1.5480 +2023-12-24 12:38:32,136 - pyskl - INFO - Epoch [73][2500/3405] lr: 1.309e-02, eta: 19:08:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 1.5206, loss: 1.5206 +2023-12-24 12:38:57,530 - pyskl - INFO - Epoch [73][2600/3405] lr: 1.309e-02, eta: 19:08:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9719, loss_cls: 1.5134, loss: 1.5134 +2023-12-24 12:39:23,021 - pyskl - INFO - Epoch [73][2700/3405] lr: 1.308e-02, eta: 19:07:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 1.5758, loss: 1.5758 +2023-12-24 12:39:48,442 - pyskl - INFO - Epoch [73][2800/3405] lr: 1.307e-02, eta: 19:07:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 1.5187, loss: 1.5187 +2023-12-24 12:40:14,100 - pyskl - INFO - Epoch [73][2900/3405] lr: 1.306e-02, eta: 19:06:54, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9631, loss_cls: 1.5889, loss: 1.5889 +2023-12-24 12:40:39,753 - pyskl - INFO - Epoch [73][3000/3405] lr: 1.305e-02, eta: 19:06:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 1.5405, loss: 1.5405 +2023-12-24 12:41:05,111 - pyskl - INFO - Epoch [73][3100/3405] lr: 1.305e-02, eta: 19:06:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9719, loss_cls: 1.6020, loss: 1.6020 +2023-12-24 12:41:30,549 - pyskl - INFO - Epoch [73][3200/3405] lr: 1.304e-02, eta: 19:05:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 1.5420, loss: 1.5420 +2023-12-24 12:41:55,996 - pyskl - INFO - Epoch [73][3300/3405] lr: 1.303e-02, eta: 19:05:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 1.5543, loss: 1.5543 +2023-12-24 12:42:21,214 - pyskl - INFO - Epoch [73][3400/3405] lr: 1.302e-02, eta: 19:04:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9675, loss_cls: 1.6054, loss: 1.6054 +2023-12-24 12:42:23,194 - pyskl - INFO - Saving checkpoint at 73 epochs +2023-12-24 12:46:48,187 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 12:46:48,803 - pyskl - INFO - +top1_acc 0.7690 +top5_acc 0.9494 +2023-12-24 12:46:48,829 - pyskl - INFO - Epoch(val) [73][3718] top1_acc: 0.7690, top5_acc: 0.9494 +2023-12-24 12:47:41,485 - pyskl - INFO - Epoch [74][100/3405] lr: 1.302e-02, eta: 19:04:38, time: 0.526, data_time: 0.272, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9800, loss_cls: 1.5135, loss: 1.5135 +2023-12-24 12:48:06,969 - pyskl - INFO - Epoch [74][200/3405] lr: 1.301e-02, eta: 19:04:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9762, loss_cls: 1.5104, loss: 1.5104 +2023-12-24 12:48:32,424 - pyskl - INFO - Epoch [74][300/3405] lr: 1.300e-02, eta: 19:03:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 1.5090, loss: 1.5090 +2023-12-24 12:48:58,142 - pyskl - INFO - Epoch [74][400/3405] lr: 1.299e-02, eta: 19:03:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 1.4554, loss: 1.4554 +2023-12-24 12:49:24,157 - pyskl - INFO - Epoch [74][500/3405] lr: 1.299e-02, eta: 19:02:51, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 1.5033, loss: 1.5033 +2023-12-24 12:49:50,051 - pyskl - INFO - Epoch [74][600/3405] lr: 1.298e-02, eta: 19:02:25, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9719, loss_cls: 1.5008, loss: 1.5008 +2023-12-24 12:50:15,725 - pyskl - INFO - Epoch [74][700/3405] lr: 1.297e-02, eta: 19:01:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9669, loss_cls: 1.5146, loss: 1.5146 +2023-12-24 12:50:41,248 - pyskl - INFO - Epoch [74][800/3405] lr: 1.296e-02, eta: 19:01:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9750, loss_cls: 1.4719, loss: 1.4719 +2023-12-24 12:51:06,638 - pyskl - INFO - Epoch [74][900/3405] lr: 1.295e-02, eta: 19:01:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 1.5101, loss: 1.5101 +2023-12-24 12:51:32,412 - pyskl - INFO - Epoch [74][1000/3405] lr: 1.295e-02, eta: 19:00:37, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 1.5206, loss: 1.5206 +2023-12-24 12:51:57,971 - pyskl - INFO - Epoch [74][1100/3405] lr: 1.294e-02, eta: 19:00:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 1.5471, loss: 1.5471 +2023-12-24 12:52:23,365 - pyskl - INFO - Epoch [74][1200/3405] lr: 1.293e-02, eta: 18:59:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 1.5572, loss: 1.5572 +2023-12-24 12:52:48,442 - pyskl - INFO - Epoch [74][1300/3405] lr: 1.292e-02, eta: 18:59:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 1.4946, loss: 1.4946 +2023-12-24 12:53:13,833 - pyskl - INFO - Epoch [74][1400/3405] lr: 1.292e-02, eta: 18:58:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 1.5162, loss: 1.5162 +2023-12-24 12:53:39,322 - pyskl - INFO - Epoch [74][1500/3405] lr: 1.291e-02, eta: 18:58:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 1.5166, loss: 1.5166 +2023-12-24 12:54:04,860 - pyskl - INFO - Epoch [74][1600/3405] lr: 1.290e-02, eta: 18:57:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 1.4910, loss: 1.4910 +2023-12-24 12:54:30,511 - pyskl - INFO - Epoch [74][1700/3405] lr: 1.289e-02, eta: 18:57:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 1.4989, loss: 1.4989 +2023-12-24 12:54:56,064 - pyskl - INFO - Epoch [74][1800/3405] lr: 1.289e-02, eta: 18:57:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9750, loss_cls: 1.5513, loss: 1.5513 +2023-12-24 12:55:21,401 - pyskl - INFO - Epoch [74][1900/3405] lr: 1.288e-02, eta: 18:56:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 1.5943, loss: 1.5943 +2023-12-24 12:55:47,124 - pyskl - INFO - Epoch [74][2000/3405] lr: 1.287e-02, eta: 18:56:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9788, loss_cls: 1.5086, loss: 1.5086 +2023-12-24 12:56:12,518 - pyskl - INFO - Epoch [74][2100/3405] lr: 1.286e-02, eta: 18:55:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 1.5061, loss: 1.5061 +2023-12-24 12:56:37,983 - pyskl - INFO - Epoch [74][2200/3405] lr: 1.285e-02, eta: 18:55:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 1.4742, loss: 1.4742 +2023-12-24 12:57:03,368 - pyskl - INFO - Epoch [74][2300/3405] lr: 1.285e-02, eta: 18:54:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 1.4862, loss: 1.4862 +2023-12-24 12:57:28,884 - pyskl - INFO - Epoch [74][2400/3405] lr: 1.284e-02, eta: 18:54:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 1.5389, loss: 1.5389 +2023-12-24 12:57:54,417 - pyskl - INFO - Epoch [74][2500/3405] lr: 1.283e-02, eta: 18:53:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 1.4943, loss: 1.4943 +2023-12-24 12:58:20,023 - pyskl - INFO - Epoch [74][2600/3405] lr: 1.282e-02, eta: 18:53:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9806, loss_cls: 1.4852, loss: 1.4852 +2023-12-24 12:58:45,241 - pyskl - INFO - Epoch [74][2700/3405] lr: 1.282e-02, eta: 18:52:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 1.5650, loss: 1.5650 +2023-12-24 12:59:10,696 - pyskl - INFO - Epoch [74][2800/3405] lr: 1.281e-02, eta: 18:52:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9712, loss_cls: 1.5217, loss: 1.5217 +2023-12-24 12:59:36,259 - pyskl - INFO - Epoch [74][2900/3405] lr: 1.280e-02, eta: 18:52:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9688, loss_cls: 1.5462, loss: 1.5462 +2023-12-24 13:00:01,819 - pyskl - INFO - Epoch [74][3000/3405] lr: 1.279e-02, eta: 18:51:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 1.5084, loss: 1.5084 +2023-12-24 13:00:27,186 - pyskl - INFO - Epoch [74][3100/3405] lr: 1.279e-02, eta: 18:51:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 1.5353, loss: 1.5353 +2023-12-24 13:00:52,607 - pyskl - INFO - Epoch [74][3200/3405] lr: 1.278e-02, eta: 18:50:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 1.5656, loss: 1.5656 +2023-12-24 13:01:18,121 - pyskl - INFO - Epoch [74][3300/3405] lr: 1.277e-02, eta: 18:50:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 1.5449, loss: 1.5449 +2023-12-24 13:01:43,602 - pyskl - INFO - Epoch [74][3400/3405] lr: 1.276e-02, eta: 18:49:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9712, loss_cls: 1.5280, loss: 1.5280 +2023-12-24 13:01:45,721 - pyskl - INFO - Saving checkpoint at 74 epochs +2023-12-24 13:06:11,434 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 13:06:12,096 - pyskl - INFO - +top1_acc 0.7987 +top5_acc 0.9612 +2023-12-24 13:06:12,101 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_70.pth was removed +2023-12-24 13:06:12,343 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_74.pth. +2023-12-24 13:06:12,344 - pyskl - INFO - Best top1_acc is 0.7987 at 74 epoch. +2023-12-24 13:06:12,380 - pyskl - INFO - Epoch(val) [74][3718] top1_acc: 0.7987, top5_acc: 0.9612 +2023-12-24 13:07:07,280 - pyskl - INFO - Epoch [75][100/3405] lr: 1.275e-02, eta: 18:49:51, time: 0.549, data_time: 0.294, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 1.4926, loss: 1.4926 +2023-12-24 13:07:32,818 - pyskl - INFO - Epoch [75][200/3405] lr: 1.275e-02, eta: 18:49:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 1.4318, loss: 1.4318 +2023-12-24 13:07:58,236 - pyskl - INFO - Epoch [75][300/3405] lr: 1.274e-02, eta: 18:48:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9712, loss_cls: 1.5077, loss: 1.5077 +2023-12-24 13:08:23,903 - pyskl - INFO - Epoch [75][400/3405] lr: 1.273e-02, eta: 18:48:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9831, loss_cls: 1.4456, loss: 1.4456 +2023-12-24 13:08:50,112 - pyskl - INFO - Epoch [75][500/3405] lr: 1.272e-02, eta: 18:48:04, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 1.5344, loss: 1.5344 +2023-12-24 13:09:15,714 - pyskl - INFO - Epoch [75][600/3405] lr: 1.272e-02, eta: 18:47:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 1.5242, loss: 1.5242 +2023-12-24 13:09:41,433 - pyskl - INFO - Epoch [75][700/3405] lr: 1.271e-02, eta: 18:47:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 1.4521, loss: 1.4521 +2023-12-24 13:10:06,962 - pyskl - INFO - Epoch [75][800/3405] lr: 1.270e-02, eta: 18:46:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 1.4833, loss: 1.4833 +2023-12-24 13:10:32,386 - pyskl - INFO - Epoch [75][900/3405] lr: 1.269e-02, eta: 18:46:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9794, loss_cls: 1.4876, loss: 1.4876 +2023-12-24 13:10:58,025 - pyskl - INFO - Epoch [75][1000/3405] lr: 1.268e-02, eta: 18:45:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9712, loss_cls: 1.5269, loss: 1.5269 +2023-12-24 13:11:23,909 - pyskl - INFO - Epoch [75][1100/3405] lr: 1.268e-02, eta: 18:45:23, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 1.4977, loss: 1.4977 +2023-12-24 13:11:49,331 - pyskl - INFO - Epoch [75][1200/3405] lr: 1.267e-02, eta: 18:44:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 1.5603, loss: 1.5603 +2023-12-24 13:12:14,770 - pyskl - INFO - Epoch [75][1300/3405] lr: 1.266e-02, eta: 18:44:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 1.5238, loss: 1.5238 +2023-12-24 13:12:40,201 - pyskl - INFO - Epoch [75][1400/3405] lr: 1.265e-02, eta: 18:44:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9819, loss_cls: 1.5275, loss: 1.5275 +2023-12-24 13:13:05,637 - pyskl - INFO - Epoch [75][1500/3405] lr: 1.265e-02, eta: 18:43:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9781, loss_cls: 1.5320, loss: 1.5320 +2023-12-24 13:13:31,144 - pyskl - INFO - Epoch [75][1600/3405] lr: 1.264e-02, eta: 18:43:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 1.5312, loss: 1.5312 +2023-12-24 13:13:56,676 - pyskl - INFO - Epoch [75][1700/3405] lr: 1.263e-02, eta: 18:42:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 1.5330, loss: 1.5330 +2023-12-24 13:14:22,127 - pyskl - INFO - Epoch [75][1800/3405] lr: 1.262e-02, eta: 18:42:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 1.5344, loss: 1.5344 +2023-12-24 13:14:47,655 - pyskl - INFO - Epoch [75][1900/3405] lr: 1.262e-02, eta: 18:41:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 1.4946, loss: 1.4946 +2023-12-24 13:15:13,267 - pyskl - INFO - Epoch [75][2000/3405] lr: 1.261e-02, eta: 18:41:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 1.4980, loss: 1.4980 +2023-12-24 13:15:38,723 - pyskl - INFO - Epoch [75][2100/3405] lr: 1.260e-02, eta: 18:40:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9731, loss_cls: 1.5193, loss: 1.5193 +2023-12-24 13:16:04,178 - pyskl - INFO - Epoch [75][2200/3405] lr: 1.259e-02, eta: 18:40:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 1.5279, loss: 1.5279 +2023-12-24 13:16:29,564 - pyskl - INFO - Epoch [75][2300/3405] lr: 1.259e-02, eta: 18:40:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9656, loss_cls: 1.5179, loss: 1.5179 +2023-12-24 13:16:54,794 - pyskl - INFO - Epoch [75][2400/3405] lr: 1.258e-02, eta: 18:39:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 1.5247, loss: 1.5247 +2023-12-24 13:17:20,196 - pyskl - INFO - Epoch [75][2500/3405] lr: 1.257e-02, eta: 18:39:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9644, loss_cls: 1.5261, loss: 1.5261 +2023-12-24 13:17:45,509 - pyskl - INFO - Epoch [75][2600/3405] lr: 1.256e-02, eta: 18:38:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 1.5808, loss: 1.5808 +2023-12-24 13:18:10,774 - pyskl - INFO - Epoch [75][2700/3405] lr: 1.255e-02, eta: 18:38:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 1.5455, loss: 1.5455 +2023-12-24 13:18:36,287 - pyskl - INFO - Epoch [75][2800/3405] lr: 1.255e-02, eta: 18:37:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9806, loss_cls: 1.4936, loss: 1.4936 +2023-12-24 13:19:01,529 - pyskl - INFO - Epoch [75][2900/3405] lr: 1.254e-02, eta: 18:37:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9694, loss_cls: 1.4999, loss: 1.4999 +2023-12-24 13:19:26,840 - pyskl - INFO - Epoch [75][3000/3405] lr: 1.253e-02, eta: 18:36:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 1.4952, loss: 1.4952 +2023-12-24 13:19:51,881 - pyskl - INFO - Epoch [75][3100/3405] lr: 1.252e-02, eta: 18:36:23, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 1.5053, loss: 1.5053 +2023-12-24 13:20:16,966 - pyskl - INFO - Epoch [75][3200/3405] lr: 1.252e-02, eta: 18:35:56, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 1.5641, loss: 1.5641 +2023-12-24 13:20:42,029 - pyskl - INFO - Epoch [75][3300/3405] lr: 1.251e-02, eta: 18:35:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 1.5075, loss: 1.5075 +2023-12-24 13:21:07,090 - pyskl - INFO - Epoch [75][3400/3405] lr: 1.250e-02, eta: 18:35:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9663, loss_cls: 1.5932, loss: 1.5932 +2023-12-24 13:21:09,193 - pyskl - INFO - Saving checkpoint at 75 epochs +2023-12-24 13:25:34,531 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 13:25:35,138 - pyskl - INFO - +top1_acc 0.7744 +top5_acc 0.9542 +2023-12-24 13:25:35,164 - pyskl - INFO - Epoch(val) [75][3718] top1_acc: 0.7744, top5_acc: 0.9542 +2023-12-24 13:26:27,322 - pyskl - INFO - Epoch [76][100/3405] lr: 1.249e-02, eta: 18:34:58, time: 0.522, data_time: 0.269, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 1.4958, loss: 1.4958 +2023-12-24 13:26:52,758 - pyskl - INFO - Epoch [76][200/3405] lr: 1.248e-02, eta: 18:34:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9844, loss_cls: 1.4475, loss: 1.4475 +2023-12-24 13:27:18,242 - pyskl - INFO - Epoch [76][300/3405] lr: 1.248e-02, eta: 18:34:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 1.4611, loss: 1.4611 +2023-12-24 13:27:43,807 - pyskl - INFO - Epoch [76][400/3405] lr: 1.247e-02, eta: 18:33:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 1.4713, loss: 1.4713 +2023-12-24 13:28:09,709 - pyskl - INFO - Epoch [76][500/3405] lr: 1.246e-02, eta: 18:33:11, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 1.5114, loss: 1.5114 +2023-12-24 13:28:35,415 - pyskl - INFO - Epoch [76][600/3405] lr: 1.245e-02, eta: 18:32:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 1.4902, loss: 1.4902 +2023-12-24 13:29:00,873 - pyskl - INFO - Epoch [76][700/3405] lr: 1.245e-02, eta: 18:32:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 1.5135, loss: 1.5135 +2023-12-24 13:29:26,654 - pyskl - INFO - Epoch [76][800/3405] lr: 1.244e-02, eta: 18:31:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9719, loss_cls: 1.5005, loss: 1.5005 +2023-12-24 13:29:52,114 - pyskl - INFO - Epoch [76][900/3405] lr: 1.243e-02, eta: 18:31:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9775, loss_cls: 1.5161, loss: 1.5161 +2023-12-24 13:30:17,744 - pyskl - INFO - Epoch [76][1000/3405] lr: 1.242e-02, eta: 18:30:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 1.5348, loss: 1.5348 +2023-12-24 13:30:43,114 - pyskl - INFO - Epoch [76][1100/3405] lr: 1.242e-02, eta: 18:30:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 1.4709, loss: 1.4709 +2023-12-24 13:31:08,709 - pyskl - INFO - Epoch [76][1200/3405] lr: 1.241e-02, eta: 18:30:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 1.5061, loss: 1.5061 +2023-12-24 13:31:34,018 - pyskl - INFO - Epoch [76][1300/3405] lr: 1.240e-02, eta: 18:29:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 1.4498, loss: 1.4498 +2023-12-24 13:31:59,873 - pyskl - INFO - Epoch [76][1400/3405] lr: 1.239e-02, eta: 18:29:09, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 1.4322, loss: 1.4322 +2023-12-24 13:32:25,625 - pyskl - INFO - Epoch [76][1500/3405] lr: 1.238e-02, eta: 18:28:43, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 1.5363, loss: 1.5363 +2023-12-24 13:32:51,022 - pyskl - INFO - Epoch [76][1600/3405] lr: 1.238e-02, eta: 18:28:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 1.5196, loss: 1.5196 +2023-12-24 13:33:16,362 - pyskl - INFO - Epoch [76][1700/3405] lr: 1.237e-02, eta: 18:27:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9769, loss_cls: 1.5444, loss: 1.5444 +2023-12-24 13:33:41,731 - pyskl - INFO - Epoch [76][1800/3405] lr: 1.236e-02, eta: 18:27:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9725, loss_cls: 1.5263, loss: 1.5263 +2023-12-24 13:34:07,792 - pyskl - INFO - Epoch [76][1900/3405] lr: 1.235e-02, eta: 18:26:55, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9788, loss_cls: 1.5584, loss: 1.5584 +2023-12-24 13:34:33,241 - pyskl - INFO - Epoch [76][2000/3405] lr: 1.235e-02, eta: 18:26:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 1.4903, loss: 1.4903 +2023-12-24 13:34:58,577 - pyskl - INFO - Epoch [76][2100/3405] lr: 1.234e-02, eta: 18:26:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 1.5323, loss: 1.5323 +2023-12-24 13:35:24,007 - pyskl - INFO - Epoch [76][2200/3405] lr: 1.233e-02, eta: 18:25:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 1.4983, loss: 1.4983 +2023-12-24 13:35:49,496 - pyskl - INFO - Epoch [76][2300/3405] lr: 1.232e-02, eta: 18:25:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9731, loss_cls: 1.4623, loss: 1.4623 +2023-12-24 13:36:14,775 - pyskl - INFO - Epoch [76][2400/3405] lr: 1.232e-02, eta: 18:24:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9869, loss_cls: 1.4259, loss: 1.4259 +2023-12-24 13:36:40,170 - pyskl - INFO - Epoch [76][2500/3405] lr: 1.231e-02, eta: 18:24:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9669, loss_cls: 1.4991, loss: 1.4991 +2023-12-24 13:37:05,420 - pyskl - INFO - Epoch [76][2600/3405] lr: 1.230e-02, eta: 18:23:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 1.5380, loss: 1.5380 +2023-12-24 13:37:30,749 - pyskl - INFO - Epoch [76][2700/3405] lr: 1.229e-02, eta: 18:23:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 1.5595, loss: 1.5595 +2023-12-24 13:37:56,330 - pyskl - INFO - Epoch [76][2800/3405] lr: 1.228e-02, eta: 18:22:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9675, loss_cls: 1.5244, loss: 1.5244 +2023-12-24 13:38:21,847 - pyskl - INFO - Epoch [76][2900/3405] lr: 1.228e-02, eta: 18:22:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 1.5377, loss: 1.5377 +2023-12-24 13:38:47,272 - pyskl - INFO - Epoch [76][3000/3405] lr: 1.227e-02, eta: 18:21:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 1.5283, loss: 1.5283 +2023-12-24 13:39:12,638 - pyskl - INFO - Epoch [76][3100/3405] lr: 1.226e-02, eta: 18:21:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9688, loss_cls: 1.5381, loss: 1.5381 +2023-12-24 13:39:37,671 - pyskl - INFO - Epoch [76][3200/3405] lr: 1.225e-02, eta: 18:21:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 1.4858, loss: 1.4858 +2023-12-24 13:40:02,721 - pyskl - INFO - Epoch [76][3300/3405] lr: 1.225e-02, eta: 18:20:37, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 1.5002, loss: 1.5002 +2023-12-24 13:40:27,756 - pyskl - INFO - Epoch [76][3400/3405] lr: 1.224e-02, eta: 18:20:10, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9850, loss_cls: 1.4430, loss: 1.4430 +2023-12-24 13:40:29,916 - pyskl - INFO - Saving checkpoint at 76 epochs +2023-12-24 13:44:56,121 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 13:44:56,774 - pyskl - INFO - +top1_acc 0.7687 +top5_acc 0.9475 +2023-12-24 13:44:56,810 - pyskl - INFO - Epoch(val) [76][3718] top1_acc: 0.7687, top5_acc: 0.9475 +2023-12-24 13:45:50,571 - pyskl - INFO - Epoch [77][100/3405] lr: 1.223e-02, eta: 18:20:08, time: 0.538, data_time: 0.286, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 1.4603, loss: 1.4603 +2023-12-24 13:46:16,156 - pyskl - INFO - Epoch [77][200/3405] lr: 1.222e-02, eta: 18:19:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9731, loss_cls: 1.4885, loss: 1.4885 +2023-12-24 13:46:41,912 - pyskl - INFO - Epoch [77][300/3405] lr: 1.222e-02, eta: 18:19:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 1.5525, loss: 1.5525 +2023-12-24 13:47:07,791 - pyskl - INFO - Epoch [77][400/3405] lr: 1.221e-02, eta: 18:18:48, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 1.4613, loss: 1.4613 +2023-12-24 13:47:33,545 - pyskl - INFO - Epoch [77][500/3405] lr: 1.220e-02, eta: 18:18:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 1.4697, loss: 1.4697 +2023-12-24 13:47:59,617 - pyskl - INFO - Epoch [77][600/3405] lr: 1.219e-02, eta: 18:17:55, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 1.4315, loss: 1.4315 +2023-12-24 13:48:25,453 - pyskl - INFO - Epoch [77][700/3405] lr: 1.218e-02, eta: 18:17:28, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 1.4927, loss: 1.4927 +2023-12-24 13:48:51,248 - pyskl - INFO - Epoch [77][800/3405] lr: 1.218e-02, eta: 18:17:01, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 1.4920, loss: 1.4920 +2023-12-24 13:49:16,914 - pyskl - INFO - Epoch [77][900/3405] lr: 1.217e-02, eta: 18:16:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9806, loss_cls: 1.4992, loss: 1.4992 +2023-12-24 13:49:42,657 - pyskl - INFO - Epoch [77][1000/3405] lr: 1.216e-02, eta: 18:16:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 1.4847, loss: 1.4847 +2023-12-24 13:50:08,500 - pyskl - INFO - Epoch [77][1100/3405] lr: 1.215e-02, eta: 18:15:42, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9700, loss_cls: 1.5132, loss: 1.5132 +2023-12-24 13:50:33,980 - pyskl - INFO - Epoch [77][1200/3405] lr: 1.215e-02, eta: 18:15:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 1.5058, loss: 1.5058 +2023-12-24 13:50:59,487 - pyskl - INFO - Epoch [77][1300/3405] lr: 1.214e-02, eta: 18:14:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 1.4981, loss: 1.4981 +2023-12-24 13:51:24,981 - pyskl - INFO - Epoch [77][1400/3405] lr: 1.213e-02, eta: 18:14:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 1.5071, loss: 1.5071 +2023-12-24 13:51:50,557 - pyskl - INFO - Epoch [77][1500/3405] lr: 1.212e-02, eta: 18:13:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9706, loss_cls: 1.4675, loss: 1.4675 +2023-12-24 13:52:16,157 - pyskl - INFO - Epoch [77][1600/3405] lr: 1.212e-02, eta: 18:13:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9688, loss_cls: 1.5039, loss: 1.5039 +2023-12-24 13:52:41,625 - pyskl - INFO - Epoch [77][1700/3405] lr: 1.211e-02, eta: 18:13:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 1.5082, loss: 1.5082 +2023-12-24 13:53:06,776 - pyskl - INFO - Epoch [77][1800/3405] lr: 1.210e-02, eta: 18:12:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9669, loss_cls: 1.5138, loss: 1.5138 +2023-12-24 13:53:32,030 - pyskl - INFO - Epoch [77][1900/3405] lr: 1.209e-02, eta: 18:12:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 1.4940, loss: 1.4940 +2023-12-24 13:53:57,456 - pyskl - INFO - Epoch [77][2000/3405] lr: 1.208e-02, eta: 18:11:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 1.5313, loss: 1.5313 +2023-12-24 13:54:22,895 - pyskl - INFO - Epoch [77][2100/3405] lr: 1.208e-02, eta: 18:11:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9812, loss_cls: 1.4759, loss: 1.4759 +2023-12-24 13:54:48,530 - pyskl - INFO - Epoch [77][2200/3405] lr: 1.207e-02, eta: 18:10:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9725, loss_cls: 1.4851, loss: 1.4851 +2023-12-24 13:55:14,074 - pyskl - INFO - Epoch [77][2300/3405] lr: 1.206e-02, eta: 18:10:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 1.4615, loss: 1.4615 +2023-12-24 13:55:39,460 - pyskl - INFO - Epoch [77][2400/3405] lr: 1.205e-02, eta: 18:09:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9712, loss_cls: 1.4584, loss: 1.4584 +2023-12-24 13:56:04,939 - pyskl - INFO - Epoch [77][2500/3405] lr: 1.205e-02, eta: 18:09:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 1.5198, loss: 1.5198 +2023-12-24 13:56:30,576 - pyskl - INFO - Epoch [77][2600/3405] lr: 1.204e-02, eta: 18:08:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9725, loss_cls: 1.4901, loss: 1.4901 +2023-12-24 13:56:55,695 - pyskl - INFO - Epoch [77][2700/3405] lr: 1.203e-02, eta: 18:08:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 1.5046, loss: 1.5046 +2023-12-24 13:57:20,739 - pyskl - INFO - Epoch [77][2800/3405] lr: 1.202e-02, eta: 18:08:03, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9762, loss_cls: 1.5033, loss: 1.5033 +2023-12-24 13:57:45,775 - pyskl - INFO - Epoch [77][2900/3405] lr: 1.202e-02, eta: 18:07:36, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9769, loss_cls: 1.5211, loss: 1.5211 +2023-12-24 13:58:10,970 - pyskl - INFO - Epoch [77][3000/3405] lr: 1.201e-02, eta: 18:07:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 1.5007, loss: 1.5007 +2023-12-24 13:58:36,660 - pyskl - INFO - Epoch [77][3100/3405] lr: 1.200e-02, eta: 18:06:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 1.5298, loss: 1.5298 +2023-12-24 13:59:02,132 - pyskl - INFO - Epoch [77][3200/3405] lr: 1.199e-02, eta: 18:06:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 1.5009, loss: 1.5009 +2023-12-24 13:59:27,489 - pyskl - INFO - Epoch [77][3300/3405] lr: 1.198e-02, eta: 18:05:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 1.4877, loss: 1.4877 +2023-12-24 13:59:53,055 - pyskl - INFO - Epoch [77][3400/3405] lr: 1.198e-02, eta: 18:05:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9762, loss_cls: 1.5139, loss: 1.5139 +2023-12-24 13:59:55,181 - pyskl - INFO - Saving checkpoint at 77 epochs +2023-12-24 14:04:21,277 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 14:04:21,902 - pyskl - INFO - +top1_acc 0.8042 +top5_acc 0.9616 +2023-12-24 14:04:21,907 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_74.pth was removed +2023-12-24 14:04:22,334 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_77.pth. +2023-12-24 14:04:22,336 - pyskl - INFO - Best top1_acc is 0.8042 at 77 epoch. +2023-12-24 14:04:22,364 - pyskl - INFO - Epoch(val) [77][3718] top1_acc: 0.8042, top5_acc: 0.9616 +2023-12-24 14:05:16,981 - pyskl - INFO - Epoch [78][100/3405] lr: 1.197e-02, eta: 18:05:20, time: 0.546, data_time: 0.288, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 1.4836, loss: 1.4836 +2023-12-24 14:05:42,599 - pyskl - INFO - Epoch [78][200/3405] lr: 1.196e-02, eta: 18:04:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 1.4343, loss: 1.4343 +2023-12-24 14:06:08,120 - pyskl - INFO - Epoch [78][300/3405] lr: 1.195e-02, eta: 18:04:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9712, loss_cls: 1.4853, loss: 1.4853 +2023-12-24 14:06:33,909 - pyskl - INFO - Epoch [78][400/3405] lr: 1.195e-02, eta: 18:03:59, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 1.4501, loss: 1.4501 +2023-12-24 14:06:59,894 - pyskl - INFO - Epoch [78][500/3405] lr: 1.194e-02, eta: 18:03:33, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9812, loss_cls: 1.4355, loss: 1.4355 +2023-12-24 14:07:25,769 - pyskl - INFO - Epoch [78][600/3405] lr: 1.193e-02, eta: 18:03:07, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 1.4830, loss: 1.4830 +2023-12-24 14:07:51,621 - pyskl - INFO - Epoch [78][700/3405] lr: 1.192e-02, eta: 18:02:40, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9756, loss_cls: 1.4577, loss: 1.4577 +2023-12-24 14:08:17,355 - pyskl - INFO - Epoch [78][800/3405] lr: 1.192e-02, eta: 18:02:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 1.4361, loss: 1.4361 +2023-12-24 14:08:42,781 - pyskl - INFO - Epoch [78][900/3405] lr: 1.191e-02, eta: 18:01:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9800, loss_cls: 1.5062, loss: 1.5062 +2023-12-24 14:09:08,458 - pyskl - INFO - Epoch [78][1000/3405] lr: 1.190e-02, eta: 18:01:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9725, loss_cls: 1.4932, loss: 1.4932 +2023-12-24 14:09:34,307 - pyskl - INFO - Epoch [78][1100/3405] lr: 1.189e-02, eta: 18:00:53, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9794, loss_cls: 1.4915, loss: 1.4915 +2023-12-24 14:09:59,774 - pyskl - INFO - Epoch [78][1200/3405] lr: 1.188e-02, eta: 18:00:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 1.5092, loss: 1.5092 +2023-12-24 14:10:25,499 - pyskl - INFO - Epoch [78][1300/3405] lr: 1.188e-02, eta: 18:00:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9806, loss_cls: 1.4975, loss: 1.4975 +2023-12-24 14:10:50,848 - pyskl - INFO - Epoch [78][1400/3405] lr: 1.187e-02, eta: 17:59:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 1.5276, loss: 1.5276 +2023-12-24 14:11:16,364 - pyskl - INFO - Epoch [78][1500/3405] lr: 1.186e-02, eta: 17:59:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9731, loss_cls: 1.5053, loss: 1.5053 +2023-12-24 14:11:41,362 - pyskl - INFO - Epoch [78][1600/3405] lr: 1.185e-02, eta: 17:58:38, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 1.5145, loss: 1.5145 +2023-12-24 14:12:06,359 - pyskl - INFO - Epoch [78][1700/3405] lr: 1.185e-02, eta: 17:58:11, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 1.4960, loss: 1.4960 +2023-12-24 14:12:31,409 - pyskl - INFO - Epoch [78][1800/3405] lr: 1.184e-02, eta: 17:57:44, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 1.5125, loss: 1.5125 +2023-12-24 14:12:56,475 - pyskl - INFO - Epoch [78][1900/3405] lr: 1.183e-02, eta: 17:57:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 1.4715, loss: 1.4715 +2023-12-24 14:13:21,904 - pyskl - INFO - Epoch [78][2000/3405] lr: 1.182e-02, eta: 17:56:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9738, loss_cls: 1.4956, loss: 1.4956 +2023-12-24 14:13:47,488 - pyskl - INFO - Epoch [78][2100/3405] lr: 1.182e-02, eta: 17:56:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 1.5051, loss: 1.5051 +2023-12-24 14:14:12,815 - pyskl - INFO - Epoch [78][2200/3405] lr: 1.181e-02, eta: 17:55:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 1.5293, loss: 1.5293 +2023-12-24 14:14:38,191 - pyskl - INFO - Epoch [78][2300/3405] lr: 1.180e-02, eta: 17:55:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9712, loss_cls: 1.4754, loss: 1.4754 +2023-12-24 14:15:03,747 - pyskl - INFO - Epoch [78][2400/3405] lr: 1.179e-02, eta: 17:55:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9794, loss_cls: 1.5155, loss: 1.5155 +2023-12-24 14:15:29,022 - pyskl - INFO - Epoch [78][2500/3405] lr: 1.178e-02, eta: 17:54:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 1.4590, loss: 1.4590 +2023-12-24 14:15:54,062 - pyskl - INFO - Epoch [78][2600/3405] lr: 1.178e-02, eta: 17:54:08, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 1.5190, loss: 1.5190 +2023-12-24 14:16:19,142 - pyskl - INFO - Epoch [78][2700/3405] lr: 1.177e-02, eta: 17:53:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 1.4973, loss: 1.4973 +2023-12-24 14:16:44,362 - pyskl - INFO - Epoch [78][2800/3405] lr: 1.176e-02, eta: 17:53:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9712, loss_cls: 1.5065, loss: 1.5065 +2023-12-24 14:17:09,373 - pyskl - INFO - Epoch [78][2900/3405] lr: 1.175e-02, eta: 17:52:46, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 1.5275, loss: 1.5275 +2023-12-24 14:17:34,520 - pyskl - INFO - Epoch [78][3000/3405] lr: 1.175e-02, eta: 17:52:19, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 1.5310, loss: 1.5310 +2023-12-24 14:17:59,997 - pyskl - INFO - Epoch [78][3100/3405] lr: 1.174e-02, eta: 17:51:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 1.5208, loss: 1.5208 +2023-12-24 14:18:25,516 - pyskl - INFO - Epoch [78][3200/3405] lr: 1.173e-02, eta: 17:51:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 1.5213, loss: 1.5213 +2023-12-24 14:18:50,924 - pyskl - INFO - Epoch [78][3300/3405] lr: 1.172e-02, eta: 17:50:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9725, loss_cls: 1.4761, loss: 1.4761 +2023-12-24 14:19:16,205 - pyskl - INFO - Epoch [78][3400/3405] lr: 1.172e-02, eta: 17:50:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 1.5074, loss: 1.5074 +2023-12-24 14:19:18,253 - pyskl - INFO - Saving checkpoint at 78 epochs +2023-12-24 14:23:43,923 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 14:23:44,528 - pyskl - INFO - +top1_acc 0.8121 +top5_acc 0.9626 +2023-12-24 14:23:44,533 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_77.pth was removed +2023-12-24 14:23:44,742 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_78.pth. +2023-12-24 14:23:44,743 - pyskl - INFO - Best top1_acc is 0.8121 at 78 epoch. +2023-12-24 14:23:44,768 - pyskl - INFO - Epoch(val) [78][3718] top1_acc: 0.8121, top5_acc: 0.9626 +2023-12-24 14:24:38,465 - pyskl - INFO - Epoch [79][100/3405] lr: 1.171e-02, eta: 17:50:28, time: 0.537, data_time: 0.281, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 1.4322, loss: 1.4322 +2023-12-24 14:25:04,182 - pyskl - INFO - Epoch [79][200/3405] lr: 1.170e-02, eta: 17:50:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 1.4383, loss: 1.4383 +2023-12-24 14:25:29,663 - pyskl - INFO - Epoch [79][300/3405] lr: 1.169e-02, eta: 17:49:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 1.4712, loss: 1.4712 +2023-12-24 14:25:55,611 - pyskl - INFO - Epoch [79][400/3405] lr: 1.168e-02, eta: 17:49:08, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 1.4885, loss: 1.4885 +2023-12-24 14:26:21,451 - pyskl - INFO - Epoch [79][500/3405] lr: 1.168e-02, eta: 17:48:41, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 1.4405, loss: 1.4405 +2023-12-24 14:26:47,692 - pyskl - INFO - Epoch [79][600/3405] lr: 1.167e-02, eta: 17:48:15, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9812, loss_cls: 1.4948, loss: 1.4948 +2023-12-24 14:27:13,304 - pyskl - INFO - Epoch [79][700/3405] lr: 1.166e-02, eta: 17:47:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9775, loss_cls: 1.4250, loss: 1.4250 +2023-12-24 14:27:38,792 - pyskl - INFO - Epoch [79][800/3405] lr: 1.165e-02, eta: 17:47:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 1.4934, loss: 1.4934 +2023-12-24 14:28:04,415 - pyskl - INFO - Epoch [79][900/3405] lr: 1.165e-02, eta: 17:46:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9744, loss_cls: 1.4742, loss: 1.4742 +2023-12-24 14:28:30,441 - pyskl - INFO - Epoch [79][1000/3405] lr: 1.164e-02, eta: 17:46:28, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9769, loss_cls: 1.5065, loss: 1.5065 +2023-12-24 14:28:55,803 - pyskl - INFO - Epoch [79][1100/3405] lr: 1.163e-02, eta: 17:46:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9831, loss_cls: 1.4676, loss: 1.4676 +2023-12-24 14:29:21,236 - pyskl - INFO - Epoch [79][1200/3405] lr: 1.162e-02, eta: 17:45:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 1.5111, loss: 1.5111 +2023-12-24 14:29:46,904 - pyskl - INFO - Epoch [79][1300/3405] lr: 1.162e-02, eta: 17:45:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 1.4519, loss: 1.4519 +2023-12-24 14:30:12,542 - pyskl - INFO - Epoch [79][1400/3405] lr: 1.161e-02, eta: 17:44:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 1.4806, loss: 1.4806 +2023-12-24 14:30:38,052 - pyskl - INFO - Epoch [79][1500/3405] lr: 1.160e-02, eta: 17:44:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9712, loss_cls: 1.5382, loss: 1.5382 +2023-12-24 14:31:03,548 - pyskl - INFO - Epoch [79][1600/3405] lr: 1.159e-02, eta: 17:43:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9788, loss_cls: 1.4987, loss: 1.4987 +2023-12-24 14:31:28,915 - pyskl - INFO - Epoch [79][1700/3405] lr: 1.158e-02, eta: 17:43:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 1.4213, loss: 1.4213 +2023-12-24 14:31:54,538 - pyskl - INFO - Epoch [79][1800/3405] lr: 1.158e-02, eta: 17:42:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 1.4470, loss: 1.4470 +2023-12-24 14:32:20,323 - pyskl - INFO - Epoch [79][1900/3405] lr: 1.157e-02, eta: 17:42:27, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 1.4860, loss: 1.4860 +2023-12-24 14:32:45,861 - pyskl - INFO - Epoch [79][2000/3405] lr: 1.156e-02, eta: 17:42:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9663, loss_cls: 1.5574, loss: 1.5574 +2023-12-24 14:33:11,560 - pyskl - INFO - Epoch [79][2100/3405] lr: 1.155e-02, eta: 17:41:33, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 1.4864, loss: 1.4864 +2023-12-24 14:33:37,106 - pyskl - INFO - Epoch [79][2200/3405] lr: 1.155e-02, eta: 17:41:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 1.4639, loss: 1.4639 +2023-12-24 14:34:02,489 - pyskl - INFO - Epoch [79][2300/3405] lr: 1.154e-02, eta: 17:40:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 1.5568, loss: 1.5568 +2023-12-24 14:34:28,013 - pyskl - INFO - Epoch [79][2400/3405] lr: 1.153e-02, eta: 17:40:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 1.4807, loss: 1.4807 +2023-12-24 14:34:53,622 - pyskl - INFO - Epoch [79][2500/3405] lr: 1.152e-02, eta: 17:39:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 1.4933, loss: 1.4933 +2023-12-24 14:35:18,984 - pyskl - INFO - Epoch [79][2600/3405] lr: 1.152e-02, eta: 17:39:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9756, loss_cls: 1.5250, loss: 1.5250 +2023-12-24 14:35:44,435 - pyskl - INFO - Epoch [79][2700/3405] lr: 1.151e-02, eta: 17:38:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9700, loss_cls: 1.4943, loss: 1.4943 +2023-12-24 14:36:10,072 - pyskl - INFO - Epoch [79][2800/3405] lr: 1.150e-02, eta: 17:38:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 1.4775, loss: 1.4775 +2023-12-24 14:36:35,602 - pyskl - INFO - Epoch [79][2900/3405] lr: 1.149e-02, eta: 17:37:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 1.4760, loss: 1.4760 +2023-12-24 14:37:00,741 - pyskl - INFO - Epoch [79][3000/3405] lr: 1.149e-02, eta: 17:37:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 1.4664, loss: 1.4664 +2023-12-24 14:37:26,099 - pyskl - INFO - Epoch [79][3100/3405] lr: 1.148e-02, eta: 17:37:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9738, loss_cls: 1.4928, loss: 1.4928 +2023-12-24 14:37:51,443 - pyskl - INFO - Epoch [79][3200/3405] lr: 1.147e-02, eta: 17:36:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9794, loss_cls: 1.5053, loss: 1.5053 +2023-12-24 14:38:16,838 - pyskl - INFO - Epoch [79][3300/3405] lr: 1.146e-02, eta: 17:36:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 1.5019, loss: 1.5019 +2023-12-24 14:38:42,200 - pyskl - INFO - Epoch [79][3400/3405] lr: 1.145e-02, eta: 17:35:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9706, loss_cls: 1.5232, loss: 1.5232 +2023-12-24 14:38:44,147 - pyskl - INFO - Saving checkpoint at 79 epochs +2023-12-24 14:43:10,902 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 14:43:11,507 - pyskl - INFO - +top1_acc 0.7999 +top5_acc 0.9594 +2023-12-24 14:43:11,532 - pyskl - INFO - Epoch(val) [79][3718] top1_acc: 0.7999, top5_acc: 0.9594 +2023-12-24 14:44:04,867 - pyskl - INFO - Epoch [80][100/3405] lr: 1.145e-02, eta: 17:35:39, time: 0.533, data_time: 0.279, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 1.4244, loss: 1.4244 +2023-12-24 14:44:30,204 - pyskl - INFO - Epoch [80][200/3405] lr: 1.144e-02, eta: 17:35:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 1.4203, loss: 1.4203 +2023-12-24 14:44:55,970 - pyskl - INFO - Epoch [80][300/3405] lr: 1.143e-02, eta: 17:34:46, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 1.4413, loss: 1.4413 +2023-12-24 14:45:21,693 - pyskl - INFO - Epoch [80][400/3405] lr: 1.142e-02, eta: 17:34:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 1.4239, loss: 1.4239 +2023-12-24 14:45:47,722 - pyskl - INFO - Epoch [80][500/3405] lr: 1.142e-02, eta: 17:33:53, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9756, loss_cls: 1.4271, loss: 1.4271 +2023-12-24 14:46:13,591 - pyskl - INFO - Epoch [80][600/3405] lr: 1.141e-02, eta: 17:33:26, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 1.4616, loss: 1.4616 +2023-12-24 14:46:39,423 - pyskl - INFO - Epoch [80][700/3405] lr: 1.140e-02, eta: 17:33:00, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 1.4651, loss: 1.4651 +2023-12-24 14:47:05,087 - pyskl - INFO - Epoch [80][800/3405] lr: 1.139e-02, eta: 17:32:33, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 1.4866, loss: 1.4866 +2023-12-24 14:47:30,809 - pyskl - INFO - Epoch [80][900/3405] lr: 1.139e-02, eta: 17:32:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9800, loss_cls: 1.4084, loss: 1.4084 +2023-12-24 14:47:56,458 - pyskl - INFO - Epoch [80][1000/3405] lr: 1.138e-02, eta: 17:31:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 1.4456, loss: 1.4456 +2023-12-24 14:48:22,088 - pyskl - INFO - Epoch [80][1100/3405] lr: 1.137e-02, eta: 17:31:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9750, loss_cls: 1.4484, loss: 1.4484 +2023-12-24 14:48:47,661 - pyskl - INFO - Epoch [80][1200/3405] lr: 1.136e-02, eta: 17:30:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9738, loss_cls: 1.4799, loss: 1.4799 +2023-12-24 14:49:13,097 - pyskl - INFO - Epoch [80][1300/3405] lr: 1.135e-02, eta: 17:30:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 1.5032, loss: 1.5032 +2023-12-24 14:49:38,438 - pyskl - INFO - Epoch [80][1400/3405] lr: 1.135e-02, eta: 17:29:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 1.5085, loss: 1.5085 +2023-12-24 14:50:04,069 - pyskl - INFO - Epoch [80][1500/3405] lr: 1.134e-02, eta: 17:29:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9850, loss_cls: 1.4968, loss: 1.4968 +2023-12-24 14:50:29,495 - pyskl - INFO - Epoch [80][1600/3405] lr: 1.133e-02, eta: 17:28:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 1.5251, loss: 1.5251 +2023-12-24 14:50:54,661 - pyskl - INFO - Epoch [80][1700/3405] lr: 1.132e-02, eta: 17:28:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 1.4736, loss: 1.4736 +2023-12-24 14:51:19,736 - pyskl - INFO - Epoch [80][1800/3405] lr: 1.132e-02, eta: 17:28:04, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 1.4477, loss: 1.4477 +2023-12-24 14:51:45,041 - pyskl - INFO - Epoch [80][1900/3405] lr: 1.131e-02, eta: 17:27:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 1.5267, loss: 1.5267 +2023-12-24 14:52:10,382 - pyskl - INFO - Epoch [80][2000/3405] lr: 1.130e-02, eta: 17:27:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 1.4938, loss: 1.4938 +2023-12-24 14:52:35,831 - pyskl - INFO - Epoch [80][2100/3405] lr: 1.129e-02, eta: 17:26:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9756, loss_cls: 1.4757, loss: 1.4757 +2023-12-24 14:53:01,180 - pyskl - INFO - Epoch [80][2200/3405] lr: 1.129e-02, eta: 17:26:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 1.5129, loss: 1.5129 +2023-12-24 14:53:26,751 - pyskl - INFO - Epoch [80][2300/3405] lr: 1.128e-02, eta: 17:25:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 1.5107, loss: 1.5107 +2023-12-24 14:53:52,239 - pyskl - INFO - Epoch [80][2400/3405] lr: 1.127e-02, eta: 17:25:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9719, loss_cls: 1.5052, loss: 1.5052 +2023-12-24 14:54:17,657 - pyskl - INFO - Epoch [80][2500/3405] lr: 1.126e-02, eta: 17:24:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 1.4833, loss: 1.4833 +2023-12-24 14:54:43,067 - pyskl - INFO - Epoch [80][2600/3405] lr: 1.126e-02, eta: 17:24:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9725, loss_cls: 1.4713, loss: 1.4713 +2023-12-24 14:55:08,409 - pyskl - INFO - Epoch [80][2700/3405] lr: 1.125e-02, eta: 17:24:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 1.5320, loss: 1.5320 +2023-12-24 14:55:33,980 - pyskl - INFO - Epoch [80][2800/3405] lr: 1.124e-02, eta: 17:23:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 1.5089, loss: 1.5089 +2023-12-24 14:55:59,458 - pyskl - INFO - Epoch [80][2900/3405] lr: 1.123e-02, eta: 17:23:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 1.4893, loss: 1.4893 +2023-12-24 14:56:24,981 - pyskl - INFO - Epoch [80][3000/3405] lr: 1.122e-02, eta: 17:22:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9725, loss_cls: 1.5116, loss: 1.5116 +2023-12-24 14:56:50,487 - pyskl - INFO - Epoch [80][3100/3405] lr: 1.122e-02, eta: 17:22:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 1.4324, loss: 1.4324 +2023-12-24 14:57:15,654 - pyskl - INFO - Epoch [80][3200/3405] lr: 1.121e-02, eta: 17:21:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9825, loss_cls: 1.4966, loss: 1.4966 +2023-12-24 14:57:40,690 - pyskl - INFO - Epoch [80][3300/3405] lr: 1.120e-02, eta: 17:21:21, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 1.5238, loss: 1.5238 +2023-12-24 14:58:06,092 - pyskl - INFO - Epoch [80][3400/3405] lr: 1.119e-02, eta: 17:20:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 1.5047, loss: 1.5047 +2023-12-24 14:58:08,001 - pyskl - INFO - Saving checkpoint at 80 epochs +2023-12-24 15:02:32,694 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 15:02:33,310 - pyskl - INFO - +top1_acc 0.7855 +top5_acc 0.9575 +2023-12-24 15:02:33,336 - pyskl - INFO - Epoch(val) [80][3718] top1_acc: 0.7855, top5_acc: 0.9575 +2023-12-24 15:03:27,833 - pyskl - INFO - Epoch [81][100/3405] lr: 1.119e-02, eta: 17:20:50, time: 0.545, data_time: 0.290, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9750, loss_cls: 1.4373, loss: 1.4373 +2023-12-24 15:03:53,407 - pyskl - INFO - Epoch [81][200/3405] lr: 1.118e-02, eta: 17:20:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9725, loss_cls: 1.4398, loss: 1.4398 +2023-12-24 15:04:18,965 - pyskl - INFO - Epoch [81][300/3405] lr: 1.117e-02, eta: 17:19:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9850, loss_cls: 1.4559, loss: 1.4559 +2023-12-24 15:04:44,801 - pyskl - INFO - Epoch [81][400/3405] lr: 1.116e-02, eta: 17:19:30, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 1.4391, loss: 1.4391 +2023-12-24 15:05:10,722 - pyskl - INFO - Epoch [81][500/3405] lr: 1.116e-02, eta: 17:19:03, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9775, loss_cls: 1.4280, loss: 1.4280 +2023-12-24 15:05:36,493 - pyskl - INFO - Epoch [81][600/3405] lr: 1.115e-02, eta: 17:18:37, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9775, loss_cls: 1.4183, loss: 1.4183 +2023-12-24 15:06:01,995 - pyskl - INFO - Epoch [81][700/3405] lr: 1.114e-02, eta: 17:18:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 1.4399, loss: 1.4399 +2023-12-24 15:06:27,622 - pyskl - INFO - Epoch [81][800/3405] lr: 1.113e-02, eta: 17:17:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9881, loss_cls: 1.3960, loss: 1.3960 +2023-12-24 15:06:53,158 - pyskl - INFO - Epoch [81][900/3405] lr: 1.112e-02, eta: 17:17:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 1.4992, loss: 1.4992 +2023-12-24 15:07:18,876 - pyskl - INFO - Epoch [81][1000/3405] lr: 1.112e-02, eta: 17:16:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 1.4647, loss: 1.4647 +2023-12-24 15:07:44,483 - pyskl - INFO - Epoch [81][1100/3405] lr: 1.111e-02, eta: 17:16:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 1.4759, loss: 1.4759 +2023-12-24 15:08:09,909 - pyskl - INFO - Epoch [81][1200/3405] lr: 1.110e-02, eta: 17:15:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 1.5094, loss: 1.5094 +2023-12-24 15:08:35,482 - pyskl - INFO - Epoch [81][1300/3405] lr: 1.109e-02, eta: 17:15:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 1.4335, loss: 1.4335 +2023-12-24 15:09:00,882 - pyskl - INFO - Epoch [81][1400/3405] lr: 1.109e-02, eta: 17:15:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 1.4371, loss: 1.4371 +2023-12-24 15:09:26,416 - pyskl - INFO - Epoch [81][1500/3405] lr: 1.108e-02, eta: 17:14:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 1.4746, loss: 1.4746 +2023-12-24 15:09:51,837 - pyskl - INFO - Epoch [81][1600/3405] lr: 1.107e-02, eta: 17:14:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9819, loss_cls: 1.4828, loss: 1.4828 +2023-12-24 15:10:17,347 - pyskl - INFO - Epoch [81][1700/3405] lr: 1.106e-02, eta: 17:13:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9769, loss_cls: 1.4397, loss: 1.4397 +2023-12-24 15:10:43,034 - pyskl - INFO - Epoch [81][1800/3405] lr: 1.106e-02, eta: 17:13:15, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 1.4618, loss: 1.4618 +2023-12-24 15:11:08,733 - pyskl - INFO - Epoch [81][1900/3405] lr: 1.105e-02, eta: 17:12:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 1.5124, loss: 1.5124 +2023-12-24 15:11:34,209 - pyskl - INFO - Epoch [81][2000/3405] lr: 1.104e-02, eta: 17:12:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 1.4561, loss: 1.4561 +2023-12-24 15:11:59,616 - pyskl - INFO - Epoch [81][2100/3405] lr: 1.103e-02, eta: 17:11:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9688, loss_cls: 1.4785, loss: 1.4785 +2023-12-24 15:12:25,051 - pyskl - INFO - Epoch [81][2200/3405] lr: 1.103e-02, eta: 17:11:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9819, loss_cls: 1.4906, loss: 1.4906 +2023-12-24 15:12:50,590 - pyskl - INFO - Epoch [81][2300/3405] lr: 1.102e-02, eta: 17:11:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 1.4669, loss: 1.4669 +2023-12-24 15:13:16,171 - pyskl - INFO - Epoch [81][2400/3405] lr: 1.101e-02, eta: 17:10:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9744, loss_cls: 1.4778, loss: 1.4778 +2023-12-24 15:13:41,713 - pyskl - INFO - Epoch [81][2500/3405] lr: 1.100e-02, eta: 17:10:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9744, loss_cls: 1.4671, loss: 1.4671 +2023-12-24 15:14:07,084 - pyskl - INFO - Epoch [81][2600/3405] lr: 1.099e-02, eta: 17:09:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 1.4406, loss: 1.4406 +2023-12-24 15:14:32,891 - pyskl - INFO - Epoch [81][2700/3405] lr: 1.099e-02, eta: 17:09:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 1.5062, loss: 1.5062 +2023-12-24 15:14:57,998 - pyskl - INFO - Epoch [81][2800/3405] lr: 1.098e-02, eta: 17:08:47, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 1.5082, loss: 1.5082 +2023-12-24 15:15:23,028 - pyskl - INFO - Epoch [81][2900/3405] lr: 1.097e-02, eta: 17:08:20, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 1.4901, loss: 1.4901 +2023-12-24 15:15:48,087 - pyskl - INFO - Epoch [81][3000/3405] lr: 1.096e-02, eta: 17:07:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9719, loss_cls: 1.4866, loss: 1.4866 +2023-12-24 15:16:13,275 - pyskl - INFO - Epoch [81][3100/3405] lr: 1.096e-02, eta: 17:07:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 1.4852, loss: 1.4852 +2023-12-24 15:16:38,720 - pyskl - INFO - Epoch [81][3200/3405] lr: 1.095e-02, eta: 17:06:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 1.4838, loss: 1.4838 +2023-12-24 15:17:03,830 - pyskl - INFO - Epoch [81][3300/3405] lr: 1.094e-02, eta: 17:06:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9812, loss_cls: 1.5168, loss: 1.5168 +2023-12-24 15:17:29,403 - pyskl - INFO - Epoch [81][3400/3405] lr: 1.093e-02, eta: 17:06:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 1.4810, loss: 1.4810 +2023-12-24 15:17:31,372 - pyskl - INFO - Saving checkpoint at 81 epochs +2023-12-24 15:21:57,261 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 15:21:57,865 - pyskl - INFO - +top1_acc 0.8106 +top5_acc 0.9633 +2023-12-24 15:21:57,890 - pyskl - INFO - Epoch(val) [81][3718] top1_acc: 0.8106, top5_acc: 0.9633 +2023-12-24 15:22:50,368 - pyskl - INFO - Epoch [82][100/3405] lr: 1.093e-02, eta: 17:05:58, time: 0.525, data_time: 0.274, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9762, loss_cls: 1.4746, loss: 1.4746 +2023-12-24 15:23:15,367 - pyskl - INFO - Epoch [82][200/3405] lr: 1.092e-02, eta: 17:05:31, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 1.4231, loss: 1.4231 +2023-12-24 15:23:40,465 - pyskl - INFO - Epoch [82][300/3405] lr: 1.091e-02, eta: 17:05:04, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9794, loss_cls: 1.4187, loss: 1.4187 +2023-12-24 15:24:05,763 - pyskl - INFO - Epoch [82][400/3405] lr: 1.090e-02, eta: 17:04:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 1.4406, loss: 1.4406 +2023-12-24 15:24:31,500 - pyskl - INFO - Epoch [82][500/3405] lr: 1.090e-02, eta: 17:04:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 1.4157, loss: 1.4157 +2023-12-24 15:24:57,239 - pyskl - INFO - Epoch [82][600/3405] lr: 1.089e-02, eta: 17:03:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 1.3672, loss: 1.3672 +2023-12-24 15:25:22,837 - pyskl - INFO - Epoch [82][700/3405] lr: 1.088e-02, eta: 17:03:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 1.4468, loss: 1.4468 +2023-12-24 15:25:48,501 - pyskl - INFO - Epoch [82][800/3405] lr: 1.087e-02, eta: 17:02:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 1.4594, loss: 1.4594 +2023-12-24 15:26:13,859 - pyskl - INFO - Epoch [82][900/3405] lr: 1.086e-02, eta: 17:02:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 1.4493, loss: 1.4493 +2023-12-24 15:26:39,397 - pyskl - INFO - Epoch [82][1000/3405] lr: 1.086e-02, eta: 17:01:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9856, loss_cls: 1.4066, loss: 1.4066 +2023-12-24 15:27:05,043 - pyskl - INFO - Epoch [82][1100/3405] lr: 1.085e-02, eta: 17:01:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9850, loss_cls: 1.4202, loss: 1.4202 +2023-12-24 15:27:30,576 - pyskl - INFO - Epoch [82][1200/3405] lr: 1.084e-02, eta: 17:01:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 1.4701, loss: 1.4701 +2023-12-24 15:27:56,334 - pyskl - INFO - Epoch [82][1300/3405] lr: 1.083e-02, eta: 17:00:37, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9869, loss_cls: 1.4025, loss: 1.4025 +2023-12-24 15:28:22,055 - pyskl - INFO - Epoch [82][1400/3405] lr: 1.083e-02, eta: 17:00:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9719, loss_cls: 1.4716, loss: 1.4716 +2023-12-24 15:28:47,414 - pyskl - INFO - Epoch [82][1500/3405] lr: 1.082e-02, eta: 16:59:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9725, loss_cls: 1.4832, loss: 1.4832 +2023-12-24 15:29:12,942 - pyskl - INFO - Epoch [82][1600/3405] lr: 1.081e-02, eta: 16:59:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 1.4295, loss: 1.4295 +2023-12-24 15:29:38,678 - pyskl - INFO - Epoch [82][1700/3405] lr: 1.080e-02, eta: 16:58:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 1.4352, loss: 1.4352 +2023-12-24 15:30:04,036 - pyskl - INFO - Epoch [82][1800/3405] lr: 1.080e-02, eta: 16:58:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9819, loss_cls: 1.4490, loss: 1.4490 +2023-12-24 15:30:29,454 - pyskl - INFO - Epoch [82][1900/3405] lr: 1.079e-02, eta: 16:57:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9694, loss_cls: 1.5311, loss: 1.5311 +2023-12-24 15:30:54,784 - pyskl - INFO - Epoch [82][2000/3405] lr: 1.078e-02, eta: 16:57:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 1.4734, loss: 1.4734 +2023-12-24 15:31:20,165 - pyskl - INFO - Epoch [82][2100/3405] lr: 1.077e-02, eta: 16:57:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 1.4562, loss: 1.4562 +2023-12-24 15:31:45,744 - pyskl - INFO - Epoch [82][2200/3405] lr: 1.077e-02, eta: 16:56:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 1.4503, loss: 1.4503 +2023-12-24 15:32:11,200 - pyskl - INFO - Epoch [82][2300/3405] lr: 1.076e-02, eta: 16:56:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 1.4789, loss: 1.4789 +2023-12-24 15:32:36,882 - pyskl - INFO - Epoch [82][2400/3405] lr: 1.075e-02, eta: 16:55:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 1.4666, loss: 1.4666 +2023-12-24 15:33:02,309 - pyskl - INFO - Epoch [82][2500/3405] lr: 1.074e-02, eta: 16:55:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 1.4852, loss: 1.4852 +2023-12-24 15:33:27,831 - pyskl - INFO - Epoch [82][2600/3405] lr: 1.074e-02, eta: 16:54:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9819, loss_cls: 1.4597, loss: 1.4597 +2023-12-24 15:33:52,848 - pyskl - INFO - Epoch [82][2700/3405] lr: 1.073e-02, eta: 16:54:21, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9700, loss_cls: 1.4815, loss: 1.4815 +2023-12-24 15:34:17,874 - pyskl - INFO - Epoch [82][2800/3405] lr: 1.072e-02, eta: 16:53:54, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9838, loss_cls: 1.4737, loss: 1.4737 +2023-12-24 15:34:42,886 - pyskl - INFO - Epoch [82][2900/3405] lr: 1.071e-02, eta: 16:53:27, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9788, loss_cls: 1.4945, loss: 1.4945 +2023-12-24 15:35:07,899 - pyskl - INFO - Epoch [82][3000/3405] lr: 1.070e-02, eta: 16:52:59, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 1.5204, loss: 1.5204 +2023-12-24 15:35:32,918 - pyskl - INFO - Epoch [82][3100/3405] lr: 1.070e-02, eta: 16:52:32, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 1.4760, loss: 1.4760 +2023-12-24 15:35:58,309 - pyskl - INFO - Epoch [82][3200/3405] lr: 1.069e-02, eta: 16:52:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9688, loss_cls: 1.4870, loss: 1.4870 +2023-12-24 15:36:23,688 - pyskl - INFO - Epoch [82][3300/3405] lr: 1.068e-02, eta: 16:51:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9812, loss_cls: 1.4972, loss: 1.4972 +2023-12-24 15:36:49,126 - pyskl - INFO - Epoch [82][3400/3405] lr: 1.067e-02, eta: 16:51:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 1.5572, loss: 1.5572 +2023-12-24 15:36:51,095 - pyskl - INFO - Saving checkpoint at 82 epochs +2023-12-24 15:41:16,080 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 15:41:16,715 - pyskl - INFO - +top1_acc 0.7884 +top5_acc 0.9587 +2023-12-24 15:41:16,752 - pyskl - INFO - Epoch(val) [82][3718] top1_acc: 0.7884, top5_acc: 0.9587 +2023-12-24 15:42:11,795 - pyskl - INFO - Epoch [83][100/3405] lr: 1.067e-02, eta: 16:51:07, time: 0.550, data_time: 0.294, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9844, loss_cls: 1.4304, loss: 1.4304 +2023-12-24 15:42:36,843 - pyskl - INFO - Epoch [83][200/3405] lr: 1.066e-02, eta: 16:50:40, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9762, loss_cls: 1.4063, loss: 1.4063 +2023-12-24 15:43:01,967 - pyskl - INFO - Epoch [83][300/3405] lr: 1.065e-02, eta: 16:50:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 1.4252, loss: 1.4252 +2023-12-24 15:43:27,320 - pyskl - INFO - Epoch [83][400/3405] lr: 1.064e-02, eta: 16:49:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 1.4344, loss: 1.4344 +2023-12-24 15:43:52,982 - pyskl - INFO - Epoch [83][500/3405] lr: 1.064e-02, eta: 16:49:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 1.4302, loss: 1.4302 +2023-12-24 15:44:18,776 - pyskl - INFO - Epoch [83][600/3405] lr: 1.063e-02, eta: 16:48:53, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9756, loss_cls: 1.4001, loss: 1.4001 +2023-12-24 15:44:44,661 - pyskl - INFO - Epoch [83][700/3405] lr: 1.062e-02, eta: 16:48:26, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 1.3832, loss: 1.3832 +2023-12-24 15:45:10,384 - pyskl - INFO - Epoch [83][800/3405] lr: 1.061e-02, eta: 16:47:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 1.3948, loss: 1.3948 +2023-12-24 15:45:35,976 - pyskl - INFO - Epoch [83][900/3405] lr: 1.061e-02, eta: 16:47:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9712, loss_cls: 1.4951, loss: 1.4951 +2023-12-24 15:46:01,855 - pyskl - INFO - Epoch [83][1000/3405] lr: 1.060e-02, eta: 16:47:06, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 1.4168, loss: 1.4168 +2023-12-24 15:46:27,598 - pyskl - INFO - Epoch [83][1100/3405] lr: 1.059e-02, eta: 16:46:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 1.3702, loss: 1.3702 +2023-12-24 15:46:53,328 - pyskl - INFO - Epoch [83][1200/3405] lr: 1.058e-02, eta: 16:46:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 1.4264, loss: 1.4264 +2023-12-24 15:47:19,010 - pyskl - INFO - Epoch [83][1300/3405] lr: 1.058e-02, eta: 16:45:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 1.4427, loss: 1.4427 +2023-12-24 15:47:44,724 - pyskl - INFO - Epoch [83][1400/3405] lr: 1.057e-02, eta: 16:45:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 1.4775, loss: 1.4775 +2023-12-24 15:48:09,797 - pyskl - INFO - Epoch [83][1500/3405] lr: 1.056e-02, eta: 16:44:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 1.5032, loss: 1.5032 +2023-12-24 15:48:35,459 - pyskl - INFO - Epoch [83][1600/3405] lr: 1.055e-02, eta: 16:44:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9744, loss_cls: 1.4653, loss: 1.4653 +2023-12-24 15:49:00,834 - pyskl - INFO - Epoch [83][1700/3405] lr: 1.054e-02, eta: 16:43:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 1.4527, loss: 1.4527 +2023-12-24 15:49:26,350 - pyskl - INFO - Epoch [83][1800/3405] lr: 1.054e-02, eta: 16:43:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 1.4650, loss: 1.4650 +2023-12-24 15:49:51,747 - pyskl - INFO - Epoch [83][1900/3405] lr: 1.053e-02, eta: 16:43:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9725, loss_cls: 1.4858, loss: 1.4858 +2023-12-24 15:50:17,178 - pyskl - INFO - Epoch [83][2000/3405] lr: 1.052e-02, eta: 16:42:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 1.4440, loss: 1.4440 +2023-12-24 15:50:42,677 - pyskl - INFO - Epoch [83][2100/3405] lr: 1.051e-02, eta: 16:42:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9844, loss_cls: 1.4721, loss: 1.4721 +2023-12-24 15:51:08,327 - pyskl - INFO - Epoch [83][2200/3405] lr: 1.051e-02, eta: 16:41:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 1.4718, loss: 1.4718 +2023-12-24 15:51:33,956 - pyskl - INFO - Epoch [83][2300/3405] lr: 1.050e-02, eta: 16:41:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 1.4263, loss: 1.4263 +2023-12-24 15:51:59,408 - pyskl - INFO - Epoch [83][2400/3405] lr: 1.049e-02, eta: 16:40:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 1.4294, loss: 1.4294 +2023-12-24 15:52:24,929 - pyskl - INFO - Epoch [83][2500/3405] lr: 1.048e-02, eta: 16:40:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9744, loss_cls: 1.4695, loss: 1.4695 +2023-12-24 15:52:49,940 - pyskl - INFO - Epoch [83][2600/3405] lr: 1.048e-02, eta: 16:39:58, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9738, loss_cls: 1.4811, loss: 1.4811 +2023-12-24 15:53:14,969 - pyskl - INFO - Epoch [83][2700/3405] lr: 1.047e-02, eta: 16:39:30, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9750, loss_cls: 1.4804, loss: 1.4804 +2023-12-24 15:53:39,986 - pyskl - INFO - Epoch [83][2800/3405] lr: 1.046e-02, eta: 16:39:03, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 1.4847, loss: 1.4847 +2023-12-24 15:54:04,989 - pyskl - INFO - Epoch [83][2900/3405] lr: 1.045e-02, eta: 16:38:36, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9675, loss_cls: 1.4607, loss: 1.4607 +2023-12-24 15:54:30,027 - pyskl - INFO - Epoch [83][3000/3405] lr: 1.045e-02, eta: 16:38:09, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 1.4269, loss: 1.4269 +2023-12-24 15:54:55,042 - pyskl - INFO - Epoch [83][3100/3405] lr: 1.044e-02, eta: 16:37:42, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9769, loss_cls: 1.4145, loss: 1.4145 +2023-12-24 15:55:20,309 - pyskl - INFO - Epoch [83][3200/3405] lr: 1.043e-02, eta: 16:37:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 1.4318, loss: 1.4318 +2023-12-24 15:55:45,664 - pyskl - INFO - Epoch [83][3300/3405] lr: 1.042e-02, eta: 16:36:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 1.4938, loss: 1.4938 +2023-12-24 15:56:11,260 - pyskl - INFO - Epoch [83][3400/3405] lr: 1.042e-02, eta: 16:36:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 1.4260, loss: 1.4260 +2023-12-24 15:56:13,216 - pyskl - INFO - Saving checkpoint at 83 epochs +2023-12-24 16:00:38,128 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 16:00:38,736 - pyskl - INFO - +top1_acc 0.8010 +top5_acc 0.9590 +2023-12-24 16:00:38,762 - pyskl - INFO - Epoch(val) [83][3718] top1_acc: 0.8010, top5_acc: 0.9590 +2023-12-24 16:01:33,038 - pyskl - INFO - Epoch [84][100/3405] lr: 1.041e-02, eta: 16:36:15, time: 0.543, data_time: 0.288, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 1.4762, loss: 1.4762 +2023-12-24 16:01:58,571 - pyskl - INFO - Epoch [84][200/3405] lr: 1.040e-02, eta: 16:35:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9869, loss_cls: 1.3891, loss: 1.3891 +2023-12-24 16:02:24,158 - pyskl - INFO - Epoch [84][300/3405] lr: 1.039e-02, eta: 16:35:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 1.4267, loss: 1.4267 +2023-12-24 16:02:49,845 - pyskl - INFO - Epoch [84][400/3405] lr: 1.039e-02, eta: 16:34:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 1.4221, loss: 1.4221 +2023-12-24 16:03:15,647 - pyskl - INFO - Epoch [84][500/3405] lr: 1.038e-02, eta: 16:34:29, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 1.4065, loss: 1.4065 +2023-12-24 16:03:41,909 - pyskl - INFO - Epoch [84][600/3405] lr: 1.037e-02, eta: 16:34:03, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9756, loss_cls: 1.4261, loss: 1.4261 +2023-12-24 16:04:07,836 - pyskl - INFO - Epoch [84][700/3405] lr: 1.036e-02, eta: 16:33:36, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 1.4180, loss: 1.4180 +2023-12-24 16:04:33,547 - pyskl - INFO - Epoch [84][800/3405] lr: 1.035e-02, eta: 16:33:09, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9738, loss_cls: 1.4345, loss: 1.4345 +2023-12-24 16:04:59,036 - pyskl - INFO - Epoch [84][900/3405] lr: 1.035e-02, eta: 16:32:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 1.4193, loss: 1.4193 +2023-12-24 16:05:24,552 - pyskl - INFO - Epoch [84][1000/3405] lr: 1.034e-02, eta: 16:32:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 1.4335, loss: 1.4335 +2023-12-24 16:05:50,120 - pyskl - INFO - Epoch [84][1100/3405] lr: 1.033e-02, eta: 16:31:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 1.4792, loss: 1.4792 +2023-12-24 16:06:15,777 - pyskl - INFO - Epoch [84][1200/3405] lr: 1.032e-02, eta: 16:31:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9819, loss_cls: 1.4495, loss: 1.4495 +2023-12-24 16:06:41,326 - pyskl - INFO - Epoch [84][1300/3405] lr: 1.032e-02, eta: 16:30:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 1.4594, loss: 1.4594 +2023-12-24 16:07:06,981 - pyskl - INFO - Epoch [84][1400/3405] lr: 1.031e-02, eta: 16:30:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 1.4176, loss: 1.4176 +2023-12-24 16:07:32,784 - pyskl - INFO - Epoch [84][1500/3405] lr: 1.030e-02, eta: 16:30:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9812, loss_cls: 1.4765, loss: 1.4765 +2023-12-24 16:07:58,539 - pyskl - INFO - Epoch [84][1600/3405] lr: 1.029e-02, eta: 16:29:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 1.4315, loss: 1.4315 +2023-12-24 16:08:23,956 - pyskl - INFO - Epoch [84][1700/3405] lr: 1.029e-02, eta: 16:29:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 1.4417, loss: 1.4417 +2023-12-24 16:08:49,461 - pyskl - INFO - Epoch [84][1800/3405] lr: 1.028e-02, eta: 16:28:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9762, loss_cls: 1.4441, loss: 1.4441 +2023-12-24 16:09:14,950 - pyskl - INFO - Epoch [84][1900/3405] lr: 1.027e-02, eta: 16:28:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9794, loss_cls: 1.4007, loss: 1.4007 +2023-12-24 16:09:40,381 - pyskl - INFO - Epoch [84][2000/3405] lr: 1.026e-02, eta: 16:27:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 1.4454, loss: 1.4454 +2023-12-24 16:10:06,077 - pyskl - INFO - Epoch [84][2100/3405] lr: 1.026e-02, eta: 16:27:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 1.4398, loss: 1.4398 +2023-12-24 16:10:31,830 - pyskl - INFO - Epoch [84][2200/3405] lr: 1.025e-02, eta: 16:26:56, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 1.4401, loss: 1.4401 +2023-12-24 16:10:57,392 - pyskl - INFO - Epoch [84][2300/3405] lr: 1.024e-02, eta: 16:26:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 1.4562, loss: 1.4562 +2023-12-24 16:11:22,880 - pyskl - INFO - Epoch [84][2400/3405] lr: 1.023e-02, eta: 16:26:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 1.4419, loss: 1.4419 +2023-12-24 16:11:48,426 - pyskl - INFO - Epoch [84][2500/3405] lr: 1.023e-02, eta: 16:25:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 1.4256, loss: 1.4256 +2023-12-24 16:12:14,028 - pyskl - INFO - Epoch [84][2600/3405] lr: 1.022e-02, eta: 16:25:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9794, loss_cls: 1.3992, loss: 1.3992 +2023-12-24 16:12:39,571 - pyskl - INFO - Epoch [84][2700/3405] lr: 1.021e-02, eta: 16:24:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 1.4771, loss: 1.4771 +2023-12-24 16:13:04,605 - pyskl - INFO - Epoch [84][2800/3405] lr: 1.020e-02, eta: 16:24:15, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9744, loss_cls: 1.4708, loss: 1.4708 +2023-12-24 16:13:29,611 - pyskl - INFO - Epoch [84][2900/3405] lr: 1.020e-02, eta: 16:23:48, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 1.4724, loss: 1.4724 +2023-12-24 16:13:54,621 - pyskl - INFO - Epoch [84][3000/3405] lr: 1.019e-02, eta: 16:23:20, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 1.4456, loss: 1.4456 +2023-12-24 16:14:19,625 - pyskl - INFO - Epoch [84][3100/3405] lr: 1.018e-02, eta: 16:22:53, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 1.4095, loss: 1.4095 +2023-12-24 16:14:44,697 - pyskl - INFO - Epoch [84][3200/3405] lr: 1.017e-02, eta: 16:22:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 1.4475, loss: 1.4475 +2023-12-24 16:15:10,022 - pyskl - INFO - Epoch [84][3300/3405] lr: 1.017e-02, eta: 16:21:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 1.4698, loss: 1.4698 +2023-12-24 16:15:35,686 - pyskl - INFO - Epoch [84][3400/3405] lr: 1.016e-02, eta: 16:21:33, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 1.4627, loss: 1.4627 +2023-12-24 16:15:37,633 - pyskl - INFO - Saving checkpoint at 84 epochs +2023-12-24 16:20:02,272 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 16:20:02,879 - pyskl - INFO - +top1_acc 0.8142 +top5_acc 0.9643 +2023-12-24 16:20:02,884 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_78.pth was removed +2023-12-24 16:20:03,094 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_84.pth. +2023-12-24 16:20:03,095 - pyskl - INFO - Best top1_acc is 0.8142 at 84 epoch. +2023-12-24 16:20:03,120 - pyskl - INFO - Epoch(val) [84][3718] top1_acc: 0.8142, top5_acc: 0.9643 +2023-12-24 16:20:57,132 - pyskl - INFO - Epoch [85][100/3405] lr: 1.015e-02, eta: 16:21:26, time: 0.540, data_time: 0.285, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 1.4444, loss: 1.4444 +2023-12-24 16:21:22,254 - pyskl - INFO - Epoch [85][200/3405] lr: 1.014e-02, eta: 16:20:59, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9875, loss_cls: 1.3860, loss: 1.3860 +2023-12-24 16:21:47,508 - pyskl - INFO - Epoch [85][300/3405] lr: 1.014e-02, eta: 16:20:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 1.3847, loss: 1.3847 +2023-12-24 16:22:12,893 - pyskl - INFO - Epoch [85][400/3405] lr: 1.013e-02, eta: 16:20:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 1.4227, loss: 1.4227 +2023-12-24 16:22:38,214 - pyskl - INFO - Epoch [85][500/3405] lr: 1.012e-02, eta: 16:19:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 1.3786, loss: 1.3786 +2023-12-24 16:23:03,990 - pyskl - INFO - Epoch [85][600/3405] lr: 1.011e-02, eta: 16:19:12, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9831, loss_cls: 1.4527, loss: 1.4527 +2023-12-24 16:23:29,539 - pyskl - INFO - Epoch [85][700/3405] lr: 1.010e-02, eta: 16:18:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 1.4306, loss: 1.4306 +2023-12-24 16:23:55,191 - pyskl - INFO - Epoch [85][800/3405] lr: 1.010e-02, eta: 16:18:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 1.3806, loss: 1.3806 +2023-12-24 16:24:20,775 - pyskl - INFO - Epoch [85][900/3405] lr: 1.009e-02, eta: 16:17:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9788, loss_cls: 1.4078, loss: 1.4078 +2023-12-24 16:24:46,385 - pyskl - INFO - Epoch [85][1000/3405] lr: 1.008e-02, eta: 16:17:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 1.3949, loss: 1.3949 +2023-12-24 16:25:12,105 - pyskl - INFO - Epoch [85][1100/3405] lr: 1.007e-02, eta: 16:16:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 1.4793, loss: 1.4793 +2023-12-24 16:25:37,825 - pyskl - INFO - Epoch [85][1200/3405] lr: 1.007e-02, eta: 16:16:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 1.4515, loss: 1.4515 +2023-12-24 16:26:03,388 - pyskl - INFO - Epoch [85][1300/3405] lr: 1.006e-02, eta: 16:16:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9762, loss_cls: 1.4438, loss: 1.4438 +2023-12-24 16:26:29,052 - pyskl - INFO - Epoch [85][1400/3405] lr: 1.005e-02, eta: 16:15:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 1.4096, loss: 1.4096 +2023-12-24 16:26:54,566 - pyskl - INFO - Epoch [85][1500/3405] lr: 1.004e-02, eta: 16:15:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 1.4514, loss: 1.4514 +2023-12-24 16:27:20,146 - pyskl - INFO - Epoch [85][1600/3405] lr: 1.004e-02, eta: 16:14:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 1.4610, loss: 1.4610 +2023-12-24 16:27:45,727 - pyskl - INFO - Epoch [85][1700/3405] lr: 1.003e-02, eta: 16:14:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 1.4785, loss: 1.4785 +2023-12-24 16:28:10,758 - pyskl - INFO - Epoch [85][1800/3405] lr: 1.002e-02, eta: 16:13:51, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9725, loss_cls: 1.4492, loss: 1.4492 +2023-12-24 16:28:36,223 - pyskl - INFO - Epoch [85][1900/3405] lr: 1.001e-02, eta: 16:13:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 1.4833, loss: 1.4833 +2023-12-24 16:29:01,773 - pyskl - INFO - Epoch [85][2000/3405] lr: 1.001e-02, eta: 16:12:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 1.4371, loss: 1.4371 +2023-12-24 16:29:27,232 - pyskl - INFO - Epoch [85][2100/3405] lr: 9.999e-03, eta: 16:12:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 1.3991, loss: 1.3991 +2023-12-24 16:29:52,638 - pyskl - INFO - Epoch [85][2200/3405] lr: 9.992e-03, eta: 16:12:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 1.4281, loss: 1.4281 +2023-12-24 16:30:18,018 - pyskl - INFO - Epoch [85][2300/3405] lr: 9.984e-03, eta: 16:11:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9762, loss_cls: 1.4494, loss: 1.4494 +2023-12-24 16:30:43,469 - pyskl - INFO - Epoch [85][2400/3405] lr: 9.977e-03, eta: 16:11:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 1.4539, loss: 1.4539 +2023-12-24 16:31:08,486 - pyskl - INFO - Epoch [85][2500/3405] lr: 9.969e-03, eta: 16:10:43, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 1.4270, loss: 1.4270 +2023-12-24 16:31:33,916 - pyskl - INFO - Epoch [85][2600/3405] lr: 9.962e-03, eta: 16:10:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 1.4323, loss: 1.4323 +2023-12-24 16:31:58,994 - pyskl - INFO - Epoch [85][2700/3405] lr: 9.954e-03, eta: 16:09:49, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 1.4700, loss: 1.4700 +2023-12-24 16:32:24,062 - pyskl - INFO - Epoch [85][2800/3405] lr: 9.947e-03, eta: 16:09:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9731, loss_cls: 1.4836, loss: 1.4836 +2023-12-24 16:32:49,140 - pyskl - INFO - Epoch [85][2900/3405] lr: 9.939e-03, eta: 16:08:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 1.3836, loss: 1.3836 +2023-12-24 16:33:14,465 - pyskl - INFO - Epoch [85][3000/3405] lr: 9.932e-03, eta: 16:08:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 1.4407, loss: 1.4407 +2023-12-24 16:33:40,026 - pyskl - INFO - Epoch [85][3100/3405] lr: 9.924e-03, eta: 16:08:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 1.4410, loss: 1.4410 +2023-12-24 16:34:05,551 - pyskl - INFO - Epoch [85][3200/3405] lr: 9.917e-03, eta: 16:07:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 1.4561, loss: 1.4561 +2023-12-24 16:34:31,086 - pyskl - INFO - Epoch [85][3300/3405] lr: 9.909e-03, eta: 16:07:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 1.4539, loss: 1.4539 +2023-12-24 16:34:56,522 - pyskl - INFO - Epoch [85][3400/3405] lr: 9.902e-03, eta: 16:06:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 1.4422, loss: 1.4422 +2023-12-24 16:34:58,415 - pyskl - INFO - Saving checkpoint at 85 epochs +2023-12-24 16:39:24,708 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 16:39:25,386 - pyskl - INFO - +top1_acc 0.8161 +top5_acc 0.9632 +2023-12-24 16:39:25,392 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_84.pth was removed +2023-12-24 16:39:25,622 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_85.pth. +2023-12-24 16:39:25,623 - pyskl - INFO - Best top1_acc is 0.8161 at 85 epoch. +2023-12-24 16:39:25,661 - pyskl - INFO - Epoch(val) [85][3718] top1_acc: 0.8161, top5_acc: 0.9632 +2023-12-24 16:40:20,581 - pyskl - INFO - Epoch [86][100/3405] lr: 9.894e-03, eta: 16:06:35, time: 0.549, data_time: 0.292, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 1.3859, loss: 1.3859 +2023-12-24 16:40:46,284 - pyskl - INFO - Epoch [86][200/3405] lr: 9.886e-03, eta: 16:06:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 1.3740, loss: 1.3740 +2023-12-24 16:41:11,683 - pyskl - INFO - Epoch [86][300/3405] lr: 9.879e-03, eta: 16:05:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9906, loss_cls: 1.3756, loss: 1.3756 +2023-12-24 16:41:37,962 - pyskl - INFO - Epoch [86][400/3405] lr: 9.871e-03, eta: 16:05:15, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 1.4046, loss: 1.4046 +2023-12-24 16:42:03,700 - pyskl - INFO - Epoch [86][500/3405] lr: 9.864e-03, eta: 16:04:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 1.4487, loss: 1.4487 +2023-12-24 16:42:29,543 - pyskl - INFO - Epoch [86][600/3405] lr: 9.856e-03, eta: 16:04:22, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 1.4093, loss: 1.4093 +2023-12-24 16:42:55,246 - pyskl - INFO - Epoch [86][700/3405] lr: 9.849e-03, eta: 16:03:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 1.4079, loss: 1.4079 +2023-12-24 16:43:20,944 - pyskl - INFO - Epoch [86][800/3405] lr: 9.841e-03, eta: 16:03:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 1.3672, loss: 1.3672 +2023-12-24 16:43:46,637 - pyskl - INFO - Epoch [86][900/3405] lr: 9.834e-03, eta: 16:03:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9856, loss_cls: 1.4368, loss: 1.4368 +2023-12-24 16:44:12,062 - pyskl - INFO - Epoch [86][1000/3405] lr: 9.826e-03, eta: 16:02:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 1.3938, loss: 1.3938 +2023-12-24 16:44:37,814 - pyskl - INFO - Epoch [86][1100/3405] lr: 9.819e-03, eta: 16:02:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 1.4640, loss: 1.4640 +2023-12-24 16:45:03,245 - pyskl - INFO - Epoch [86][1200/3405] lr: 9.811e-03, eta: 16:01:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 1.4344, loss: 1.4344 +2023-12-24 16:45:28,714 - pyskl - INFO - Epoch [86][1300/3405] lr: 9.803e-03, eta: 16:01:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 1.4254, loss: 1.4254 +2023-12-24 16:45:54,427 - pyskl - INFO - Epoch [86][1400/3405] lr: 9.796e-03, eta: 16:00:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 1.4287, loss: 1.4287 +2023-12-24 16:46:19,763 - pyskl - INFO - Epoch [86][1500/3405] lr: 9.788e-03, eta: 16:00:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 1.4101, loss: 1.4101 +2023-12-24 16:46:45,266 - pyskl - INFO - Epoch [86][1600/3405] lr: 9.781e-03, eta: 15:59:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 1.4162, loss: 1.4162 +2023-12-24 16:47:11,003 - pyskl - INFO - Epoch [86][1700/3405] lr: 9.773e-03, eta: 15:59:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 1.4412, loss: 1.4412 +2023-12-24 16:47:36,801 - pyskl - INFO - Epoch [86][1800/3405] lr: 9.766e-03, eta: 15:59:02, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9800, loss_cls: 1.3820, loss: 1.3820 +2023-12-24 16:48:02,467 - pyskl - INFO - Epoch [86][1900/3405] lr: 9.758e-03, eta: 15:58:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 1.3743, loss: 1.3743 +2023-12-24 16:48:28,133 - pyskl - INFO - Epoch [86][2000/3405] lr: 9.751e-03, eta: 15:58:09, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9762, loss_cls: 1.4206, loss: 1.4206 +2023-12-24 16:48:53,852 - pyskl - INFO - Epoch [86][2100/3405] lr: 9.743e-03, eta: 15:57:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9756, loss_cls: 1.4164, loss: 1.4164 +2023-12-24 16:49:19,076 - pyskl - INFO - Epoch [86][2200/3405] lr: 9.736e-03, eta: 15:57:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9888, loss_cls: 1.3764, loss: 1.3764 +2023-12-24 16:49:44,661 - pyskl - INFO - Epoch [86][2300/3405] lr: 9.728e-03, eta: 15:56:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 1.4665, loss: 1.4665 +2023-12-24 16:50:10,021 - pyskl - INFO - Epoch [86][2400/3405] lr: 9.721e-03, eta: 15:56:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 1.4259, loss: 1.4259 +2023-12-24 16:50:35,280 - pyskl - INFO - Epoch [86][2500/3405] lr: 9.713e-03, eta: 15:55:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 1.4106, loss: 1.4106 +2023-12-24 16:51:00,362 - pyskl - INFO - Epoch [86][2600/3405] lr: 9.706e-03, eta: 15:55:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9731, loss_cls: 1.4557, loss: 1.4557 +2023-12-24 16:51:25,422 - pyskl - INFO - Epoch [86][2700/3405] lr: 9.698e-03, eta: 15:55:00, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 1.4216, loss: 1.4216 +2023-12-24 16:51:50,838 - pyskl - INFO - Epoch [86][2800/3405] lr: 9.691e-03, eta: 15:54:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 1.4435, loss: 1.4435 +2023-12-24 16:52:16,471 - pyskl - INFO - Epoch [86][2900/3405] lr: 9.684e-03, eta: 15:54:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 1.4075, loss: 1.4075 +2023-12-24 16:52:42,154 - pyskl - INFO - Epoch [86][3000/3405] lr: 9.676e-03, eta: 15:53:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9794, loss_cls: 1.4502, loss: 1.4502 +2023-12-24 16:53:07,806 - pyskl - INFO - Epoch [86][3100/3405] lr: 9.669e-03, eta: 15:53:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 1.4334, loss: 1.4334 +2023-12-24 16:53:33,656 - pyskl - INFO - Epoch [86][3200/3405] lr: 9.661e-03, eta: 15:52:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9706, loss_cls: 1.4810, loss: 1.4810 +2023-12-24 16:53:59,365 - pyskl - INFO - Epoch [86][3300/3405] lr: 9.654e-03, eta: 15:52:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 1.3890, loss: 1.3890 +2023-12-24 16:54:25,016 - pyskl - INFO - Epoch [86][3400/3405] lr: 9.646e-03, eta: 15:51:54, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 1.4407, loss: 1.4407 +2023-12-24 16:54:27,068 - pyskl - INFO - Saving checkpoint at 86 epochs +2023-12-24 16:58:52,104 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 16:58:52,714 - pyskl - INFO - +top1_acc 0.8219 +top5_acc 0.9646 +2023-12-24 16:58:52,719 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_85.pth was removed +2023-12-24 16:58:52,930 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_86.pth. +2023-12-24 16:58:52,932 - pyskl - INFO - Best top1_acc is 0.8219 at 86 epoch. +2023-12-24 16:58:52,956 - pyskl - INFO - Epoch(val) [86][3718] top1_acc: 0.8219, top5_acc: 0.9646 +2023-12-24 16:59:46,124 - pyskl - INFO - Epoch [87][100/3405] lr: 9.638e-03, eta: 15:51:46, time: 0.532, data_time: 0.278, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 1.3848, loss: 1.3848 +2023-12-24 17:00:11,087 - pyskl - INFO - Epoch [87][200/3405] lr: 9.631e-03, eta: 15:51:18, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 1.3774, loss: 1.3774 +2023-12-24 17:00:36,809 - pyskl - INFO - Epoch [87][300/3405] lr: 9.623e-03, eta: 15:50:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 1.3884, loss: 1.3884 +2023-12-24 17:01:02,760 - pyskl - INFO - Epoch [87][400/3405] lr: 9.616e-03, eta: 15:50:25, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9862, loss_cls: 1.3969, loss: 1.3969 +2023-12-24 17:01:28,680 - pyskl - INFO - Epoch [87][500/3405] lr: 9.608e-03, eta: 15:49:59, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9775, loss_cls: 1.4071, loss: 1.4071 +2023-12-24 17:01:54,655 - pyskl - INFO - Epoch [87][600/3405] lr: 9.601e-03, eta: 15:49:33, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 1.3759, loss: 1.3759 +2023-12-24 17:02:20,345 - pyskl - INFO - Epoch [87][700/3405] lr: 9.593e-03, eta: 15:49:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 1.4396, loss: 1.4396 +2023-12-24 17:02:45,954 - pyskl - INFO - Epoch [87][800/3405] lr: 9.586e-03, eta: 15:48:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 1.3849, loss: 1.3849 +2023-12-24 17:03:11,863 - pyskl - INFO - Epoch [87][900/3405] lr: 9.578e-03, eta: 15:48:13, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9869, loss_cls: 1.3960, loss: 1.3960 +2023-12-24 17:03:37,524 - pyskl - INFO - Epoch [87][1000/3405] lr: 9.571e-03, eta: 15:47:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9888, loss_cls: 1.3633, loss: 1.3633 +2023-12-24 17:04:03,112 - pyskl - INFO - Epoch [87][1100/3405] lr: 9.563e-03, eta: 15:47:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 1.3756, loss: 1.3756 +2023-12-24 17:04:28,634 - pyskl - INFO - Epoch [87][1200/3405] lr: 9.556e-03, eta: 15:46:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9894, loss_cls: 1.3850, loss: 1.3850 +2023-12-24 17:04:54,056 - pyskl - INFO - Epoch [87][1300/3405] lr: 9.548e-03, eta: 15:46:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 1.4324, loss: 1.4324 +2023-12-24 17:05:19,143 - pyskl - INFO - Epoch [87][1400/3405] lr: 9.541e-03, eta: 15:45:59, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 1.4004, loss: 1.4004 +2023-12-24 17:05:44,733 - pyskl - INFO - Epoch [87][1500/3405] lr: 9.534e-03, eta: 15:45:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9819, loss_cls: 1.4697, loss: 1.4697 +2023-12-24 17:06:10,209 - pyskl - INFO - Epoch [87][1600/3405] lr: 9.526e-03, eta: 15:45:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 1.3948, loss: 1.3948 +2023-12-24 17:06:35,634 - pyskl - INFO - Epoch [87][1700/3405] lr: 9.519e-03, eta: 15:44:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 1.4069, loss: 1.4069 +2023-12-24 17:07:01,088 - pyskl - INFO - Epoch [87][1800/3405] lr: 9.511e-03, eta: 15:44:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 1.4206, loss: 1.4206 +2023-12-24 17:07:26,498 - pyskl - INFO - Epoch [87][1900/3405] lr: 9.504e-03, eta: 15:43:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 1.4154, loss: 1.4154 +2023-12-24 17:07:51,936 - pyskl - INFO - Epoch [87][2000/3405] lr: 9.496e-03, eta: 15:43:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9812, loss_cls: 1.3878, loss: 1.3878 +2023-12-24 17:08:17,421 - pyskl - INFO - Epoch [87][2100/3405] lr: 9.489e-03, eta: 15:42:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 1.4395, loss: 1.4395 +2023-12-24 17:08:42,913 - pyskl - INFO - Epoch [87][2200/3405] lr: 9.481e-03, eta: 15:42:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 1.4867, loss: 1.4867 +2023-12-24 17:09:08,519 - pyskl - INFO - Epoch [87][2300/3405] lr: 9.474e-03, eta: 15:41:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 1.4584, loss: 1.4584 +2023-12-24 17:09:33,717 - pyskl - INFO - Epoch [87][2400/3405] lr: 9.466e-03, eta: 15:41:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 1.4535, loss: 1.4535 +2023-12-24 17:09:58,772 - pyskl - INFO - Epoch [87][2500/3405] lr: 9.459e-03, eta: 15:41:04, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9869, loss_cls: 1.3879, loss: 1.3879 +2023-12-24 17:10:23,817 - pyskl - INFO - Epoch [87][2600/3405] lr: 9.451e-03, eta: 15:40:37, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 1.4202, loss: 1.4202 +2023-12-24 17:10:48,874 - pyskl - INFO - Epoch [87][2700/3405] lr: 9.444e-03, eta: 15:40:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9775, loss_cls: 1.4403, loss: 1.4403 +2023-12-24 17:11:13,922 - pyskl - INFO - Epoch [87][2800/3405] lr: 9.437e-03, eta: 15:39:43, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 1.4329, loss: 1.4329 +2023-12-24 17:11:38,958 - pyskl - INFO - Epoch [87][2900/3405] lr: 9.429e-03, eta: 15:39:16, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9725, loss_cls: 1.4325, loss: 1.4325 +2023-12-24 17:12:03,994 - pyskl - INFO - Epoch [87][3000/3405] lr: 9.422e-03, eta: 15:38:49, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 1.3778, loss: 1.3778 +2023-12-24 17:12:29,040 - pyskl - INFO - Epoch [87][3100/3405] lr: 9.414e-03, eta: 15:38:22, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 1.4306, loss: 1.4306 +2023-12-24 17:12:54,077 - pyskl - INFO - Epoch [87][3200/3405] lr: 9.407e-03, eta: 15:37:55, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 1.4872, loss: 1.4872 +2023-12-24 17:13:19,300 - pyskl - INFO - Epoch [87][3300/3405] lr: 9.399e-03, eta: 15:37:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9731, loss_cls: 1.4588, loss: 1.4588 +2023-12-24 17:13:44,593 - pyskl - INFO - Epoch [87][3400/3405] lr: 9.392e-03, eta: 15:37:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 1.4150, loss: 1.4150 +2023-12-24 17:13:46,551 - pyskl - INFO - Saving checkpoint at 87 epochs +2023-12-24 17:18:10,823 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 17:18:11,426 - pyskl - INFO - +top1_acc 0.8036 +top5_acc 0.9630 +2023-12-24 17:18:11,452 - pyskl - INFO - Epoch(val) [87][3718] top1_acc: 0.8036, top5_acc: 0.9630 +2023-12-24 17:19:05,277 - pyskl - INFO - Epoch [88][100/3405] lr: 9.384e-03, eta: 15:36:53, time: 0.538, data_time: 0.282, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 1.3743, loss: 1.3743 +2023-12-24 17:19:30,779 - pyskl - INFO - Epoch [88][200/3405] lr: 9.377e-03, eta: 15:36:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9900, loss_cls: 1.3944, loss: 1.3944 +2023-12-24 17:19:56,395 - pyskl - INFO - Epoch [88][300/3405] lr: 9.369e-03, eta: 15:35:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 1.3968, loss: 1.3968 +2023-12-24 17:20:22,119 - pyskl - INFO - Epoch [88][400/3405] lr: 9.362e-03, eta: 15:35:33, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 1.3488, loss: 1.3488 +2023-12-24 17:20:48,087 - pyskl - INFO - Epoch [88][500/3405] lr: 9.354e-03, eta: 15:35:06, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9862, loss_cls: 1.3909, loss: 1.3909 +2023-12-24 17:21:13,993 - pyskl - INFO - Epoch [88][600/3405] lr: 9.347e-03, eta: 15:34:40, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 1.3847, loss: 1.3847 +2023-12-24 17:21:39,844 - pyskl - INFO - Epoch [88][700/3405] lr: 9.339e-03, eta: 15:34:13, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 1.4191, loss: 1.4191 +2023-12-24 17:22:05,436 - pyskl - INFO - Epoch [88][800/3405] lr: 9.332e-03, eta: 15:33:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 1.3840, loss: 1.3840 +2023-12-24 17:22:30,999 - pyskl - INFO - Epoch [88][900/3405] lr: 9.324e-03, eta: 15:33:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 1.4452, loss: 1.4452 +2023-12-24 17:22:56,559 - pyskl - INFO - Epoch [88][1000/3405] lr: 9.317e-03, eta: 15:32:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 1.3636, loss: 1.3636 +2023-12-24 17:23:22,534 - pyskl - INFO - Epoch [88][1100/3405] lr: 9.310e-03, eta: 15:32:27, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9781, loss_cls: 1.4034, loss: 1.4034 +2023-12-24 17:23:48,197 - pyskl - INFO - Epoch [88][1200/3405] lr: 9.302e-03, eta: 15:32:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9800, loss_cls: 1.3691, loss: 1.3691 +2023-12-24 17:24:13,512 - pyskl - INFO - Epoch [88][1300/3405] lr: 9.295e-03, eta: 15:31:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 1.4137, loss: 1.4137 +2023-12-24 17:24:38,949 - pyskl - INFO - Epoch [88][1400/3405] lr: 9.287e-03, eta: 15:31:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9788, loss_cls: 1.4208, loss: 1.4208 +2023-12-24 17:25:04,714 - pyskl - INFO - Epoch [88][1500/3405] lr: 9.280e-03, eta: 15:30:40, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 1.3895, loss: 1.3895 +2023-12-24 17:25:30,254 - pyskl - INFO - Epoch [88][1600/3405] lr: 9.272e-03, eta: 15:30:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 1.3974, loss: 1.3974 +2023-12-24 17:25:55,837 - pyskl - INFO - Epoch [88][1700/3405] lr: 9.265e-03, eta: 15:29:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9769, loss_cls: 1.4111, loss: 1.4111 +2023-12-24 17:26:21,110 - pyskl - INFO - Epoch [88][1800/3405] lr: 9.258e-03, eta: 15:29:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 1.3667, loss: 1.3667 +2023-12-24 17:26:46,777 - pyskl - INFO - Epoch [88][1900/3405] lr: 9.250e-03, eta: 15:28:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 1.4084, loss: 1.4084 +2023-12-24 17:27:11,972 - pyskl - INFO - Epoch [88][2000/3405] lr: 9.243e-03, eta: 15:28:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 1.4198, loss: 1.4198 +2023-12-24 17:27:37,174 - pyskl - INFO - Epoch [88][2100/3405] lr: 9.235e-03, eta: 15:27:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 1.4057, loss: 1.4057 +2023-12-24 17:28:02,229 - pyskl - INFO - Epoch [88][2200/3405] lr: 9.228e-03, eta: 15:27:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9762, loss_cls: 1.4266, loss: 1.4266 +2023-12-24 17:28:27,662 - pyskl - INFO - Epoch [88][2300/3405] lr: 9.220e-03, eta: 15:27:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9806, loss_cls: 1.4854, loss: 1.4854 +2023-12-24 17:28:53,179 - pyskl - INFO - Epoch [88][2400/3405] lr: 9.213e-03, eta: 15:26:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 1.3834, loss: 1.3834 +2023-12-24 17:29:18,575 - pyskl - INFO - Epoch [88][2500/3405] lr: 9.206e-03, eta: 15:26:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9794, loss_cls: 1.4113, loss: 1.4113 +2023-12-24 17:29:44,065 - pyskl - INFO - Epoch [88][2600/3405] lr: 9.198e-03, eta: 15:25:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 1.3982, loss: 1.3982 +2023-12-24 17:30:09,510 - pyskl - INFO - Epoch [88][2700/3405] lr: 9.191e-03, eta: 15:25:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 1.4068, loss: 1.4068 +2023-12-24 17:30:34,946 - pyskl - INFO - Epoch [88][2800/3405] lr: 9.183e-03, eta: 15:24:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 1.4063, loss: 1.4063 +2023-12-24 17:31:00,470 - pyskl - INFO - Epoch [88][2900/3405] lr: 9.176e-03, eta: 15:24:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 1.4185, loss: 1.4185 +2023-12-24 17:31:25,935 - pyskl - INFO - Epoch [88][3000/3405] lr: 9.169e-03, eta: 15:23:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 1.3952, loss: 1.3952 +2023-12-24 17:31:51,296 - pyskl - INFO - Epoch [88][3100/3405] lr: 9.161e-03, eta: 15:23:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 1.3642, loss: 1.3642 +2023-12-24 17:32:16,996 - pyskl - INFO - Epoch [88][3200/3405] lr: 9.154e-03, eta: 15:23:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9894, loss_cls: 1.3878, loss: 1.3878 +2023-12-24 17:32:42,852 - pyskl - INFO - Epoch [88][3300/3405] lr: 9.146e-03, eta: 15:22:39, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 1.4384, loss: 1.4384 +2023-12-24 17:33:08,309 - pyskl - INFO - Epoch [88][3400/3405] lr: 9.139e-03, eta: 15:22:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 1.4386, loss: 1.4386 +2023-12-24 17:33:10,226 - pyskl - INFO - Saving checkpoint at 88 epochs +2023-12-24 17:37:34,863 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 17:37:35,471 - pyskl - INFO - +top1_acc 0.8132 +top5_acc 0.9658 +2023-12-24 17:37:35,497 - pyskl - INFO - Epoch(val) [88][3718] top1_acc: 0.8132, top5_acc: 0.9658 +2023-12-24 17:38:28,501 - pyskl - INFO - Epoch [89][100/3405] lr: 9.131e-03, eta: 15:22:02, time: 0.530, data_time: 0.276, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 1.3787, loss: 1.3787 +2023-12-24 17:38:54,129 - pyskl - INFO - Epoch [89][200/3405] lr: 9.124e-03, eta: 15:21:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 1.3423, loss: 1.3423 +2023-12-24 17:39:19,749 - pyskl - INFO - Epoch [89][300/3405] lr: 9.116e-03, eta: 15:21:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9894, loss_cls: 1.3541, loss: 1.3541 +2023-12-24 17:39:45,616 - pyskl - INFO - Epoch [89][400/3405] lr: 9.109e-03, eta: 15:20:43, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9856, loss_cls: 1.4144, loss: 1.4144 +2023-12-24 17:40:11,437 - pyskl - INFO - Epoch [89][500/3405] lr: 9.102e-03, eta: 15:20:16, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 1.3940, loss: 1.3940 +2023-12-24 17:40:37,105 - pyskl - INFO - Epoch [89][600/3405] lr: 9.094e-03, eta: 15:19:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 1.3603, loss: 1.3603 +2023-12-24 17:41:02,856 - pyskl - INFO - Epoch [89][700/3405] lr: 9.087e-03, eta: 15:19:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 1.3677, loss: 1.3677 +2023-12-24 17:41:28,517 - pyskl - INFO - Epoch [89][800/3405] lr: 9.079e-03, eta: 15:18:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 1.3772, loss: 1.3772 +2023-12-24 17:41:53,975 - pyskl - INFO - Epoch [89][900/3405] lr: 9.072e-03, eta: 15:18:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 1.4189, loss: 1.4189 +2023-12-24 17:42:19,517 - pyskl - INFO - Epoch [89][1000/3405] lr: 9.065e-03, eta: 15:18:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9762, loss_cls: 1.4354, loss: 1.4354 +2023-12-24 17:42:45,245 - pyskl - INFO - Epoch [89][1100/3405] lr: 9.057e-03, eta: 15:17:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 1.4158, loss: 1.4158 +2023-12-24 17:43:10,840 - pyskl - INFO - Epoch [89][1200/3405] lr: 9.050e-03, eta: 15:17:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9744, loss_cls: 1.4276, loss: 1.4276 +2023-12-24 17:43:36,409 - pyskl - INFO - Epoch [89][1300/3405] lr: 9.042e-03, eta: 15:16:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 1.4107, loss: 1.4107 +2023-12-24 17:44:02,078 - pyskl - INFO - Epoch [89][1400/3405] lr: 9.035e-03, eta: 15:16:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 1.3565, loss: 1.3565 +2023-12-24 17:44:27,742 - pyskl - INFO - Epoch [89][1500/3405] lr: 9.028e-03, eta: 15:15:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 1.3689, loss: 1.3689 +2023-12-24 17:44:53,789 - pyskl - INFO - Epoch [89][1600/3405] lr: 9.020e-03, eta: 15:15:23, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 1.3986, loss: 1.3986 +2023-12-24 17:45:19,590 - pyskl - INFO - Epoch [89][1700/3405] lr: 9.013e-03, eta: 15:14:57, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 1.4663, loss: 1.4663 +2023-12-24 17:45:45,098 - pyskl - INFO - Epoch [89][1800/3405] lr: 9.005e-03, eta: 15:14:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 1.4199, loss: 1.4199 +2023-12-24 17:46:10,600 - pyskl - INFO - Epoch [89][1900/3405] lr: 8.998e-03, eta: 15:14:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 1.4424, loss: 1.4424 +2023-12-24 17:46:36,134 - pyskl - INFO - Epoch [89][2000/3405] lr: 8.991e-03, eta: 15:13:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9894, loss_cls: 1.3600, loss: 1.3600 +2023-12-24 17:47:01,286 - pyskl - INFO - Epoch [89][2100/3405] lr: 8.983e-03, eta: 15:13:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 1.4288, loss: 1.4288 +2023-12-24 17:47:26,402 - pyskl - INFO - Epoch [89][2200/3405] lr: 8.976e-03, eta: 15:12:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9844, loss_cls: 1.3864, loss: 1.3864 +2023-12-24 17:47:51,838 - pyskl - INFO - Epoch [89][2300/3405] lr: 8.969e-03, eta: 15:12:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 1.3914, loss: 1.3914 +2023-12-24 17:48:17,445 - pyskl - INFO - Epoch [89][2400/3405] lr: 8.961e-03, eta: 15:11:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 1.4234, loss: 1.4234 +2023-12-24 17:48:42,887 - pyskl - INFO - Epoch [89][2500/3405] lr: 8.954e-03, eta: 15:11:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9800, loss_cls: 1.4029, loss: 1.4029 +2023-12-24 17:49:08,560 - pyskl - INFO - Epoch [89][2600/3405] lr: 8.946e-03, eta: 15:10:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9756, loss_cls: 1.4284, loss: 1.4284 +2023-12-24 17:49:34,250 - pyskl - INFO - Epoch [89][2700/3405] lr: 8.939e-03, eta: 15:10:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 1.4335, loss: 1.4335 +2023-12-24 17:49:59,787 - pyskl - INFO - Epoch [89][2800/3405] lr: 8.932e-03, eta: 15:10:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 1.3579, loss: 1.3579 +2023-12-24 17:50:25,496 - pyskl - INFO - Epoch [89][2900/3405] lr: 8.924e-03, eta: 15:09:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 1.4285, loss: 1.4285 +2023-12-24 17:50:51,058 - pyskl - INFO - Epoch [89][3000/3405] lr: 8.917e-03, eta: 15:09:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 1.3959, loss: 1.3959 +2023-12-24 17:51:16,547 - pyskl - INFO - Epoch [89][3100/3405] lr: 8.910e-03, eta: 15:08:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9894, loss_cls: 1.4052, loss: 1.4052 +2023-12-24 17:51:42,225 - pyskl - INFO - Epoch [89][3200/3405] lr: 8.902e-03, eta: 15:08:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9806, loss_cls: 1.3992, loss: 1.3992 +2023-12-24 17:52:07,668 - pyskl - INFO - Epoch [89][3300/3405] lr: 8.895e-03, eta: 15:07:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 1.4640, loss: 1.4640 +2023-12-24 17:52:33,259 - pyskl - INFO - Epoch [89][3400/3405] lr: 8.888e-03, eta: 15:07:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 1.4126, loss: 1.4126 +2023-12-24 17:52:35,335 - pyskl - INFO - Saving checkpoint at 89 epochs +2023-12-24 17:56:59,764 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 17:57:00,383 - pyskl - INFO - +top1_acc 0.8105 +top5_acc 0.9609 +2023-12-24 17:57:00,409 - pyskl - INFO - Epoch(val) [89][3718] top1_acc: 0.8105, top5_acc: 0.9609 +2023-12-24 17:57:54,422 - pyskl - INFO - Epoch [90][100/3405] lr: 8.880e-03, eta: 15:07:14, time: 0.540, data_time: 0.286, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 1.3895, loss: 1.3895 +2023-12-24 17:58:19,566 - pyskl - INFO - Epoch [90][200/3405] lr: 8.872e-03, eta: 15:06:47, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 1.3836, loss: 1.3836 +2023-12-24 17:58:44,597 - pyskl - INFO - Epoch [90][300/3405] lr: 8.865e-03, eta: 15:06:20, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 1.3733, loss: 1.3733 +2023-12-24 17:59:10,125 - pyskl - INFO - Epoch [90][400/3405] lr: 8.858e-03, eta: 15:05:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 1.3205, loss: 1.3205 +2023-12-24 17:59:35,517 - pyskl - INFO - Epoch [90][500/3405] lr: 8.850e-03, eta: 15:05:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 1.3478, loss: 1.3478 +2023-12-24 18:00:00,976 - pyskl - INFO - Epoch [90][600/3405] lr: 8.843e-03, eta: 15:04:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9881, loss_cls: 1.3902, loss: 1.3902 +2023-12-24 18:00:27,178 - pyskl - INFO - Epoch [90][700/3405] lr: 8.836e-03, eta: 15:04:33, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 1.3592, loss: 1.3592 +2023-12-24 18:00:52,950 - pyskl - INFO - Epoch [90][800/3405] lr: 8.828e-03, eta: 15:04:07, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 1.3729, loss: 1.3729 +2023-12-24 18:01:18,788 - pyskl - INFO - Epoch [90][900/3405] lr: 8.821e-03, eta: 15:03:40, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 1.3989, loss: 1.3989 +2023-12-24 18:01:44,506 - pyskl - INFO - Epoch [90][1000/3405] lr: 8.814e-03, eta: 15:03:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 1.4004, loss: 1.4004 +2023-12-24 18:02:10,210 - pyskl - INFO - Epoch [90][1100/3405] lr: 8.806e-03, eta: 15:02:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9875, loss_cls: 1.4054, loss: 1.4054 +2023-12-24 18:02:35,746 - pyskl - INFO - Epoch [90][1200/3405] lr: 8.799e-03, eta: 15:02:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 1.3383, loss: 1.3383 +2023-12-24 18:03:01,297 - pyskl - INFO - Epoch [90][1300/3405] lr: 8.792e-03, eta: 15:01:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 1.4418, loss: 1.4418 +2023-12-24 18:03:27,071 - pyskl - INFO - Epoch [90][1400/3405] lr: 8.784e-03, eta: 15:01:27, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 1.3823, loss: 1.3823 +2023-12-24 18:03:52,726 - pyskl - INFO - Epoch [90][1500/3405] lr: 8.777e-03, eta: 15:01:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 1.4275, loss: 1.4275 +2023-12-24 18:04:19,109 - pyskl - INFO - Epoch [90][1600/3405] lr: 8.770e-03, eta: 15:00:35, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 1.3845, loss: 1.3845 +2023-12-24 18:04:44,501 - pyskl - INFO - Epoch [90][1700/3405] lr: 8.762e-03, eta: 15:00:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 1.3953, loss: 1.3953 +2023-12-24 18:05:10,134 - pyskl - INFO - Epoch [90][1800/3405] lr: 8.755e-03, eta: 14:59:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 1.3969, loss: 1.3969 +2023-12-24 18:05:35,515 - pyskl - INFO - Epoch [90][1900/3405] lr: 8.748e-03, eta: 14:59:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 1.3717, loss: 1.3717 +2023-12-24 18:06:01,186 - pyskl - INFO - Epoch [90][2000/3405] lr: 8.740e-03, eta: 14:58:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 1.4067, loss: 1.4067 +2023-12-24 18:06:26,772 - pyskl - INFO - Epoch [90][2100/3405] lr: 8.733e-03, eta: 14:58:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 1.4311, loss: 1.4311 +2023-12-24 18:06:52,378 - pyskl - INFO - Epoch [90][2200/3405] lr: 8.726e-03, eta: 14:57:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 1.4007, loss: 1.4007 +2023-12-24 18:07:18,141 - pyskl - INFO - Epoch [90][2300/3405] lr: 8.718e-03, eta: 14:57:28, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 1.3913, loss: 1.3913 +2023-12-24 18:07:43,652 - pyskl - INFO - Epoch [90][2400/3405] lr: 8.711e-03, eta: 14:57:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 1.4066, loss: 1.4066 +2023-12-24 18:08:09,320 - pyskl - INFO - Epoch [90][2500/3405] lr: 8.704e-03, eta: 14:56:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9869, loss_cls: 1.3827, loss: 1.3827 +2023-12-24 18:08:34,785 - pyskl - INFO - Epoch [90][2600/3405] lr: 8.696e-03, eta: 14:56:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 1.3750, loss: 1.3750 +2023-12-24 18:09:00,367 - pyskl - INFO - Epoch [90][2700/3405] lr: 8.689e-03, eta: 14:55:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 1.4254, loss: 1.4254 +2023-12-24 18:09:25,397 - pyskl - INFO - Epoch [90][2800/3405] lr: 8.682e-03, eta: 14:55:14, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 1.4620, loss: 1.4620 +2023-12-24 18:09:50,511 - pyskl - INFO - Epoch [90][2900/3405] lr: 8.674e-03, eta: 14:54:47, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 1.4170, loss: 1.4170 +2023-12-24 18:10:15,986 - pyskl - INFO - Epoch [90][3000/3405] lr: 8.667e-03, eta: 14:54:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9800, loss_cls: 1.3974, loss: 1.3974 +2023-12-24 18:10:41,442 - pyskl - INFO - Epoch [90][3100/3405] lr: 8.660e-03, eta: 14:53:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 1.3620, loss: 1.3620 +2023-12-24 18:11:07,109 - pyskl - INFO - Epoch [90][3200/3405] lr: 8.652e-03, eta: 14:53:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 1.3947, loss: 1.3947 +2023-12-24 18:11:32,948 - pyskl - INFO - Epoch [90][3300/3405] lr: 8.645e-03, eta: 14:53:01, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9844, loss_cls: 1.4244, loss: 1.4244 +2023-12-24 18:11:58,425 - pyskl - INFO - Epoch [90][3400/3405] lr: 8.638e-03, eta: 14:52:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 1.4009, loss: 1.4009 +2023-12-24 18:12:00,361 - pyskl - INFO - Saving checkpoint at 90 epochs +2023-12-24 18:16:25,643 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 18:16:26,299 - pyskl - INFO - +top1_acc 0.8167 +top5_acc 0.9630 +2023-12-24 18:16:26,338 - pyskl - INFO - Epoch(val) [90][3718] top1_acc: 0.8167, top5_acc: 0.9630 +2023-12-24 18:17:20,707 - pyskl - INFO - Epoch [91][100/3405] lr: 8.630e-03, eta: 14:52:25, time: 0.544, data_time: 0.290, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9794, loss_cls: 1.3766, loss: 1.3766 +2023-12-24 18:17:46,006 - pyskl - INFO - Epoch [91][200/3405] lr: 8.623e-03, eta: 14:51:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 1.3388, loss: 1.3388 +2023-12-24 18:18:11,421 - pyskl - INFO - Epoch [91][300/3405] lr: 8.615e-03, eta: 14:51:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 1.2955, loss: 1.2955 +2023-12-24 18:18:37,377 - pyskl - INFO - Epoch [91][400/3405] lr: 8.608e-03, eta: 14:51:05, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 1.3194, loss: 1.3194 +2023-12-24 18:19:03,356 - pyskl - INFO - Epoch [91][500/3405] lr: 8.601e-03, eta: 14:50:38, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 1.3186, loss: 1.3186 +2023-12-24 18:19:29,118 - pyskl - INFO - Epoch [91][600/3405] lr: 8.594e-03, eta: 14:50:12, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9875, loss_cls: 1.3677, loss: 1.3677 +2023-12-24 18:19:55,113 - pyskl - INFO - Epoch [91][700/3405] lr: 8.586e-03, eta: 14:49:45, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 1.3714, loss: 1.3714 +2023-12-24 18:20:20,902 - pyskl - INFO - Epoch [91][800/3405] lr: 8.579e-03, eta: 14:49:19, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 1.4048, loss: 1.4048 +2023-12-24 18:20:46,490 - pyskl - INFO - Epoch [91][900/3405] lr: 8.572e-03, eta: 14:48:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 1.4138, loss: 1.4138 +2023-12-24 18:21:12,141 - pyskl - INFO - Epoch [91][1000/3405] lr: 8.564e-03, eta: 14:48:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 1.3551, loss: 1.3551 +2023-12-24 18:21:37,609 - pyskl - INFO - Epoch [91][1100/3405] lr: 8.557e-03, eta: 14:47:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 1.3710, loss: 1.3710 +2023-12-24 18:22:02,928 - pyskl - INFO - Epoch [91][1200/3405] lr: 8.550e-03, eta: 14:47:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9862, loss_cls: 1.3945, loss: 1.3945 +2023-12-24 18:22:28,827 - pyskl - INFO - Epoch [91][1300/3405] lr: 8.542e-03, eta: 14:47:06, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 1.3512, loss: 1.3512 +2023-12-24 18:22:54,519 - pyskl - INFO - Epoch [91][1400/3405] lr: 8.535e-03, eta: 14:46:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 1.3593, loss: 1.3593 +2023-12-24 18:23:20,104 - pyskl - INFO - Epoch [91][1500/3405] lr: 8.528e-03, eta: 14:46:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 1.3294, loss: 1.3294 +2023-12-24 18:23:45,666 - pyskl - INFO - Epoch [91][1600/3405] lr: 8.521e-03, eta: 14:45:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 1.3715, loss: 1.3715 +2023-12-24 18:24:11,424 - pyskl - INFO - Epoch [91][1700/3405] lr: 8.513e-03, eta: 14:45:19, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 1.3852, loss: 1.3852 +2023-12-24 18:24:37,143 - pyskl - INFO - Epoch [91][1800/3405] lr: 8.506e-03, eta: 14:44:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 1.3584, loss: 1.3584 +2023-12-24 18:25:02,587 - pyskl - INFO - Epoch [91][1900/3405] lr: 8.499e-03, eta: 14:44:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 1.3970, loss: 1.3970 +2023-12-24 18:25:27,922 - pyskl - INFO - Epoch [91][2000/3405] lr: 8.491e-03, eta: 14:43:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 1.3830, loss: 1.3830 +2023-12-24 18:25:53,002 - pyskl - INFO - Epoch [91][2100/3405] lr: 8.484e-03, eta: 14:43:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 1.3247, loss: 1.3247 +2023-12-24 18:26:18,123 - pyskl - INFO - Epoch [91][2200/3405] lr: 8.477e-03, eta: 14:43:05, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9881, loss_cls: 1.3665, loss: 1.3665 +2023-12-24 18:26:43,686 - pyskl - INFO - Epoch [91][2300/3405] lr: 8.470e-03, eta: 14:42:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9869, loss_cls: 1.4051, loss: 1.4051 +2023-12-24 18:27:09,203 - pyskl - INFO - Epoch [91][2400/3405] lr: 8.462e-03, eta: 14:42:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 1.3495, loss: 1.3495 +2023-12-24 18:27:34,906 - pyskl - INFO - Epoch [91][2500/3405] lr: 8.455e-03, eta: 14:41:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 1.3727, loss: 1.3727 +2023-12-24 18:28:00,389 - pyskl - INFO - Epoch [91][2600/3405] lr: 8.448e-03, eta: 14:41:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9856, loss_cls: 1.4161, loss: 1.4161 +2023-12-24 18:28:25,825 - pyskl - INFO - Epoch [91][2700/3405] lr: 8.440e-03, eta: 14:40:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 1.3844, loss: 1.3844 +2023-12-24 18:28:51,422 - pyskl - INFO - Epoch [91][2800/3405] lr: 8.433e-03, eta: 14:40:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 1.4364, loss: 1.4364 +2023-12-24 18:29:16,915 - pyskl - INFO - Epoch [91][2900/3405] lr: 8.426e-03, eta: 14:39:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 1.3805, loss: 1.3805 +2023-12-24 18:29:42,347 - pyskl - INFO - Epoch [91][3000/3405] lr: 8.419e-03, eta: 14:39:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9869, loss_cls: 1.3821, loss: 1.3821 +2023-12-24 18:30:07,782 - pyskl - INFO - Epoch [91][3100/3405] lr: 8.411e-03, eta: 14:39:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 1.3791, loss: 1.3791 +2023-12-24 18:30:33,328 - pyskl - INFO - Epoch [91][3200/3405] lr: 8.404e-03, eta: 14:38:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 1.4469, loss: 1.4469 +2023-12-24 18:30:58,632 - pyskl - INFO - Epoch [91][3300/3405] lr: 8.397e-03, eta: 14:38:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 1.4307, loss: 1.4307 +2023-12-24 18:31:23,970 - pyskl - INFO - Epoch [91][3400/3405] lr: 8.390e-03, eta: 14:37:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 1.3905, loss: 1.3905 +2023-12-24 18:31:25,944 - pyskl - INFO - Saving checkpoint at 91 epochs +2023-12-24 18:35:51,905 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 18:35:52,545 - pyskl - INFO - +top1_acc 0.8129 +top5_acc 0.9632 +2023-12-24 18:35:52,583 - pyskl - INFO - Epoch(val) [91][3718] top1_acc: 0.8129, top5_acc: 0.9632 +2023-12-24 18:36:46,871 - pyskl - INFO - Epoch [92][100/3405] lr: 8.382e-03, eta: 14:37:35, time: 0.543, data_time: 0.290, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 1.4311, loss: 1.4311 +2023-12-24 18:37:11,853 - pyskl - INFO - Epoch [92][200/3405] lr: 8.375e-03, eta: 14:37:08, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 1.4287, loss: 1.4287 +2023-12-24 18:37:36,899 - pyskl - INFO - Epoch [92][300/3405] lr: 8.367e-03, eta: 14:36:41, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 1.3525, loss: 1.3525 +2023-12-24 18:38:02,090 - pyskl - INFO - Epoch [92][400/3405] lr: 8.360e-03, eta: 14:36:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 1.3534, loss: 1.3534 +2023-12-24 18:38:27,734 - pyskl - INFO - Epoch [92][500/3405] lr: 8.353e-03, eta: 14:35:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 1.3604, loss: 1.3604 +2023-12-24 18:38:53,465 - pyskl - INFO - Epoch [92][600/3405] lr: 8.346e-03, eta: 14:35:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 1.3308, loss: 1.3308 +2023-12-24 18:39:19,379 - pyskl - INFO - Epoch [92][700/3405] lr: 8.338e-03, eta: 14:34:54, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 1.3682, loss: 1.3682 +2023-12-24 18:39:44,789 - pyskl - INFO - Epoch [92][800/3405] lr: 8.331e-03, eta: 14:34:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 1.3532, loss: 1.3532 +2023-12-24 18:40:10,454 - pyskl - INFO - Epoch [92][900/3405] lr: 8.324e-03, eta: 14:34:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 1.3565, loss: 1.3565 +2023-12-24 18:40:36,078 - pyskl - INFO - Epoch [92][1000/3405] lr: 8.317e-03, eta: 14:33:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 1.3230, loss: 1.3230 +2023-12-24 18:41:01,826 - pyskl - INFO - Epoch [92][1100/3405] lr: 8.309e-03, eta: 14:33:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 1.4010, loss: 1.4010 +2023-12-24 18:41:27,586 - pyskl - INFO - Epoch [92][1200/3405] lr: 8.302e-03, eta: 14:32:41, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 1.3738, loss: 1.3738 +2023-12-24 18:41:53,256 - pyskl - INFO - Epoch [92][1300/3405] lr: 8.295e-03, eta: 14:32:15, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 1.4012, loss: 1.4012 +2023-12-24 18:42:18,917 - pyskl - INFO - Epoch [92][1400/3405] lr: 8.288e-03, eta: 14:31:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 1.3801, loss: 1.3801 +2023-12-24 18:42:44,091 - pyskl - INFO - Epoch [92][1500/3405] lr: 8.281e-03, eta: 14:31:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 1.3489, loss: 1.3489 +2023-12-24 18:43:09,624 - pyskl - INFO - Epoch [92][1600/3405] lr: 8.273e-03, eta: 14:30:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 1.3480, loss: 1.3480 +2023-12-24 18:43:35,809 - pyskl - INFO - Epoch [92][1700/3405] lr: 8.266e-03, eta: 14:30:28, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 1.3953, loss: 1.3953 +2023-12-24 18:44:01,378 - pyskl - INFO - Epoch [92][1800/3405] lr: 8.259e-03, eta: 14:30:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 1.3827, loss: 1.3827 +2023-12-24 18:44:26,836 - pyskl - INFO - Epoch [92][1900/3405] lr: 8.252e-03, eta: 14:29:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9888, loss_cls: 1.3864, loss: 1.3864 +2023-12-24 18:44:52,641 - pyskl - INFO - Epoch [92][2000/3405] lr: 8.244e-03, eta: 14:29:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9856, loss_cls: 1.4136, loss: 1.4136 +2023-12-24 18:45:18,328 - pyskl - INFO - Epoch [92][2100/3405] lr: 8.237e-03, eta: 14:28:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 1.4000, loss: 1.4000 +2023-12-24 18:45:44,143 - pyskl - INFO - Epoch [92][2200/3405] lr: 8.230e-03, eta: 14:28:15, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 1.3873, loss: 1.3873 +2023-12-24 18:46:09,722 - pyskl - INFO - Epoch [92][2300/3405] lr: 8.223e-03, eta: 14:27:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 1.4122, loss: 1.4122 +2023-12-24 18:46:35,280 - pyskl - INFO - Epoch [92][2400/3405] lr: 8.215e-03, eta: 14:27:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9769, loss_cls: 1.3950, loss: 1.3950 +2023-12-24 18:47:00,445 - pyskl - INFO - Epoch [92][2500/3405] lr: 8.208e-03, eta: 14:26:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 1.3936, loss: 1.3936 +2023-12-24 18:47:25,492 - pyskl - INFO - Epoch [92][2600/3405] lr: 8.201e-03, eta: 14:26:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 1.3666, loss: 1.3666 +2023-12-24 18:47:50,537 - pyskl - INFO - Epoch [92][2700/3405] lr: 8.194e-03, eta: 14:26:01, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 1.4221, loss: 1.4221 +2023-12-24 18:48:15,869 - pyskl - INFO - Epoch [92][2800/3405] lr: 8.187e-03, eta: 14:25:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 1.4286, loss: 1.4286 +2023-12-24 18:48:41,342 - pyskl - INFO - Epoch [92][2900/3405] lr: 8.179e-03, eta: 14:25:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 1.3726, loss: 1.3726 +2023-12-24 18:49:06,803 - pyskl - INFO - Epoch [92][3000/3405] lr: 8.172e-03, eta: 14:24:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 1.3708, loss: 1.3708 +2023-12-24 18:49:32,233 - pyskl - INFO - Epoch [92][3100/3405] lr: 8.165e-03, eta: 14:24:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9906, loss_cls: 1.3550, loss: 1.3550 +2023-12-24 18:49:57,823 - pyskl - INFO - Epoch [92][3200/3405] lr: 8.158e-03, eta: 14:23:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9831, loss_cls: 1.3746, loss: 1.3746 +2023-12-24 18:50:23,374 - pyskl - INFO - Epoch [92][3300/3405] lr: 8.150e-03, eta: 14:23:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 1.3893, loss: 1.3893 +2023-12-24 18:50:49,035 - pyskl - INFO - Epoch [92][3400/3405] lr: 8.143e-03, eta: 14:22:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 1.3824, loss: 1.3824 +2023-12-24 18:50:51,003 - pyskl - INFO - Saving checkpoint at 92 epochs +2023-12-24 18:55:16,879 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 18:55:17,518 - pyskl - INFO - +top1_acc 0.8217 +top5_acc 0.9658 +2023-12-24 18:55:17,554 - pyskl - INFO - Epoch(val) [92][3718] top1_acc: 0.8217, top5_acc: 0.9658 +2023-12-24 18:56:12,395 - pyskl - INFO - Epoch [93][100/3405] lr: 8.136e-03, eta: 14:22:44, time: 0.548, data_time: 0.289, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 1.3258, loss: 1.3258 +2023-12-24 18:56:38,035 - pyskl - INFO - Epoch [93][200/3405] lr: 8.129e-03, eta: 14:22:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9875, loss_cls: 1.3834, loss: 1.3834 +2023-12-24 18:57:03,402 - pyskl - INFO - Epoch [93][300/3405] lr: 8.121e-03, eta: 14:21:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 1.3686, loss: 1.3686 +2023-12-24 18:57:29,043 - pyskl - INFO - Epoch [93][400/3405] lr: 8.114e-03, eta: 14:21:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 1.3063, loss: 1.3063 +2023-12-24 18:57:54,787 - pyskl - INFO - Epoch [93][500/3405] lr: 8.107e-03, eta: 14:20:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 1.3385, loss: 1.3385 +2023-12-24 18:58:20,748 - pyskl - INFO - Epoch [93][600/3405] lr: 8.100e-03, eta: 14:20:32, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9925, loss_cls: 1.3092, loss: 1.3092 +2023-12-24 18:58:46,687 - pyskl - INFO - Epoch [93][700/3405] lr: 8.093e-03, eta: 14:20:05, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 1.3196, loss: 1.3196 +2023-12-24 18:59:12,232 - pyskl - INFO - Epoch [93][800/3405] lr: 8.085e-03, eta: 14:19:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 1.3411, loss: 1.3411 +2023-12-24 18:59:37,808 - pyskl - INFO - Epoch [93][900/3405] lr: 8.078e-03, eta: 14:19:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 1.3781, loss: 1.3781 +2023-12-24 19:00:02,981 - pyskl - INFO - Epoch [93][1000/3405] lr: 8.071e-03, eta: 14:18:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9881, loss_cls: 1.3672, loss: 1.3672 +2023-12-24 19:00:29,465 - pyskl - INFO - Epoch [93][1100/3405] lr: 8.064e-03, eta: 14:18:19, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 1.4091, loss: 1.4091 +2023-12-24 19:00:55,452 - pyskl - INFO - Epoch [93][1200/3405] lr: 8.057e-03, eta: 14:17:53, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9938, loss_cls: 1.3431, loss: 1.3431 +2023-12-24 19:01:21,111 - pyskl - INFO - Epoch [93][1300/3405] lr: 8.049e-03, eta: 14:17:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 1.3599, loss: 1.3599 +2023-12-24 19:01:46,841 - pyskl - INFO - Epoch [93][1400/3405] lr: 8.042e-03, eta: 14:16:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 1.3763, loss: 1.3763 +2023-12-24 19:02:12,003 - pyskl - INFO - Epoch [93][1500/3405] lr: 8.035e-03, eta: 14:16:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 1.3785, loss: 1.3785 +2023-12-24 19:02:37,299 - pyskl - INFO - Epoch [93][1600/3405] lr: 8.028e-03, eta: 14:16:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9888, loss_cls: 1.3771, loss: 1.3771 +2023-12-24 19:03:02,946 - pyskl - INFO - Epoch [93][1700/3405] lr: 8.021e-03, eta: 14:15:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9812, loss_cls: 1.3786, loss: 1.3786 +2023-12-24 19:03:28,522 - pyskl - INFO - Epoch [93][1800/3405] lr: 8.013e-03, eta: 14:15:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 1.3450, loss: 1.3450 +2023-12-24 19:03:53,886 - pyskl - INFO - Epoch [93][1900/3405] lr: 8.006e-03, eta: 14:14:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 1.3638, loss: 1.3638 +2023-12-24 19:04:19,489 - pyskl - INFO - Epoch [93][2000/3405] lr: 7.999e-03, eta: 14:14:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 1.3478, loss: 1.3478 +2023-12-24 19:04:45,263 - pyskl - INFO - Epoch [93][2100/3405] lr: 7.992e-03, eta: 14:13:53, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 1.3644, loss: 1.3644 +2023-12-24 19:05:10,634 - pyskl - INFO - Epoch [93][2200/3405] lr: 7.985e-03, eta: 14:13:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 1.3144, loss: 1.3144 +2023-12-24 19:05:35,721 - pyskl - INFO - Epoch [93][2300/3405] lr: 7.978e-03, eta: 14:12:59, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 1.3731, loss: 1.3731 +2023-12-24 19:06:01,101 - pyskl - INFO - Epoch [93][2400/3405] lr: 7.970e-03, eta: 14:12:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 1.3637, loss: 1.3637 +2023-12-24 19:06:26,453 - pyskl - INFO - Epoch [93][2500/3405] lr: 7.963e-03, eta: 14:12:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 1.3753, loss: 1.3753 +2023-12-24 19:06:52,024 - pyskl - INFO - Epoch [93][2600/3405] lr: 7.956e-03, eta: 14:11:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 1.3557, loss: 1.3557 +2023-12-24 19:07:17,353 - pyskl - INFO - Epoch [93][2700/3405] lr: 7.949e-03, eta: 14:11:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 1.3793, loss: 1.3793 +2023-12-24 19:07:42,737 - pyskl - INFO - Epoch [93][2800/3405] lr: 7.942e-03, eta: 14:10:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 1.3905, loss: 1.3905 +2023-12-24 19:08:08,060 - pyskl - INFO - Epoch [93][2900/3405] lr: 7.935e-03, eta: 14:10:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 1.4143, loss: 1.4143 +2023-12-24 19:08:33,104 - pyskl - INFO - Epoch [93][3000/3405] lr: 7.927e-03, eta: 14:09:52, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 1.3606, loss: 1.3606 +2023-12-24 19:08:58,111 - pyskl - INFO - Epoch [93][3100/3405] lr: 7.920e-03, eta: 14:09:25, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 1.3897, loss: 1.3897 +2023-12-24 19:09:23,335 - pyskl - INFO - Epoch [93][3200/3405] lr: 7.913e-03, eta: 14:08:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 1.3736, loss: 1.3736 +2023-12-24 19:09:48,570 - pyskl - INFO - Epoch [93][3300/3405] lr: 7.906e-03, eta: 14:08:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 1.3959, loss: 1.3959 +2023-12-24 19:10:14,167 - pyskl - INFO - Epoch [93][3400/3405] lr: 7.899e-03, eta: 14:08:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 1.3652, loss: 1.3652 +2023-12-24 19:10:16,303 - pyskl - INFO - Saving checkpoint at 93 epochs +2023-12-24 19:14:42,268 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 19:14:42,925 - pyskl - INFO - +top1_acc 0.8235 +top5_acc 0.9664 +2023-12-24 19:14:42,931 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_86.pth was removed +2023-12-24 19:14:43,161 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_93.pth. +2023-12-24 19:14:43,163 - pyskl - INFO - Best top1_acc is 0.8235 at 93 epoch. +2023-12-24 19:14:43,201 - pyskl - INFO - Epoch(val) [93][3718] top1_acc: 0.8235, top5_acc: 0.9664 +2023-12-24 19:15:39,772 - pyskl - INFO - Epoch [94][100/3405] lr: 7.891e-03, eta: 14:07:55, time: 0.566, data_time: 0.305, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9925, loss_cls: 1.3055, loss: 1.3055 +2023-12-24 19:16:05,378 - pyskl - INFO - Epoch [94][200/3405] lr: 7.884e-03, eta: 14:07:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 1.2810, loss: 1.2810 +2023-12-24 19:16:30,987 - pyskl - INFO - Epoch [94][300/3405] lr: 7.877e-03, eta: 14:07:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 1.3374, loss: 1.3374 +2023-12-24 19:16:56,764 - pyskl - INFO - Epoch [94][400/3405] lr: 7.870e-03, eta: 14:06:35, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 1.3493, loss: 1.3493 +2023-12-24 19:17:22,676 - pyskl - INFO - Epoch [94][500/3405] lr: 7.863e-03, eta: 14:06:09, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 1.3365, loss: 1.3365 +2023-12-24 19:17:48,011 - pyskl - INFO - Epoch [94][600/3405] lr: 7.856e-03, eta: 14:05:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 1.3553, loss: 1.3553 +2023-12-24 19:18:13,818 - pyskl - INFO - Epoch [94][700/3405] lr: 7.849e-03, eta: 14:05:15, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 1.3422, loss: 1.3422 +2023-12-24 19:18:39,755 - pyskl - INFO - Epoch [94][800/3405] lr: 7.841e-03, eta: 14:04:49, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 1.3523, loss: 1.3523 +2023-12-24 19:19:05,566 - pyskl - INFO - Epoch [94][900/3405] lr: 7.834e-03, eta: 14:04:22, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9831, loss_cls: 1.3354, loss: 1.3354 +2023-12-24 19:19:31,123 - pyskl - INFO - Epoch [94][1000/3405] lr: 7.827e-03, eta: 14:03:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9912, loss_cls: 1.3512, loss: 1.3512 +2023-12-24 19:19:56,869 - pyskl - INFO - Epoch [94][1100/3405] lr: 7.820e-03, eta: 14:03:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 1.3544, loss: 1.3544 +2023-12-24 19:20:22,558 - pyskl - INFO - Epoch [94][1200/3405] lr: 7.813e-03, eta: 14:03:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 1.3231, loss: 1.3231 +2023-12-24 19:20:48,290 - pyskl - INFO - Epoch [94][1300/3405] lr: 7.806e-03, eta: 14:02:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9819, loss_cls: 1.3635, loss: 1.3635 +2023-12-24 19:21:14,241 - pyskl - INFO - Epoch [94][1400/3405] lr: 7.799e-03, eta: 14:02:10, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 1.3082, loss: 1.3082 +2023-12-24 19:21:39,702 - pyskl - INFO - Epoch [94][1500/3405] lr: 7.791e-03, eta: 14:01:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9912, loss_cls: 1.3677, loss: 1.3677 +2023-12-24 19:22:05,491 - pyskl - INFO - Epoch [94][1600/3405] lr: 7.784e-03, eta: 14:01:17, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 1.3161, loss: 1.3161 +2023-12-24 19:22:31,171 - pyskl - INFO - Epoch [94][1700/3405] lr: 7.777e-03, eta: 14:00:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 1.3646, loss: 1.3646 +2023-12-24 19:22:56,649 - pyskl - INFO - Epoch [94][1800/3405] lr: 7.770e-03, eta: 14:00:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 1.3328, loss: 1.3328 +2023-12-24 19:23:22,019 - pyskl - INFO - Epoch [94][1900/3405] lr: 7.763e-03, eta: 13:59:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 1.3670, loss: 1.3670 +2023-12-24 19:23:47,266 - pyskl - INFO - Epoch [94][2000/3405] lr: 7.756e-03, eta: 13:59:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9831, loss_cls: 1.3293, loss: 1.3293 +2023-12-24 19:24:12,833 - pyskl - INFO - Epoch [94][2100/3405] lr: 7.749e-03, eta: 13:59:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 1.3971, loss: 1.3971 +2023-12-24 19:24:38,492 - pyskl - INFO - Epoch [94][2200/3405] lr: 7.742e-03, eta: 13:58:37, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 1.3760, loss: 1.3760 +2023-12-24 19:25:03,962 - pyskl - INFO - Epoch [94][2300/3405] lr: 7.735e-03, eta: 13:58:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 1.3799, loss: 1.3799 +2023-12-24 19:25:29,384 - pyskl - INFO - Epoch [94][2400/3405] lr: 7.727e-03, eta: 13:57:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 1.3564, loss: 1.3564 +2023-12-24 19:25:54,863 - pyskl - INFO - Epoch [94][2500/3405] lr: 7.720e-03, eta: 13:57:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 1.3792, loss: 1.3792 +2023-12-24 19:26:19,988 - pyskl - INFO - Epoch [94][2600/3405] lr: 7.713e-03, eta: 13:56:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 1.3751, loss: 1.3751 +2023-12-24 19:26:45,022 - pyskl - INFO - Epoch [94][2700/3405] lr: 7.706e-03, eta: 13:56:23, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9875, loss_cls: 1.3820, loss: 1.3820 +2023-12-24 19:27:10,032 - pyskl - INFO - Epoch [94][2800/3405] lr: 7.699e-03, eta: 13:55:56, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 1.3813, loss: 1.3813 +2023-12-24 19:27:35,048 - pyskl - INFO - Epoch [94][2900/3405] lr: 7.692e-03, eta: 13:55:29, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 1.3720, loss: 1.3720 +2023-12-24 19:28:00,241 - pyskl - INFO - Epoch [94][3000/3405] lr: 7.685e-03, eta: 13:55:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 1.3798, loss: 1.3798 +2023-12-24 19:28:25,678 - pyskl - INFO - Epoch [94][3100/3405] lr: 7.678e-03, eta: 13:54:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 1.3661, loss: 1.3661 +2023-12-24 19:28:51,141 - pyskl - INFO - Epoch [94][3200/3405] lr: 7.671e-03, eta: 13:54:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 1.3835, loss: 1.3835 +2023-12-24 19:29:16,599 - pyskl - INFO - Epoch [94][3300/3405] lr: 7.664e-03, eta: 13:53:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 1.3071, loss: 1.3071 +2023-12-24 19:29:42,065 - pyskl - INFO - Epoch [94][3400/3405] lr: 7.656e-03, eta: 13:53:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 1.3551, loss: 1.3551 +2023-12-24 19:29:44,050 - pyskl - INFO - Saving checkpoint at 94 epochs +2023-12-24 19:34:09,594 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 19:34:10,294 - pyskl - INFO - +top1_acc 0.8325 +top5_acc 0.9667 +2023-12-24 19:34:10,299 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_93.pth was removed +2023-12-24 19:34:10,518 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_94.pth. +2023-12-24 19:34:10,520 - pyskl - INFO - Best top1_acc is 0.8325 at 94 epoch. +2023-12-24 19:34:10,546 - pyskl - INFO - Epoch(val) [94][3718] top1_acc: 0.8325, top5_acc: 0.9667 +2023-12-24 19:35:04,567 - pyskl - INFO - Epoch [95][100/3405] lr: 7.649e-03, eta: 13:53:04, time: 0.540, data_time: 0.285, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 1.3260, loss: 1.3260 +2023-12-24 19:35:30,040 - pyskl - INFO - Epoch [95][200/3405] lr: 7.642e-03, eta: 13:52:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 1.2869, loss: 1.2869 +2023-12-24 19:35:55,697 - pyskl - INFO - Epoch [95][300/3405] lr: 7.635e-03, eta: 13:52:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9875, loss_cls: 1.2981, loss: 1.2981 +2023-12-24 19:36:21,021 - pyskl - INFO - Epoch [95][400/3405] lr: 7.628e-03, eta: 13:51:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 1.3268, loss: 1.3268 +2023-12-24 19:36:46,936 - pyskl - INFO - Epoch [95][500/3405] lr: 7.621e-03, eta: 13:51:17, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 1.3085, loss: 1.3085 +2023-12-24 19:37:12,850 - pyskl - INFO - Epoch [95][600/3405] lr: 7.614e-03, eta: 13:50:51, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 1.3098, loss: 1.3098 +2023-12-24 19:37:38,597 - pyskl - INFO - Epoch [95][700/3405] lr: 7.607e-03, eta: 13:50:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 1.3308, loss: 1.3308 +2023-12-24 19:38:04,253 - pyskl - INFO - Epoch [95][800/3405] lr: 7.599e-03, eta: 13:49:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 1.3343, loss: 1.3343 +2023-12-24 19:38:29,764 - pyskl - INFO - Epoch [95][900/3405] lr: 7.592e-03, eta: 13:49:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 1.3030, loss: 1.3030 +2023-12-24 19:38:55,154 - pyskl - INFO - Epoch [95][1000/3405] lr: 7.585e-03, eta: 13:49:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 1.3405, loss: 1.3405 +2023-12-24 19:39:20,590 - pyskl - INFO - Epoch [95][1100/3405] lr: 7.578e-03, eta: 13:48:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 1.3469, loss: 1.3469 +2023-12-24 19:39:46,297 - pyskl - INFO - Epoch [95][1200/3405] lr: 7.571e-03, eta: 13:48:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9912, loss_cls: 1.3111, loss: 1.3111 +2023-12-24 19:40:11,975 - pyskl - INFO - Epoch [95][1300/3405] lr: 7.564e-03, eta: 13:47:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 1.3424, loss: 1.3424 +2023-12-24 19:40:37,712 - pyskl - INFO - Epoch [95][1400/3405] lr: 7.557e-03, eta: 13:47:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9881, loss_cls: 1.3677, loss: 1.3677 +2023-12-24 19:41:04,105 - pyskl - INFO - Epoch [95][1500/3405] lr: 7.550e-03, eta: 13:46:52, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 1.3566, loss: 1.3566 +2023-12-24 19:41:29,542 - pyskl - INFO - Epoch [95][1600/3405] lr: 7.543e-03, eta: 13:46:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9831, loss_cls: 1.3371, loss: 1.3371 +2023-12-24 19:41:55,443 - pyskl - INFO - Epoch [95][1700/3405] lr: 7.536e-03, eta: 13:45:59, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9925, loss_cls: 1.3346, loss: 1.3346 +2023-12-24 19:42:21,254 - pyskl - INFO - Epoch [95][1800/3405] lr: 7.529e-03, eta: 13:45:32, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 1.3766, loss: 1.3766 +2023-12-24 19:42:46,609 - pyskl - INFO - Epoch [95][1900/3405] lr: 7.522e-03, eta: 13:45:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 1.3649, loss: 1.3649 +2023-12-24 19:43:11,682 - pyskl - INFO - Epoch [95][2000/3405] lr: 7.515e-03, eta: 13:44:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 1.3437, loss: 1.3437 +2023-12-24 19:43:37,152 - pyskl - INFO - Epoch [95][2100/3405] lr: 7.508e-03, eta: 13:44:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 1.3801, loss: 1.3801 +2023-12-24 19:44:02,834 - pyskl - INFO - Epoch [95][2200/3405] lr: 7.501e-03, eta: 13:43:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 1.3277, loss: 1.3277 +2023-12-24 19:44:28,222 - pyskl - INFO - Epoch [95][2300/3405] lr: 7.494e-03, eta: 13:43:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 1.3418, loss: 1.3418 +2023-12-24 19:44:53,709 - pyskl - INFO - Epoch [95][2400/3405] lr: 7.487e-03, eta: 13:42:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 1.3523, loss: 1.3523 +2023-12-24 19:45:19,291 - pyskl - INFO - Epoch [95][2500/3405] lr: 7.480e-03, eta: 13:42:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 1.4093, loss: 1.4093 +2023-12-24 19:45:44,715 - pyskl - INFO - Epoch [95][2600/3405] lr: 7.472e-03, eta: 13:41:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 1.3292, loss: 1.3292 +2023-12-24 19:46:10,183 - pyskl - INFO - Epoch [95][2700/3405] lr: 7.465e-03, eta: 13:41:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9812, loss_cls: 1.3755, loss: 1.3755 +2023-12-24 19:46:35,507 - pyskl - INFO - Epoch [95][2800/3405] lr: 7.458e-03, eta: 13:41:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 1.3576, loss: 1.3576 +2023-12-24 19:47:01,009 - pyskl - INFO - Epoch [95][2900/3405] lr: 7.451e-03, eta: 13:40:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 1.3678, loss: 1.3678 +2023-12-24 19:47:26,721 - pyskl - INFO - Epoch [95][3000/3405] lr: 7.444e-03, eta: 13:40:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9738, loss_cls: 1.3740, loss: 1.3740 +2023-12-24 19:47:52,258 - pyskl - INFO - Epoch [95][3100/3405] lr: 7.437e-03, eta: 13:39:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 1.3650, loss: 1.3650 +2023-12-24 19:48:17,673 - pyskl - INFO - Epoch [95][3200/3405] lr: 7.430e-03, eta: 13:39:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 1.3417, loss: 1.3417 +2023-12-24 19:48:43,196 - pyskl - INFO - Epoch [95][3300/3405] lr: 7.423e-03, eta: 13:38:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 1.3765, loss: 1.3765 +2023-12-24 19:49:08,595 - pyskl - INFO - Epoch [95][3400/3405] lr: 7.416e-03, eta: 13:38:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 1.3794, loss: 1.3794 +2023-12-24 19:49:10,609 - pyskl - INFO - Saving checkpoint at 95 epochs +2023-12-24 19:53:36,226 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 19:53:36,839 - pyskl - INFO - +top1_acc 0.8314 +top5_acc 0.9668 +2023-12-24 19:53:36,865 - pyskl - INFO - Epoch(val) [95][3718] top1_acc: 0.8314, top5_acc: 0.9668 +2023-12-24 19:54:31,800 - pyskl - INFO - Epoch [96][100/3405] lr: 7.409e-03, eta: 13:38:14, time: 0.549, data_time: 0.296, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 1.2839, loss: 1.2839 +2023-12-24 19:54:57,433 - pyskl - INFO - Epoch [96][200/3405] lr: 7.402e-03, eta: 13:37:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 1.3331, loss: 1.3331 +2023-12-24 19:55:23,148 - pyskl - INFO - Epoch [96][300/3405] lr: 7.395e-03, eta: 13:37:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 1.3401, loss: 1.3401 +2023-12-24 19:55:49,179 - pyskl - INFO - Epoch [96][400/3405] lr: 7.388e-03, eta: 13:36:55, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 1.3134, loss: 1.3134 +2023-12-24 19:56:15,073 - pyskl - INFO - Epoch [96][500/3405] lr: 7.381e-03, eta: 13:36:28, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9831, loss_cls: 1.3224, loss: 1.3224 +2023-12-24 19:56:41,064 - pyskl - INFO - Epoch [96][600/3405] lr: 7.374e-03, eta: 13:36:02, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 1.3160, loss: 1.3160 +2023-12-24 19:57:07,120 - pyskl - INFO - Epoch [96][700/3405] lr: 7.367e-03, eta: 13:35:35, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 1.3030, loss: 1.3030 +2023-12-24 19:57:32,985 - pyskl - INFO - Epoch [96][800/3405] lr: 7.360e-03, eta: 13:35:09, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 1.2844, loss: 1.2844 +2023-12-24 19:57:58,647 - pyskl - INFO - Epoch [96][900/3405] lr: 7.353e-03, eta: 13:34:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 1.3168, loss: 1.3168 +2023-12-24 19:58:24,282 - pyskl - INFO - Epoch [96][1000/3405] lr: 7.346e-03, eta: 13:34:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 1.3412, loss: 1.3412 +2023-12-24 19:58:49,777 - pyskl - INFO - Epoch [96][1100/3405] lr: 7.339e-03, eta: 13:33:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9912, loss_cls: 1.3443, loss: 1.3443 +2023-12-24 19:59:15,249 - pyskl - INFO - Epoch [96][1200/3405] lr: 7.332e-03, eta: 13:33:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 1.3257, loss: 1.3257 +2023-12-24 19:59:40,388 - pyskl - INFO - Epoch [96][1300/3405] lr: 7.325e-03, eta: 13:32:56, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9894, loss_cls: 1.3537, loss: 1.3537 +2023-12-24 20:00:05,491 - pyskl - INFO - Epoch [96][1400/3405] lr: 7.318e-03, eta: 13:32:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 1.3453, loss: 1.3453 +2023-12-24 20:00:30,580 - pyskl - INFO - Epoch [96][1500/3405] lr: 7.311e-03, eta: 13:32:02, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 1.3348, loss: 1.3348 +2023-12-24 20:00:55,945 - pyskl - INFO - Epoch [96][1600/3405] lr: 7.304e-03, eta: 13:31:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 1.3590, loss: 1.3590 +2023-12-24 20:01:21,543 - pyskl - INFO - Epoch [96][1700/3405] lr: 7.297e-03, eta: 13:31:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 1.3234, loss: 1.3234 +2023-12-24 20:01:47,231 - pyskl - INFO - Epoch [96][1800/3405] lr: 7.290e-03, eta: 13:30:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9894, loss_cls: 1.3443, loss: 1.3443 +2023-12-24 20:02:12,723 - pyskl - INFO - Epoch [96][1900/3405] lr: 7.283e-03, eta: 13:30:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 1.3397, loss: 1.3397 +2023-12-24 20:02:38,415 - pyskl - INFO - Epoch [96][2000/3405] lr: 7.276e-03, eta: 13:29:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 1.3280, loss: 1.3280 +2023-12-24 20:03:04,115 - pyskl - INFO - Epoch [96][2100/3405] lr: 7.269e-03, eta: 13:29:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 1.3348, loss: 1.3348 +2023-12-24 20:03:29,618 - pyskl - INFO - Epoch [96][2200/3405] lr: 7.262e-03, eta: 13:28:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 1.3203, loss: 1.3203 +2023-12-24 20:03:54,854 - pyskl - INFO - Epoch [96][2300/3405] lr: 7.255e-03, eta: 13:28:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 1.4047, loss: 1.4047 +2023-12-24 20:04:19,870 - pyskl - INFO - Epoch [96][2400/3405] lr: 7.248e-03, eta: 13:28:02, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9881, loss_cls: 1.3555, loss: 1.3555 +2023-12-24 20:04:45,361 - pyskl - INFO - Epoch [96][2500/3405] lr: 7.241e-03, eta: 13:27:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 1.3565, loss: 1.3565 +2023-12-24 20:05:10,999 - pyskl - INFO - Epoch [96][2600/3405] lr: 7.234e-03, eta: 13:27:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9831, loss_cls: 1.3492, loss: 1.3492 +2023-12-24 20:05:36,291 - pyskl - INFO - Epoch [96][2700/3405] lr: 7.227e-03, eta: 13:26:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9938, loss_cls: 1.3501, loss: 1.3501 +2023-12-24 20:06:01,714 - pyskl - INFO - Epoch [96][2800/3405] lr: 7.220e-03, eta: 13:26:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 1.3204, loss: 1.3204 +2023-12-24 20:06:27,298 - pyskl - INFO - Epoch [96][2900/3405] lr: 7.213e-03, eta: 13:25:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 1.3419, loss: 1.3419 +2023-12-24 20:06:52,745 - pyskl - INFO - Epoch [96][3000/3405] lr: 7.206e-03, eta: 13:25:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 1.3276, loss: 1.3276 +2023-12-24 20:07:18,503 - pyskl - INFO - Epoch [96][3100/3405] lr: 7.199e-03, eta: 13:24:56, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 1.3455, loss: 1.3455 +2023-12-24 20:07:43,868 - pyskl - INFO - Epoch [96][3200/3405] lr: 7.192e-03, eta: 13:24:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 1.3713, loss: 1.3713 +2023-12-24 20:08:09,464 - pyskl - INFO - Epoch [96][3300/3405] lr: 7.185e-03, eta: 13:24:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9919, loss_cls: 1.3238, loss: 1.3238 +2023-12-24 20:08:34,970 - pyskl - INFO - Epoch [96][3400/3405] lr: 7.178e-03, eta: 13:23:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 1.3374, loss: 1.3374 +2023-12-24 20:08:36,904 - pyskl - INFO - Saving checkpoint at 96 epochs +2023-12-24 20:13:02,316 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 20:13:02,908 - pyskl - INFO - +top1_acc 0.8383 +top5_acc 0.9692 +2023-12-24 20:13:02,912 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_94.pth was removed +2023-12-24 20:13:03,145 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_96.pth. +2023-12-24 20:13:03,146 - pyskl - INFO - Best top1_acc is 0.8383 at 96 epoch. +2023-12-24 20:13:03,172 - pyskl - INFO - Epoch(val) [96][3718] top1_acc: 0.8383, top5_acc: 0.9692 +2023-12-24 20:13:56,774 - pyskl - INFO - Epoch [97][100/3405] lr: 7.171e-03, eta: 13:23:23, time: 0.536, data_time: 0.283, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9856, loss_cls: 1.3071, loss: 1.3071 +2023-12-24 20:14:22,394 - pyskl - INFO - Epoch [97][200/3405] lr: 7.164e-03, eta: 13:22:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 1.2781, loss: 1.2781 +2023-12-24 20:14:47,956 - pyskl - INFO - Epoch [97][300/3405] lr: 7.157e-03, eta: 13:22:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 1.2819, loss: 1.2819 +2023-12-24 20:15:13,799 - pyskl - INFO - Epoch [97][400/3405] lr: 7.150e-03, eta: 13:22:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 1.2562, loss: 1.2562 +2023-12-24 20:15:39,699 - pyskl - INFO - Epoch [97][500/3405] lr: 7.143e-03, eta: 13:21:37, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 1.2966, loss: 1.2966 +2023-12-24 20:16:05,029 - pyskl - INFO - Epoch [97][600/3405] lr: 7.136e-03, eta: 13:21:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9912, loss_cls: 1.3075, loss: 1.3075 +2023-12-24 20:16:30,777 - pyskl - INFO - Epoch [97][700/3405] lr: 7.129e-03, eta: 13:20:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 1.2912, loss: 1.2912 +2023-12-24 20:16:56,389 - pyskl - INFO - Epoch [97][800/3405] lr: 7.122e-03, eta: 13:20:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 1.3286, loss: 1.3286 +2023-12-24 20:17:21,963 - pyskl - INFO - Epoch [97][900/3405] lr: 7.115e-03, eta: 13:19:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 1.3295, loss: 1.3295 +2023-12-24 20:17:47,088 - pyskl - INFO - Epoch [97][1000/3405] lr: 7.108e-03, eta: 13:19:24, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9919, loss_cls: 1.3218, loss: 1.3218 +2023-12-24 20:18:12,524 - pyskl - INFO - Epoch [97][1100/3405] lr: 7.101e-03, eta: 13:18:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 1.3534, loss: 1.3534 +2023-12-24 20:18:38,100 - pyskl - INFO - Epoch [97][1200/3405] lr: 7.094e-03, eta: 13:18:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 1.3370, loss: 1.3370 +2023-12-24 20:19:03,576 - pyskl - INFO - Epoch [97][1300/3405] lr: 7.088e-03, eta: 13:18:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 1.3191, loss: 1.3191 +2023-12-24 20:19:29,343 - pyskl - INFO - Epoch [97][1400/3405] lr: 7.081e-03, eta: 13:17:37, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 1.3199, loss: 1.3199 +2023-12-24 20:19:54,917 - pyskl - INFO - Epoch [97][1500/3405] lr: 7.074e-03, eta: 13:17:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9919, loss_cls: 1.3180, loss: 1.3180 +2023-12-24 20:20:20,475 - pyskl - INFO - Epoch [97][1600/3405] lr: 7.067e-03, eta: 13:16:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 1.3104, loss: 1.3104 +2023-12-24 20:20:45,984 - pyskl - INFO - Epoch [97][1700/3405] lr: 7.060e-03, eta: 13:16:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9906, loss_cls: 1.3425, loss: 1.3425 +2023-12-24 20:21:11,750 - pyskl - INFO - Epoch [97][1800/3405] lr: 7.053e-03, eta: 13:15:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 1.3361, loss: 1.3361 +2023-12-24 20:21:37,210 - pyskl - INFO - Epoch [97][1900/3405] lr: 7.046e-03, eta: 13:15:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 1.3154, loss: 1.3154 +2023-12-24 20:22:02,811 - pyskl - INFO - Epoch [97][2000/3405] lr: 7.039e-03, eta: 13:14:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 1.2897, loss: 1.2897 +2023-12-24 20:22:28,570 - pyskl - INFO - Epoch [97][2100/3405] lr: 7.032e-03, eta: 13:14:31, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 1.3093, loss: 1.3093 +2023-12-24 20:22:54,122 - pyskl - INFO - Epoch [97][2200/3405] lr: 7.025e-03, eta: 13:14:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 1.3494, loss: 1.3494 +2023-12-24 20:23:19,591 - pyskl - INFO - Epoch [97][2300/3405] lr: 7.018e-03, eta: 13:13:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 1.3589, loss: 1.3589 +2023-12-24 20:23:45,144 - pyskl - INFO - Epoch [97][2400/3405] lr: 7.011e-03, eta: 13:13:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 1.3516, loss: 1.3516 +2023-12-24 20:24:10,705 - pyskl - INFO - Epoch [97][2500/3405] lr: 7.005e-03, eta: 13:12:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 1.3128, loss: 1.3128 +2023-12-24 20:24:36,416 - pyskl - INFO - Epoch [97][2600/3405] lr: 6.998e-03, eta: 13:12:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 1.3351, loss: 1.3351 +2023-12-24 20:25:01,996 - pyskl - INFO - Epoch [97][2700/3405] lr: 6.991e-03, eta: 13:11:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 1.3478, loss: 1.3478 +2023-12-24 20:25:27,442 - pyskl - INFO - Epoch [97][2800/3405] lr: 6.984e-03, eta: 13:11:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9925, loss_cls: 1.3270, loss: 1.3270 +2023-12-24 20:25:52,796 - pyskl - INFO - Epoch [97][2900/3405] lr: 6.977e-03, eta: 13:10:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 1.3413, loss: 1.3413 +2023-12-24 20:26:18,209 - pyskl - INFO - Epoch [97][3000/3405] lr: 6.970e-03, eta: 13:10:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 1.2853, loss: 1.2853 +2023-12-24 20:26:43,705 - pyskl - INFO - Epoch [97][3100/3405] lr: 6.963e-03, eta: 13:10:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 1.3162, loss: 1.3162 +2023-12-24 20:27:09,417 - pyskl - INFO - Epoch [97][3200/3405] lr: 6.956e-03, eta: 13:09:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 1.3649, loss: 1.3649 +2023-12-24 20:27:35,016 - pyskl - INFO - Epoch [97][3300/3405] lr: 6.949e-03, eta: 13:09:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 1.3369, loss: 1.3369 +2023-12-24 20:28:00,405 - pyskl - INFO - Epoch [97][3400/3405] lr: 6.942e-03, eta: 13:08:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 1.3400, loss: 1.3400 +2023-12-24 20:28:02,456 - pyskl - INFO - Saving checkpoint at 97 epochs +2023-12-24 20:32:28,514 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 20:32:29,133 - pyskl - INFO - +top1_acc 0.8375 +top5_acc 0.9682 +2023-12-24 20:32:29,159 - pyskl - INFO - Epoch(val) [97][3718] top1_acc: 0.8375, top5_acc: 0.9682 +2023-12-24 20:33:23,258 - pyskl - INFO - Epoch [98][100/3405] lr: 6.935e-03, eta: 13:08:32, time: 0.541, data_time: 0.285, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 1.3056, loss: 1.3056 +2023-12-24 20:33:48,661 - pyskl - INFO - Epoch [98][200/3405] lr: 6.928e-03, eta: 13:08:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 1.2687, loss: 1.2687 +2023-12-24 20:34:14,253 - pyskl - INFO - Epoch [98][300/3405] lr: 6.921e-03, eta: 13:07:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 1.2847, loss: 1.2847 +2023-12-24 20:34:39,985 - pyskl - INFO - Epoch [98][400/3405] lr: 6.915e-03, eta: 13:07:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9950, loss_cls: 1.2844, loss: 1.2844 +2023-12-24 20:35:05,825 - pyskl - INFO - Epoch [98][500/3405] lr: 6.908e-03, eta: 13:06:46, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 1.3457, loss: 1.3457 +2023-12-24 20:35:31,599 - pyskl - INFO - Epoch [98][600/3405] lr: 6.901e-03, eta: 13:06:20, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 1.2814, loss: 1.2814 +2023-12-24 20:35:57,441 - pyskl - INFO - Epoch [98][700/3405] lr: 6.894e-03, eta: 13:05:53, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 1.2826, loss: 1.2826 +2023-12-24 20:36:23,492 - pyskl - INFO - Epoch [98][800/3405] lr: 6.887e-03, eta: 13:05:27, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9919, loss_cls: 1.2785, loss: 1.2785 +2023-12-24 20:36:49,237 - pyskl - INFO - Epoch [98][900/3405] lr: 6.880e-03, eta: 13:05:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 1.3094, loss: 1.3094 +2023-12-24 20:37:15,212 - pyskl - INFO - Epoch [98][1000/3405] lr: 6.873e-03, eta: 13:04:34, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 1.2928, loss: 1.2928 +2023-12-24 20:37:40,962 - pyskl - INFO - Epoch [98][1100/3405] lr: 6.867e-03, eta: 13:04:07, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 1.3026, loss: 1.3026 +2023-12-24 20:38:06,808 - pyskl - INFO - Epoch [98][1200/3405] lr: 6.860e-03, eta: 13:03:41, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 1.2920, loss: 1.2920 +2023-12-24 20:38:32,450 - pyskl - INFO - Epoch [98][1300/3405] lr: 6.853e-03, eta: 13:03:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 1.3179, loss: 1.3179 +2023-12-24 20:38:57,985 - pyskl - INFO - Epoch [98][1400/3405] lr: 6.846e-03, eta: 13:02:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 1.3193, loss: 1.3193 +2023-12-24 20:39:23,515 - pyskl - INFO - Epoch [98][1500/3405] lr: 6.839e-03, eta: 13:02:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 1.2668, loss: 1.2668 +2023-12-24 20:39:49,100 - pyskl - INFO - Epoch [98][1600/3405] lr: 6.832e-03, eta: 13:01:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 1.3154, loss: 1.3154 +2023-12-24 20:40:14,780 - pyskl - INFO - Epoch [98][1700/3405] lr: 6.825e-03, eta: 13:01:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9844, loss_cls: 1.3204, loss: 1.3204 +2023-12-24 20:40:40,418 - pyskl - INFO - Epoch [98][1800/3405] lr: 6.819e-03, eta: 13:01:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9844, loss_cls: 1.3214, loss: 1.3214 +2023-12-24 20:41:05,812 - pyskl - INFO - Epoch [98][1900/3405] lr: 6.812e-03, eta: 13:00:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 1.3706, loss: 1.3706 +2023-12-24 20:41:31,495 - pyskl - INFO - Epoch [98][2000/3405] lr: 6.805e-03, eta: 13:00:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 1.2942, loss: 1.2942 +2023-12-24 20:41:57,194 - pyskl - INFO - Epoch [98][2100/3405] lr: 6.798e-03, eta: 12:59:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 1.3135, loss: 1.3135 +2023-12-24 20:42:22,725 - pyskl - INFO - Epoch [98][2200/3405] lr: 6.791e-03, eta: 12:59:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 1.2843, loss: 1.2843 +2023-12-24 20:42:48,314 - pyskl - INFO - Epoch [98][2300/3405] lr: 6.784e-03, eta: 12:58:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 1.3362, loss: 1.3362 +2023-12-24 20:43:13,652 - pyskl - INFO - Epoch [98][2400/3405] lr: 6.777e-03, eta: 12:58:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 1.3367, loss: 1.3367 +2023-12-24 20:43:39,061 - pyskl - INFO - Epoch [98][2500/3405] lr: 6.771e-03, eta: 12:57:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 1.3103, loss: 1.3103 +2023-12-24 20:44:04,625 - pyskl - INFO - Epoch [98][2600/3405] lr: 6.764e-03, eta: 12:57:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 1.2915, loss: 1.2915 +2023-12-24 20:44:29,831 - pyskl - INFO - Epoch [98][2700/3405] lr: 6.757e-03, eta: 12:57:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9888, loss_cls: 1.3661, loss: 1.3661 +2023-12-24 20:44:55,068 - pyskl - INFO - Epoch [98][2800/3405] lr: 6.750e-03, eta: 12:56:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 1.3060, loss: 1.3060 +2023-12-24 20:45:20,424 - pyskl - INFO - Epoch [98][2900/3405] lr: 6.743e-03, eta: 12:56:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9900, loss_cls: 1.3328, loss: 1.3328 +2023-12-24 20:45:46,157 - pyskl - INFO - Epoch [98][3000/3405] lr: 6.736e-03, eta: 12:55:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 1.3450, loss: 1.3450 +2023-12-24 20:46:11,242 - pyskl - INFO - Epoch [98][3100/3405] lr: 6.730e-03, eta: 12:55:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 1.3163, loss: 1.3163 +2023-12-24 20:46:36,283 - pyskl - INFO - Epoch [98][3200/3405] lr: 6.723e-03, eta: 12:54:48, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 1.3169, loss: 1.3169 +2023-12-24 20:47:01,323 - pyskl - INFO - Epoch [98][3300/3405] lr: 6.716e-03, eta: 12:54:22, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9788, loss_cls: 1.3773, loss: 1.3773 +2023-12-24 20:47:26,365 - pyskl - INFO - Epoch [98][3400/3405] lr: 6.709e-03, eta: 12:53:55, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 1.3314, loss: 1.3314 +2023-12-24 20:47:28,296 - pyskl - INFO - Saving checkpoint at 98 epochs +2023-12-24 20:51:53,844 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 20:51:54,444 - pyskl - INFO - +top1_acc 0.8395 +top5_acc 0.9690 +2023-12-24 20:51:54,449 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_96.pth was removed +2023-12-24 20:51:54,658 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_98.pth. +2023-12-24 20:51:54,660 - pyskl - INFO - Best top1_acc is 0.8395 at 98 epoch. +2023-12-24 20:51:54,685 - pyskl - INFO - Epoch(val) [98][3718] top1_acc: 0.8395, top5_acc: 0.9690 +2023-12-24 20:52:50,208 - pyskl - INFO - Epoch [99][100/3405] lr: 6.702e-03, eta: 12:53:42, time: 0.555, data_time: 0.300, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 1.2738, loss: 1.2738 +2023-12-24 20:53:15,852 - pyskl - INFO - Epoch [99][200/3405] lr: 6.695e-03, eta: 12:53:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 1.2547, loss: 1.2547 +2023-12-24 20:53:41,622 - pyskl - INFO - Epoch [99][300/3405] lr: 6.688e-03, eta: 12:52:49, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 1.2627, loss: 1.2627 +2023-12-24 20:54:07,605 - pyskl - INFO - Epoch [99][400/3405] lr: 6.682e-03, eta: 12:52:23, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 1.2354, loss: 1.2354 +2023-12-24 20:54:33,950 - pyskl - INFO - Epoch [99][500/3405] lr: 6.675e-03, eta: 12:51:56, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 1.2877, loss: 1.2877 +2023-12-24 20:54:59,882 - pyskl - INFO - Epoch [99][600/3405] lr: 6.668e-03, eta: 12:51:30, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9906, loss_cls: 1.3214, loss: 1.3214 +2023-12-24 20:55:25,843 - pyskl - INFO - Epoch [99][700/3405] lr: 6.661e-03, eta: 12:51:04, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 1.2792, loss: 1.2792 +2023-12-24 20:55:51,803 - pyskl - INFO - Epoch [99][800/3405] lr: 6.654e-03, eta: 12:50:37, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 1.3279, loss: 1.3279 +2023-12-24 20:56:17,659 - pyskl - INFO - Epoch [99][900/3405] lr: 6.648e-03, eta: 12:50:11, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 1.2589, loss: 1.2589 +2023-12-24 20:56:43,628 - pyskl - INFO - Epoch [99][1000/3405] lr: 6.641e-03, eta: 12:49:44, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 1.3025, loss: 1.3025 +2023-12-24 20:57:09,236 - pyskl - INFO - Epoch [99][1100/3405] lr: 6.634e-03, eta: 12:49:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9906, loss_cls: 1.3303, loss: 1.3303 +2023-12-24 20:57:34,953 - pyskl - INFO - Epoch [99][1200/3405] lr: 6.627e-03, eta: 12:48:51, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 1.2985, loss: 1.2985 +2023-12-24 20:58:00,663 - pyskl - INFO - Epoch [99][1300/3405] lr: 6.620e-03, eta: 12:48:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 1.3339, loss: 1.3339 +2023-12-24 20:58:26,143 - pyskl - INFO - Epoch [99][1400/3405] lr: 6.614e-03, eta: 12:47:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 1.3131, loss: 1.3131 +2023-12-24 20:58:51,656 - pyskl - INFO - Epoch [99][1500/3405] lr: 6.607e-03, eta: 12:47:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 1.2799, loss: 1.2799 +2023-12-24 20:59:17,185 - pyskl - INFO - Epoch [99][1600/3405] lr: 6.600e-03, eta: 12:47:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 1.3224, loss: 1.3224 +2023-12-24 20:59:42,620 - pyskl - INFO - Epoch [99][1700/3405] lr: 6.593e-03, eta: 12:46:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 1.2806, loss: 1.2806 +2023-12-24 21:00:08,009 - pyskl - INFO - Epoch [99][1800/3405] lr: 6.587e-03, eta: 12:46:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 1.2993, loss: 1.2993 +2023-12-24 21:00:33,606 - pyskl - INFO - Epoch [99][1900/3405] lr: 6.580e-03, eta: 12:45:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9931, loss_cls: 1.2992, loss: 1.2992 +2023-12-24 21:00:59,184 - pyskl - INFO - Epoch [99][2000/3405] lr: 6.573e-03, eta: 12:45:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 1.3026, loss: 1.3026 +2023-12-24 21:01:24,800 - pyskl - INFO - Epoch [99][2100/3405] lr: 6.566e-03, eta: 12:44:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 1.3106, loss: 1.3106 +2023-12-24 21:01:50,207 - pyskl - INFO - Epoch [99][2200/3405] lr: 6.559e-03, eta: 12:44:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 1.2769, loss: 1.2769 +2023-12-24 21:02:15,693 - pyskl - INFO - Epoch [99][2300/3405] lr: 6.553e-03, eta: 12:43:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9944, loss_cls: 1.3013, loss: 1.3013 +2023-12-24 21:02:41,221 - pyskl - INFO - Epoch [99][2400/3405] lr: 6.546e-03, eta: 12:43:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 1.3118, loss: 1.3118 +2023-12-24 21:03:06,704 - pyskl - INFO - Epoch [99][2500/3405] lr: 6.539e-03, eta: 12:43:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 1.3395, loss: 1.3395 +2023-12-24 21:03:32,263 - pyskl - INFO - Epoch [99][2600/3405] lr: 6.532e-03, eta: 12:42:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9844, loss_cls: 1.3261, loss: 1.3261 +2023-12-24 21:03:57,484 - pyskl - INFO - Epoch [99][2700/3405] lr: 6.526e-03, eta: 12:42:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 1.3092, loss: 1.3092 +2023-12-24 21:04:22,749 - pyskl - INFO - Epoch [99][2800/3405] lr: 6.519e-03, eta: 12:41:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 1.3191, loss: 1.3191 +2023-12-24 21:04:48,076 - pyskl - INFO - Epoch [99][2900/3405] lr: 6.512e-03, eta: 12:41:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 1.3060, loss: 1.3060 +2023-12-24 21:05:13,622 - pyskl - INFO - Epoch [99][3000/3405] lr: 6.505e-03, eta: 12:40:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9912, loss_cls: 1.3208, loss: 1.3208 +2023-12-24 21:05:39,285 - pyskl - INFO - Epoch [99][3100/3405] lr: 6.499e-03, eta: 12:40:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 1.3217, loss: 1.3217 +2023-12-24 21:06:04,554 - pyskl - INFO - Epoch [99][3200/3405] lr: 6.492e-03, eta: 12:39:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 1.3215, loss: 1.3215 +2023-12-24 21:06:29,862 - pyskl - INFO - Epoch [99][3300/3405] lr: 6.485e-03, eta: 12:39:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 1.3387, loss: 1.3387 +2023-12-24 21:06:55,056 - pyskl - INFO - Epoch [99][3400/3405] lr: 6.478e-03, eta: 12:39:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9931, loss_cls: 1.3364, loss: 1.3364 +2023-12-24 21:06:57,035 - pyskl - INFO - Saving checkpoint at 99 epochs +2023-12-24 21:11:23,814 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 21:11:24,428 - pyskl - INFO - +top1_acc 0.8298 +top5_acc 0.9682 +2023-12-24 21:11:24,455 - pyskl - INFO - Epoch(val) [99][3718] top1_acc: 0.8298, top5_acc: 0.9682 +2023-12-24 21:12:18,277 - pyskl - INFO - Epoch [100][100/3405] lr: 6.471e-03, eta: 12:38:51, time: 0.538, data_time: 0.286, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9844, loss_cls: 1.2979, loss: 1.2979 +2023-12-24 21:12:43,752 - pyskl - INFO - Epoch [100][200/3405] lr: 6.465e-03, eta: 12:38:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 1.2431, loss: 1.2431 +2023-12-24 21:13:09,550 - pyskl - INFO - Epoch [100][300/3405] lr: 6.458e-03, eta: 12:37:58, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 1.2677, loss: 1.2677 +2023-12-24 21:13:35,429 - pyskl - INFO - Epoch [100][400/3405] lr: 6.451e-03, eta: 12:37:32, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 1.2677, loss: 1.2677 +2023-12-24 21:14:01,220 - pyskl - INFO - Epoch [100][500/3405] lr: 6.444e-03, eta: 12:37:06, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9944, loss_cls: 1.2570, loss: 1.2570 +2023-12-24 21:14:26,668 - pyskl - INFO - Epoch [100][600/3405] lr: 6.438e-03, eta: 12:36:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9931, loss_cls: 1.2614, loss: 1.2614 +2023-12-24 21:14:52,198 - pyskl - INFO - Epoch [100][700/3405] lr: 6.431e-03, eta: 12:36:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 1.2612, loss: 1.2612 +2023-12-24 21:15:18,144 - pyskl - INFO - Epoch [100][800/3405] lr: 6.424e-03, eta: 12:35:46, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9944, loss_cls: 1.2599, loss: 1.2599 +2023-12-24 21:15:43,602 - pyskl - INFO - Epoch [100][900/3405] lr: 6.418e-03, eta: 12:35:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 1.2682, loss: 1.2682 +2023-12-24 21:16:09,346 - pyskl - INFO - Epoch [100][1000/3405] lr: 6.411e-03, eta: 12:34:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 1.2775, loss: 1.2775 +2023-12-24 21:16:35,321 - pyskl - INFO - Epoch [100][1100/3405] lr: 6.404e-03, eta: 12:34:26, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9938, loss_cls: 1.2702, loss: 1.2702 +2023-12-24 21:17:01,184 - pyskl - INFO - Epoch [100][1200/3405] lr: 6.397e-03, eta: 12:34:00, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 1.2864, loss: 1.2864 +2023-12-24 21:17:26,886 - pyskl - INFO - Epoch [100][1300/3405] lr: 6.391e-03, eta: 12:33:33, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 1.2915, loss: 1.2915 +2023-12-24 21:17:52,813 - pyskl - INFO - Epoch [100][1400/3405] lr: 6.384e-03, eta: 12:33:07, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9856, loss_cls: 1.2908, loss: 1.2908 +2023-12-24 21:18:18,448 - pyskl - INFO - Epoch [100][1500/3405] lr: 6.377e-03, eta: 12:32:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 1.3132, loss: 1.3132 +2023-12-24 21:18:44,595 - pyskl - INFO - Epoch [100][1600/3405] lr: 6.371e-03, eta: 12:32:14, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 1.3012, loss: 1.3012 +2023-12-24 21:19:10,158 - pyskl - INFO - Epoch [100][1700/3405] lr: 6.364e-03, eta: 12:31:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 1.2938, loss: 1.2938 +2023-12-24 21:19:35,986 - pyskl - INFO - Epoch [100][1800/3405] lr: 6.357e-03, eta: 12:31:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9862, loss_cls: 1.2785, loss: 1.2785 +2023-12-24 21:20:01,664 - pyskl - INFO - Epoch [100][1900/3405] lr: 6.351e-03, eta: 12:30:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9944, loss_cls: 1.2990, loss: 1.2990 +2023-12-24 21:20:27,113 - pyskl - INFO - Epoch [100][2000/3405] lr: 6.344e-03, eta: 12:30:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 1.3086, loss: 1.3086 +2023-12-24 21:20:52,680 - pyskl - INFO - Epoch [100][2100/3405] lr: 6.337e-03, eta: 12:30:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 1.2885, loss: 1.2885 +2023-12-24 21:21:18,109 - pyskl - INFO - Epoch [100][2200/3405] lr: 6.330e-03, eta: 12:29:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 1.3112, loss: 1.3112 +2023-12-24 21:21:43,790 - pyskl - INFO - Epoch [100][2300/3405] lr: 6.324e-03, eta: 12:29:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 1.3596, loss: 1.3596 +2023-12-24 21:22:09,464 - pyskl - INFO - Epoch [100][2400/3405] lr: 6.317e-03, eta: 12:28:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9938, loss_cls: 1.2962, loss: 1.2962 +2023-12-24 21:22:35,030 - pyskl - INFO - Epoch [100][2500/3405] lr: 6.310e-03, eta: 12:28:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 1.3139, loss: 1.3139 +2023-12-24 21:23:00,729 - pyskl - INFO - Epoch [100][2600/3405] lr: 6.304e-03, eta: 12:27:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 1.3287, loss: 1.3287 +2023-12-24 21:23:26,259 - pyskl - INFO - Epoch [100][2700/3405] lr: 6.297e-03, eta: 12:27:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 1.3227, loss: 1.3227 +2023-12-24 21:23:51,868 - pyskl - INFO - Epoch [100][2800/3405] lr: 6.290e-03, eta: 12:26:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 1.3170, loss: 1.3170 +2023-12-24 21:24:17,791 - pyskl - INFO - Epoch [100][2900/3405] lr: 6.284e-03, eta: 12:26:29, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 1.2869, loss: 1.2869 +2023-12-24 21:24:43,313 - pyskl - INFO - Epoch [100][3000/3405] lr: 6.277e-03, eta: 12:26:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9844, loss_cls: 1.3112, loss: 1.3112 +2023-12-24 21:25:09,092 - pyskl - INFO - Epoch [100][3100/3405] lr: 6.270e-03, eta: 12:25:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9850, loss_cls: 1.2925, loss: 1.2925 +2023-12-24 21:25:34,521 - pyskl - INFO - Epoch [100][3200/3405] lr: 6.264e-03, eta: 12:25:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 1.2805, loss: 1.2805 +2023-12-24 21:25:59,929 - pyskl - INFO - Epoch [100][3300/3405] lr: 6.257e-03, eta: 12:24:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 1.2853, loss: 1.2853 +2023-12-24 21:26:25,480 - pyskl - INFO - Epoch [100][3400/3405] lr: 6.250e-03, eta: 12:24:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 1.3372, loss: 1.3372 +2023-12-24 21:26:27,515 - pyskl - INFO - Saving checkpoint at 100 epochs +2023-12-24 21:30:52,720 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 21:30:53,337 - pyskl - INFO - +top1_acc 0.8290 +top5_acc 0.9669 +2023-12-24 21:30:53,363 - pyskl - INFO - Epoch(val) [100][3718] top1_acc: 0.8290, top5_acc: 0.9669 +2023-12-24 21:31:48,188 - pyskl - INFO - Epoch [101][100/3405] lr: 6.243e-03, eta: 12:24:03, time: 0.548, data_time: 0.292, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 1.2753, loss: 1.2753 +2023-12-24 21:32:13,826 - pyskl - INFO - Epoch [101][200/3405] lr: 6.237e-03, eta: 12:23:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 1.2593, loss: 1.2593 +2023-12-24 21:32:39,551 - pyskl - INFO - Epoch [101][300/3405] lr: 6.230e-03, eta: 12:23:09, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9956, loss_cls: 1.2539, loss: 1.2539 +2023-12-24 21:33:05,699 - pyskl - INFO - Epoch [101][400/3405] lr: 6.223e-03, eta: 12:22:43, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 1.2521, loss: 1.2521 +2023-12-24 21:33:31,812 - pyskl - INFO - Epoch [101][500/3405] lr: 6.217e-03, eta: 12:22:17, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 1.2283, loss: 1.2283 +2023-12-24 21:33:57,669 - pyskl - INFO - Epoch [101][600/3405] lr: 6.210e-03, eta: 12:21:50, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 1.2563, loss: 1.2563 +2023-12-24 21:34:23,385 - pyskl - INFO - Epoch [101][700/3405] lr: 6.204e-03, eta: 12:21:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 1.2416, loss: 1.2416 +2023-12-24 21:34:49,402 - pyskl - INFO - Epoch [101][800/3405] lr: 6.197e-03, eta: 12:20:58, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 1.2687, loss: 1.2687 +2023-12-24 21:35:15,310 - pyskl - INFO - Epoch [101][900/3405] lr: 6.190e-03, eta: 12:20:31, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 1.2640, loss: 1.2640 +2023-12-24 21:35:41,123 - pyskl - INFO - Epoch [101][1000/3405] lr: 6.184e-03, eta: 12:20:05, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 1.2486, loss: 1.2486 +2023-12-24 21:36:06,946 - pyskl - INFO - Epoch [101][1100/3405] lr: 6.177e-03, eta: 12:19:38, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 1.2557, loss: 1.2557 +2023-12-24 21:36:32,672 - pyskl - INFO - Epoch [101][1200/3405] lr: 6.170e-03, eta: 12:19:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 1.2707, loss: 1.2707 +2023-12-24 21:36:58,403 - pyskl - INFO - Epoch [101][1300/3405] lr: 6.164e-03, eta: 12:18:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 1.2729, loss: 1.2729 +2023-12-24 21:37:24,079 - pyskl - INFO - Epoch [101][1400/3405] lr: 6.157e-03, eta: 12:18:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 1.3095, loss: 1.3095 +2023-12-24 21:37:49,977 - pyskl - INFO - Epoch [101][1500/3405] lr: 6.150e-03, eta: 12:17:52, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 1.2767, loss: 1.2767 +2023-12-24 21:38:15,450 - pyskl - INFO - Epoch [101][1600/3405] lr: 6.144e-03, eta: 12:17:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9856, loss_cls: 1.2984, loss: 1.2984 +2023-12-24 21:38:41,205 - pyskl - INFO - Epoch [101][1700/3405] lr: 6.137e-03, eta: 12:16:59, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 1.3055, loss: 1.3055 +2023-12-24 21:39:06,980 - pyskl - INFO - Epoch [101][1800/3405] lr: 6.131e-03, eta: 12:16:33, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 1.2785, loss: 1.2785 +2023-12-24 21:39:32,532 - pyskl - INFO - Epoch [101][1900/3405] lr: 6.124e-03, eta: 12:16:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 1.2998, loss: 1.2998 +2023-12-24 21:39:58,180 - pyskl - INFO - Epoch [101][2000/3405] lr: 6.117e-03, eta: 12:15:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 1.2970, loss: 1.2970 +2023-12-24 21:40:23,787 - pyskl - INFO - Epoch [101][2100/3405] lr: 6.111e-03, eta: 12:15:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 1.3294, loss: 1.3294 +2023-12-24 21:40:49,354 - pyskl - INFO - Epoch [101][2200/3405] lr: 6.104e-03, eta: 12:14:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9931, loss_cls: 1.3015, loss: 1.3015 +2023-12-24 21:41:14,815 - pyskl - INFO - Epoch [101][2300/3405] lr: 6.098e-03, eta: 12:14:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 1.3216, loss: 1.3216 +2023-12-24 21:41:40,170 - pyskl - INFO - Epoch [101][2400/3405] lr: 6.091e-03, eta: 12:13:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9850, loss_cls: 1.3149, loss: 1.3149 +2023-12-24 21:42:05,718 - pyskl - INFO - Epoch [101][2500/3405] lr: 6.084e-03, eta: 12:13:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 1.3125, loss: 1.3125 +2023-12-24 21:42:31,280 - pyskl - INFO - Epoch [101][2600/3405] lr: 6.078e-03, eta: 12:13:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9875, loss_cls: 1.3001, loss: 1.3001 +2023-12-24 21:42:56,889 - pyskl - INFO - Epoch [101][2700/3405] lr: 6.071e-03, eta: 12:12:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9844, loss_cls: 1.3327, loss: 1.3327 +2023-12-24 21:43:22,446 - pyskl - INFO - Epoch [101][2800/3405] lr: 6.065e-03, eta: 12:12:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 1.3234, loss: 1.3234 +2023-12-24 21:43:48,222 - pyskl - INFO - Epoch [101][2900/3405] lr: 6.058e-03, eta: 12:11:41, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 1.3123, loss: 1.3123 +2023-12-24 21:44:13,575 - pyskl - INFO - Epoch [101][3000/3405] lr: 6.051e-03, eta: 12:11:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9906, loss_cls: 1.3369, loss: 1.3369 +2023-12-24 21:44:38,950 - pyskl - INFO - Epoch [101][3100/3405] lr: 6.045e-03, eta: 12:10:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 1.2962, loss: 1.2962 +2023-12-24 21:45:04,654 - pyskl - INFO - Epoch [101][3200/3405] lr: 6.038e-03, eta: 12:10:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9888, loss_cls: 1.2436, loss: 1.2436 +2023-12-24 21:45:30,252 - pyskl - INFO - Epoch [101][3300/3405] lr: 6.032e-03, eta: 12:09:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9875, loss_cls: 1.2566, loss: 1.2566 +2023-12-24 21:45:55,647 - pyskl - INFO - Epoch [101][3400/3405] lr: 6.025e-03, eta: 12:09:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 1.2922, loss: 1.2922 +2023-12-24 21:45:57,881 - pyskl - INFO - Saving checkpoint at 101 epochs +2023-12-24 21:50:23,005 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 21:50:23,627 - pyskl - INFO - +top1_acc 0.8401 +top5_acc 0.9696 +2023-12-24 21:50:23,632 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_98.pth was removed +2023-12-24 21:50:23,836 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_101.pth. +2023-12-24 21:50:23,837 - pyskl - INFO - Best top1_acc is 0.8401 at 101 epoch. +2023-12-24 21:50:23,862 - pyskl - INFO - Epoch(val) [101][3718] top1_acc: 0.8401, top5_acc: 0.9696 +2023-12-24 21:51:19,667 - pyskl - INFO - Epoch [102][100/3405] lr: 6.018e-03, eta: 12:09:14, time: 0.558, data_time: 0.301, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 1.2159, loss: 1.2159 +2023-12-24 21:51:45,535 - pyskl - INFO - Epoch [102][200/3405] lr: 6.012e-03, eta: 12:08:47, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 1.2446, loss: 1.2446 +2023-12-24 21:52:11,241 - pyskl - INFO - Epoch [102][300/3405] lr: 6.005e-03, eta: 12:08:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 1.2439, loss: 1.2439 +2023-12-24 21:52:37,452 - pyskl - INFO - Epoch [102][400/3405] lr: 5.998e-03, eta: 12:07:55, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 1.2263, loss: 1.2263 +2023-12-24 21:53:03,433 - pyskl - INFO - Epoch [102][500/3405] lr: 5.992e-03, eta: 12:07:28, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 1.2926, loss: 1.2926 +2023-12-24 21:53:29,063 - pyskl - INFO - Epoch [102][600/3405] lr: 5.985e-03, eta: 12:07:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 1.2751, loss: 1.2751 +2023-12-24 21:53:54,702 - pyskl - INFO - Epoch [102][700/3405] lr: 5.979e-03, eta: 12:06:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 1.2691, loss: 1.2691 +2023-12-24 21:54:20,633 - pyskl - INFO - Epoch [102][800/3405] lr: 5.972e-03, eta: 12:06:09, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 1.2270, loss: 1.2270 +2023-12-24 21:54:46,376 - pyskl - INFO - Epoch [102][900/3405] lr: 5.966e-03, eta: 12:05:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9875, loss_cls: 1.2613, loss: 1.2613 +2023-12-24 21:55:11,621 - pyskl - INFO - Epoch [102][1000/3405] lr: 5.959e-03, eta: 12:05:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 1.2455, loss: 1.2455 +2023-12-24 21:55:37,242 - pyskl - INFO - Epoch [102][1100/3405] lr: 5.953e-03, eta: 12:04:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 1.2903, loss: 1.2903 +2023-12-24 21:56:02,709 - pyskl - INFO - Epoch [102][1200/3405] lr: 5.946e-03, eta: 12:04:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 1.2444, loss: 1.2444 +2023-12-24 21:56:28,583 - pyskl - INFO - Epoch [102][1300/3405] lr: 5.939e-03, eta: 12:03:56, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 1.2551, loss: 1.2551 +2023-12-24 21:56:54,181 - pyskl - INFO - Epoch [102][1400/3405] lr: 5.933e-03, eta: 12:03:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 1.2997, loss: 1.2997 +2023-12-24 21:57:19,792 - pyskl - INFO - Epoch [102][1500/3405] lr: 5.926e-03, eta: 12:03:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 1.3204, loss: 1.3204 +2023-12-24 21:57:45,399 - pyskl - INFO - Epoch [102][1600/3405] lr: 5.920e-03, eta: 12:02:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 1.2949, loss: 1.2949 +2023-12-24 21:58:10,794 - pyskl - INFO - Epoch [102][1700/3405] lr: 5.913e-03, eta: 12:02:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 1.3169, loss: 1.3169 +2023-12-24 21:58:36,318 - pyskl - INFO - Epoch [102][1800/3405] lr: 5.907e-03, eta: 12:01:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9856, loss_cls: 1.2813, loss: 1.2813 +2023-12-24 21:59:01,743 - pyskl - INFO - Epoch [102][1900/3405] lr: 5.900e-03, eta: 12:01:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 1.2804, loss: 1.2804 +2023-12-24 21:59:27,195 - pyskl - INFO - Epoch [102][2000/3405] lr: 5.894e-03, eta: 12:00:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 1.2328, loss: 1.2328 +2023-12-24 21:59:52,675 - pyskl - INFO - Epoch [102][2100/3405] lr: 5.887e-03, eta: 12:00:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9950, loss_cls: 1.2512, loss: 1.2512 +2023-12-24 22:00:18,359 - pyskl - INFO - Epoch [102][2200/3405] lr: 5.881e-03, eta: 11:59:57, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9919, loss_cls: 1.2981, loss: 1.2981 +2023-12-24 22:00:43,768 - pyskl - INFO - Epoch [102][2300/3405] lr: 5.874e-03, eta: 11:59:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 1.2807, loss: 1.2807 +2023-12-24 22:01:08,810 - pyskl - INFO - Epoch [102][2400/3405] lr: 5.868e-03, eta: 11:59:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 1.2841, loss: 1.2841 +2023-12-24 22:01:34,256 - pyskl - INFO - Epoch [102][2500/3405] lr: 5.861e-03, eta: 11:58:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 1.3003, loss: 1.3003 +2023-12-24 22:01:59,721 - pyskl - INFO - Epoch [102][2600/3405] lr: 5.855e-03, eta: 11:58:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9850, loss_cls: 1.3160, loss: 1.3160 +2023-12-24 22:02:25,434 - pyskl - INFO - Epoch [102][2700/3405] lr: 5.848e-03, eta: 11:57:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 1.2513, loss: 1.2513 +2023-12-24 22:02:50,969 - pyskl - INFO - Epoch [102][2800/3405] lr: 5.842e-03, eta: 11:57:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 1.3177, loss: 1.3177 +2023-12-24 22:03:16,276 - pyskl - INFO - Epoch [102][2900/3405] lr: 5.835e-03, eta: 11:56:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 1.2890, loss: 1.2890 +2023-12-24 22:03:41,665 - pyskl - INFO - Epoch [102][3000/3405] lr: 5.829e-03, eta: 11:56:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 1.2802, loss: 1.2802 +2023-12-24 22:04:07,161 - pyskl - INFO - Epoch [102][3100/3405] lr: 5.822e-03, eta: 11:55:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 1.2986, loss: 1.2986 +2023-12-24 22:04:32,666 - pyskl - INFO - Epoch [102][3200/3405] lr: 5.816e-03, eta: 11:55:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 1.3087, loss: 1.3087 +2023-12-24 22:04:58,081 - pyskl - INFO - Epoch [102][3300/3405] lr: 5.809e-03, eta: 11:55:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 1.2991, loss: 1.2991 +2023-12-24 22:05:23,405 - pyskl - INFO - Epoch [102][3400/3405] lr: 5.803e-03, eta: 11:54:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9806, loss_cls: 1.3547, loss: 1.3547 +2023-12-24 22:05:25,542 - pyskl - INFO - Saving checkpoint at 102 epochs +2023-12-24 22:09:50,462 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 22:09:51,065 - pyskl - INFO - +top1_acc 0.8285 +top5_acc 0.9659 +2023-12-24 22:09:51,091 - pyskl - INFO - Epoch(val) [102][3718] top1_acc: 0.8285, top5_acc: 0.9659 +2023-12-24 22:10:46,350 - pyskl - INFO - Epoch [103][100/3405] lr: 5.796e-03, eta: 11:54:23, time: 0.553, data_time: 0.297, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 1.2509, loss: 1.2509 +2023-12-24 22:11:12,078 - pyskl - INFO - Epoch [103][200/3405] lr: 5.789e-03, eta: 11:53:57, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 1.2625, loss: 1.2625 +2023-12-24 22:11:37,723 - pyskl - INFO - Epoch [103][300/3405] lr: 5.783e-03, eta: 11:53:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 1.2562, loss: 1.2562 +2023-12-24 22:12:02,953 - pyskl - INFO - Epoch [103][400/3405] lr: 5.776e-03, eta: 11:53:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9962, loss_cls: 1.2243, loss: 1.2243 +2023-12-24 22:12:28,298 - pyskl - INFO - Epoch [103][500/3405] lr: 5.770e-03, eta: 11:52:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 1.2359, loss: 1.2359 +2023-12-24 22:12:54,093 - pyskl - INFO - Epoch [103][600/3405] lr: 5.763e-03, eta: 11:52:10, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 1.2436, loss: 1.2436 +2023-12-24 22:13:20,166 - pyskl - INFO - Epoch [103][700/3405] lr: 5.757e-03, eta: 11:51:44, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 1.2311, loss: 1.2311 +2023-12-24 22:13:45,879 - pyskl - INFO - Epoch [103][800/3405] lr: 5.750e-03, eta: 11:51:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 1.2515, loss: 1.2515 +2023-12-24 22:14:11,388 - pyskl - INFO - Epoch [103][900/3405] lr: 5.744e-03, eta: 11:50:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9956, loss_cls: 1.2418, loss: 1.2418 +2023-12-24 22:14:37,496 - pyskl - INFO - Epoch [103][1000/3405] lr: 5.737e-03, eta: 11:50:24, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 1.2988, loss: 1.2988 +2023-12-24 22:15:03,260 - pyskl - INFO - Epoch [103][1100/3405] lr: 5.731e-03, eta: 11:49:58, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 1.2686, loss: 1.2686 +2023-12-24 22:15:28,924 - pyskl - INFO - Epoch [103][1200/3405] lr: 5.725e-03, eta: 11:49:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9931, loss_cls: 1.2937, loss: 1.2937 +2023-12-24 22:15:54,384 - pyskl - INFO - Epoch [103][1300/3405] lr: 5.718e-03, eta: 11:49:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 1.2641, loss: 1.2641 +2023-12-24 22:16:19,877 - pyskl - INFO - Epoch [103][1400/3405] lr: 5.712e-03, eta: 11:48:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 1.2910, loss: 1.2910 +2023-12-24 22:16:45,457 - pyskl - INFO - Epoch [103][1500/3405] lr: 5.705e-03, eta: 11:48:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9850, loss_cls: 1.2997, loss: 1.2997 +2023-12-24 22:17:10,812 - pyskl - INFO - Epoch [103][1600/3405] lr: 5.699e-03, eta: 11:47:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9862, loss_cls: 1.2806, loss: 1.2806 +2023-12-24 22:17:36,468 - pyskl - INFO - Epoch [103][1700/3405] lr: 5.692e-03, eta: 11:47:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 1.2908, loss: 1.2908 +2023-12-24 22:18:01,945 - pyskl - INFO - Epoch [103][1800/3405] lr: 5.686e-03, eta: 11:46:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 1.2654, loss: 1.2654 +2023-12-24 22:18:27,404 - pyskl - INFO - Epoch [103][1900/3405] lr: 5.679e-03, eta: 11:46:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 1.2898, loss: 1.2898 +2023-12-24 22:18:52,919 - pyskl - INFO - Epoch [103][2000/3405] lr: 5.673e-03, eta: 11:45:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 1.2942, loss: 1.2942 +2023-12-24 22:19:18,507 - pyskl - INFO - Epoch [103][2100/3405] lr: 5.666e-03, eta: 11:45:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9931, loss_cls: 1.2973, loss: 1.2973 +2023-12-24 22:19:43,819 - pyskl - INFO - Epoch [103][2200/3405] lr: 5.660e-03, eta: 11:45:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 1.2629, loss: 1.2629 +2023-12-24 22:20:09,226 - pyskl - INFO - Epoch [103][2300/3405] lr: 5.654e-03, eta: 11:44:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9888, loss_cls: 1.2456, loss: 1.2456 +2023-12-24 22:20:34,771 - pyskl - INFO - Epoch [103][2400/3405] lr: 5.647e-03, eta: 11:44:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9912, loss_cls: 1.3008, loss: 1.3008 +2023-12-24 22:21:00,289 - pyskl - INFO - Epoch [103][2500/3405] lr: 5.641e-03, eta: 11:43:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 1.2873, loss: 1.2873 +2023-12-24 22:21:25,717 - pyskl - INFO - Epoch [103][2600/3405] lr: 5.634e-03, eta: 11:43:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 1.2999, loss: 1.2999 +2023-12-24 22:21:51,125 - pyskl - INFO - Epoch [103][2700/3405] lr: 5.628e-03, eta: 11:42:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 1.3118, loss: 1.3118 +2023-12-24 22:22:16,416 - pyskl - INFO - Epoch [103][2800/3405] lr: 5.621e-03, eta: 11:42:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9938, loss_cls: 1.2791, loss: 1.2791 +2023-12-24 22:22:41,878 - pyskl - INFO - Epoch [103][2900/3405] lr: 5.615e-03, eta: 11:41:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 1.2688, loss: 1.2688 +2023-12-24 22:23:07,224 - pyskl - INFO - Epoch [103][3000/3405] lr: 5.609e-03, eta: 11:41:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 1.2839, loss: 1.2839 +2023-12-24 22:23:32,937 - pyskl - INFO - Epoch [103][3100/3405] lr: 5.602e-03, eta: 11:41:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 1.2675, loss: 1.2675 +2023-12-24 22:23:58,344 - pyskl - INFO - Epoch [103][3200/3405] lr: 5.596e-03, eta: 11:40:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9875, loss_cls: 1.2853, loss: 1.2853 +2023-12-24 22:24:23,865 - pyskl - INFO - Epoch [103][3300/3405] lr: 5.589e-03, eta: 11:40:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9975, loss_cls: 1.2409, loss: 1.2409 +2023-12-24 22:24:49,304 - pyskl - INFO - Epoch [103][3400/3405] lr: 5.583e-03, eta: 11:39:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 1.3182, loss: 1.3182 +2023-12-24 22:24:51,352 - pyskl - INFO - Saving checkpoint at 103 epochs +2023-12-24 22:29:17,078 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 22:29:17,744 - pyskl - INFO - +top1_acc 0.8327 +top5_acc 0.9675 +2023-12-24 22:29:17,784 - pyskl - INFO - Epoch(val) [103][3718] top1_acc: 0.8327, top5_acc: 0.9675 +2023-12-24 22:30:13,565 - pyskl - INFO - Epoch [104][100/3405] lr: 5.576e-03, eta: 11:39:32, time: 0.558, data_time: 0.299, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9956, loss_cls: 1.2483, loss: 1.2483 +2023-12-24 22:30:39,439 - pyskl - INFO - Epoch [104][200/3405] lr: 5.570e-03, eta: 11:39:05, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9969, loss_cls: 1.2144, loss: 1.2144 +2023-12-24 22:31:05,149 - pyskl - INFO - Epoch [104][300/3405] lr: 5.563e-03, eta: 11:38:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9969, loss_cls: 1.2185, loss: 1.2185 +2023-12-24 22:31:30,838 - pyskl - INFO - Epoch [104][400/3405] lr: 5.557e-03, eta: 11:38:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 1.2022, loss: 1.2022 +2023-12-24 22:31:56,623 - pyskl - INFO - Epoch [104][500/3405] lr: 5.551e-03, eta: 11:37:46, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 1.2290, loss: 1.2290 +2023-12-24 22:32:22,637 - pyskl - INFO - Epoch [104][600/3405] lr: 5.544e-03, eta: 11:37:20, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 1.2624, loss: 1.2624 +2023-12-24 22:32:48,646 - pyskl - INFO - Epoch [104][700/3405] lr: 5.538e-03, eta: 11:36:53, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 1.2193, loss: 1.2193 +2023-12-24 22:33:14,424 - pyskl - INFO - Epoch [104][800/3405] lr: 5.532e-03, eta: 11:36:27, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 1.2429, loss: 1.2429 +2023-12-24 22:33:40,318 - pyskl - INFO - Epoch [104][900/3405] lr: 5.525e-03, eta: 11:36:00, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 1.2629, loss: 1.2629 +2023-12-24 22:34:06,006 - pyskl - INFO - Epoch [104][1000/3405] lr: 5.519e-03, eta: 11:35:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 1.2495, loss: 1.2495 +2023-12-24 22:34:32,053 - pyskl - INFO - Epoch [104][1100/3405] lr: 5.512e-03, eta: 11:35:08, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 1.2367, loss: 1.2367 +2023-12-24 22:34:57,607 - pyskl - INFO - Epoch [104][1200/3405] lr: 5.506e-03, eta: 11:34:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 1.2293, loss: 1.2293 +2023-12-24 22:35:22,988 - pyskl - INFO - Epoch [104][1300/3405] lr: 5.500e-03, eta: 11:34:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 1.2055, loss: 1.2055 +2023-12-24 22:35:48,371 - pyskl - INFO - Epoch [104][1400/3405] lr: 5.493e-03, eta: 11:33:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 1.2530, loss: 1.2530 +2023-12-24 22:36:13,818 - pyskl - INFO - Epoch [104][1500/3405] lr: 5.487e-03, eta: 11:33:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 1.2633, loss: 1.2633 +2023-12-24 22:36:39,722 - pyskl - INFO - Epoch [104][1600/3405] lr: 5.481e-03, eta: 11:32:55, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9950, loss_cls: 1.2620, loss: 1.2620 +2023-12-24 22:37:05,241 - pyskl - INFO - Epoch [104][1700/3405] lr: 5.474e-03, eta: 11:32:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 1.2635, loss: 1.2635 +2023-12-24 22:37:30,999 - pyskl - INFO - Epoch [104][1800/3405] lr: 5.468e-03, eta: 11:32:02, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 1.2699, loss: 1.2699 +2023-12-24 22:37:56,861 - pyskl - INFO - Epoch [104][1900/3405] lr: 5.461e-03, eta: 11:31:35, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 1.2237, loss: 1.2237 +2023-12-24 22:38:22,424 - pyskl - INFO - Epoch [104][2000/3405] lr: 5.455e-03, eta: 11:31:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 1.2552, loss: 1.2552 +2023-12-24 22:38:48,164 - pyskl - INFO - Epoch [104][2100/3405] lr: 5.449e-03, eta: 11:30:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9056, top5_acc: 0.9869, loss_cls: 1.2702, loss: 1.2702 +2023-12-24 22:39:13,608 - pyskl - INFO - Epoch [104][2200/3405] lr: 5.442e-03, eta: 11:30:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9869, loss_cls: 1.2943, loss: 1.2943 +2023-12-24 22:39:39,550 - pyskl - INFO - Epoch [104][2300/3405] lr: 5.436e-03, eta: 11:29:49, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 1.2847, loss: 1.2847 +2023-12-24 22:40:05,075 - pyskl - INFO - Epoch [104][2400/3405] lr: 5.430e-03, eta: 11:29:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9950, loss_cls: 1.2528, loss: 1.2528 +2023-12-24 22:40:31,025 - pyskl - INFO - Epoch [104][2500/3405] lr: 5.423e-03, eta: 11:28:56, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 1.2323, loss: 1.2323 +2023-12-24 22:40:57,602 - pyskl - INFO - Epoch [104][2600/3405] lr: 5.417e-03, eta: 11:28:30, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 1.2450, loss: 1.2450 +2023-12-24 22:41:24,018 - pyskl - INFO - Epoch [104][2700/3405] lr: 5.411e-03, eta: 11:28:04, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 1.2629, loss: 1.2629 +2023-12-24 22:41:49,441 - pyskl - INFO - Epoch [104][2800/3405] lr: 5.404e-03, eta: 11:27:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 1.2580, loss: 1.2580 +2023-12-24 22:42:15,624 - pyskl - INFO - Epoch [104][2900/3405] lr: 5.398e-03, eta: 11:27:11, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 1.2961, loss: 1.2961 +2023-12-24 22:42:41,126 - pyskl - INFO - Epoch [104][3000/3405] lr: 5.392e-03, eta: 11:26:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 1.2914, loss: 1.2914 +2023-12-24 22:43:06,599 - pyskl - INFO - Epoch [104][3100/3405] lr: 5.385e-03, eta: 11:26:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 1.2906, loss: 1.2906 +2023-12-24 22:43:31,848 - pyskl - INFO - Epoch [104][3200/3405] lr: 5.379e-03, eta: 11:25:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 1.2665, loss: 1.2665 +2023-12-24 22:43:56,960 - pyskl - INFO - Epoch [104][3300/3405] lr: 5.373e-03, eta: 11:25:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 1.2514, loss: 1.2514 +2023-12-24 22:44:22,319 - pyskl - INFO - Epoch [104][3400/3405] lr: 5.366e-03, eta: 11:24:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 1.2715, loss: 1.2715 +2023-12-24 22:44:24,375 - pyskl - INFO - Saving checkpoint at 104 epochs +2023-12-24 22:48:52,195 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 22:48:52,905 - pyskl - INFO - +top1_acc 0.8398 +top5_acc 0.9690 +2023-12-24 22:48:52,932 - pyskl - INFO - Epoch(val) [104][3718] top1_acc: 0.8398, top5_acc: 0.9690 +2023-12-24 22:49:49,233 - pyskl - INFO - Epoch [105][100/3405] lr: 5.360e-03, eta: 11:24:43, time: 0.563, data_time: 0.303, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9894, loss_cls: 1.1976, loss: 1.1976 +2023-12-24 22:50:15,335 - pyskl - INFO - Epoch [105][200/3405] lr: 5.354e-03, eta: 11:24:17, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 1.2492, loss: 1.2492 +2023-12-24 22:50:41,064 - pyskl - INFO - Epoch [105][300/3405] lr: 5.347e-03, eta: 11:23:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 1.2503, loss: 1.2503 +2023-12-24 22:51:06,983 - pyskl - INFO - Epoch [105][400/3405] lr: 5.341e-03, eta: 11:23:24, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9894, loss_cls: 1.2175, loss: 1.2175 +2023-12-24 22:51:32,693 - pyskl - INFO - Epoch [105][500/3405] lr: 5.335e-03, eta: 11:22:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 1.2082, loss: 1.2082 +2023-12-24 22:51:58,438 - pyskl - INFO - Epoch [105][600/3405] lr: 5.328e-03, eta: 11:22:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 1.1901, loss: 1.1901 +2023-12-24 22:52:24,118 - pyskl - INFO - Epoch [105][700/3405] lr: 5.322e-03, eta: 11:22:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 1.2349, loss: 1.2349 +2023-12-24 22:52:49,840 - pyskl - INFO - Epoch [105][800/3405] lr: 5.316e-03, eta: 11:21:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 1.2050, loss: 1.2050 +2023-12-24 22:53:15,647 - pyskl - INFO - Epoch [105][900/3405] lr: 5.309e-03, eta: 11:21:12, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9956, loss_cls: 1.2241, loss: 1.2241 +2023-12-24 22:53:41,176 - pyskl - INFO - Epoch [105][1000/3405] lr: 5.303e-03, eta: 11:20:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 1.2546, loss: 1.2546 +2023-12-24 22:54:06,822 - pyskl - INFO - Epoch [105][1100/3405] lr: 5.297e-03, eta: 11:20:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 1.2234, loss: 1.2234 +2023-12-24 22:54:32,568 - pyskl - INFO - Epoch [105][1200/3405] lr: 5.291e-03, eta: 11:19:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 1.2406, loss: 1.2406 +2023-12-24 22:54:57,873 - pyskl - INFO - Epoch [105][1300/3405] lr: 5.284e-03, eta: 11:19:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9962, loss_cls: 1.2420, loss: 1.2420 +2023-12-24 22:55:23,319 - pyskl - INFO - Epoch [105][1400/3405] lr: 5.278e-03, eta: 11:18:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9956, loss_cls: 1.2337, loss: 1.2337 +2023-12-24 22:55:48,797 - pyskl - INFO - Epoch [105][1500/3405] lr: 5.272e-03, eta: 11:18:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 1.2392, loss: 1.2392 +2023-12-24 22:56:14,237 - pyskl - INFO - Epoch [105][1600/3405] lr: 5.265e-03, eta: 11:18:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 1.2562, loss: 1.2562 +2023-12-24 22:56:39,778 - pyskl - INFO - Epoch [105][1700/3405] lr: 5.259e-03, eta: 11:17:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 1.2851, loss: 1.2851 +2023-12-24 22:57:05,368 - pyskl - INFO - Epoch [105][1800/3405] lr: 5.253e-03, eta: 11:17:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 1.2371, loss: 1.2371 +2023-12-24 22:57:30,809 - pyskl - INFO - Epoch [105][1900/3405] lr: 5.247e-03, eta: 11:16:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9969, loss_cls: 1.2522, loss: 1.2522 +2023-12-24 22:57:56,597 - pyskl - INFO - Epoch [105][2000/3405] lr: 5.240e-03, eta: 11:16:20, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 1.2665, loss: 1.2665 +2023-12-24 22:58:22,476 - pyskl - INFO - Epoch [105][2100/3405] lr: 5.234e-03, eta: 11:15:53, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 1.2448, loss: 1.2448 +2023-12-24 22:58:48,046 - pyskl - INFO - Epoch [105][2200/3405] lr: 5.228e-03, eta: 11:15:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 1.2957, loss: 1.2957 +2023-12-24 22:59:13,334 - pyskl - INFO - Epoch [105][2300/3405] lr: 5.222e-03, eta: 11:15:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9944, loss_cls: 1.2565, loss: 1.2565 +2023-12-24 22:59:38,823 - pyskl - INFO - Epoch [105][2400/3405] lr: 5.215e-03, eta: 11:14:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9931, loss_cls: 1.2675, loss: 1.2675 +2023-12-24 23:00:04,515 - pyskl - INFO - Epoch [105][2500/3405] lr: 5.209e-03, eta: 11:14:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 1.2696, loss: 1.2696 +2023-12-24 23:00:30,667 - pyskl - INFO - Epoch [105][2600/3405] lr: 5.203e-03, eta: 11:13:41, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9962, loss_cls: 1.2516, loss: 1.2516 +2023-12-24 23:00:56,523 - pyskl - INFO - Epoch [105][2700/3405] lr: 5.197e-03, eta: 11:13:14, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9944, loss_cls: 1.2639, loss: 1.2639 +2023-12-24 23:01:22,123 - pyskl - INFO - Epoch [105][2800/3405] lr: 5.190e-03, eta: 11:12:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 1.2518, loss: 1.2518 +2023-12-24 23:01:47,676 - pyskl - INFO - Epoch [105][2900/3405] lr: 5.184e-03, eta: 11:12:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 1.2735, loss: 1.2735 +2023-12-24 23:02:13,087 - pyskl - INFO - Epoch [105][3000/3405] lr: 5.178e-03, eta: 11:11:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 1.2328, loss: 1.2328 +2023-12-24 23:02:38,425 - pyskl - INFO - Epoch [105][3100/3405] lr: 5.172e-03, eta: 11:11:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 1.2888, loss: 1.2888 +2023-12-24 23:03:03,787 - pyskl - INFO - Epoch [105][3200/3405] lr: 5.166e-03, eta: 11:11:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 1.2836, loss: 1.2836 +2023-12-24 23:03:28,986 - pyskl - INFO - Epoch [105][3300/3405] lr: 5.159e-03, eta: 11:10:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 1.2624, loss: 1.2624 +2023-12-24 23:03:54,315 - pyskl - INFO - Epoch [105][3400/3405] lr: 5.153e-03, eta: 11:10:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 1.2693, loss: 1.2693 +2023-12-24 23:03:56,327 - pyskl - INFO - Saving checkpoint at 105 epochs +2023-12-24 23:08:24,612 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 23:08:25,272 - pyskl - INFO - +top1_acc 0.8399 +top5_acc 0.9678 +2023-12-24 23:08:25,300 - pyskl - INFO - Epoch(val) [105][3718] top1_acc: 0.8399, top5_acc: 0.9678 +2023-12-24 23:09:22,149 - pyskl - INFO - Epoch [106][100/3405] lr: 5.147e-03, eta: 11:09:53, time: 0.568, data_time: 0.311, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 1.2232, loss: 1.2232 +2023-12-24 23:09:47,740 - pyskl - INFO - Epoch [106][200/3405] lr: 5.140e-03, eta: 11:09:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 1.1887, loss: 1.1887 +2023-12-24 23:10:13,063 - pyskl - INFO - Epoch [106][300/3405] lr: 5.134e-03, eta: 11:09:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 1.2307, loss: 1.2307 +2023-12-24 23:10:38,943 - pyskl - INFO - Epoch [106][400/3405] lr: 5.128e-03, eta: 11:08:34, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 1.1807, loss: 1.1807 +2023-12-24 23:11:04,820 - pyskl - INFO - Epoch [106][500/3405] lr: 5.122e-03, eta: 11:08:07, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 1.2036, loss: 1.2036 +2023-12-24 23:11:30,999 - pyskl - INFO - Epoch [106][600/3405] lr: 5.115e-03, eta: 11:07:41, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9956, loss_cls: 1.2204, loss: 1.2204 +2023-12-24 23:11:57,243 - pyskl - INFO - Epoch [106][700/3405] lr: 5.109e-03, eta: 11:07:15, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 1.2329, loss: 1.2329 +2023-12-24 23:12:23,261 - pyskl - INFO - Epoch [106][800/3405] lr: 5.103e-03, eta: 11:06:48, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 1.2312, loss: 1.2312 +2023-12-24 23:12:49,114 - pyskl - INFO - Epoch [106][900/3405] lr: 5.097e-03, eta: 11:06:22, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9950, loss_cls: 1.2228, loss: 1.2228 +2023-12-24 23:13:15,164 - pyskl - INFO - Epoch [106][1000/3405] lr: 5.091e-03, eta: 11:05:55, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 1.2017, loss: 1.2017 +2023-12-24 23:13:40,978 - pyskl - INFO - Epoch [106][1100/3405] lr: 5.084e-03, eta: 11:05:29, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 1.2229, loss: 1.2229 +2023-12-24 23:14:06,824 - pyskl - INFO - Epoch [106][1200/3405] lr: 5.078e-03, eta: 11:05:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 1.2306, loss: 1.2306 +2023-12-24 23:14:32,592 - pyskl - INFO - Epoch [106][1300/3405] lr: 5.072e-03, eta: 11:04:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 1.2232, loss: 1.2232 +2023-12-24 23:14:58,252 - pyskl - INFO - Epoch [106][1400/3405] lr: 5.066e-03, eta: 11:04:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 1.2111, loss: 1.2111 +2023-12-24 23:15:23,738 - pyskl - INFO - Epoch [106][1500/3405] lr: 5.060e-03, eta: 11:03:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 1.2238, loss: 1.2238 +2023-12-24 23:15:49,271 - pyskl - INFO - Epoch [106][1600/3405] lr: 5.054e-03, eta: 11:03:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9969, loss_cls: 1.2107, loss: 1.2107 +2023-12-24 23:16:14,917 - pyskl - INFO - Epoch [106][1700/3405] lr: 5.047e-03, eta: 11:02:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 1.2240, loss: 1.2240 +2023-12-24 23:16:40,830 - pyskl - INFO - Epoch [106][1800/3405] lr: 5.041e-03, eta: 11:02:24, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 1.2726, loss: 1.2726 +2023-12-24 23:17:06,531 - pyskl - INFO - Epoch [106][1900/3405] lr: 5.035e-03, eta: 11:01:57, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 1.2366, loss: 1.2366 +2023-12-24 23:17:32,147 - pyskl - INFO - Epoch [106][2000/3405] lr: 5.029e-03, eta: 11:01:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 1.2382, loss: 1.2382 +2023-12-24 23:17:57,737 - pyskl - INFO - Epoch [106][2100/3405] lr: 5.023e-03, eta: 11:01:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 1.1990, loss: 1.1990 +2023-12-24 23:18:23,104 - pyskl - INFO - Epoch [106][2200/3405] lr: 5.017e-03, eta: 11:00:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9894, loss_cls: 1.2311, loss: 1.2311 +2023-12-24 23:18:48,506 - pyskl - INFO - Epoch [106][2300/3405] lr: 5.010e-03, eta: 11:00:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 1.2584, loss: 1.2584 +2023-12-24 23:19:13,961 - pyskl - INFO - Epoch [106][2400/3405] lr: 5.004e-03, eta: 10:59:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 1.2410, loss: 1.2410 +2023-12-24 23:19:39,720 - pyskl - INFO - Epoch [106][2500/3405] lr: 4.998e-03, eta: 10:59:18, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 1.2172, loss: 1.2172 +2023-12-24 23:20:05,389 - pyskl - INFO - Epoch [106][2600/3405] lr: 4.992e-03, eta: 10:58:51, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 1.2455, loss: 1.2455 +2023-12-24 23:20:31,042 - pyskl - INFO - Epoch [106][2700/3405] lr: 4.986e-03, eta: 10:58:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 1.2357, loss: 1.2357 +2023-12-24 23:20:56,591 - pyskl - INFO - Epoch [106][2800/3405] lr: 4.980e-03, eta: 10:57:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 1.2316, loss: 1.2316 +2023-12-24 23:21:22,329 - pyskl - INFO - Epoch [106][2900/3405] lr: 4.974e-03, eta: 10:57:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 1.2460, loss: 1.2460 +2023-12-24 23:21:47,810 - pyskl - INFO - Epoch [106][3000/3405] lr: 4.967e-03, eta: 10:57:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 1.2205, loss: 1.2205 +2023-12-24 23:22:13,257 - pyskl - INFO - Epoch [106][3100/3405] lr: 4.961e-03, eta: 10:56:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9869, loss_cls: 1.2694, loss: 1.2694 +2023-12-24 23:22:38,727 - pyskl - INFO - Epoch [106][3200/3405] lr: 4.955e-03, eta: 10:56:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9869, loss_cls: 1.2639, loss: 1.2639 +2023-12-24 23:23:04,260 - pyskl - INFO - Epoch [106][3300/3405] lr: 4.949e-03, eta: 10:55:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 1.2500, loss: 1.2500 +2023-12-24 23:23:29,677 - pyskl - INFO - Epoch [106][3400/3405] lr: 4.943e-03, eta: 10:55:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 1.2898, loss: 1.2898 +2023-12-24 23:23:31,821 - pyskl - INFO - Saving checkpoint at 106 epochs +2023-12-24 23:27:58,247 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 23:27:58,926 - pyskl - INFO - +top1_acc 0.8410 +top5_acc 0.9689 +2023-12-24 23:27:58,931 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_101.pth was removed +2023-12-24 23:27:59,176 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. +2023-12-24 23:27:59,178 - pyskl - INFO - Best top1_acc is 0.8410 at 106 epoch. +2023-12-24 23:27:59,205 - pyskl - INFO - Epoch(val) [106][3718] top1_acc: 0.8410, top5_acc: 0.9689 +2023-12-24 23:28:54,673 - pyskl - INFO - Epoch [107][100/3405] lr: 4.936e-03, eta: 10:55:03, time: 0.555, data_time: 0.298, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 1.1849, loss: 1.1849 +2023-12-24 23:29:20,524 - pyskl - INFO - Epoch [107][200/3405] lr: 4.930e-03, eta: 10:54:37, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 1.2134, loss: 1.2134 +2023-12-24 23:29:46,002 - pyskl - INFO - Epoch [107][300/3405] lr: 4.924e-03, eta: 10:54:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 1.2032, loss: 1.2032 +2023-12-24 23:30:11,944 - pyskl - INFO - Epoch [107][400/3405] lr: 4.918e-03, eta: 10:53:44, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9981, loss_cls: 1.1788, loss: 1.1788 +2023-12-24 23:30:38,100 - pyskl - INFO - Epoch [107][500/3405] lr: 4.912e-03, eta: 10:53:17, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 1.2036, loss: 1.2036 +2023-12-24 23:31:04,161 - pyskl - INFO - Epoch [107][600/3405] lr: 4.906e-03, eta: 10:52:51, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9969, loss_cls: 1.2079, loss: 1.2079 +2023-12-24 23:31:30,290 - pyskl - INFO - Epoch [107][700/3405] lr: 4.900e-03, eta: 10:52:25, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 1.2073, loss: 1.2073 +2023-12-24 23:31:56,323 - pyskl - INFO - Epoch [107][800/3405] lr: 4.894e-03, eta: 10:51:58, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 1.1808, loss: 1.1808 +2023-12-24 23:32:22,073 - pyskl - INFO - Epoch [107][900/3405] lr: 4.888e-03, eta: 10:51:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 1.2225, loss: 1.2225 +2023-12-24 23:32:47,898 - pyskl - INFO - Epoch [107][1000/3405] lr: 4.881e-03, eta: 10:51:06, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 1.2083, loss: 1.2083 +2023-12-24 23:33:13,752 - pyskl - INFO - Epoch [107][1100/3405] lr: 4.875e-03, eta: 10:50:39, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 1.2029, loss: 1.2029 +2023-12-24 23:33:39,623 - pyskl - INFO - Epoch [107][1200/3405] lr: 4.869e-03, eta: 10:50:13, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 1.2236, loss: 1.2236 +2023-12-24 23:34:05,340 - pyskl - INFO - Epoch [107][1300/3405] lr: 4.863e-03, eta: 10:49:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 1.1941, loss: 1.1941 +2023-12-24 23:34:31,400 - pyskl - INFO - Epoch [107][1400/3405] lr: 4.857e-03, eta: 10:49:20, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 1.1943, loss: 1.1943 +2023-12-24 23:34:57,136 - pyskl - INFO - Epoch [107][1500/3405] lr: 4.851e-03, eta: 10:48:54, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 1.1989, loss: 1.1989 +2023-12-24 23:35:22,771 - pyskl - INFO - Epoch [107][1600/3405] lr: 4.845e-03, eta: 10:48:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9894, loss_cls: 1.2374, loss: 1.2374 +2023-12-24 23:35:48,425 - pyskl - INFO - Epoch [107][1700/3405] lr: 4.839e-03, eta: 10:48:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 1.1938, loss: 1.1938 +2023-12-24 23:36:13,974 - pyskl - INFO - Epoch [107][1800/3405] lr: 4.833e-03, eta: 10:47:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 1.2311, loss: 1.2311 +2023-12-24 23:36:39,508 - pyskl - INFO - Epoch [107][1900/3405] lr: 4.827e-03, eta: 10:47:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9950, loss_cls: 1.2324, loss: 1.2324 +2023-12-24 23:37:05,130 - pyskl - INFO - Epoch [107][2000/3405] lr: 4.821e-03, eta: 10:46:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 1.2388, loss: 1.2388 +2023-12-24 23:37:30,874 - pyskl - INFO - Epoch [107][2100/3405] lr: 4.815e-03, eta: 10:46:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 1.2378, loss: 1.2378 +2023-12-24 23:37:56,447 - pyskl - INFO - Epoch [107][2200/3405] lr: 4.809e-03, eta: 10:45:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 1.2169, loss: 1.2169 +2023-12-24 23:38:22,095 - pyskl - INFO - Epoch [107][2300/3405] lr: 4.802e-03, eta: 10:45:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9956, loss_cls: 1.2357, loss: 1.2357 +2023-12-24 23:38:47,638 - pyskl - INFO - Epoch [107][2400/3405] lr: 4.796e-03, eta: 10:44:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 1.2515, loss: 1.2515 +2023-12-24 23:39:13,112 - pyskl - INFO - Epoch [107][2500/3405] lr: 4.790e-03, eta: 10:44:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 1.2248, loss: 1.2248 +2023-12-24 23:39:38,817 - pyskl - INFO - Epoch [107][2600/3405] lr: 4.784e-03, eta: 10:44:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 1.2560, loss: 1.2560 +2023-12-24 23:40:04,293 - pyskl - INFO - Epoch [107][2700/3405] lr: 4.778e-03, eta: 10:43:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 1.2345, loss: 1.2345 +2023-12-24 23:40:29,871 - pyskl - INFO - Epoch [107][2800/3405] lr: 4.772e-03, eta: 10:43:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 1.2424, loss: 1.2424 +2023-12-24 23:40:55,410 - pyskl - INFO - Epoch [107][2900/3405] lr: 4.766e-03, eta: 10:42:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 1.2700, loss: 1.2700 +2023-12-24 23:41:20,921 - pyskl - INFO - Epoch [107][3000/3405] lr: 4.760e-03, eta: 10:42:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 1.2717, loss: 1.2717 +2023-12-24 23:41:46,442 - pyskl - INFO - Epoch [107][3100/3405] lr: 4.754e-03, eta: 10:41:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 1.2387, loss: 1.2387 +2023-12-24 23:42:11,995 - pyskl - INFO - Epoch [107][3200/3405] lr: 4.748e-03, eta: 10:41:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 1.2586, loss: 1.2586 +2023-12-24 23:42:37,273 - pyskl - INFO - Epoch [107][3300/3405] lr: 4.742e-03, eta: 10:40:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 1.2080, loss: 1.2080 +2023-12-24 23:43:02,626 - pyskl - INFO - Epoch [107][3400/3405] lr: 4.736e-03, eta: 10:40:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9962, loss_cls: 1.2355, loss: 1.2355 +2023-12-24 23:43:04,592 - pyskl - INFO - Saving checkpoint at 107 epochs +2023-12-24 23:47:30,046 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 23:47:30,669 - pyskl - INFO - +top1_acc 0.8484 +top5_acc 0.9704 +2023-12-24 23:47:30,675 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_106.pth was removed +2023-12-24 23:47:30,902 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_107.pth. +2023-12-24 23:47:30,904 - pyskl - INFO - Best top1_acc is 0.8484 at 107 epoch. +2023-12-24 23:47:30,935 - pyskl - INFO - Epoch(val) [107][3718] top1_acc: 0.8484, top5_acc: 0.9704 +2023-12-24 23:48:25,284 - pyskl - INFO - Epoch [108][100/3405] lr: 4.730e-03, eta: 10:40:13, time: 0.543, data_time: 0.287, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 1.2091, loss: 1.2091 +2023-12-24 23:48:50,930 - pyskl - INFO - Epoch [108][200/3405] lr: 4.724e-03, eta: 10:39:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 1.1644, loss: 1.1644 +2023-12-24 23:49:16,623 - pyskl - INFO - Epoch [108][300/3405] lr: 4.718e-03, eta: 10:39:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 1.1898, loss: 1.1898 +2023-12-24 23:49:42,071 - pyskl - INFO - Epoch [108][400/3405] lr: 4.712e-03, eta: 10:38:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 1.1776, loss: 1.1776 +2023-12-24 23:50:07,784 - pyskl - INFO - Epoch [108][500/3405] lr: 4.706e-03, eta: 10:38:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9906, loss_cls: 1.2132, loss: 1.2132 +2023-12-24 23:50:33,529 - pyskl - INFO - Epoch [108][600/3405] lr: 4.700e-03, eta: 10:38:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9962, loss_cls: 1.2049, loss: 1.2049 +2023-12-24 23:50:59,411 - pyskl - INFO - Epoch [108][700/3405] lr: 4.694e-03, eta: 10:37:34, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 1.1964, loss: 1.1964 +2023-12-24 23:51:24,976 - pyskl - INFO - Epoch [108][800/3405] lr: 4.688e-03, eta: 10:37:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 1.1792, loss: 1.1792 +2023-12-24 23:51:50,708 - pyskl - INFO - Epoch [108][900/3405] lr: 4.682e-03, eta: 10:36:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 1.1851, loss: 1.1851 +2023-12-24 23:52:16,234 - pyskl - INFO - Epoch [108][1000/3405] lr: 4.676e-03, eta: 10:36:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 1.1845, loss: 1.1845 +2023-12-24 23:52:41,920 - pyskl - INFO - Epoch [108][1100/3405] lr: 4.670e-03, eta: 10:35:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 1.2348, loss: 1.2348 +2023-12-24 23:53:08,282 - pyskl - INFO - Epoch [108][1200/3405] lr: 4.664e-03, eta: 10:35:22, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 1.2001, loss: 1.2001 +2023-12-24 23:53:33,953 - pyskl - INFO - Epoch [108][1300/3405] lr: 4.658e-03, eta: 10:34:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 1.2189, loss: 1.2189 +2023-12-24 23:53:59,645 - pyskl - INFO - Epoch [108][1400/3405] lr: 4.652e-03, eta: 10:34:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9962, loss_cls: 1.2343, loss: 1.2343 +2023-12-24 23:54:25,286 - pyskl - INFO - Epoch [108][1500/3405] lr: 4.646e-03, eta: 10:34:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 1.2208, loss: 1.2208 +2023-12-24 23:54:51,002 - pyskl - INFO - Epoch [108][1600/3405] lr: 4.640e-03, eta: 10:33:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 1.2263, loss: 1.2263 +2023-12-24 23:55:16,562 - pyskl - INFO - Epoch [108][1700/3405] lr: 4.634e-03, eta: 10:33:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 1.2122, loss: 1.2122 +2023-12-24 23:55:42,151 - pyskl - INFO - Epoch [108][1800/3405] lr: 4.628e-03, eta: 10:32:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 1.2187, loss: 1.2187 +2023-12-24 23:56:07,571 - pyskl - INFO - Epoch [108][1900/3405] lr: 4.622e-03, eta: 10:32:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9975, loss_cls: 1.2090, loss: 1.2090 +2023-12-24 23:56:33,097 - pyskl - INFO - Epoch [108][2000/3405] lr: 4.616e-03, eta: 10:31:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9981, loss_cls: 1.1760, loss: 1.1760 +2023-12-24 23:56:58,668 - pyskl - INFO - Epoch [108][2100/3405] lr: 4.610e-03, eta: 10:31:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 1.2348, loss: 1.2348 +2023-12-24 23:57:24,318 - pyskl - INFO - Epoch [108][2200/3405] lr: 4.604e-03, eta: 10:30:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 1.2315, loss: 1.2315 +2023-12-24 23:57:49,740 - pyskl - INFO - Epoch [108][2300/3405] lr: 4.598e-03, eta: 10:30:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 1.2088, loss: 1.2088 +2023-12-24 23:58:15,161 - pyskl - INFO - Epoch [108][2400/3405] lr: 4.592e-03, eta: 10:30:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 1.2625, loss: 1.2625 +2023-12-24 23:58:40,499 - pyskl - INFO - Epoch [108][2500/3405] lr: 4.586e-03, eta: 10:29:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 1.2056, loss: 1.2056 +2023-12-24 23:59:06,041 - pyskl - INFO - Epoch [108][2600/3405] lr: 4.580e-03, eta: 10:29:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 1.1997, loss: 1.1997 +2023-12-24 23:59:31,726 - pyskl - INFO - Epoch [108][2700/3405] lr: 4.574e-03, eta: 10:28:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 1.2311, loss: 1.2311 +2023-12-24 23:59:57,277 - pyskl - INFO - Epoch [108][2800/3405] lr: 4.568e-03, eta: 10:28:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 1.2479, loss: 1.2479 +2023-12-25 00:00:22,726 - pyskl - INFO - Epoch [108][2900/3405] lr: 4.562e-03, eta: 10:27:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 1.2318, loss: 1.2318 +2023-12-25 00:00:48,310 - pyskl - INFO - Epoch [108][3000/3405] lr: 4.556e-03, eta: 10:27:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 1.2313, loss: 1.2313 +2023-12-25 00:01:13,936 - pyskl - INFO - Epoch [108][3100/3405] lr: 4.550e-03, eta: 10:26:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 1.2516, loss: 1.2516 +2023-12-25 00:01:39,605 - pyskl - INFO - Epoch [108][3200/3405] lr: 4.544e-03, eta: 10:26:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9894, loss_cls: 1.2361, loss: 1.2361 +2023-12-25 00:02:04,953 - pyskl - INFO - Epoch [108][3300/3405] lr: 4.538e-03, eta: 10:26:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 1.2654, loss: 1.2654 +2023-12-25 00:02:30,133 - pyskl - INFO - Epoch [108][3400/3405] lr: 4.533e-03, eta: 10:25:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 1.2376, loss: 1.2376 +2023-12-25 00:02:32,215 - pyskl - INFO - Saving checkpoint at 108 epochs +2023-12-25 00:06:56,915 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 00:06:57,524 - pyskl - INFO - +top1_acc 0.8511 +top5_acc 0.9702 +2023-12-25 00:06:57,529 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_107.pth was removed +2023-12-25 00:06:57,740 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_108.pth. +2023-12-25 00:06:57,741 - pyskl - INFO - Best top1_acc is 0.8511 at 108 epoch. +2023-12-25 00:06:57,766 - pyskl - INFO - Epoch(val) [108][3718] top1_acc: 0.8511, top5_acc: 0.9702 +2023-12-25 00:07:52,537 - pyskl - INFO - Epoch [109][100/3405] lr: 4.526e-03, eta: 10:25:21, time: 0.548, data_time: 0.294, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 1.1755, loss: 1.1755 +2023-12-25 00:08:18,096 - pyskl - INFO - Epoch [109][200/3405] lr: 4.520e-03, eta: 10:24:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 1.1856, loss: 1.1856 +2023-12-25 00:08:43,712 - pyskl - INFO - Epoch [109][300/3405] lr: 4.515e-03, eta: 10:24:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 1.1667, loss: 1.1667 +2023-12-25 00:09:09,170 - pyskl - INFO - Epoch [109][400/3405] lr: 4.509e-03, eta: 10:24:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9969, loss_cls: 1.1905, loss: 1.1905 +2023-12-25 00:09:34,947 - pyskl - INFO - Epoch [109][500/3405] lr: 4.503e-03, eta: 10:23:35, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 1.1803, loss: 1.1803 +2023-12-25 00:10:00,912 - pyskl - INFO - Epoch [109][600/3405] lr: 4.497e-03, eta: 10:23:08, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9988, loss_cls: 1.1628, loss: 1.1628 +2023-12-25 00:10:26,811 - pyskl - INFO - Epoch [109][700/3405] lr: 4.491e-03, eta: 10:22:42, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 1.1702, loss: 1.1702 +2023-12-25 00:10:52,584 - pyskl - INFO - Epoch [109][800/3405] lr: 4.485e-03, eta: 10:22:16, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9981, loss_cls: 1.1728, loss: 1.1728 +2023-12-25 00:11:18,422 - pyskl - INFO - Epoch [109][900/3405] lr: 4.479e-03, eta: 10:21:49, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 1.2030, loss: 1.2030 +2023-12-25 00:11:44,052 - pyskl - INFO - Epoch [109][1000/3405] lr: 4.473e-03, eta: 10:21:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 1.1748, loss: 1.1748 +2023-12-25 00:12:09,907 - pyskl - INFO - Epoch [109][1100/3405] lr: 4.467e-03, eta: 10:20:56, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 1.1984, loss: 1.1984 +2023-12-25 00:12:35,623 - pyskl - INFO - Epoch [109][1200/3405] lr: 4.461e-03, eta: 10:20:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 1.1839, loss: 1.1839 +2023-12-25 00:13:01,371 - pyskl - INFO - Epoch [109][1300/3405] lr: 4.455e-03, eta: 10:20:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 1.2199, loss: 1.2199 +2023-12-25 00:13:26,806 - pyskl - INFO - Epoch [109][1400/3405] lr: 4.450e-03, eta: 10:19:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9981, loss_cls: 1.1937, loss: 1.1937 +2023-12-25 00:13:52,097 - pyskl - INFO - Epoch [109][1500/3405] lr: 4.444e-03, eta: 10:19:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 1.1798, loss: 1.1798 +2023-12-25 00:14:17,633 - pyskl - INFO - Epoch [109][1600/3405] lr: 4.438e-03, eta: 10:18:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 1.2124, loss: 1.2124 +2023-12-25 00:14:43,223 - pyskl - INFO - Epoch [109][1700/3405] lr: 4.432e-03, eta: 10:18:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 1.2142, loss: 1.2142 +2023-12-25 00:15:08,841 - pyskl - INFO - Epoch [109][1800/3405] lr: 4.426e-03, eta: 10:17:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9912, loss_cls: 1.2033, loss: 1.2033 +2023-12-25 00:15:34,376 - pyskl - INFO - Epoch [109][1900/3405] lr: 4.420e-03, eta: 10:17:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 1.2083, loss: 1.2083 +2023-12-25 00:15:59,927 - pyskl - INFO - Epoch [109][2000/3405] lr: 4.414e-03, eta: 10:16:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 1.1871, loss: 1.1871 +2023-12-25 00:16:25,587 - pyskl - INFO - Epoch [109][2100/3405] lr: 4.409e-03, eta: 10:16:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9975, loss_cls: 1.2282, loss: 1.2282 +2023-12-25 00:16:51,103 - pyskl - INFO - Epoch [109][2200/3405] lr: 4.403e-03, eta: 10:16:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 1.2057, loss: 1.2057 +2023-12-25 00:17:16,577 - pyskl - INFO - Epoch [109][2300/3405] lr: 4.397e-03, eta: 10:15:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 1.2180, loss: 1.2180 +2023-12-25 00:17:41,871 - pyskl - INFO - Epoch [109][2400/3405] lr: 4.391e-03, eta: 10:15:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 1.2395, loss: 1.2395 +2023-12-25 00:18:07,281 - pyskl - INFO - Epoch [109][2500/3405] lr: 4.385e-03, eta: 10:14:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 1.2231, loss: 1.2231 +2023-12-25 00:18:32,680 - pyskl - INFO - Epoch [109][2600/3405] lr: 4.379e-03, eta: 10:14:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 1.2153, loss: 1.2153 +2023-12-25 00:18:57,991 - pyskl - INFO - Epoch [109][2700/3405] lr: 4.373e-03, eta: 10:13:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 1.2307, loss: 1.2307 +2023-12-25 00:19:23,527 - pyskl - INFO - Epoch [109][2800/3405] lr: 4.368e-03, eta: 10:13:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 1.2144, loss: 1.2144 +2023-12-25 00:19:48,912 - pyskl - INFO - Epoch [109][2900/3405] lr: 4.362e-03, eta: 10:12:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 1.2068, loss: 1.2068 +2023-12-25 00:20:14,443 - pyskl - INFO - Epoch [109][3000/3405] lr: 4.356e-03, eta: 10:12:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 1.2146, loss: 1.2146 +2023-12-25 00:20:40,032 - pyskl - INFO - Epoch [109][3100/3405] lr: 4.350e-03, eta: 10:12:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 1.2304, loss: 1.2304 +2023-12-25 00:21:05,594 - pyskl - INFO - Epoch [109][3200/3405] lr: 4.344e-03, eta: 10:11:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9938, loss_cls: 1.2451, loss: 1.2451 +2023-12-25 00:21:31,180 - pyskl - INFO - Epoch [109][3300/3405] lr: 4.338e-03, eta: 10:11:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9900, loss_cls: 1.2356, loss: 1.2356 +2023-12-25 00:21:56,874 - pyskl - INFO - Epoch [109][3400/3405] lr: 4.333e-03, eta: 10:10:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 1.1959, loss: 1.1959 +2023-12-25 00:21:58,826 - pyskl - INFO - Saving checkpoint at 109 epochs +2023-12-25 00:26:24,976 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 00:26:25,599 - pyskl - INFO - +top1_acc 0.8467 +top5_acc 0.9694 +2023-12-25 00:26:25,632 - pyskl - INFO - Epoch(val) [109][3718] top1_acc: 0.8467, top5_acc: 0.9694 +2023-12-25 00:27:21,422 - pyskl - INFO - Epoch [110][100/3405] lr: 4.326e-03, eta: 10:10:29, time: 0.558, data_time: 0.301, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 1.1809, loss: 1.1809 +2023-12-25 00:27:47,104 - pyskl - INFO - Epoch [110][200/3405] lr: 4.321e-03, eta: 10:10:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 1.1601, loss: 1.1601 +2023-12-25 00:28:12,699 - pyskl - INFO - Epoch [110][300/3405] lr: 4.315e-03, eta: 10:09:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 1.1830, loss: 1.1830 +2023-12-25 00:28:38,363 - pyskl - INFO - Epoch [110][400/3405] lr: 4.309e-03, eta: 10:09:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 1.1943, loss: 1.1943 +2023-12-25 00:29:04,232 - pyskl - INFO - Epoch [110][500/3405] lr: 4.303e-03, eta: 10:08:43, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 1.1748, loss: 1.1748 +2023-12-25 00:29:30,361 - pyskl - INFO - Epoch [110][600/3405] lr: 4.297e-03, eta: 10:08:17, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 1.1720, loss: 1.1720 +2023-12-25 00:29:55,955 - pyskl - INFO - Epoch [110][700/3405] lr: 4.292e-03, eta: 10:07:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 1.1464, loss: 1.1464 +2023-12-25 00:30:21,641 - pyskl - INFO - Epoch [110][800/3405] lr: 4.286e-03, eta: 10:07:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 1.1825, loss: 1.1825 +2023-12-25 00:30:47,215 - pyskl - INFO - Epoch [110][900/3405] lr: 4.280e-03, eta: 10:06:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9994, loss_cls: 1.1630, loss: 1.1630 +2023-12-25 00:31:12,969 - pyskl - INFO - Epoch [110][1000/3405] lr: 4.274e-03, eta: 10:06:31, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 1.2156, loss: 1.2156 +2023-12-25 00:31:38,574 - pyskl - INFO - Epoch [110][1100/3405] lr: 4.268e-03, eta: 10:06:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 1.1825, loss: 1.1825 +2023-12-25 00:32:04,026 - pyskl - INFO - Epoch [110][1200/3405] lr: 4.263e-03, eta: 10:05:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9969, loss_cls: 1.1931, loss: 1.1931 +2023-12-25 00:32:29,835 - pyskl - INFO - Epoch [110][1300/3405] lr: 4.257e-03, eta: 10:05:12, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9969, loss_cls: 1.1901, loss: 1.1901 +2023-12-25 00:32:55,432 - pyskl - INFO - Epoch [110][1400/3405] lr: 4.251e-03, eta: 10:04:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 1.1534, loss: 1.1534 +2023-12-25 00:33:21,071 - pyskl - INFO - Epoch [110][1500/3405] lr: 4.245e-03, eta: 10:04:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 1.1783, loss: 1.1783 +2023-12-25 00:33:46,945 - pyskl - INFO - Epoch [110][1600/3405] lr: 4.240e-03, eta: 10:03:52, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 1.1895, loss: 1.1895 +2023-12-25 00:34:12,531 - pyskl - INFO - Epoch [110][1700/3405] lr: 4.234e-03, eta: 10:03:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 1.1555, loss: 1.1555 +2023-12-25 00:34:37,965 - pyskl - INFO - Epoch [110][1800/3405] lr: 4.228e-03, eta: 10:02:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 1.1831, loss: 1.1831 +2023-12-25 00:35:03,016 - pyskl - INFO - Epoch [110][1900/3405] lr: 4.222e-03, eta: 10:02:32, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 1.1870, loss: 1.1870 +2023-12-25 00:35:28,049 - pyskl - INFO - Epoch [110][2000/3405] lr: 4.217e-03, eta: 10:02:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9975, loss_cls: 1.1827, loss: 1.1827 +2023-12-25 00:35:53,088 - pyskl - INFO - Epoch [110][2100/3405] lr: 4.211e-03, eta: 10:01:39, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 1.1942, loss: 1.1942 +2023-12-25 00:36:18,146 - pyskl - INFO - Epoch [110][2200/3405] lr: 4.205e-03, eta: 10:01:12, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 1.1723, loss: 1.1723 +2023-12-25 00:36:43,176 - pyskl - INFO - Epoch [110][2300/3405] lr: 4.199e-03, eta: 10:00:46, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 1.2228, loss: 1.2228 +2023-12-25 00:37:08,550 - pyskl - INFO - Epoch [110][2400/3405] lr: 4.194e-03, eta: 10:00:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 1.1860, loss: 1.1860 +2023-12-25 00:37:33,997 - pyskl - INFO - Epoch [110][2500/3405] lr: 4.188e-03, eta: 9:59:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 1.1932, loss: 1.1932 +2023-12-25 00:37:59,414 - pyskl - INFO - Epoch [110][2600/3405] lr: 4.182e-03, eta: 9:59:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 1.1938, loss: 1.1938 +2023-12-25 00:38:24,951 - pyskl - INFO - Epoch [110][2700/3405] lr: 4.176e-03, eta: 9:58:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 1.2050, loss: 1.2050 +2023-12-25 00:38:50,382 - pyskl - INFO - Epoch [110][2800/3405] lr: 4.171e-03, eta: 9:58:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 1.1809, loss: 1.1809 +2023-12-25 00:39:15,774 - pyskl - INFO - Epoch [110][2900/3405] lr: 4.165e-03, eta: 9:58:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 1.2186, loss: 1.2186 +2023-12-25 00:39:41,200 - pyskl - INFO - Epoch [110][3000/3405] lr: 4.159e-03, eta: 9:57:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 1.2146, loss: 1.2146 +2023-12-25 00:40:06,510 - pyskl - INFO - Epoch [110][3100/3405] lr: 4.153e-03, eta: 9:57:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 1.2263, loss: 1.2263 +2023-12-25 00:40:32,328 - pyskl - INFO - Epoch [110][3200/3405] lr: 4.148e-03, eta: 9:56:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 1.2107, loss: 1.2107 +2023-12-25 00:40:57,637 - pyskl - INFO - Epoch [110][3300/3405] lr: 4.142e-03, eta: 9:56:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 1.1989, loss: 1.1989 +2023-12-25 00:41:23,065 - pyskl - INFO - Epoch [110][3400/3405] lr: 4.136e-03, eta: 9:55:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 1.2296, loss: 1.2296 +2023-12-25 00:41:25,137 - pyskl - INFO - Saving checkpoint at 110 epochs +2023-12-25 00:45:51,689 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 00:45:52,320 - pyskl - INFO - +top1_acc 0.8381 +top5_acc 0.9662 +2023-12-25 00:45:52,349 - pyskl - INFO - Epoch(val) [110][3718] top1_acc: 0.8381, top5_acc: 0.9662 +2023-12-25 00:46:47,885 - pyskl - INFO - Epoch [111][100/3405] lr: 4.130e-03, eta: 9:55:36, time: 0.555, data_time: 0.299, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 1.1921, loss: 1.1921 +2023-12-25 00:47:13,700 - pyskl - INFO - Epoch [111][200/3405] lr: 4.125e-03, eta: 9:55:10, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9988, loss_cls: 1.1578, loss: 1.1578 +2023-12-25 00:47:39,505 - pyskl - INFO - Epoch [111][300/3405] lr: 4.119e-03, eta: 9:54:43, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 1.1341, loss: 1.1341 +2023-12-25 00:48:05,213 - pyskl - INFO - Epoch [111][400/3405] lr: 4.113e-03, eta: 9:54:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9988, loss_cls: 1.1605, loss: 1.1605 +2023-12-25 00:48:31,337 - pyskl - INFO - Epoch [111][500/3405] lr: 4.107e-03, eta: 9:53:51, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 1.1612, loss: 1.1612 +2023-12-25 00:48:57,462 - pyskl - INFO - Epoch [111][600/3405] lr: 4.102e-03, eta: 9:53:24, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 1.1760, loss: 1.1760 +2023-12-25 00:49:23,478 - pyskl - INFO - Epoch [111][700/3405] lr: 4.096e-03, eta: 9:52:58, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 1.1669, loss: 1.1669 +2023-12-25 00:49:49,502 - pyskl - INFO - Epoch [111][800/3405] lr: 4.090e-03, eta: 9:52:32, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.1697, loss: 1.1697 +2023-12-25 00:50:15,273 - pyskl - INFO - Epoch [111][900/3405] lr: 4.085e-03, eta: 9:52:05, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 1.1400, loss: 1.1400 +2023-12-25 00:50:41,389 - pyskl - INFO - Epoch [111][1000/3405] lr: 4.079e-03, eta: 9:51:39, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.1686, loss: 1.1686 +2023-12-25 00:51:07,323 - pyskl - INFO - Epoch [111][1100/3405] lr: 4.073e-03, eta: 9:51:13, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 1.1589, loss: 1.1589 +2023-12-25 00:51:32,720 - pyskl - INFO - Epoch [111][1200/3405] lr: 4.068e-03, eta: 9:50:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 1.1944, loss: 1.1944 +2023-12-25 00:51:58,117 - pyskl - INFO - Epoch [111][1300/3405] lr: 4.062e-03, eta: 9:50:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 1.1667, loss: 1.1667 +2023-12-25 00:52:23,939 - pyskl - INFO - Epoch [111][1400/3405] lr: 4.056e-03, eta: 9:49:53, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 1.1913, loss: 1.1913 +2023-12-25 00:52:49,814 - pyskl - INFO - Epoch [111][1500/3405] lr: 4.051e-03, eta: 9:49:27, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 1.1603, loss: 1.1603 +2023-12-25 00:53:15,440 - pyskl - INFO - Epoch [111][1600/3405] lr: 4.045e-03, eta: 9:49:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9925, loss_cls: 1.1695, loss: 1.1695 +2023-12-25 00:53:40,958 - pyskl - INFO - Epoch [111][1700/3405] lr: 4.039e-03, eta: 9:48:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 1.1804, loss: 1.1804 +2023-12-25 00:54:06,402 - pyskl - INFO - Epoch [111][1800/3405] lr: 4.034e-03, eta: 9:48:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 1.1728, loss: 1.1728 +2023-12-25 00:54:31,858 - pyskl - INFO - Epoch [111][1900/3405] lr: 4.028e-03, eta: 9:47:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 1.1792, loss: 1.1792 +2023-12-25 00:54:57,394 - pyskl - INFO - Epoch [111][2000/3405] lr: 4.022e-03, eta: 9:47:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 1.1678, loss: 1.1678 +2023-12-25 00:55:22,830 - pyskl - INFO - Epoch [111][2100/3405] lr: 4.017e-03, eta: 9:46:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 1.1755, loss: 1.1755 +2023-12-25 00:55:48,223 - pyskl - INFO - Epoch [111][2200/3405] lr: 4.011e-03, eta: 9:46:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 1.1867, loss: 1.1867 +2023-12-25 00:56:13,667 - pyskl - INFO - Epoch [111][2300/3405] lr: 4.005e-03, eta: 9:45:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9962, loss_cls: 1.2015, loss: 1.2015 +2023-12-25 00:56:39,081 - pyskl - INFO - Epoch [111][2400/3405] lr: 4.000e-03, eta: 9:45:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9962, loss_cls: 1.2082, loss: 1.2082 +2023-12-25 00:57:04,469 - pyskl - INFO - Epoch [111][2500/3405] lr: 3.994e-03, eta: 9:45:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 1.2026, loss: 1.2026 +2023-12-25 00:57:30,049 - pyskl - INFO - Epoch [111][2600/3405] lr: 3.988e-03, eta: 9:44:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 1.2095, loss: 1.2095 +2023-12-25 00:57:55,539 - pyskl - INFO - Epoch [111][2700/3405] lr: 3.983e-03, eta: 9:44:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 1.1852, loss: 1.1852 +2023-12-25 00:58:21,052 - pyskl - INFO - Epoch [111][2800/3405] lr: 3.977e-03, eta: 9:43:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 1.1861, loss: 1.1861 +2023-12-25 00:58:46,567 - pyskl - INFO - Epoch [111][2900/3405] lr: 3.972e-03, eta: 9:43:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 1.1848, loss: 1.1848 +2023-12-25 00:59:11,964 - pyskl - INFO - Epoch [111][3000/3405] lr: 3.966e-03, eta: 9:42:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 1.1931, loss: 1.1931 +2023-12-25 00:59:37,424 - pyskl - INFO - Epoch [111][3100/3405] lr: 3.960e-03, eta: 9:42:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 1.1541, loss: 1.1541 +2023-12-25 01:00:02,943 - pyskl - INFO - Epoch [111][3200/3405] lr: 3.955e-03, eta: 9:41:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 1.2204, loss: 1.2204 +2023-12-25 01:00:28,491 - pyskl - INFO - Epoch [111][3300/3405] lr: 3.949e-03, eta: 9:41:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 1.1939, loss: 1.1939 +2023-12-25 01:00:53,765 - pyskl - INFO - Epoch [111][3400/3405] lr: 3.943e-03, eta: 9:41:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9969, loss_cls: 1.2005, loss: 1.2005 +2023-12-25 01:00:55,704 - pyskl - INFO - Saving checkpoint at 111 epochs +2023-12-25 01:05:21,010 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 01:05:21,614 - pyskl - INFO - +top1_acc 0.8487 +top5_acc 0.9707 +2023-12-25 01:05:21,639 - pyskl - INFO - Epoch(val) [111][3718] top1_acc: 0.8487, top5_acc: 0.9707 +2023-12-25 01:06:16,316 - pyskl - INFO - Epoch [112][100/3405] lr: 3.938e-03, eta: 9:40:44, time: 0.547, data_time: 0.293, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.1746, loss: 1.1746 +2023-12-25 01:06:41,795 - pyskl - INFO - Epoch [112][200/3405] lr: 3.932e-03, eta: 9:40:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9950, loss_cls: 1.1357, loss: 1.1357 +2023-12-25 01:07:07,695 - pyskl - INFO - Epoch [112][300/3405] lr: 3.926e-03, eta: 9:39:52, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 1.1374, loss: 1.1374 +2023-12-25 01:07:33,711 - pyskl - INFO - Epoch [112][400/3405] lr: 3.921e-03, eta: 9:39:25, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 1.1607, loss: 1.1607 +2023-12-25 01:07:59,545 - pyskl - INFO - Epoch [112][500/3405] lr: 3.915e-03, eta: 9:38:59, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 1.1564, loss: 1.1564 +2023-12-25 01:08:25,367 - pyskl - INFO - Epoch [112][600/3405] lr: 3.910e-03, eta: 9:38:32, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.1313, loss: 1.1313 +2023-12-25 01:08:51,018 - pyskl - INFO - Epoch [112][700/3405] lr: 3.904e-03, eta: 9:38:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 1.1416, loss: 1.1416 +2023-12-25 01:09:16,849 - pyskl - INFO - Epoch [112][800/3405] lr: 3.898e-03, eta: 9:37:39, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.1461, loss: 1.1461 +2023-12-25 01:09:42,346 - pyskl - INFO - Epoch [112][900/3405] lr: 3.893e-03, eta: 9:37:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 1.1478, loss: 1.1478 +2023-12-25 01:10:08,109 - pyskl - INFO - Epoch [112][1000/3405] lr: 3.887e-03, eta: 9:36:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 1.1650, loss: 1.1650 +2023-12-25 01:10:33,885 - pyskl - INFO - Epoch [112][1100/3405] lr: 3.882e-03, eta: 9:36:20, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9969, loss_cls: 1.1884, loss: 1.1884 +2023-12-25 01:10:59,594 - pyskl - INFO - Epoch [112][1200/3405] lr: 3.876e-03, eta: 9:35:54, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9988, loss_cls: 1.1563, loss: 1.1563 +2023-12-25 01:11:25,218 - pyskl - INFO - Epoch [112][1300/3405] lr: 3.871e-03, eta: 9:35:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 1.1544, loss: 1.1544 +2023-12-25 01:11:50,798 - pyskl - INFO - Epoch [112][1400/3405] lr: 3.865e-03, eta: 9:35:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 1.1561, loss: 1.1561 +2023-12-25 01:12:16,381 - pyskl - INFO - Epoch [112][1500/3405] lr: 3.860e-03, eta: 9:34:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 1.1777, loss: 1.1777 +2023-12-25 01:12:41,910 - pyskl - INFO - Epoch [112][1600/3405] lr: 3.854e-03, eta: 9:34:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 1.1711, loss: 1.1711 +2023-12-25 01:13:07,380 - pyskl - INFO - Epoch [112][1700/3405] lr: 3.848e-03, eta: 9:33:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 1.1740, loss: 1.1740 +2023-12-25 01:13:33,029 - pyskl - INFO - Epoch [112][1800/3405] lr: 3.843e-03, eta: 9:33:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 1.1908, loss: 1.1908 +2023-12-25 01:13:58,291 - pyskl - INFO - Epoch [112][1900/3405] lr: 3.837e-03, eta: 9:32:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 1.1749, loss: 1.1749 +2023-12-25 01:14:23,343 - pyskl - INFO - Epoch [112][2000/3405] lr: 3.832e-03, eta: 9:32:21, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 1.1882, loss: 1.1882 +2023-12-25 01:14:48,786 - pyskl - INFO - Epoch [112][2100/3405] lr: 3.826e-03, eta: 9:31:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 1.1615, loss: 1.1615 +2023-12-25 01:15:14,236 - pyskl - INFO - Epoch [112][2200/3405] lr: 3.821e-03, eta: 9:31:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9931, loss_cls: 1.1783, loss: 1.1783 +2023-12-25 01:15:39,614 - pyskl - INFO - Epoch [112][2300/3405] lr: 3.815e-03, eta: 9:31:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 1.1808, loss: 1.1808 +2023-12-25 01:16:04,910 - pyskl - INFO - Epoch [112][2400/3405] lr: 3.810e-03, eta: 9:30:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9975, loss_cls: 1.1825, loss: 1.1825 +2023-12-25 01:16:30,349 - pyskl - INFO - Epoch [112][2500/3405] lr: 3.804e-03, eta: 9:30:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 1.1746, loss: 1.1746 +2023-12-25 01:16:55,960 - pyskl - INFO - Epoch [112][2600/3405] lr: 3.799e-03, eta: 9:29:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 1.1633, loss: 1.1633 +2023-12-25 01:17:21,357 - pyskl - INFO - Epoch [112][2700/3405] lr: 3.793e-03, eta: 9:29:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 1.1778, loss: 1.1778 +2023-12-25 01:17:47,093 - pyskl - INFO - Epoch [112][2800/3405] lr: 3.788e-03, eta: 9:28:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 1.2113, loss: 1.2113 +2023-12-25 01:18:12,545 - pyskl - INFO - Epoch [112][2900/3405] lr: 3.782e-03, eta: 9:28:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9969, loss_cls: 1.2123, loss: 1.2123 +2023-12-25 01:18:37,706 - pyskl - INFO - Epoch [112][3000/3405] lr: 3.777e-03, eta: 9:27:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 1.2264, loss: 1.2264 +2023-12-25 01:19:02,755 - pyskl - INFO - Epoch [112][3100/3405] lr: 3.771e-03, eta: 9:27:29, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 1.1827, loss: 1.1827 +2023-12-25 01:19:27,824 - pyskl - INFO - Epoch [112][3200/3405] lr: 3.766e-03, eta: 9:27:03, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 1.1617, loss: 1.1617 +2023-12-25 01:19:53,008 - pyskl - INFO - Epoch [112][3300/3405] lr: 3.760e-03, eta: 9:26:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 1.1874, loss: 1.1874 +2023-12-25 01:20:18,339 - pyskl - INFO - Epoch [112][3400/3405] lr: 3.755e-03, eta: 9:26:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 1.1674, loss: 1.1674 +2023-12-25 01:20:20,308 - pyskl - INFO - Saving checkpoint at 112 epochs +2023-12-25 01:24:45,876 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 01:24:46,512 - pyskl - INFO - +top1_acc 0.8496 +top5_acc 0.9694 +2023-12-25 01:24:46,540 - pyskl - INFO - Epoch(val) [112][3718] top1_acc: 0.8496, top5_acc: 0.9694 +2023-12-25 01:25:42,549 - pyskl - INFO - Epoch [113][100/3405] lr: 3.749e-03, eta: 9:25:52, time: 0.560, data_time: 0.303, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 1.1753, loss: 1.1753 +2023-12-25 01:26:08,199 - pyskl - INFO - Epoch [113][200/3405] lr: 3.743e-03, eta: 9:25:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 1.1311, loss: 1.1311 +2023-12-25 01:26:34,162 - pyskl - INFO - Epoch [113][300/3405] lr: 3.738e-03, eta: 9:24:59, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 1.1598, loss: 1.1598 +2023-12-25 01:26:59,903 - pyskl - INFO - Epoch [113][400/3405] lr: 3.732e-03, eta: 9:24:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 1.1375, loss: 1.1375 +2023-12-25 01:27:25,916 - pyskl - INFO - Epoch [113][500/3405] lr: 3.727e-03, eta: 9:24:06, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 1.1429, loss: 1.1429 +2023-12-25 01:27:51,936 - pyskl - INFO - Epoch [113][600/3405] lr: 3.721e-03, eta: 9:23:40, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.1375, loss: 1.1375 +2023-12-25 01:28:17,995 - pyskl - INFO - Epoch [113][700/3405] lr: 3.716e-03, eta: 9:23:13, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.1088, loss: 1.1088 +2023-12-25 01:28:44,220 - pyskl - INFO - Epoch [113][800/3405] lr: 3.710e-03, eta: 9:22:47, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 1.1498, loss: 1.1498 +2023-12-25 01:29:10,133 - pyskl - INFO - Epoch [113][900/3405] lr: 3.705e-03, eta: 9:22:21, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9969, loss_cls: 1.1687, loss: 1.1687 +2023-12-25 01:29:35,924 - pyskl - INFO - Epoch [113][1000/3405] lr: 3.699e-03, eta: 9:21:54, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.1524, loss: 1.1524 +2023-12-25 01:30:01,939 - pyskl - INFO - Epoch [113][1100/3405] lr: 3.694e-03, eta: 9:21:28, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 1.1518, loss: 1.1518 +2023-12-25 01:30:27,633 - pyskl - INFO - Epoch [113][1200/3405] lr: 3.689e-03, eta: 9:21:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 1.1474, loss: 1.1474 +2023-12-25 01:30:53,089 - pyskl - INFO - Epoch [113][1300/3405] lr: 3.683e-03, eta: 9:20:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 1.1328, loss: 1.1328 +2023-12-25 01:31:18,999 - pyskl - INFO - Epoch [113][1400/3405] lr: 3.678e-03, eta: 9:20:09, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.1218, loss: 1.1218 +2023-12-25 01:31:44,488 - pyskl - INFO - Epoch [113][1500/3405] lr: 3.672e-03, eta: 9:19:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.1610, loss: 1.1610 +2023-12-25 01:32:09,927 - pyskl - INFO - Epoch [113][1600/3405] lr: 3.667e-03, eta: 9:19:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.1425, loss: 1.1425 +2023-12-25 01:32:35,494 - pyskl - INFO - Epoch [113][1700/3405] lr: 3.661e-03, eta: 9:18:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 1.1529, loss: 1.1529 +2023-12-25 01:33:01,263 - pyskl - INFO - Epoch [113][1800/3405] lr: 3.656e-03, eta: 9:18:23, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 1.1526, loss: 1.1526 +2023-12-25 01:33:26,685 - pyskl - INFO - Epoch [113][1900/3405] lr: 3.650e-03, eta: 9:17:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.1523, loss: 1.1523 +2023-12-25 01:33:52,151 - pyskl - INFO - Epoch [113][2000/3405] lr: 3.645e-03, eta: 9:17:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 1.1399, loss: 1.1399 +2023-12-25 01:34:17,636 - pyskl - INFO - Epoch [113][2100/3405] lr: 3.640e-03, eta: 9:17:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9931, loss_cls: 1.1577, loss: 1.1577 +2023-12-25 01:34:43,107 - pyskl - INFO - Epoch [113][2200/3405] lr: 3.634e-03, eta: 9:16:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 1.1810, loss: 1.1810 +2023-12-25 01:35:08,614 - pyskl - INFO - Epoch [113][2300/3405] lr: 3.629e-03, eta: 9:16:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 1.1717, loss: 1.1717 +2023-12-25 01:35:34,281 - pyskl - INFO - Epoch [113][2400/3405] lr: 3.623e-03, eta: 9:15:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 1.1724, loss: 1.1724 +2023-12-25 01:35:59,954 - pyskl - INFO - Epoch [113][2500/3405] lr: 3.618e-03, eta: 9:15:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 1.1786, loss: 1.1786 +2023-12-25 01:36:25,466 - pyskl - INFO - Epoch [113][2600/3405] lr: 3.613e-03, eta: 9:14:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 1.1448, loss: 1.1448 +2023-12-25 01:36:51,018 - pyskl - INFO - Epoch [113][2700/3405] lr: 3.607e-03, eta: 9:14:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 1.1510, loss: 1.1510 +2023-12-25 01:37:16,979 - pyskl - INFO - Epoch [113][2800/3405] lr: 3.602e-03, eta: 9:13:58, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 1.1408, loss: 1.1408 +2023-12-25 01:37:42,589 - pyskl - INFO - Epoch [113][2900/3405] lr: 3.596e-03, eta: 9:13:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.1419, loss: 1.1419 +2023-12-25 01:38:08,079 - pyskl - INFO - Epoch [113][3000/3405] lr: 3.591e-03, eta: 9:13:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 1.1779, loss: 1.1779 +2023-12-25 01:38:33,169 - pyskl - INFO - Epoch [113][3100/3405] lr: 3.586e-03, eta: 9:12:38, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 1.2024, loss: 1.2024 +2023-12-25 01:38:58,488 - pyskl - INFO - Epoch [113][3200/3405] lr: 3.580e-03, eta: 9:12:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.1525, loss: 1.1525 +2023-12-25 01:39:23,941 - pyskl - INFO - Epoch [113][3300/3405] lr: 3.575e-03, eta: 9:11:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9981, loss_cls: 1.1609, loss: 1.1609 +2023-12-25 01:39:49,573 - pyskl - INFO - Epoch [113][3400/3405] lr: 3.569e-03, eta: 9:11:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 1.1676, loss: 1.1676 +2023-12-25 01:39:51,620 - pyskl - INFO - Saving checkpoint at 113 epochs +2023-12-25 01:44:17,339 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 01:44:17,952 - pyskl - INFO - +top1_acc 0.8601 +top5_acc 0.9726 +2023-12-25 01:44:17,957 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_108.pth was removed +2023-12-25 01:44:18,168 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. +2023-12-25 01:44:18,169 - pyskl - INFO - Best top1_acc is 0.8601 at 113 epoch. +2023-12-25 01:44:18,195 - pyskl - INFO - Epoch(val) [113][3718] top1_acc: 0.8601, top5_acc: 0.9726 +2023-12-25 01:45:11,696 - pyskl - INFO - Epoch [114][100/3405] lr: 3.564e-03, eta: 9:11:00, time: 0.535, data_time: 0.280, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.1437, loss: 1.1437 +2023-12-25 01:45:37,216 - pyskl - INFO - Epoch [114][200/3405] lr: 3.558e-03, eta: 9:10:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.1221, loss: 1.1221 +2023-12-25 01:46:02,971 - pyskl - INFO - Epoch [114][300/3405] lr: 3.553e-03, eta: 9:10:07, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 1.1383, loss: 1.1383 +2023-12-25 01:46:28,851 - pyskl - INFO - Epoch [114][400/3405] lr: 3.548e-03, eta: 9:09:40, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.1131, loss: 1.1131 +2023-12-25 01:46:54,783 - pyskl - INFO - Epoch [114][500/3405] lr: 3.542e-03, eta: 9:09:14, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.1173, loss: 1.1173 +2023-12-25 01:47:20,285 - pyskl - INFO - Epoch [114][600/3405] lr: 3.537e-03, eta: 9:08:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 1.1471, loss: 1.1471 +2023-12-25 01:47:46,103 - pyskl - INFO - Epoch [114][700/3405] lr: 3.532e-03, eta: 9:08:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.0961, loss: 1.0961 +2023-12-25 01:48:11,752 - pyskl - INFO - Epoch [114][800/3405] lr: 3.526e-03, eta: 9:07:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 1.1398, loss: 1.1398 +2023-12-25 01:48:36,812 - pyskl - INFO - Epoch [114][900/3405] lr: 3.521e-03, eta: 9:07:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.1201, loss: 1.1201 +2023-12-25 01:49:02,101 - pyskl - INFO - Epoch [114][1000/3405] lr: 3.516e-03, eta: 9:07:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.1378, loss: 1.1378 +2023-12-25 01:49:27,608 - pyskl - INFO - Epoch [114][1100/3405] lr: 3.510e-03, eta: 9:06:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9994, loss_cls: 1.1160, loss: 1.1160 +2023-12-25 01:49:53,214 - pyskl - INFO - Epoch [114][1200/3405] lr: 3.505e-03, eta: 9:06:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9994, loss_cls: 1.1335, loss: 1.1335 +2023-12-25 01:50:18,788 - pyskl - INFO - Epoch [114][1300/3405] lr: 3.499e-03, eta: 9:05:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.1403, loss: 1.1403 +2023-12-25 01:50:44,486 - pyskl - INFO - Epoch [114][1400/3405] lr: 3.494e-03, eta: 9:05:15, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 1.1462, loss: 1.1462 +2023-12-25 01:51:10,024 - pyskl - INFO - Epoch [114][1500/3405] lr: 3.489e-03, eta: 9:04:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 1.1525, loss: 1.1525 +2023-12-25 01:51:35,718 - pyskl - INFO - Epoch [114][1600/3405] lr: 3.484e-03, eta: 9:04:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 1.1640, loss: 1.1640 +2023-12-25 01:52:01,322 - pyskl - INFO - Epoch [114][1700/3405] lr: 3.478e-03, eta: 9:03:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.1506, loss: 1.1506 +2023-12-25 01:52:26,961 - pyskl - INFO - Epoch [114][1800/3405] lr: 3.473e-03, eta: 9:03:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.1294, loss: 1.1294 +2023-12-25 01:52:52,330 - pyskl - INFO - Epoch [114][1900/3405] lr: 3.468e-03, eta: 9:03:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 1.1398, loss: 1.1398 +2023-12-25 01:53:17,772 - pyskl - INFO - Epoch [114][2000/3405] lr: 3.462e-03, eta: 9:02:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 1.1727, loss: 1.1727 +2023-12-25 01:53:43,108 - pyskl - INFO - Epoch [114][2100/3405] lr: 3.457e-03, eta: 9:02:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 1.1378, loss: 1.1378 +2023-12-25 01:54:08,177 - pyskl - INFO - Epoch [114][2200/3405] lr: 3.452e-03, eta: 9:01:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 1.1553, loss: 1.1553 +2023-12-25 01:54:33,218 - pyskl - INFO - Epoch [114][2300/3405] lr: 3.446e-03, eta: 9:01:17, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9988, loss_cls: 1.1477, loss: 1.1477 +2023-12-25 01:54:58,835 - pyskl - INFO - Epoch [114][2400/3405] lr: 3.441e-03, eta: 9:00:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.1266, loss: 1.1266 +2023-12-25 01:55:24,542 - pyskl - INFO - Epoch [114][2500/3405] lr: 3.436e-03, eta: 9:00:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 1.1508, loss: 1.1508 +2023-12-25 01:55:49,929 - pyskl - INFO - Epoch [114][2600/3405] lr: 3.430e-03, eta: 8:59:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 1.1523, loss: 1.1523 +2023-12-25 01:56:15,487 - pyskl - INFO - Epoch [114][2700/3405] lr: 3.425e-03, eta: 8:59:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.1340, loss: 1.1340 +2023-12-25 01:56:41,112 - pyskl - INFO - Epoch [114][2800/3405] lr: 3.420e-03, eta: 8:59:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 1.1760, loss: 1.1760 +2023-12-25 01:57:06,526 - pyskl - INFO - Epoch [114][2900/3405] lr: 3.415e-03, eta: 8:58:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 1.1625, loss: 1.1625 +2023-12-25 01:57:32,270 - pyskl - INFO - Epoch [114][3000/3405] lr: 3.409e-03, eta: 8:58:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 1.1715, loss: 1.1715 +2023-12-25 01:57:57,675 - pyskl - INFO - Epoch [114][3100/3405] lr: 3.404e-03, eta: 8:57:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 1.1603, loss: 1.1603 +2023-12-25 01:58:22,745 - pyskl - INFO - Epoch [114][3200/3405] lr: 3.399e-03, eta: 8:57:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 1.1769, loss: 1.1769 +2023-12-25 01:58:47,789 - pyskl - INFO - Epoch [114][3300/3405] lr: 3.393e-03, eta: 8:56:51, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 1.1599, loss: 1.1599 +2023-12-25 01:59:12,822 - pyskl - INFO - Epoch [114][3400/3405] lr: 3.388e-03, eta: 8:56:25, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.1794, loss: 1.1794 +2023-12-25 01:59:14,709 - pyskl - INFO - Saving checkpoint at 114 epochs +2023-12-25 02:03:40,297 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 02:03:41,007 - pyskl - INFO - +top1_acc 0.8574 +top5_acc 0.9721 +2023-12-25 02:03:41,043 - pyskl - INFO - Epoch(val) [114][3718] top1_acc: 0.8574, top5_acc: 0.9721 +2023-12-25 02:04:37,356 - pyskl - INFO - Epoch [115][100/3405] lr: 3.383e-03, eta: 8:56:06, time: 0.563, data_time: 0.305, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 1.1249, loss: 1.1249 +2023-12-25 02:05:03,440 - pyskl - INFO - Epoch [115][200/3405] lr: 3.377e-03, eta: 8:55:40, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 1.1021, loss: 1.1021 +2023-12-25 02:05:29,456 - pyskl - INFO - Epoch [115][300/3405] lr: 3.372e-03, eta: 8:55:14, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 1.1101, loss: 1.1101 +2023-12-25 02:05:55,698 - pyskl - INFO - Epoch [115][400/3405] lr: 3.367e-03, eta: 8:54:47, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.1277, loss: 1.1277 +2023-12-25 02:06:21,657 - pyskl - INFO - Epoch [115][500/3405] lr: 3.362e-03, eta: 8:54:21, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.1344, loss: 1.1344 +2023-12-25 02:06:47,231 - pyskl - INFO - Epoch [115][600/3405] lr: 3.356e-03, eta: 8:53:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.0982, loss: 1.0982 +2023-12-25 02:07:12,725 - pyskl - INFO - Epoch [115][700/3405] lr: 3.351e-03, eta: 8:53:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 1.1237, loss: 1.1237 +2023-12-25 02:07:38,255 - pyskl - INFO - Epoch [115][800/3405] lr: 3.346e-03, eta: 8:53:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.1180, loss: 1.1180 +2023-12-25 02:08:03,866 - pyskl - INFO - Epoch [115][900/3405] lr: 3.341e-03, eta: 8:52:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9956, loss_cls: 1.1213, loss: 1.1213 +2023-12-25 02:08:29,383 - pyskl - INFO - Epoch [115][1000/3405] lr: 3.335e-03, eta: 8:52:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.1389, loss: 1.1389 +2023-12-25 02:08:55,138 - pyskl - INFO - Epoch [115][1100/3405] lr: 3.330e-03, eta: 8:51:42, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 1.1196, loss: 1.1196 +2023-12-25 02:09:20,691 - pyskl - INFO - Epoch [115][1200/3405] lr: 3.325e-03, eta: 8:51:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 1.1146, loss: 1.1146 +2023-12-25 02:09:46,314 - pyskl - INFO - Epoch [115][1300/3405] lr: 3.320e-03, eta: 8:50:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9994, loss_cls: 1.1249, loss: 1.1249 +2023-12-25 02:10:11,944 - pyskl - INFO - Epoch [115][1400/3405] lr: 3.315e-03, eta: 8:50:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.1285, loss: 1.1285 +2023-12-25 02:10:37,670 - pyskl - INFO - Epoch [115][1500/3405] lr: 3.309e-03, eta: 8:49:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 1.1321, loss: 1.1321 +2023-12-25 02:11:03,038 - pyskl - INFO - Epoch [115][1600/3405] lr: 3.304e-03, eta: 8:49:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 1.1224, loss: 1.1224 +2023-12-25 02:11:28,122 - pyskl - INFO - Epoch [115][1700/3405] lr: 3.299e-03, eta: 8:49:03, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 1.1385, loss: 1.1385 +2023-12-25 02:11:53,529 - pyskl - INFO - Epoch [115][1800/3405] lr: 3.294e-03, eta: 8:48:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.1127, loss: 1.1127 +2023-12-25 02:12:19,008 - pyskl - INFO - Epoch [115][1900/3405] lr: 3.289e-03, eta: 8:48:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 1.1440, loss: 1.1440 +2023-12-25 02:12:44,606 - pyskl - INFO - Epoch [115][2000/3405] lr: 3.283e-03, eta: 8:47:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.1321, loss: 1.1321 +2023-12-25 02:13:10,005 - pyskl - INFO - Epoch [115][2100/3405] lr: 3.278e-03, eta: 8:47:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 1.1531, loss: 1.1531 +2023-12-25 02:13:35,336 - pyskl - INFO - Epoch [115][2200/3405] lr: 3.273e-03, eta: 8:46:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 1.1367, loss: 1.1367 +2023-12-25 02:14:00,625 - pyskl - INFO - Epoch [115][2300/3405] lr: 3.268e-03, eta: 8:46:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 1.1450, loss: 1.1450 +2023-12-25 02:14:25,978 - pyskl - INFO - Epoch [115][2400/3405] lr: 3.263e-03, eta: 8:45:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9988, loss_cls: 1.1452, loss: 1.1452 +2023-12-25 02:14:51,619 - pyskl - INFO - Epoch [115][2500/3405] lr: 3.257e-03, eta: 8:45:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 1.1490, loss: 1.1490 +2023-12-25 02:15:16,980 - pyskl - INFO - Epoch [115][2600/3405] lr: 3.252e-03, eta: 8:45:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.1155, loss: 1.1155 +2023-12-25 02:15:42,371 - pyskl - INFO - Epoch [115][2700/3405] lr: 3.247e-03, eta: 8:44:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 1.1409, loss: 1.1409 +2023-12-25 02:16:07,779 - pyskl - INFO - Epoch [115][2800/3405] lr: 3.242e-03, eta: 8:44:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 1.1502, loss: 1.1502 +2023-12-25 02:16:33,157 - pyskl - INFO - Epoch [115][2900/3405] lr: 3.237e-03, eta: 8:43:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.1314, loss: 1.1314 +2023-12-25 02:16:58,913 - pyskl - INFO - Epoch [115][3000/3405] lr: 3.232e-03, eta: 8:43:19, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 1.1162, loss: 1.1162 +2023-12-25 02:17:24,419 - pyskl - INFO - Epoch [115][3100/3405] lr: 3.226e-03, eta: 8:42:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 1.1265, loss: 1.1265 +2023-12-25 02:17:50,007 - pyskl - INFO - Epoch [115][3200/3405] lr: 3.221e-03, eta: 8:42:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 1.1555, loss: 1.1555 +2023-12-25 02:18:15,273 - pyskl - INFO - Epoch [115][3300/3405] lr: 3.216e-03, eta: 8:41:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 1.1542, loss: 1.1542 +2023-12-25 02:18:40,547 - pyskl - INFO - Epoch [115][3400/3405] lr: 3.211e-03, eta: 8:41:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 1.1598, loss: 1.1598 +2023-12-25 02:18:42,585 - pyskl - INFO - Saving checkpoint at 115 epochs +2023-12-25 02:23:08,795 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 02:23:09,585 - pyskl - INFO - +top1_acc 0.8537 +top5_acc 0.9710 +2023-12-25 02:23:09,616 - pyskl - INFO - Epoch(val) [115][3718] top1_acc: 0.8537, top5_acc: 0.9710 +2023-12-25 02:24:05,474 - pyskl - INFO - Epoch [116][100/3405] lr: 3.206e-03, eta: 8:41:13, time: 0.558, data_time: 0.302, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 1.1251, loss: 1.1251 +2023-12-25 02:24:31,446 - pyskl - INFO - Epoch [116][200/3405] lr: 3.200e-03, eta: 8:40:47, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.1164, loss: 1.1164 +2023-12-25 02:24:57,500 - pyskl - INFO - Epoch [116][300/3405] lr: 3.195e-03, eta: 8:40:21, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.1095, loss: 1.1095 +2023-12-25 02:25:23,542 - pyskl - INFO - Epoch [116][400/3405] lr: 3.190e-03, eta: 8:39:54, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.0784, loss: 1.0784 +2023-12-25 02:25:49,648 - pyskl - INFO - Epoch [116][500/3405] lr: 3.185e-03, eta: 8:39:28, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.0958, loss: 1.0958 +2023-12-25 02:26:15,672 - pyskl - INFO - Epoch [116][600/3405] lr: 3.180e-03, eta: 8:39:02, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.1171, loss: 1.1171 +2023-12-25 02:26:41,829 - pyskl - INFO - Epoch [116][700/3405] lr: 3.175e-03, eta: 8:38:36, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.0891, loss: 1.0891 +2023-12-25 02:27:07,698 - pyskl - INFO - Epoch [116][800/3405] lr: 3.170e-03, eta: 8:38:09, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.0932, loss: 1.0932 +2023-12-25 02:27:33,585 - pyskl - INFO - Epoch [116][900/3405] lr: 3.165e-03, eta: 8:37:43, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.1187, loss: 1.1187 +2023-12-25 02:27:59,247 - pyskl - INFO - Epoch [116][1000/3405] lr: 3.159e-03, eta: 8:37:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.1056, loss: 1.1056 +2023-12-25 02:28:25,680 - pyskl - INFO - Epoch [116][1100/3405] lr: 3.154e-03, eta: 8:36:50, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9994, loss_cls: 1.1337, loss: 1.1337 +2023-12-25 02:28:51,543 - pyskl - INFO - Epoch [116][1200/3405] lr: 3.149e-03, eta: 8:36:24, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.1013, loss: 1.1013 +2023-12-25 02:29:17,252 - pyskl - INFO - Epoch [116][1300/3405] lr: 3.144e-03, eta: 8:35:57, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 1.1163, loss: 1.1163 +2023-12-25 02:29:42,728 - pyskl - INFO - Epoch [116][1400/3405] lr: 3.139e-03, eta: 8:35:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.1275, loss: 1.1275 +2023-12-25 02:30:08,320 - pyskl - INFO - Epoch [116][1500/3405] lr: 3.134e-03, eta: 8:35:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.1119, loss: 1.1119 +2023-12-25 02:30:34,119 - pyskl - INFO - Epoch [116][1600/3405] lr: 3.129e-03, eta: 8:34:38, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 1.1402, loss: 1.1402 +2023-12-25 02:30:59,586 - pyskl - INFO - Epoch [116][1700/3405] lr: 3.124e-03, eta: 8:34:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 1.1477, loss: 1.1477 +2023-12-25 02:31:25,293 - pyskl - INFO - Epoch [116][1800/3405] lr: 3.119e-03, eta: 8:33:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.1075, loss: 1.1075 +2023-12-25 02:31:50,832 - pyskl - INFO - Epoch [116][1900/3405] lr: 3.114e-03, eta: 8:33:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 1.1311, loss: 1.1311 +2023-12-25 02:32:16,272 - pyskl - INFO - Epoch [116][2000/3405] lr: 3.109e-03, eta: 8:32:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 1.1345, loss: 1.1345 +2023-12-25 02:32:41,661 - pyskl - INFO - Epoch [116][2100/3405] lr: 3.103e-03, eta: 8:32:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 1.1535, loss: 1.1535 +2023-12-25 02:33:06,928 - pyskl - INFO - Epoch [116][2200/3405] lr: 3.098e-03, eta: 8:31:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.1392, loss: 1.1392 +2023-12-25 02:33:32,510 - pyskl - INFO - Epoch [116][2300/3405] lr: 3.093e-03, eta: 8:31:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 1.1562, loss: 1.1562 +2023-12-25 02:33:57,981 - pyskl - INFO - Epoch [116][2400/3405] lr: 3.088e-03, eta: 8:31:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 1.1437, loss: 1.1437 +2023-12-25 02:34:23,520 - pyskl - INFO - Epoch [116][2500/3405] lr: 3.083e-03, eta: 8:30:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.1241, loss: 1.1241 +2023-12-25 02:34:49,020 - pyskl - INFO - Epoch [116][2600/3405] lr: 3.078e-03, eta: 8:30:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.1067, loss: 1.1067 +2023-12-25 02:35:14,421 - pyskl - INFO - Epoch [116][2700/3405] lr: 3.073e-03, eta: 8:29:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 1.1606, loss: 1.1606 +2023-12-25 02:35:40,158 - pyskl - INFO - Epoch [116][2800/3405] lr: 3.068e-03, eta: 8:29:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.1591, loss: 1.1591 +2023-12-25 02:36:05,720 - pyskl - INFO - Epoch [116][2900/3405] lr: 3.063e-03, eta: 8:28:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.1247, loss: 1.1247 +2023-12-25 02:36:31,156 - pyskl - INFO - Epoch [116][3000/3405] lr: 3.058e-03, eta: 8:28:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 1.1444, loss: 1.1444 +2023-12-25 02:36:56,581 - pyskl - INFO - Epoch [116][3100/3405] lr: 3.053e-03, eta: 8:28:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 1.1293, loss: 1.1293 +2023-12-25 02:37:22,105 - pyskl - INFO - Epoch [116][3200/3405] lr: 3.048e-03, eta: 8:27:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 1.1431, loss: 1.1431 +2023-12-25 02:37:47,391 - pyskl - INFO - Epoch [116][3300/3405] lr: 3.043e-03, eta: 8:27:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9988, loss_cls: 1.1394, loss: 1.1394 +2023-12-25 02:38:12,653 - pyskl - INFO - Epoch [116][3400/3405] lr: 3.038e-03, eta: 8:26:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 1.1402, loss: 1.1402 +2023-12-25 02:38:14,567 - pyskl - INFO - Saving checkpoint at 116 epochs +2023-12-25 02:42:40,613 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 02:42:41,268 - pyskl - INFO - +top1_acc 0.8634 +top5_acc 0.9733 +2023-12-25 02:42:41,275 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_113.pth was removed +2023-12-25 02:42:41,519 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_116.pth. +2023-12-25 02:42:41,520 - pyskl - INFO - Best top1_acc is 0.8634 at 116 epoch. +2023-12-25 02:42:41,552 - pyskl - INFO - Epoch(val) [116][3718] top1_acc: 0.8634, top5_acc: 0.9733 +2023-12-25 02:43:36,651 - pyskl - INFO - Epoch [117][100/3405] lr: 3.033e-03, eta: 8:26:22, time: 0.551, data_time: 0.297, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.0984, loss: 1.0984 +2023-12-25 02:44:02,302 - pyskl - INFO - Epoch [117][200/3405] lr: 3.028e-03, eta: 8:25:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.0949, loss: 1.0949 +2023-12-25 02:44:28,021 - pyskl - INFO - Epoch [117][300/3405] lr: 3.023e-03, eta: 8:25:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.0991, loss: 1.0991 +2023-12-25 02:44:53,486 - pyskl - INFO - Epoch [117][400/3405] lr: 3.018e-03, eta: 8:25:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 1.0895, loss: 1.0895 +2023-12-25 02:45:19,240 - pyskl - INFO - Epoch [117][500/3405] lr: 3.013e-03, eta: 8:24:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 1.0857, loss: 1.0857 +2023-12-25 02:45:45,166 - pyskl - INFO - Epoch [117][600/3405] lr: 3.008e-03, eta: 8:24:09, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.1010, loss: 1.1010 +2023-12-25 02:46:10,822 - pyskl - INFO - Epoch [117][700/3405] lr: 3.003e-03, eta: 8:23:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.0916, loss: 1.0916 +2023-12-25 02:46:36,495 - pyskl - INFO - Epoch [117][800/3405] lr: 2.998e-03, eta: 8:23:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 1.1092, loss: 1.1092 +2023-12-25 02:47:01,980 - pyskl - INFO - Epoch [117][900/3405] lr: 2.993e-03, eta: 8:22:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.1164, loss: 1.1164 +2023-12-25 02:47:27,731 - pyskl - INFO - Epoch [117][1000/3405] lr: 2.988e-03, eta: 8:22:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 1.1176, loss: 1.1176 +2023-12-25 02:47:53,462 - pyskl - INFO - Epoch [117][1100/3405] lr: 2.983e-03, eta: 8:21:57, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.1031, loss: 1.1031 +2023-12-25 02:48:19,150 - pyskl - INFO - Epoch [117][1200/3405] lr: 2.978e-03, eta: 8:21:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.0979, loss: 1.0979 +2023-12-25 02:48:44,957 - pyskl - INFO - Epoch [117][1300/3405] lr: 2.973e-03, eta: 8:21:04, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.1215, loss: 1.1215 +2023-12-25 02:49:10,009 - pyskl - INFO - Epoch [117][1400/3405] lr: 2.968e-03, eta: 8:20:38, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 1.1028, loss: 1.1028 +2023-12-25 02:49:35,037 - pyskl - INFO - Epoch [117][1500/3405] lr: 2.963e-03, eta: 8:20:11, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.1083, loss: 1.1083 +2023-12-25 02:50:00,083 - pyskl - INFO - Epoch [117][1600/3405] lr: 2.958e-03, eta: 8:19:44, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.1214, loss: 1.1214 +2023-12-25 02:50:25,199 - pyskl - INFO - Epoch [117][1700/3405] lr: 2.953e-03, eta: 8:19:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.1040, loss: 1.1040 +2023-12-25 02:50:50,796 - pyskl - INFO - Epoch [117][1800/3405] lr: 2.948e-03, eta: 8:18:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 1.1092, loss: 1.1092 +2023-12-25 02:51:16,054 - pyskl - INFO - Epoch [117][1900/3405] lr: 2.943e-03, eta: 8:18:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 1.0943, loss: 1.0943 +2023-12-25 02:51:41,306 - pyskl - INFO - Epoch [117][2000/3405] lr: 2.938e-03, eta: 8:17:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.1023, loss: 1.1023 +2023-12-25 02:52:06,555 - pyskl - INFO - Epoch [117][2100/3405] lr: 2.933e-03, eta: 8:17:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9950, loss_cls: 1.1290, loss: 1.1290 +2023-12-25 02:52:32,059 - pyskl - INFO - Epoch [117][2200/3405] lr: 2.928e-03, eta: 8:17:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.1033, loss: 1.1033 +2023-12-25 02:52:57,598 - pyskl - INFO - Epoch [117][2300/3405] lr: 2.923e-03, eta: 8:16:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9994, loss_cls: 1.1207, loss: 1.1207 +2023-12-25 02:53:22,599 - pyskl - INFO - Epoch [117][2400/3405] lr: 2.918e-03, eta: 8:16:12, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 1.1192, loss: 1.1192 +2023-12-25 02:53:47,573 - pyskl - INFO - Epoch [117][2500/3405] lr: 2.913e-03, eta: 8:15:46, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.1178, loss: 1.1178 +2023-12-25 02:54:12,563 - pyskl - INFO - Epoch [117][2600/3405] lr: 2.908e-03, eta: 8:15:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.1247, loss: 1.1247 +2023-12-25 02:54:37,546 - pyskl - INFO - Epoch [117][2700/3405] lr: 2.903e-03, eta: 8:14:52, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.1178, loss: 1.1178 +2023-12-25 02:55:02,624 - pyskl - INFO - Epoch [117][2800/3405] lr: 2.898e-03, eta: 8:14:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 1.1223, loss: 1.1223 +2023-12-25 02:55:28,134 - pyskl - INFO - Epoch [117][2900/3405] lr: 2.893e-03, eta: 8:13:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 1.1454, loss: 1.1454 +2023-12-25 02:55:53,550 - pyskl - INFO - Epoch [117][3000/3405] lr: 2.889e-03, eta: 8:13:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 1.1327, loss: 1.1327 +2023-12-25 02:56:18,959 - pyskl - INFO - Epoch [117][3100/3405] lr: 2.884e-03, eta: 8:13:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.1207, loss: 1.1207 +2023-12-25 02:56:44,463 - pyskl - INFO - Epoch [117][3200/3405] lr: 2.879e-03, eta: 8:12:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.1283, loss: 1.1283 +2023-12-25 02:57:09,812 - pyskl - INFO - Epoch [117][3300/3405] lr: 2.874e-03, eta: 8:12:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 1.1285, loss: 1.1285 +2023-12-25 02:57:35,219 - pyskl - INFO - Epoch [117][3400/3405] lr: 2.869e-03, eta: 8:11:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 1.1180, loss: 1.1180 +2023-12-25 02:57:37,328 - pyskl - INFO - Saving checkpoint at 117 epochs +2023-12-25 03:02:02,194 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 03:02:02,843 - pyskl - INFO - +top1_acc 0.8496 +top5_acc 0.9683 +2023-12-25 03:02:02,872 - pyskl - INFO - Epoch(val) [117][3718] top1_acc: 0.8496, top5_acc: 0.9683 +2023-12-25 03:02:58,477 - pyskl - INFO - Epoch [118][100/3405] lr: 2.864e-03, eta: 8:11:27, time: 0.556, data_time: 0.299, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.1063, loss: 1.1063 +2023-12-25 03:03:24,285 - pyskl - INFO - Epoch [118][200/3405] lr: 2.859e-03, eta: 8:11:01, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 1.0859, loss: 1.0859 +2023-12-25 03:03:50,159 - pyskl - INFO - Epoch [118][300/3405] lr: 2.854e-03, eta: 8:10:34, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.1035, loss: 1.1035 +2023-12-25 03:04:16,297 - pyskl - INFO - Epoch [118][400/3405] lr: 2.849e-03, eta: 8:10:08, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.0765, loss: 1.0765 +2023-12-25 03:04:42,632 - pyskl - INFO - Epoch [118][500/3405] lr: 2.844e-03, eta: 8:09:42, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.0968, loss: 1.0968 +2023-12-25 03:05:08,650 - pyskl - INFO - Epoch [118][600/3405] lr: 2.839e-03, eta: 8:09:15, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.0942, loss: 1.0942 +2023-12-25 03:05:34,664 - pyskl - INFO - Epoch [118][700/3405] lr: 2.834e-03, eta: 8:08:49, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.0812, loss: 1.0812 +2023-12-25 03:06:00,696 - pyskl - INFO - Epoch [118][800/3405] lr: 2.830e-03, eta: 8:08:23, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 1.0765, loss: 1.0765 +2023-12-25 03:06:26,193 - pyskl - INFO - Epoch [118][900/3405] lr: 2.825e-03, eta: 8:07:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.0755, loss: 1.0755 +2023-12-25 03:06:51,932 - pyskl - INFO - Epoch [118][1000/3405] lr: 2.820e-03, eta: 8:07:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.0883, loss: 1.0883 +2023-12-25 03:07:17,480 - pyskl - INFO - Epoch [118][1100/3405] lr: 2.815e-03, eta: 8:07:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.0966, loss: 1.0966 +2023-12-25 03:07:43,271 - pyskl - INFO - Epoch [118][1200/3405] lr: 2.810e-03, eta: 8:06:37, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.1303, loss: 1.1303 +2023-12-25 03:08:08,441 - pyskl - INFO - Epoch [118][1300/3405] lr: 2.805e-03, eta: 8:06:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 1.0000, loss_cls: 1.1021, loss: 1.1021 +2023-12-25 03:08:33,521 - pyskl - INFO - Epoch [118][1400/3405] lr: 2.800e-03, eta: 8:05:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.0933, loss: 1.0933 +2023-12-25 03:08:58,578 - pyskl - INFO - Epoch [118][1500/3405] lr: 2.796e-03, eta: 8:05:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.1042, loss: 1.1042 +2023-12-25 03:09:23,626 - pyskl - INFO - Epoch [118][1600/3405] lr: 2.791e-03, eta: 8:04:51, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.0868, loss: 1.0868 +2023-12-25 03:09:48,676 - pyskl - INFO - Epoch [118][1700/3405] lr: 2.786e-03, eta: 8:04:24, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.0929, loss: 1.0929 +2023-12-25 03:10:14,184 - pyskl - INFO - Epoch [118][1800/3405] lr: 2.781e-03, eta: 8:03:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 1.0000, loss_cls: 1.0999, loss: 1.0999 +2023-12-25 03:10:39,630 - pyskl - INFO - Epoch [118][1900/3405] lr: 2.776e-03, eta: 8:03:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.1266, loss: 1.1266 +2023-12-25 03:11:05,039 - pyskl - INFO - Epoch [118][2000/3405] lr: 2.771e-03, eta: 8:03:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 1.1075, loss: 1.1075 +2023-12-25 03:11:30,390 - pyskl - INFO - Epoch [118][2100/3405] lr: 2.767e-03, eta: 8:02:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.0951, loss: 1.0951 +2023-12-25 03:11:55,940 - pyskl - INFO - Epoch [118][2200/3405] lr: 2.762e-03, eta: 8:02:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.0789, loss: 1.0789 +2023-12-25 03:12:21,545 - pyskl - INFO - Epoch [118][2300/3405] lr: 2.757e-03, eta: 8:01:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.1079, loss: 1.1079 +2023-12-25 03:12:46,994 - pyskl - INFO - Epoch [118][2400/3405] lr: 2.752e-03, eta: 8:01:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.0959, loss: 1.0959 +2023-12-25 03:13:12,507 - pyskl - INFO - Epoch [118][2500/3405] lr: 2.747e-03, eta: 8:00:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.0930, loss: 1.0930 +2023-12-25 03:13:37,871 - pyskl - INFO - Epoch [118][2600/3405] lr: 2.742e-03, eta: 8:00:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.0902, loss: 1.0902 +2023-12-25 03:14:03,222 - pyskl - INFO - Epoch [118][2700/3405] lr: 2.738e-03, eta: 7:59:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.1089, loss: 1.1089 +2023-12-25 03:14:28,533 - pyskl - INFO - Epoch [118][2800/3405] lr: 2.733e-03, eta: 7:59:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.0961, loss: 1.0961 +2023-12-25 03:14:53,783 - pyskl - INFO - Epoch [118][2900/3405] lr: 2.728e-03, eta: 7:59:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.1200, loss: 1.1200 +2023-12-25 03:15:19,286 - pyskl - INFO - Epoch [118][3000/3405] lr: 2.723e-03, eta: 7:58:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.0985, loss: 1.0985 +2023-12-25 03:15:44,623 - pyskl - INFO - Epoch [118][3100/3405] lr: 2.718e-03, eta: 7:58:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 1.1244, loss: 1.1244 +2023-12-25 03:16:10,099 - pyskl - INFO - Epoch [118][3200/3405] lr: 2.714e-03, eta: 7:57:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.1384, loss: 1.1384 +2023-12-25 03:16:35,124 - pyskl - INFO - Epoch [118][3300/3405] lr: 2.709e-03, eta: 7:57:20, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.1123, loss: 1.1123 +2023-12-25 03:17:00,157 - pyskl - INFO - Epoch [118][3400/3405] lr: 2.704e-03, eta: 7:56:54, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.1112, loss: 1.1112 +2023-12-25 03:17:02,034 - pyskl - INFO - Saving checkpoint at 118 epochs +2023-12-25 03:21:27,213 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 03:21:27,826 - pyskl - INFO - +top1_acc 0.8609 +top5_acc 0.9710 +2023-12-25 03:21:27,851 - pyskl - INFO - Epoch(val) [118][3718] top1_acc: 0.8609, top5_acc: 0.9710 +2023-12-25 03:22:21,370 - pyskl - INFO - Epoch [119][100/3405] lr: 2.699e-03, eta: 7:56:33, time: 0.535, data_time: 0.282, memory: 5236, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.0832, loss: 1.0832 +2023-12-25 03:22:47,081 - pyskl - INFO - Epoch [119][200/3405] lr: 2.694e-03, eta: 7:56:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.0765, loss: 1.0765 +2023-12-25 03:23:12,494 - pyskl - INFO - Epoch [119][300/3405] lr: 2.690e-03, eta: 7:55:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.0826, loss: 1.0826 +2023-12-25 03:23:38,190 - pyskl - INFO - Epoch [119][400/3405] lr: 2.685e-03, eta: 7:55:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.0739, loss: 1.0739 +2023-12-25 03:24:03,905 - pyskl - INFO - Epoch [119][500/3405] lr: 2.680e-03, eta: 7:54:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.0737, loss: 1.0737 +2023-12-25 03:24:29,678 - pyskl - INFO - Epoch [119][600/3405] lr: 2.675e-03, eta: 7:54:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.0564, loss: 1.0564 +2023-12-25 03:24:55,369 - pyskl - INFO - Epoch [119][700/3405] lr: 2.671e-03, eta: 7:53:54, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.0658, loss: 1.0658 +2023-12-25 03:25:20,832 - pyskl - INFO - Epoch [119][800/3405] lr: 2.666e-03, eta: 7:53:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.0709, loss: 1.0709 +2023-12-25 03:25:46,382 - pyskl - INFO - Epoch [119][900/3405] lr: 2.661e-03, eta: 7:53:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.0699, loss: 1.0699 +2023-12-25 03:26:12,042 - pyskl - INFO - Epoch [119][1000/3405] lr: 2.656e-03, eta: 7:52:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 1.0822, loss: 1.0822 +2023-12-25 03:26:37,790 - pyskl - INFO - Epoch [119][1100/3405] lr: 2.652e-03, eta: 7:52:09, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.0975, loss: 1.0975 +2023-12-25 03:27:03,737 - pyskl - INFO - Epoch [119][1200/3405] lr: 2.647e-03, eta: 7:51:42, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.0743, loss: 1.0743 +2023-12-25 03:27:29,586 - pyskl - INFO - Epoch [119][1300/3405] lr: 2.642e-03, eta: 7:51:16, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 1.0926, loss: 1.0926 +2023-12-25 03:27:55,104 - pyskl - INFO - Epoch [119][1400/3405] lr: 2.637e-03, eta: 7:50:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 1.0893, loss: 1.0893 +2023-12-25 03:28:20,775 - pyskl - INFO - Epoch [119][1500/3405] lr: 2.633e-03, eta: 7:50:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.0803, loss: 1.0803 +2023-12-25 03:28:46,151 - pyskl - INFO - Epoch [119][1600/3405] lr: 2.628e-03, eta: 7:49:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.0878, loss: 1.0878 +2023-12-25 03:29:11,396 - pyskl - INFO - Epoch [119][1700/3405] lr: 2.623e-03, eta: 7:49:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 1.0860, loss: 1.0860 +2023-12-25 03:29:36,951 - pyskl - INFO - Epoch [119][1800/3405] lr: 2.619e-03, eta: 7:49:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 1.0864, loss: 1.0864 +2023-12-25 03:30:02,320 - pyskl - INFO - Epoch [119][1900/3405] lr: 2.614e-03, eta: 7:48:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.0771, loss: 1.0771 +2023-12-25 03:30:27,758 - pyskl - INFO - Epoch [119][2000/3405] lr: 2.609e-03, eta: 7:48:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.0854, loss: 1.0854 +2023-12-25 03:30:53,237 - pyskl - INFO - Epoch [119][2100/3405] lr: 2.604e-03, eta: 7:47:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.0894, loss: 1.0894 +2023-12-25 03:31:18,629 - pyskl - INFO - Epoch [119][2200/3405] lr: 2.600e-03, eta: 7:47:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 1.1016, loss: 1.1016 +2023-12-25 03:31:44,098 - pyskl - INFO - Epoch [119][2300/3405] lr: 2.595e-03, eta: 7:46:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.0924, loss: 1.0924 +2023-12-25 03:32:09,508 - pyskl - INFO - Epoch [119][2400/3405] lr: 2.590e-03, eta: 7:46:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.0928, loss: 1.0928 +2023-12-25 03:32:35,128 - pyskl - INFO - Epoch [119][2500/3405] lr: 2.586e-03, eta: 7:45:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.0903, loss: 1.0903 +2023-12-25 03:33:00,159 - pyskl - INFO - Epoch [119][2600/3405] lr: 2.581e-03, eta: 7:45:32, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.1071, loss: 1.1071 +2023-12-25 03:33:25,248 - pyskl - INFO - Epoch [119][2700/3405] lr: 2.576e-03, eta: 7:45:05, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.0926, loss: 1.0926 +2023-12-25 03:33:50,591 - pyskl - INFO - Epoch [119][2800/3405] lr: 2.572e-03, eta: 7:44:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.1147, loss: 1.1147 +2023-12-25 03:34:15,883 - pyskl - INFO - Epoch [119][2900/3405] lr: 2.567e-03, eta: 7:44:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.0852, loss: 1.0852 +2023-12-25 03:34:41,301 - pyskl - INFO - Epoch [119][3000/3405] lr: 2.562e-03, eta: 7:43:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.1012, loss: 1.1012 +2023-12-25 03:35:06,701 - pyskl - INFO - Epoch [119][3100/3405] lr: 2.558e-03, eta: 7:43:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 1.1188, loss: 1.1188 +2023-12-25 03:35:32,111 - pyskl - INFO - Epoch [119][3200/3405] lr: 2.553e-03, eta: 7:42:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 1.0972, loss: 1.0972 +2023-12-25 03:35:57,217 - pyskl - INFO - Epoch [119][3300/3405] lr: 2.548e-03, eta: 7:42:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.1020, loss: 1.1020 +2023-12-25 03:36:22,422 - pyskl - INFO - Epoch [119][3400/3405] lr: 2.544e-03, eta: 7:41:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.1160, loss: 1.1160 +2023-12-25 03:36:24,379 - pyskl - INFO - Saving checkpoint at 119 epochs +2023-12-25 03:40:49,049 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 03:40:49,659 - pyskl - INFO - +top1_acc 0.8610 +top5_acc 0.9719 +2023-12-25 03:40:49,684 - pyskl - INFO - Epoch(val) [119][3718] top1_acc: 0.8610, top5_acc: 0.9719 +2023-12-25 03:41:43,318 - pyskl - INFO - Epoch [120][100/3405] lr: 2.539e-03, eta: 7:41:39, time: 0.536, data_time: 0.282, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.0691, loss: 1.0691 +2023-12-25 03:42:08,921 - pyskl - INFO - Epoch [120][200/3405] lr: 2.534e-03, eta: 7:41:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.0619, loss: 1.0619 +2023-12-25 03:42:34,681 - pyskl - INFO - Epoch [120][300/3405] lr: 2.529e-03, eta: 7:40:46, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.0466, loss: 1.0466 +2023-12-25 03:43:00,351 - pyskl - INFO - Epoch [120][400/3405] lr: 2.525e-03, eta: 7:40:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.0692, loss: 1.0692 +2023-12-25 03:43:26,048 - pyskl - INFO - Epoch [120][500/3405] lr: 2.520e-03, eta: 7:39:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.0598, loss: 1.0598 +2023-12-25 03:43:51,711 - pyskl - INFO - Epoch [120][600/3405] lr: 2.516e-03, eta: 7:39:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.0588, loss: 1.0588 +2023-12-25 03:44:17,025 - pyskl - INFO - Epoch [120][700/3405] lr: 2.511e-03, eta: 7:39:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.0569, loss: 1.0569 +2023-12-25 03:44:42,690 - pyskl - INFO - Epoch [120][800/3405] lr: 2.506e-03, eta: 7:38:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.0648, loss: 1.0648 +2023-12-25 03:45:08,191 - pyskl - INFO - Epoch [120][900/3405] lr: 2.502e-03, eta: 7:38:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.0855, loss: 1.0855 +2023-12-25 03:45:33,708 - pyskl - INFO - Epoch [120][1000/3405] lr: 2.497e-03, eta: 7:37:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.0721, loss: 1.0721 +2023-12-25 03:45:59,525 - pyskl - INFO - Epoch [120][1100/3405] lr: 2.493e-03, eta: 7:37:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.0669, loss: 1.0669 +2023-12-25 03:46:25,243 - pyskl - INFO - Epoch [120][1200/3405] lr: 2.488e-03, eta: 7:36:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.0573, loss: 1.0573 +2023-12-25 03:46:50,880 - pyskl - INFO - Epoch [120][1300/3405] lr: 2.483e-03, eta: 7:36:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.0678, loss: 1.0678 +2023-12-25 03:47:16,481 - pyskl - INFO - Epoch [120][1400/3405] lr: 2.479e-03, eta: 7:35:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.0679, loss: 1.0679 +2023-12-25 03:47:41,992 - pyskl - INFO - Epoch [120][1500/3405] lr: 2.474e-03, eta: 7:35:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.0875, loss: 1.0875 +2023-12-25 03:48:07,831 - pyskl - INFO - Epoch [120][1600/3405] lr: 2.470e-03, eta: 7:35:02, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.0755, loss: 1.0755 +2023-12-25 03:48:33,323 - pyskl - INFO - Epoch [120][1700/3405] lr: 2.465e-03, eta: 7:34:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.0768, loss: 1.0768 +2023-12-25 03:48:58,617 - pyskl - INFO - Epoch [120][1800/3405] lr: 2.460e-03, eta: 7:34:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.0731, loss: 1.0731 +2023-12-25 03:49:24,132 - pyskl - INFO - Epoch [120][1900/3405] lr: 2.456e-03, eta: 7:33:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.0850, loss: 1.0850 +2023-12-25 03:49:49,477 - pyskl - INFO - Epoch [120][2000/3405] lr: 2.451e-03, eta: 7:33:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.0672, loss: 1.0672 +2023-12-25 03:50:14,913 - pyskl - INFO - Epoch [120][2100/3405] lr: 2.447e-03, eta: 7:32:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.0659, loss: 1.0659 +2023-12-25 03:50:40,527 - pyskl - INFO - Epoch [120][2200/3405] lr: 2.442e-03, eta: 7:32:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.0827, loss: 1.0827 +2023-12-25 03:51:05,856 - pyskl - INFO - Epoch [120][2300/3405] lr: 2.438e-03, eta: 7:31:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.0898, loss: 1.0898 +2023-12-25 03:51:31,357 - pyskl - INFO - Epoch [120][2400/3405] lr: 2.433e-03, eta: 7:31:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 1.0701, loss: 1.0701 +2023-12-25 03:51:56,812 - pyskl - INFO - Epoch [120][2500/3405] lr: 2.428e-03, eta: 7:31:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.0864, loss: 1.0864 +2023-12-25 03:52:21,817 - pyskl - INFO - Epoch [120][2600/3405] lr: 2.424e-03, eta: 7:30:37, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.1061, loss: 1.1061 +2023-12-25 03:52:47,169 - pyskl - INFO - Epoch [120][2700/3405] lr: 2.419e-03, eta: 7:30:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 1.1050, loss: 1.1050 +2023-12-25 03:53:12,613 - pyskl - INFO - Epoch [120][2800/3405] lr: 2.415e-03, eta: 7:29:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.0735, loss: 1.0735 +2023-12-25 03:53:38,177 - pyskl - INFO - Epoch [120][2900/3405] lr: 2.410e-03, eta: 7:29:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.0843, loss: 1.0843 +2023-12-25 03:54:03,557 - pyskl - INFO - Epoch [120][3000/3405] lr: 2.406e-03, eta: 7:28:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 1.0000, loss_cls: 1.0980, loss: 1.0980 +2023-12-25 03:54:28,867 - pyskl - INFO - Epoch [120][3100/3405] lr: 2.401e-03, eta: 7:28:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.0964, loss: 1.0964 +2023-12-25 03:54:54,382 - pyskl - INFO - Epoch [120][3200/3405] lr: 2.397e-03, eta: 7:27:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.1074, loss: 1.1074 +2023-12-25 03:55:19,838 - pyskl - INFO - Epoch [120][3300/3405] lr: 2.392e-03, eta: 7:27:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.0833, loss: 1.0833 +2023-12-25 03:55:45,246 - pyskl - INFO - Epoch [120][3400/3405] lr: 2.388e-03, eta: 7:27:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.1144, loss: 1.1144 +2023-12-25 03:55:47,338 - pyskl - INFO - Saving checkpoint at 120 epochs +2023-12-25 04:00:12,494 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 04:00:13,237 - pyskl - INFO - +top1_acc 0.8617 +top5_acc 0.9724 +2023-12-25 04:00:13,274 - pyskl - INFO - Epoch(val) [120][3718] top1_acc: 0.8617, top5_acc: 0.9724 +2023-12-25 04:01:09,883 - pyskl - INFO - Epoch [121][100/3405] lr: 2.383e-03, eta: 7:26:45, time: 0.566, data_time: 0.310, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.0651, loss: 1.0651 +2023-12-25 04:01:35,766 - pyskl - INFO - Epoch [121][200/3405] lr: 2.378e-03, eta: 7:26:19, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.0342, loss: 1.0342 +2023-12-25 04:02:01,664 - pyskl - INFO - Epoch [121][300/3405] lr: 2.374e-03, eta: 7:25:53, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.0452, loss: 1.0452 +2023-12-25 04:02:27,589 - pyskl - INFO - Epoch [121][400/3405] lr: 2.369e-03, eta: 7:25:26, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.0439, loss: 1.0439 +2023-12-25 04:02:53,390 - pyskl - INFO - Epoch [121][500/3405] lr: 2.365e-03, eta: 7:25:00, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.0492, loss: 1.0492 +2023-12-25 04:03:19,250 - pyskl - INFO - Epoch [121][600/3405] lr: 2.360e-03, eta: 7:24:33, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.0774, loss: 1.0774 +2023-12-25 04:03:44,965 - pyskl - INFO - Epoch [121][700/3405] lr: 2.356e-03, eta: 7:24:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.0711, loss: 1.0711 +2023-12-25 04:04:10,463 - pyskl - INFO - Epoch [121][800/3405] lr: 2.351e-03, eta: 7:23:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.0709, loss: 1.0709 +2023-12-25 04:04:35,708 - pyskl - INFO - Epoch [121][900/3405] lr: 2.347e-03, eta: 7:23:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.0805, loss: 1.0805 +2023-12-25 04:05:01,005 - pyskl - INFO - Epoch [121][1000/3405] lr: 2.342e-03, eta: 7:22:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.0700, loss: 1.0700 +2023-12-25 04:05:26,777 - pyskl - INFO - Epoch [121][1100/3405] lr: 2.338e-03, eta: 7:22:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.0879, loss: 1.0879 +2023-12-25 04:05:52,619 - pyskl - INFO - Epoch [121][1200/3405] lr: 2.333e-03, eta: 7:21:55, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.0703, loss: 1.0703 +2023-12-25 04:06:18,237 - pyskl - INFO - Epoch [121][1300/3405] lr: 2.329e-03, eta: 7:21:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.0825, loss: 1.0825 +2023-12-25 04:06:43,770 - pyskl - INFO - Epoch [121][1400/3405] lr: 2.324e-03, eta: 7:21:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.0715, loss: 1.0715 +2023-12-25 04:07:09,145 - pyskl - INFO - Epoch [121][1500/3405] lr: 2.320e-03, eta: 7:20:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.0656, loss: 1.0656 +2023-12-25 04:07:34,816 - pyskl - INFO - Epoch [121][1600/3405] lr: 2.316e-03, eta: 7:20:09, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.0684, loss: 1.0684 +2023-12-25 04:08:00,449 - pyskl - INFO - Epoch [121][1700/3405] lr: 2.311e-03, eta: 7:19:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.0640, loss: 1.0640 +2023-12-25 04:08:26,319 - pyskl - INFO - Epoch [121][1800/3405] lr: 2.307e-03, eta: 7:19:16, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.0577, loss: 1.0577 +2023-12-25 04:08:51,921 - pyskl - INFO - Epoch [121][1900/3405] lr: 2.302e-03, eta: 7:18:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.1121, loss: 1.1121 +2023-12-25 04:09:17,513 - pyskl - INFO - Epoch [121][2000/3405] lr: 2.298e-03, eta: 7:18:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.0858, loss: 1.0858 +2023-12-25 04:09:42,870 - pyskl - INFO - Epoch [121][2100/3405] lr: 2.293e-03, eta: 7:17:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.0754, loss: 1.0754 +2023-12-25 04:10:08,532 - pyskl - INFO - Epoch [121][2200/3405] lr: 2.289e-03, eta: 7:17:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.0695, loss: 1.0695 +2023-12-25 04:10:34,003 - pyskl - INFO - Epoch [121][2300/3405] lr: 2.284e-03, eta: 7:17:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.0706, loss: 1.0706 +2023-12-25 04:10:59,303 - pyskl - INFO - Epoch [121][2400/3405] lr: 2.280e-03, eta: 7:16:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.0638, loss: 1.0638 +2023-12-25 04:11:24,454 - pyskl - INFO - Epoch [121][2500/3405] lr: 2.276e-03, eta: 7:16:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.0755, loss: 1.0755 +2023-12-25 04:11:49,703 - pyskl - INFO - Epoch [121][2600/3405] lr: 2.271e-03, eta: 7:15:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.0822, loss: 1.0822 +2023-12-25 04:12:15,187 - pyskl - INFO - Epoch [121][2700/3405] lr: 2.267e-03, eta: 7:15:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.0684, loss: 1.0684 +2023-12-25 04:12:40,554 - pyskl - INFO - Epoch [121][2800/3405] lr: 2.262e-03, eta: 7:14:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 1.0798, loss: 1.0798 +2023-12-25 04:13:05,975 - pyskl - INFO - Epoch [121][2900/3405] lr: 2.258e-03, eta: 7:14:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.0560, loss: 1.0560 +2023-12-25 04:13:31,472 - pyskl - INFO - Epoch [121][3000/3405] lr: 2.253e-03, eta: 7:13:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.0862, loss: 1.0862 +2023-12-25 04:13:57,187 - pyskl - INFO - Epoch [121][3100/3405] lr: 2.249e-03, eta: 7:13:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.0757, loss: 1.0757 +2023-12-25 04:14:22,773 - pyskl - INFO - Epoch [121][3200/3405] lr: 2.245e-03, eta: 7:13:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.0796, loss: 1.0796 +2023-12-25 04:14:48,327 - pyskl - INFO - Epoch [121][3300/3405] lr: 2.240e-03, eta: 7:12:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.0697, loss: 1.0697 +2023-12-25 04:15:13,959 - pyskl - INFO - Epoch [121][3400/3405] lr: 2.236e-03, eta: 7:12:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.0725, loss: 1.0725 +2023-12-25 04:15:15,996 - pyskl - INFO - Saving checkpoint at 121 epochs +2023-12-25 04:19:41,577 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 04:19:42,190 - pyskl - INFO - +top1_acc 0.8707 +top5_acc 0.9730 +2023-12-25 04:19:42,199 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_116.pth was removed +2023-12-25 04:19:42,648 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. +2023-12-25 04:19:42,650 - pyskl - INFO - Best top1_acc is 0.8707 at 121 epoch. +2023-12-25 04:19:42,685 - pyskl - INFO - Epoch(val) [121][3718] top1_acc: 0.8707, top5_acc: 0.9730 +2023-12-25 04:20:40,331 - pyskl - INFO - Epoch [122][100/3405] lr: 2.231e-03, eta: 7:11:53, time: 0.576, data_time: 0.317, memory: 5236, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.0448, loss: 1.0448 +2023-12-25 04:21:06,465 - pyskl - INFO - Epoch [122][200/3405] lr: 2.227e-03, eta: 7:11:26, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.0493, loss: 1.0493 +2023-12-25 04:21:32,208 - pyskl - INFO - Epoch [122][300/3405] lr: 2.223e-03, eta: 7:11:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.0483, loss: 1.0483 +2023-12-25 04:21:58,259 - pyskl - INFO - Epoch [122][400/3405] lr: 2.218e-03, eta: 7:10:34, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.0387, loss: 1.0387 +2023-12-25 04:22:24,286 - pyskl - INFO - Epoch [122][500/3405] lr: 2.214e-03, eta: 7:10:07, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.0436, loss: 1.0436 +2023-12-25 04:22:49,974 - pyskl - INFO - Epoch [122][600/3405] lr: 2.209e-03, eta: 7:09:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.0326, loss: 1.0326 +2023-12-25 04:23:15,767 - pyskl - INFO - Epoch [122][700/3405] lr: 2.205e-03, eta: 7:09:15, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.0493, loss: 1.0493 +2023-12-25 04:23:41,527 - pyskl - INFO - Epoch [122][800/3405] lr: 2.201e-03, eta: 7:08:48, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.0561, loss: 1.0561 +2023-12-25 04:24:07,326 - pyskl - INFO - Epoch [122][900/3405] lr: 2.196e-03, eta: 7:08:22, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.0405, loss: 1.0405 +2023-12-25 04:24:33,562 - pyskl - INFO - Epoch [122][1000/3405] lr: 2.192e-03, eta: 7:07:55, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.0376, loss: 1.0376 +2023-12-25 04:24:59,674 - pyskl - INFO - Epoch [122][1100/3405] lr: 2.188e-03, eta: 7:07:29, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.0410, loss: 1.0410 +2023-12-25 04:25:25,544 - pyskl - INFO - Epoch [122][1200/3405] lr: 2.183e-03, eta: 7:07:03, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.0474, loss: 1.0474 +2023-12-25 04:25:51,856 - pyskl - INFO - Epoch [122][1300/3405] lr: 2.179e-03, eta: 7:06:37, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.0497, loss: 1.0497 +2023-12-25 04:26:17,748 - pyskl - INFO - Epoch [122][1400/3405] lr: 2.175e-03, eta: 7:06:10, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.0523, loss: 1.0523 +2023-12-25 04:26:43,613 - pyskl - INFO - Epoch [122][1500/3405] lr: 2.170e-03, eta: 7:05:44, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.0676, loss: 1.0676 +2023-12-25 04:27:09,333 - pyskl - INFO - Epoch [122][1600/3405] lr: 2.166e-03, eta: 7:05:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.0518, loss: 1.0518 +2023-12-25 04:27:35,104 - pyskl - INFO - Epoch [122][1700/3405] lr: 2.162e-03, eta: 7:04:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.0601, loss: 1.0601 +2023-12-25 04:28:01,019 - pyskl - INFO - Epoch [122][1800/3405] lr: 2.157e-03, eta: 7:04:25, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.0577, loss: 1.0577 +2023-12-25 04:28:26,888 - pyskl - INFO - Epoch [122][1900/3405] lr: 2.153e-03, eta: 7:03:58, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.0493, loss: 1.0493 +2023-12-25 04:28:52,618 - pyskl - INFO - Epoch [122][2000/3405] lr: 2.149e-03, eta: 7:03:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.0428, loss: 1.0428 +2023-12-25 04:29:18,130 - pyskl - INFO - Epoch [122][2100/3405] lr: 2.144e-03, eta: 7:03:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.0534, loss: 1.0534 +2023-12-25 04:29:43,741 - pyskl - INFO - Epoch [122][2200/3405] lr: 2.140e-03, eta: 7:02:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 1.0593, loss: 1.0593 +2023-12-25 04:30:09,322 - pyskl - INFO - Epoch [122][2300/3405] lr: 2.136e-03, eta: 7:02:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.0535, loss: 1.0535 +2023-12-25 04:30:34,950 - pyskl - INFO - Epoch [122][2400/3405] lr: 2.131e-03, eta: 7:01:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.0624, loss: 1.0624 +2023-12-25 04:31:00,431 - pyskl - INFO - Epoch [122][2500/3405] lr: 2.127e-03, eta: 7:01:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.0411, loss: 1.0411 +2023-12-25 04:31:25,716 - pyskl - INFO - Epoch [122][2600/3405] lr: 2.123e-03, eta: 7:00:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.0433, loss: 1.0433 +2023-12-25 04:31:51,044 - pyskl - INFO - Epoch [122][2700/3405] lr: 2.119e-03, eta: 7:00:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.0441, loss: 1.0441 +2023-12-25 04:32:16,306 - pyskl - INFO - Epoch [122][2800/3405] lr: 2.114e-03, eta: 7:00:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.0343, loss: 1.0343 +2023-12-25 04:32:42,011 - pyskl - INFO - Epoch [122][2900/3405] lr: 2.110e-03, eta: 6:59:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.0631, loss: 1.0631 +2023-12-25 04:33:07,313 - pyskl - INFO - Epoch [122][3000/3405] lr: 2.106e-03, eta: 6:59:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.0583, loss: 1.0583 +2023-12-25 04:33:32,672 - pyskl - INFO - Epoch [122][3100/3405] lr: 2.102e-03, eta: 6:58:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.0496, loss: 1.0496 +2023-12-25 04:33:58,205 - pyskl - INFO - Epoch [122][3200/3405] lr: 2.097e-03, eta: 6:58:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.0683, loss: 1.0683 +2023-12-25 04:34:23,592 - pyskl - INFO - Epoch [122][3300/3405] lr: 2.093e-03, eta: 6:57:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.0710, loss: 1.0710 +2023-12-25 04:34:48,953 - pyskl - INFO - Epoch [122][3400/3405] lr: 2.089e-03, eta: 6:57:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 1.0798, loss: 1.0798 +2023-12-25 04:34:50,954 - pyskl - INFO - Saving checkpoint at 122 epochs +2023-12-25 04:39:16,511 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 04:39:17,132 - pyskl - INFO - +top1_acc 0.8659 +top5_acc 0.9728 +2023-12-25 04:39:17,159 - pyskl - INFO - Epoch(val) [122][3718] top1_acc: 0.8659, top5_acc: 0.9728 +2023-12-25 04:40:13,527 - pyskl - INFO - Epoch [123][100/3405] lr: 2.084e-03, eta: 6:57:01, time: 0.564, data_time: 0.308, memory: 5236, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.0417, loss: 1.0417 +2023-12-25 04:40:39,061 - pyskl - INFO - Epoch [123][200/3405] lr: 2.080e-03, eta: 6:56:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.0371, loss: 1.0371 +2023-12-25 04:41:04,919 - pyskl - INFO - Epoch [123][300/3405] lr: 2.076e-03, eta: 6:56:08, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.0291, loss: 1.0291 +2023-12-25 04:41:30,857 - pyskl - INFO - Epoch [123][400/3405] lr: 2.072e-03, eta: 6:55:41, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.0411, loss: 1.0411 +2023-12-25 04:41:56,885 - pyskl - INFO - Epoch [123][500/3405] lr: 2.067e-03, eta: 6:55:15, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.0433, loss: 1.0433 +2023-12-25 04:42:22,773 - pyskl - INFO - Epoch [123][600/3405] lr: 2.063e-03, eta: 6:54:49, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.0372, loss: 1.0372 +2023-12-25 04:42:48,511 - pyskl - INFO - Epoch [123][700/3405] lr: 2.059e-03, eta: 6:54:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.0339, loss: 1.0339 +2023-12-25 04:43:14,063 - pyskl - INFO - Epoch [123][800/3405] lr: 2.055e-03, eta: 6:53:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.0366, loss: 1.0366 +2023-12-25 04:43:39,668 - pyskl - INFO - Epoch [123][900/3405] lr: 2.050e-03, eta: 6:53:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.0213, loss: 1.0213 +2023-12-25 04:44:05,277 - pyskl - INFO - Epoch [123][1000/3405] lr: 2.046e-03, eta: 6:53:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.0317, loss: 1.0317 +2023-12-25 04:44:31,220 - pyskl - INFO - Epoch [123][1100/3405] lr: 2.042e-03, eta: 6:52:37, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.0363, loss: 1.0363 +2023-12-25 04:44:57,042 - pyskl - INFO - Epoch [123][1200/3405] lr: 2.038e-03, eta: 6:52:10, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.0481, loss: 1.0481 +2023-12-25 04:45:22,743 - pyskl - INFO - Epoch [123][1300/3405] lr: 2.034e-03, eta: 6:51:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.0296, loss: 1.0296 +2023-12-25 04:45:48,388 - pyskl - INFO - Epoch [123][1400/3405] lr: 2.029e-03, eta: 6:51:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.0336, loss: 1.0336 +2023-12-25 04:46:14,158 - pyskl - INFO - Epoch [123][1500/3405] lr: 2.025e-03, eta: 6:50:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.0308, loss: 1.0308 +2023-12-25 04:46:39,748 - pyskl - INFO - Epoch [123][1600/3405] lr: 2.021e-03, eta: 6:50:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.0473, loss: 1.0473 +2023-12-25 04:47:05,368 - pyskl - INFO - Epoch [123][1700/3405] lr: 2.017e-03, eta: 6:49:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.0270, loss: 1.0270 +2023-12-25 04:47:30,963 - pyskl - INFO - Epoch [123][1800/3405] lr: 2.013e-03, eta: 6:49:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.0405, loss: 1.0405 +2023-12-25 04:47:56,571 - pyskl - INFO - Epoch [123][1900/3405] lr: 2.008e-03, eta: 6:49:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.0298, loss: 1.0298 +2023-12-25 04:48:22,070 - pyskl - INFO - Epoch [123][2000/3405] lr: 2.004e-03, eta: 6:48:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.0403, loss: 1.0403 +2023-12-25 04:48:47,539 - pyskl - INFO - Epoch [123][2100/3405] lr: 2.000e-03, eta: 6:48:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.0379, loss: 1.0379 +2023-12-25 04:49:13,154 - pyskl - INFO - Epoch [123][2200/3405] lr: 1.996e-03, eta: 6:47:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.0368, loss: 1.0368 +2023-12-25 04:49:38,449 - pyskl - INFO - Epoch [123][2300/3405] lr: 1.992e-03, eta: 6:47:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.0541, loss: 1.0541 +2023-12-25 04:50:03,478 - pyskl - INFO - Epoch [123][2400/3405] lr: 1.988e-03, eta: 6:46:53, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.0456, loss: 1.0456 +2023-12-25 04:50:28,503 - pyskl - INFO - Epoch [123][2500/3405] lr: 1.983e-03, eta: 6:46:27, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.0240, loss: 1.0240 +2023-12-25 04:50:53,654 - pyskl - INFO - Epoch [123][2600/3405] lr: 1.979e-03, eta: 6:46:00, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.0355, loss: 1.0355 +2023-12-25 04:51:19,249 - pyskl - INFO - Epoch [123][2700/3405] lr: 1.975e-03, eta: 6:45:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.0320, loss: 1.0320 +2023-12-25 04:51:44,589 - pyskl - INFO - Epoch [123][2800/3405] lr: 1.971e-03, eta: 6:45:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.0371, loss: 1.0371 +2023-12-25 04:52:10,050 - pyskl - INFO - Epoch [123][2900/3405] lr: 1.967e-03, eta: 6:44:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.0336, loss: 1.0336 +2023-12-25 04:52:35,815 - pyskl - INFO - Epoch [123][3000/3405] lr: 1.963e-03, eta: 6:44:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.0360, loss: 1.0360 +2023-12-25 04:53:01,518 - pyskl - INFO - Epoch [123][3100/3405] lr: 1.959e-03, eta: 6:43:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.0342, loss: 1.0342 +2023-12-25 04:53:26,744 - pyskl - INFO - Epoch [123][3200/3405] lr: 1.954e-03, eta: 6:43:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.0430, loss: 1.0430 +2023-12-25 04:53:51,789 - pyskl - INFO - Epoch [123][3300/3405] lr: 1.950e-03, eta: 6:42:55, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.0390, loss: 1.0390 +2023-12-25 04:54:16,849 - pyskl - INFO - Epoch [123][3400/3405] lr: 1.946e-03, eta: 6:42:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.0367, loss: 1.0367 +2023-12-25 04:54:18,870 - pyskl - INFO - Saving checkpoint at 123 epochs +2023-12-25 04:58:44,054 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 04:58:44,661 - pyskl - INFO - +top1_acc 0.8690 +top5_acc 0.9736 +2023-12-25 04:58:44,686 - pyskl - INFO - Epoch(val) [123][3718] top1_acc: 0.8690, top5_acc: 0.9736 +2023-12-25 04:59:39,692 - pyskl - INFO - Epoch [124][100/3405] lr: 1.942e-03, eta: 6:42:07, time: 0.550, data_time: 0.294, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.0175, loss: 1.0175 +2023-12-25 05:00:05,457 - pyskl - INFO - Epoch [124][200/3405] lr: 1.938e-03, eta: 6:41:40, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.0252, loss: 1.0252 +2023-12-25 05:00:31,364 - pyskl - INFO - Epoch [124][300/3405] lr: 1.934e-03, eta: 6:41:14, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.0092, loss: 1.0092 +2023-12-25 05:00:57,619 - pyskl - INFO - Epoch [124][400/3405] lr: 1.929e-03, eta: 6:40:48, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.0138, loss: 1.0138 +2023-12-25 05:01:23,430 - pyskl - INFO - Epoch [124][500/3405] lr: 1.925e-03, eta: 6:40:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.0229, loss: 1.0229 +2023-12-25 05:01:49,221 - pyskl - INFO - Epoch [124][600/3405] lr: 1.921e-03, eta: 6:39:55, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.0308, loss: 1.0308 +2023-12-25 05:02:14,723 - pyskl - INFO - Epoch [124][700/3405] lr: 1.917e-03, eta: 6:39:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.0218, loss: 1.0218 +2023-12-25 05:02:40,360 - pyskl - INFO - Epoch [124][800/3405] lr: 1.913e-03, eta: 6:39:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.0269, loss: 1.0269 +2023-12-25 05:03:05,965 - pyskl - INFO - Epoch [124][900/3405] lr: 1.909e-03, eta: 6:38:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.0234, loss: 1.0234 +2023-12-25 05:03:31,903 - pyskl - INFO - Epoch [124][1000/3405] lr: 1.905e-03, eta: 6:38:09, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.0246, loss: 1.0246 +2023-12-25 05:03:57,637 - pyskl - INFO - Epoch [124][1100/3405] lr: 1.901e-03, eta: 6:37:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.0212, loss: 1.0212 +2023-12-25 05:04:23,211 - pyskl - INFO - Epoch [124][1200/3405] lr: 1.897e-03, eta: 6:37:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.0290, loss: 1.0290 +2023-12-25 05:04:48,799 - pyskl - INFO - Epoch [124][1300/3405] lr: 1.893e-03, eta: 6:36:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.0261, loss: 1.0261 +2023-12-25 05:05:14,043 - pyskl - INFO - Epoch [124][1400/3405] lr: 1.889e-03, eta: 6:36:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.0204, loss: 1.0204 +2023-12-25 05:05:39,094 - pyskl - INFO - Epoch [124][1500/3405] lr: 1.885e-03, eta: 6:35:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.0243, loss: 1.0243 +2023-12-25 05:06:04,568 - pyskl - INFO - Epoch [124][1600/3405] lr: 1.881e-03, eta: 6:35:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.0311, loss: 1.0311 +2023-12-25 05:06:30,078 - pyskl - INFO - Epoch [124][1700/3405] lr: 1.876e-03, eta: 6:35:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.0272, loss: 1.0272 +2023-12-25 05:06:55,758 - pyskl - INFO - Epoch [124][1800/3405] lr: 1.872e-03, eta: 6:34:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.0258, loss: 1.0258 +2023-12-25 05:07:21,282 - pyskl - INFO - Epoch [124][1900/3405] lr: 1.868e-03, eta: 6:34:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.0241, loss: 1.0241 +2023-12-25 05:07:46,970 - pyskl - INFO - Epoch [124][2000/3405] lr: 1.864e-03, eta: 6:33:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.0168, loss: 1.0168 +2023-12-25 05:08:12,586 - pyskl - INFO - Epoch [124][2100/3405] lr: 1.860e-03, eta: 6:33:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.0279, loss: 1.0279 +2023-12-25 05:08:38,060 - pyskl - INFO - Epoch [124][2200/3405] lr: 1.856e-03, eta: 6:32:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.0306, loss: 1.0306 +2023-12-25 05:09:03,668 - pyskl - INFO - Epoch [124][2300/3405] lr: 1.852e-03, eta: 6:32:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.0232, loss: 1.0232 +2023-12-25 05:09:29,130 - pyskl - INFO - Epoch [124][2400/3405] lr: 1.848e-03, eta: 6:31:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.0324, loss: 1.0324 +2023-12-25 05:09:54,522 - pyskl - INFO - Epoch [124][2500/3405] lr: 1.844e-03, eta: 6:31:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.0238, loss: 1.0238 +2023-12-25 05:10:19,869 - pyskl - INFO - Epoch [124][2600/3405] lr: 1.840e-03, eta: 6:31:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.0320, loss: 1.0320 +2023-12-25 05:10:45,453 - pyskl - INFO - Epoch [124][2700/3405] lr: 1.836e-03, eta: 6:30:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.0366, loss: 1.0366 +2023-12-25 05:11:10,861 - pyskl - INFO - Epoch [124][2800/3405] lr: 1.832e-03, eta: 6:30:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.0346, loss: 1.0346 +2023-12-25 05:11:36,333 - pyskl - INFO - Epoch [124][2900/3405] lr: 1.828e-03, eta: 6:29:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.0239, loss: 1.0239 +2023-12-25 05:12:02,022 - pyskl - INFO - Epoch [124][3000/3405] lr: 1.824e-03, eta: 6:29:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.0364, loss: 1.0364 +2023-12-25 05:12:27,361 - pyskl - INFO - Epoch [124][3100/3405] lr: 1.820e-03, eta: 6:28:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.0398, loss: 1.0398 +2023-12-25 05:12:52,824 - pyskl - INFO - Epoch [124][3200/3405] lr: 1.816e-03, eta: 6:28:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.0410, loss: 1.0410 +2023-12-25 05:13:17,903 - pyskl - INFO - Epoch [124][3300/3405] lr: 1.812e-03, eta: 6:28:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.0536, loss: 1.0536 +2023-12-25 05:13:42,909 - pyskl - INFO - Epoch [124][3400/3405] lr: 1.808e-03, eta: 6:27:35, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.0465, loss: 1.0465 +2023-12-25 05:13:44,790 - pyskl - INFO - Saving checkpoint at 124 epochs +2023-12-25 05:18:10,108 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 05:18:10,721 - pyskl - INFO - +top1_acc 0.8663 +top5_acc 0.9728 +2023-12-25 05:18:10,747 - pyskl - INFO - Epoch(val) [124][3718] top1_acc: 0.8663, top5_acc: 0.9728 +2023-12-25 05:19:04,288 - pyskl - INFO - Epoch [125][100/3405] lr: 1.804e-03, eta: 6:27:13, time: 0.535, data_time: 0.283, memory: 5236, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.0251, loss: 1.0251 +2023-12-25 05:19:29,699 - pyskl - INFO - Epoch [125][200/3405] lr: 1.800e-03, eta: 6:26:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.0162, loss: 1.0162 +2023-12-25 05:19:55,057 - pyskl - INFO - Epoch [125][300/3405] lr: 1.796e-03, eta: 6:26:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.0214, loss: 1.0214 +2023-12-25 05:20:20,350 - pyskl - INFO - Epoch [125][400/3405] lr: 1.792e-03, eta: 6:25:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.0217, loss: 1.0217 +2023-12-25 05:20:46,154 - pyskl - INFO - Epoch [125][500/3405] lr: 1.788e-03, eta: 6:25:27, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.0301, loss: 1.0301 +2023-12-25 05:21:12,141 - pyskl - INFO - Epoch [125][600/3405] lr: 1.784e-03, eta: 6:25:01, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.0243, loss: 1.0243 +2023-12-25 05:21:37,909 - pyskl - INFO - Epoch [125][700/3405] lr: 1.780e-03, eta: 6:24:34, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.0113, loss: 1.0113 +2023-12-25 05:22:03,502 - pyskl - INFO - Epoch [125][800/3405] lr: 1.776e-03, eta: 6:24:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.0244, loss: 1.0244 +2023-12-25 05:22:29,505 - pyskl - INFO - Epoch [125][900/3405] lr: 1.772e-03, eta: 6:23:42, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.0175, loss: 1.0175 +2023-12-25 05:22:55,045 - pyskl - INFO - Epoch [125][1000/3405] lr: 1.768e-03, eta: 6:23:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.0257, loss: 1.0257 +2023-12-25 05:23:20,977 - pyskl - INFO - Epoch [125][1100/3405] lr: 1.764e-03, eta: 6:22:49, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.0175, loss: 1.0175 +2023-12-25 05:23:46,463 - pyskl - INFO - Epoch [125][1200/3405] lr: 1.760e-03, eta: 6:22:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.0130, loss: 1.0130 +2023-12-25 05:24:11,687 - pyskl - INFO - Epoch [125][1300/3405] lr: 1.757e-03, eta: 6:21:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.0141, loss: 1.0141 +2023-12-25 05:24:37,137 - pyskl - INFO - Epoch [125][1400/3405] lr: 1.753e-03, eta: 6:21:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.0188, loss: 1.0188 +2023-12-25 05:25:02,720 - pyskl - INFO - Epoch [125][1500/3405] lr: 1.749e-03, eta: 6:21:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.0188, loss: 1.0188 +2023-12-25 05:25:28,434 - pyskl - INFO - Epoch [125][1600/3405] lr: 1.745e-03, eta: 6:20:37, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.0096, loss: 1.0096 +2023-12-25 05:25:53,764 - pyskl - INFO - Epoch [125][1700/3405] lr: 1.741e-03, eta: 6:20:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.0165, loss: 1.0165 +2023-12-25 05:26:19,377 - pyskl - INFO - Epoch [125][1800/3405] lr: 1.737e-03, eta: 6:19:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.0274, loss: 1.0274 +2023-12-25 05:26:45,241 - pyskl - INFO - Epoch [125][1900/3405] lr: 1.733e-03, eta: 6:19:17, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.0260, loss: 1.0260 +2023-12-25 05:27:11,004 - pyskl - INFO - Epoch [125][2000/3405] lr: 1.729e-03, eta: 6:18:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.0168, loss: 1.0168 +2023-12-25 05:27:36,510 - pyskl - INFO - Epoch [125][2100/3405] lr: 1.725e-03, eta: 6:18:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.0129, loss: 1.0129 +2023-12-25 05:28:02,009 - pyskl - INFO - Epoch [125][2200/3405] lr: 1.721e-03, eta: 6:17:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.0324, loss: 1.0324 +2023-12-25 05:28:27,564 - pyskl - INFO - Epoch [125][2300/3405] lr: 1.717e-03, eta: 6:17:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.0281, loss: 1.0281 +2023-12-25 05:28:53,029 - pyskl - INFO - Epoch [125][2400/3405] lr: 1.714e-03, eta: 6:17:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.0369, loss: 1.0369 +2023-12-25 05:29:18,053 - pyskl - INFO - Epoch [125][2500/3405] lr: 1.710e-03, eta: 6:16:39, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.0221, loss: 1.0221 +2023-12-25 05:29:43,047 - pyskl - INFO - Epoch [125][2600/3405] lr: 1.706e-03, eta: 6:16:12, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.0187, loss: 1.0187 +2023-12-25 05:30:08,058 - pyskl - INFO - Epoch [125][2700/3405] lr: 1.702e-03, eta: 6:15:46, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.0246, loss: 1.0246 +2023-12-25 05:30:33,524 - pyskl - INFO - Epoch [125][2800/3405] lr: 1.698e-03, eta: 6:15:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.0296, loss: 1.0296 +2023-12-25 05:30:59,111 - pyskl - INFO - Epoch [125][2900/3405] lr: 1.694e-03, eta: 6:14:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.0218, loss: 1.0218 +2023-12-25 05:31:24,451 - pyskl - INFO - Epoch [125][3000/3405] lr: 1.690e-03, eta: 6:14:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.0264, loss: 1.0264 +2023-12-25 05:31:49,859 - pyskl - INFO - Epoch [125][3100/3405] lr: 1.686e-03, eta: 6:14:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.0273, loss: 1.0273 +2023-12-25 05:32:15,287 - pyskl - INFO - Epoch [125][3200/3405] lr: 1.683e-03, eta: 6:13:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.0261, loss: 1.0261 +2023-12-25 05:32:40,764 - pyskl - INFO - Epoch [125][3300/3405] lr: 1.679e-03, eta: 6:13:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.0318, loss: 1.0318 +2023-12-25 05:33:06,011 - pyskl - INFO - Epoch [125][3400/3405] lr: 1.675e-03, eta: 6:12:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.0349, loss: 1.0349 +2023-12-25 05:33:07,941 - pyskl - INFO - Saving checkpoint at 125 epochs +2023-12-25 05:37:32,841 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 05:37:33,458 - pyskl - INFO - +top1_acc 0.8720 +top5_acc 0.9729 +2023-12-25 05:37:33,464 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_121.pth was removed +2023-12-25 05:37:33,677 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. +2023-12-25 05:37:33,679 - pyskl - INFO - Best top1_acc is 0.8720 at 125 epoch. +2023-12-25 05:37:33,705 - pyskl - INFO - Epoch(val) [125][3718] top1_acc: 0.8720, top5_acc: 0.9729 +2023-12-25 05:38:26,826 - pyskl - INFO - Epoch [126][100/3405] lr: 1.671e-03, eta: 6:12:18, time: 0.531, data_time: 0.275, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.0108, loss: 1.0108 +2023-12-25 05:38:52,169 - pyskl - INFO - Epoch [126][200/3405] lr: 1.667e-03, eta: 6:11:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.0022, loss: 1.0022 +2023-12-25 05:39:17,738 - pyskl - INFO - Epoch [126][300/3405] lr: 1.663e-03, eta: 6:11:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.0112, loss: 1.0112 +2023-12-25 05:39:43,342 - pyskl - INFO - Epoch [126][400/3405] lr: 1.659e-03, eta: 6:10:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.0066, loss: 1.0066 +2023-12-25 05:40:09,002 - pyskl - INFO - Epoch [126][500/3405] lr: 1.656e-03, eta: 6:10:33, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.0063, loss: 1.0063 +2023-12-25 05:40:34,772 - pyskl - INFO - Epoch [126][600/3405] lr: 1.652e-03, eta: 6:10:06, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.0150, loss: 1.0150 +2023-12-25 05:41:00,541 - pyskl - INFO - Epoch [126][700/3405] lr: 1.648e-03, eta: 6:09:40, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.0164, loss: 1.0164 +2023-12-25 05:41:26,192 - pyskl - INFO - Epoch [126][800/3405] lr: 1.644e-03, eta: 6:09:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.0166, loss: 1.0166 +2023-12-25 05:41:51,863 - pyskl - INFO - Epoch [126][900/3405] lr: 1.640e-03, eta: 6:08:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.0241, loss: 1.0241 +2023-12-25 05:42:17,493 - pyskl - INFO - Epoch [126][1000/3405] lr: 1.636e-03, eta: 6:08:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.0178, loss: 1.0178 +2023-12-25 05:42:43,224 - pyskl - INFO - Epoch [126][1100/3405] lr: 1.633e-03, eta: 6:07:54, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.0190, loss: 1.0190 +2023-12-25 05:43:09,070 - pyskl - INFO - Epoch [126][1200/3405] lr: 1.629e-03, eta: 6:07:28, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.0030, loss: 1.0030 +2023-12-25 05:43:34,717 - pyskl - INFO - Epoch [126][1300/3405] lr: 1.625e-03, eta: 6:07:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.0133, loss: 1.0133 +2023-12-25 05:44:00,306 - pyskl - INFO - Epoch [126][1400/3405] lr: 1.621e-03, eta: 6:06:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.0213, loss: 1.0213 +2023-12-25 05:44:25,869 - pyskl - INFO - Epoch [126][1500/3405] lr: 1.618e-03, eta: 6:06:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.0177, loss: 1.0177 +2023-12-25 05:44:51,580 - pyskl - INFO - Epoch [126][1600/3405] lr: 1.614e-03, eta: 6:05:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.0086, loss: 1.0086 +2023-12-25 05:45:17,228 - pyskl - INFO - Epoch [126][1700/3405] lr: 1.610e-03, eta: 6:05:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.0056, loss: 1.0056 +2023-12-25 05:45:42,935 - pyskl - INFO - Epoch [126][1800/3405] lr: 1.606e-03, eta: 6:04:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.0080, loss: 1.0080 +2023-12-25 05:46:08,414 - pyskl - INFO - Epoch [126][1900/3405] lr: 1.602e-03, eta: 6:04:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.0072, loss: 1.0072 +2023-12-25 05:46:33,851 - pyskl - INFO - Epoch [126][2000/3405] lr: 1.599e-03, eta: 6:03:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.0118, loss: 1.0118 +2023-12-25 05:46:59,481 - pyskl - INFO - Epoch [126][2100/3405] lr: 1.595e-03, eta: 6:03:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.0057, loss: 1.0057 +2023-12-25 05:47:25,047 - pyskl - INFO - Epoch [126][2200/3405] lr: 1.591e-03, eta: 6:03:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.0075, loss: 1.0075 +2023-12-25 05:47:50,473 - pyskl - INFO - Epoch [126][2300/3405] lr: 1.587e-03, eta: 6:02:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.0183, loss: 1.0183 +2023-12-25 05:48:15,822 - pyskl - INFO - Epoch [126][2400/3405] lr: 1.584e-03, eta: 6:02:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.0047, loss: 1.0047 +2023-12-25 05:48:41,426 - pyskl - INFO - Epoch [126][2500/3405] lr: 1.580e-03, eta: 6:01:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.0083, loss: 1.0083 +2023-12-25 05:49:06,925 - pyskl - INFO - Epoch [126][2600/3405] lr: 1.576e-03, eta: 6:01:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.0152, loss: 1.0152 +2023-12-25 05:49:32,587 - pyskl - INFO - Epoch [126][2700/3405] lr: 1.572e-03, eta: 6:00:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.0159, loss: 1.0159 +2023-12-25 05:49:58,111 - pyskl - INFO - Epoch [126][2800/3405] lr: 1.569e-03, eta: 6:00:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.0134, loss: 1.0134 +2023-12-25 05:50:23,563 - pyskl - INFO - Epoch [126][2900/3405] lr: 1.565e-03, eta: 5:59:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.0081, loss: 1.0081 +2023-12-25 05:50:48,912 - pyskl - INFO - Epoch [126][3000/3405] lr: 1.561e-03, eta: 5:59:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.0195, loss: 1.0195 +2023-12-25 05:51:14,386 - pyskl - INFO - Epoch [126][3100/3405] lr: 1.558e-03, eta: 5:59:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.0210, loss: 1.0210 +2023-12-25 05:51:39,850 - pyskl - INFO - Epoch [126][3200/3405] lr: 1.554e-03, eta: 5:58:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.0195, loss: 1.0195 +2023-12-25 05:52:05,112 - pyskl - INFO - Epoch [126][3300/3405] lr: 1.550e-03, eta: 5:58:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.0087, loss: 1.0087 +2023-12-25 05:52:30,525 - pyskl - INFO - Epoch [126][3400/3405] lr: 1.546e-03, eta: 5:57:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.0112, loss: 1.0112 +2023-12-25 05:52:32,427 - pyskl - INFO - Saving checkpoint at 126 epochs +2023-12-25 05:56:57,898 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 05:56:58,632 - pyskl - INFO - +top1_acc 0.8771 +top5_acc 0.9746 +2023-12-25 05:56:58,637 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_125.pth was removed +2023-12-25 05:56:58,935 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2023-12-25 05:56:58,936 - pyskl - INFO - Best top1_acc is 0.8771 at 126 epoch. +2023-12-25 05:56:58,975 - pyskl - INFO - Epoch(val) [126][3718] top1_acc: 0.8771, top5_acc: 0.9746 +2023-12-25 05:57:55,132 - pyskl - INFO - Epoch [127][100/3405] lr: 1.543e-03, eta: 5:57:25, time: 0.561, data_time: 0.301, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.0103, loss: 1.0103 +2023-12-25 05:58:20,673 - pyskl - INFO - Epoch [127][200/3405] lr: 1.539e-03, eta: 5:56:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.0019, loss: 1.0019 +2023-12-25 05:58:45,815 - pyskl - INFO - Epoch [127][300/3405] lr: 1.535e-03, eta: 5:56:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.0015, loss: 1.0015 +2023-12-25 05:59:11,320 - pyskl - INFO - Epoch [127][400/3405] lr: 1.531e-03, eta: 5:56:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9972, loss: 0.9972 +2023-12-25 05:59:37,098 - pyskl - INFO - Epoch [127][500/3405] lr: 1.528e-03, eta: 5:55:39, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.0007, loss: 1.0007 +2023-12-25 06:00:02,502 - pyskl - INFO - Epoch [127][600/3405] lr: 1.524e-03, eta: 5:55:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.0069, loss: 1.0069 +2023-12-25 06:00:28,217 - pyskl - INFO - Epoch [127][700/3405] lr: 1.520e-03, eta: 5:54:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.0102, loss: 1.0102 +2023-12-25 06:00:53,977 - pyskl - INFO - Epoch [127][800/3405] lr: 1.517e-03, eta: 5:54:20, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.0037, loss: 1.0037 +2023-12-25 06:01:19,625 - pyskl - INFO - Epoch [127][900/3405] lr: 1.513e-03, eta: 5:53:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.0052, loss: 1.0052 +2023-12-25 06:01:45,230 - pyskl - INFO - Epoch [127][1000/3405] lr: 1.509e-03, eta: 5:53:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9979, loss: 0.9979 +2023-12-25 06:02:10,937 - pyskl - INFO - Epoch [127][1100/3405] lr: 1.506e-03, eta: 5:53:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.9998, loss: 0.9998 +2023-12-25 06:02:36,434 - pyskl - INFO - Epoch [127][1200/3405] lr: 1.502e-03, eta: 5:52:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.0111, loss: 1.0111 +2023-12-25 06:03:01,961 - pyskl - INFO - Epoch [127][1300/3405] lr: 1.498e-03, eta: 5:52:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.0055, loss: 1.0055 +2023-12-25 06:03:27,525 - pyskl - INFO - Epoch [127][1400/3405] lr: 1.495e-03, eta: 5:51:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.0034, loss: 1.0034 +2023-12-25 06:03:52,724 - pyskl - INFO - Epoch [127][1500/3405] lr: 1.491e-03, eta: 5:51:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.0032, loss: 1.0032 +2023-12-25 06:04:17,926 - pyskl - INFO - Epoch [127][1600/3405] lr: 1.487e-03, eta: 5:50:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.9945, loss: 0.9945 +2023-12-25 06:04:43,508 - pyskl - INFO - Epoch [127][1700/3405] lr: 1.484e-03, eta: 5:50:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.0033, loss: 1.0033 +2023-12-25 06:05:09,013 - pyskl - INFO - Epoch [127][1800/3405] lr: 1.480e-03, eta: 5:49:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.0157, loss: 1.0157 +2023-12-25 06:05:34,660 - pyskl - INFO - Epoch [127][1900/3405] lr: 1.477e-03, eta: 5:49:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.0124, loss: 1.0124 +2023-12-25 06:06:00,029 - pyskl - INFO - Epoch [127][2000/3405] lr: 1.473e-03, eta: 5:49:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.0131, loss: 1.0131 +2023-12-25 06:06:25,606 - pyskl - INFO - Epoch [127][2100/3405] lr: 1.469e-03, eta: 5:48:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.0167, loss: 1.0167 +2023-12-25 06:06:51,137 - pyskl - INFO - Epoch [127][2200/3405] lr: 1.466e-03, eta: 5:48:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.0082, loss: 1.0082 +2023-12-25 06:07:16,378 - pyskl - INFO - Epoch [127][2300/3405] lr: 1.462e-03, eta: 5:47:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.0141, loss: 1.0141 +2023-12-25 06:07:41,664 - pyskl - INFO - Epoch [127][2400/3405] lr: 1.459e-03, eta: 5:47:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.0067, loss: 1.0067 +2023-12-25 06:08:06,676 - pyskl - INFO - Epoch [127][2500/3405] lr: 1.455e-03, eta: 5:46:50, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.0086, loss: 1.0086 +2023-12-25 06:08:31,700 - pyskl - INFO - Epoch [127][2600/3405] lr: 1.451e-03, eta: 5:46:24, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.0157, loss: 1.0157 +2023-12-25 06:08:56,713 - pyskl - INFO - Epoch [127][2700/3405] lr: 1.448e-03, eta: 5:45:58, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.0225, loss: 1.0225 +2023-12-25 06:09:21,733 - pyskl - INFO - Epoch [127][2800/3405] lr: 1.444e-03, eta: 5:45:31, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.0320, loss: 1.0320 +2023-12-25 06:09:46,738 - pyskl - INFO - Epoch [127][2900/3405] lr: 1.441e-03, eta: 5:45:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.0219, loss: 1.0219 +2023-12-25 06:10:11,949 - pyskl - INFO - Epoch [127][3000/3405] lr: 1.437e-03, eta: 5:44:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.0158, loss: 1.0158 +2023-12-25 06:10:37,678 - pyskl - INFO - Epoch [127][3100/3405] lr: 1.433e-03, eta: 5:44:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.0192, loss: 1.0192 +2023-12-25 06:11:03,052 - pyskl - INFO - Epoch [127][3200/3405] lr: 1.430e-03, eta: 5:43:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.0049, loss: 1.0049 +2023-12-25 06:11:28,057 - pyskl - INFO - Epoch [127][3300/3405] lr: 1.426e-03, eta: 5:43:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.0119, loss: 1.0119 +2023-12-25 06:11:53,341 - pyskl - INFO - Epoch [127][3400/3405] lr: 1.423e-03, eta: 5:42:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.0136, loss: 1.0136 +2023-12-25 06:11:55,437 - pyskl - INFO - Saving checkpoint at 127 epochs +2023-12-25 06:16:20,631 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 06:16:21,249 - pyskl - INFO - +top1_acc 0.8794 +top5_acc 0.9741 +2023-12-25 06:16:21,254 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_126.pth was removed +2023-12-25 06:16:21,509 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2023-12-25 06:16:21,511 - pyskl - INFO - Best top1_acc is 0.8794 at 127 epoch. +2023-12-25 06:16:21,548 - pyskl - INFO - Epoch(val) [127][3718] top1_acc: 0.8794, top5_acc: 0.9741 +2023-12-25 06:17:16,091 - pyskl - INFO - Epoch [128][100/3405] lr: 1.419e-03, eta: 5:42:30, time: 0.545, data_time: 0.288, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.0037, loss: 1.0037 +2023-12-25 06:17:41,562 - pyskl - INFO - Epoch [128][200/3405] lr: 1.415e-03, eta: 5:42:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.0039, loss: 1.0039 +2023-12-25 06:18:07,108 - pyskl - INFO - Epoch [128][300/3405] lr: 1.412e-03, eta: 5:41:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.0065, loss: 1.0065 +2023-12-25 06:18:32,965 - pyskl - INFO - Epoch [128][400/3405] lr: 1.408e-03, eta: 5:41:10, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.0114, loss: 1.0114 +2023-12-25 06:18:58,800 - pyskl - INFO - Epoch [128][500/3405] lr: 1.405e-03, eta: 5:40:44, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.0050, loss: 1.0050 +2023-12-25 06:19:24,933 - pyskl - INFO - Epoch [128][600/3405] lr: 1.401e-03, eta: 5:40:18, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9974, loss: 0.9974 +2023-12-25 06:19:50,616 - pyskl - INFO - Epoch [128][700/3405] lr: 1.398e-03, eta: 5:39:51, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.9908, loss: 0.9908 +2023-12-25 06:20:16,152 - pyskl - INFO - Epoch [128][800/3405] lr: 1.394e-03, eta: 5:39:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9942, loss: 0.9942 +2023-12-25 06:20:41,941 - pyskl - INFO - Epoch [128][900/3405] lr: 1.391e-03, eta: 5:38:59, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.0072, loss: 1.0072 +2023-12-25 06:21:07,781 - pyskl - INFO - Epoch [128][1000/3405] lr: 1.387e-03, eta: 5:38:32, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.0129, loss: 1.0129 +2023-12-25 06:21:33,262 - pyskl - INFO - Epoch [128][1100/3405] lr: 1.384e-03, eta: 5:38:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.0118, loss: 1.0118 +2023-12-25 06:21:58,605 - pyskl - INFO - Epoch [128][1200/3405] lr: 1.380e-03, eta: 5:37:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.0126, loss: 1.0126 +2023-12-25 06:22:23,832 - pyskl - INFO - Epoch [128][1300/3405] lr: 1.377e-03, eta: 5:37:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.0043, loss: 1.0043 +2023-12-25 06:22:48,983 - pyskl - INFO - Epoch [128][1400/3405] lr: 1.373e-03, eta: 5:36:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.0145, loss: 1.0145 +2023-12-25 06:23:14,088 - pyskl - INFO - Epoch [128][1500/3405] lr: 1.370e-03, eta: 5:36:20, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.0090, loss: 1.0090 +2023-12-25 06:23:39,492 - pyskl - INFO - Epoch [128][1600/3405] lr: 1.366e-03, eta: 5:35:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.0122, loss: 1.0122 +2023-12-25 06:24:05,176 - pyskl - INFO - Epoch [128][1700/3405] lr: 1.363e-03, eta: 5:35:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.0051, loss: 1.0051 +2023-12-25 06:24:30,528 - pyskl - INFO - Epoch [128][1800/3405] lr: 1.359e-03, eta: 5:35:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.0125, loss: 1.0125 +2023-12-25 06:24:56,039 - pyskl - INFO - Epoch [128][1900/3405] lr: 1.356e-03, eta: 5:34:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.0022, loss: 1.0022 +2023-12-25 06:25:21,350 - pyskl - INFO - Epoch [128][2000/3405] lr: 1.352e-03, eta: 5:34:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.0148, loss: 1.0148 +2023-12-25 06:25:46,746 - pyskl - INFO - Epoch [128][2100/3405] lr: 1.349e-03, eta: 5:33:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.0052, loss: 1.0052 +2023-12-25 06:26:12,263 - pyskl - INFO - Epoch [128][2200/3405] lr: 1.345e-03, eta: 5:33:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.0051, loss: 1.0051 +2023-12-25 06:26:37,570 - pyskl - INFO - Epoch [128][2300/3405] lr: 1.342e-03, eta: 5:32:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.0030, loss: 1.0030 +2023-12-25 06:27:02,844 - pyskl - INFO - Epoch [128][2400/3405] lr: 1.338e-03, eta: 5:32:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.9994, loss: 0.9994 +2023-12-25 06:27:28,084 - pyskl - INFO - Epoch [128][2500/3405] lr: 1.335e-03, eta: 5:31:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.0129, loss: 1.0129 +2023-12-25 06:27:53,333 - pyskl - INFO - Epoch [128][2600/3405] lr: 1.331e-03, eta: 5:31:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.0034, loss: 1.0034 +2023-12-25 06:28:18,483 - pyskl - INFO - Epoch [128][2700/3405] lr: 1.328e-03, eta: 5:31:03, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.0098, loss: 1.0098 +2023-12-25 06:28:44,107 - pyskl - INFO - Epoch [128][2800/3405] lr: 1.324e-03, eta: 5:30:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.0091, loss: 1.0091 +2023-12-25 06:29:09,611 - pyskl - INFO - Epoch [128][2900/3405] lr: 1.321e-03, eta: 5:30:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9972, loss: 0.9972 +2023-12-25 06:29:35,008 - pyskl - INFO - Epoch [128][3000/3405] lr: 1.318e-03, eta: 5:29:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.0000, loss: 1.0000 +2023-12-25 06:30:00,626 - pyskl - INFO - Epoch [128][3100/3405] lr: 1.314e-03, eta: 5:29:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.0007, loss: 1.0007 +2023-12-25 06:30:26,194 - pyskl - INFO - Epoch [128][3200/3405] lr: 1.311e-03, eta: 5:28:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.9974, loss: 0.9974 +2023-12-25 06:30:51,466 - pyskl - INFO - Epoch [128][3300/3405] lr: 1.307e-03, eta: 5:28:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.0023, loss: 1.0023 +2023-12-25 06:31:16,985 - pyskl - INFO - Epoch [128][3400/3405] lr: 1.304e-03, eta: 5:27:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.0015, loss: 1.0015 +2023-12-25 06:31:18,902 - pyskl - INFO - Saving checkpoint at 128 epochs +2023-12-25 06:35:44,134 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 06:35:44,744 - pyskl - INFO - +top1_acc 0.8823 +top5_acc 0.9743 +2023-12-25 06:35:44,749 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_127.pth was removed +2023-12-25 06:35:44,962 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. +2023-12-25 06:35:44,964 - pyskl - INFO - Best top1_acc is 0.8823 at 128 epoch. +2023-12-25 06:35:44,992 - pyskl - INFO - Epoch(val) [128][3718] top1_acc: 0.8823, top5_acc: 0.9743 +2023-12-25 06:36:38,718 - pyskl - INFO - Epoch [129][100/3405] lr: 1.300e-03, eta: 5:27:35, time: 0.537, data_time: 0.283, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9915, loss: 0.9915 +2023-12-25 06:37:03,811 - pyskl - INFO - Epoch [129][200/3405] lr: 1.297e-03, eta: 5:27:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9913, loss: 0.9913 +2023-12-25 06:37:28,862 - pyskl - INFO - Epoch [129][300/3405] lr: 1.293e-03, eta: 5:26:42, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9855, loss: 0.9855 +2023-12-25 06:37:54,049 - pyskl - INFO - Epoch [129][400/3405] lr: 1.290e-03, eta: 5:26:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9882, loss: 0.9882 +2023-12-25 06:38:19,341 - pyskl - INFO - Epoch [129][500/3405] lr: 1.287e-03, eta: 5:25:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9916, loss: 0.9916 +2023-12-25 06:38:44,676 - pyskl - INFO - Epoch [129][600/3405] lr: 1.283e-03, eta: 5:25:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9896, loss: 0.9896 +2023-12-25 06:39:10,149 - pyskl - INFO - Epoch [129][700/3405] lr: 1.280e-03, eta: 5:24:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.9897, loss: 0.9897 +2023-12-25 06:39:35,722 - pyskl - INFO - Epoch [129][800/3405] lr: 1.276e-03, eta: 5:24:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.9916, loss: 0.9916 +2023-12-25 06:40:01,474 - pyskl - INFO - Epoch [129][900/3405] lr: 1.273e-03, eta: 5:24:04, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9905, loss: 0.9905 +2023-12-25 06:40:27,548 - pyskl - INFO - Epoch [129][1000/3405] lr: 1.270e-03, eta: 5:23:37, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9890, loss: 0.9890 +2023-12-25 06:40:53,565 - pyskl - INFO - Epoch [129][1100/3405] lr: 1.266e-03, eta: 5:23:11, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9878, loss: 0.9878 +2023-12-25 06:41:19,432 - pyskl - INFO - Epoch [129][1200/3405] lr: 1.263e-03, eta: 5:22:45, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.9899, loss: 0.9899 +2023-12-25 06:41:45,024 - pyskl - INFO - Epoch [129][1300/3405] lr: 1.260e-03, eta: 5:22:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9867, loss: 0.9867 +2023-12-25 06:42:10,514 - pyskl - INFO - Epoch [129][1400/3405] lr: 1.256e-03, eta: 5:21:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9899, loss: 0.9899 +2023-12-25 06:42:35,815 - pyskl - INFO - Epoch [129][1500/3405] lr: 1.253e-03, eta: 5:21:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9880, loss: 0.9880 +2023-12-25 06:43:01,516 - pyskl - INFO - Epoch [129][1600/3405] lr: 1.249e-03, eta: 5:20:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9902, loss: 0.9902 +2023-12-25 06:43:27,166 - pyskl - INFO - Epoch [129][1700/3405] lr: 1.246e-03, eta: 5:20:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9866, loss: 0.9866 +2023-12-25 06:43:52,766 - pyskl - INFO - Epoch [129][1800/3405] lr: 1.243e-03, eta: 5:20:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9905, loss: 0.9905 +2023-12-25 06:44:18,340 - pyskl - INFO - Epoch [129][1900/3405] lr: 1.239e-03, eta: 5:19:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.9934, loss: 0.9934 +2023-12-25 06:44:43,402 - pyskl - INFO - Epoch [129][2000/3405] lr: 1.236e-03, eta: 5:19:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9911, loss: 0.9911 +2023-12-25 06:45:08,955 - pyskl - INFO - Epoch [129][2100/3405] lr: 1.233e-03, eta: 5:18:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.9960, loss: 0.9960 +2023-12-25 06:45:34,445 - pyskl - INFO - Epoch [129][2200/3405] lr: 1.229e-03, eta: 5:18:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9945, loss: 0.9945 +2023-12-25 06:45:59,777 - pyskl - INFO - Epoch [129][2300/3405] lr: 1.226e-03, eta: 5:17:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.9949, loss: 0.9949 +2023-12-25 06:46:25,281 - pyskl - INFO - Epoch [129][2400/3405] lr: 1.223e-03, eta: 5:17:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9881, loss: 0.9881 +2023-12-25 06:46:50,634 - pyskl - INFO - Epoch [129][2500/3405] lr: 1.219e-03, eta: 5:17:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9894, loss: 0.9894 +2023-12-25 06:47:15,886 - pyskl - INFO - Epoch [129][2600/3405] lr: 1.216e-03, eta: 5:16:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9920, loss: 0.9920 +2023-12-25 06:47:41,051 - pyskl - INFO - Epoch [129][2700/3405] lr: 1.213e-03, eta: 5:16:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.0042, loss: 1.0042 +2023-12-25 06:48:06,388 - pyskl - INFO - Epoch [129][2800/3405] lr: 1.210e-03, eta: 5:15:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9899, loss: 0.9899 +2023-12-25 06:48:31,545 - pyskl - INFO - Epoch [129][2900/3405] lr: 1.206e-03, eta: 5:15:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.9999, loss: 0.9999 +2023-12-25 06:48:56,836 - pyskl - INFO - Epoch [129][3000/3405] lr: 1.203e-03, eta: 5:14:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.9948, loss: 0.9948 +2023-12-25 06:49:22,443 - pyskl - INFO - Epoch [129][3100/3405] lr: 1.200e-03, eta: 5:14:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.0006, loss: 1.0006 +2023-12-25 06:49:47,766 - pyskl - INFO - Epoch [129][3200/3405] lr: 1.196e-03, eta: 5:13:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.0009, loss: 1.0009 +2023-12-25 06:50:12,979 - pyskl - INFO - Epoch [129][3300/3405] lr: 1.193e-03, eta: 5:13:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9907, loss: 0.9907 +2023-12-25 06:50:38,172 - pyskl - INFO - Epoch [129][3400/3405] lr: 1.190e-03, eta: 5:13:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.0041, loss: 1.0041 +2023-12-25 06:50:40,265 - pyskl - INFO - Saving checkpoint at 129 epochs +2023-12-25 06:55:04,550 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 06:55:05,163 - pyskl - INFO - +top1_acc 0.8824 +top5_acc 0.9745 +2023-12-25 06:55:05,168 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_128.pth was removed +2023-12-25 06:55:05,523 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2023-12-25 06:55:05,524 - pyskl - INFO - Best top1_acc is 0.8824 at 129 epoch. +2023-12-25 06:55:05,548 - pyskl - INFO - Epoch(val) [129][3718] top1_acc: 0.8824, top5_acc: 0.9745 +2023-12-25 06:55:59,066 - pyskl - INFO - Epoch [130][100/3405] lr: 1.186e-03, eta: 5:12:40, time: 0.535, data_time: 0.281, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.9971, loss: 0.9971 +2023-12-25 06:56:24,531 - pyskl - INFO - Epoch [130][200/3405] lr: 1.183e-03, eta: 5:12:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9884, loss: 0.9884 +2023-12-25 06:56:50,129 - pyskl - INFO - Epoch [130][300/3405] lr: 1.180e-03, eta: 5:11:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9867, loss: 0.9867 +2023-12-25 06:57:15,752 - pyskl - INFO - Epoch [130][400/3405] lr: 1.177e-03, eta: 5:11:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.9949, loss: 0.9949 +2023-12-25 06:57:41,356 - pyskl - INFO - Epoch [130][500/3405] lr: 1.173e-03, eta: 5:10:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9886, loss: 0.9886 +2023-12-25 06:58:06,723 - pyskl - INFO - Epoch [130][600/3405] lr: 1.170e-03, eta: 5:10:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9880, loss: 0.9880 +2023-12-25 06:58:32,136 - pyskl - INFO - Epoch [130][700/3405] lr: 1.167e-03, eta: 5:10:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9828, loss: 0.9828 +2023-12-25 06:58:57,946 - pyskl - INFO - Epoch [130][800/3405] lr: 1.164e-03, eta: 5:09:35, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.9902, loss: 0.9902 +2023-12-25 06:59:23,591 - pyskl - INFO - Epoch [130][900/3405] lr: 1.160e-03, eta: 5:09:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9926, loss: 0.9926 +2023-12-25 06:59:49,067 - pyskl - INFO - Epoch [130][1000/3405] lr: 1.157e-03, eta: 5:08:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9901, loss: 0.9901 +2023-12-25 07:00:14,579 - pyskl - INFO - Epoch [130][1100/3405] lr: 1.154e-03, eta: 5:08:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9849, loss: 0.9849 +2023-12-25 07:00:40,378 - pyskl - INFO - Epoch [130][1200/3405] lr: 1.151e-03, eta: 5:07:50, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9845, loss: 0.9845 +2023-12-25 07:01:05,878 - pyskl - INFO - Epoch [130][1300/3405] lr: 1.147e-03, eta: 5:07:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9868, loss: 0.9868 +2023-12-25 07:01:31,032 - pyskl - INFO - Epoch [130][1400/3405] lr: 1.144e-03, eta: 5:06:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.9860, loss: 0.9860 +2023-12-25 07:01:56,109 - pyskl - INFO - Epoch [130][1500/3405] lr: 1.141e-03, eta: 5:06:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9873, loss: 0.9873 +2023-12-25 07:02:21,213 - pyskl - INFO - Epoch [130][1600/3405] lr: 1.138e-03, eta: 5:06:04, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9857, loss: 0.9857 +2023-12-25 07:02:46,298 - pyskl - INFO - Epoch [130][1700/3405] lr: 1.135e-03, eta: 5:05:38, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9833, loss: 0.9833 +2023-12-25 07:03:11,533 - pyskl - INFO - Epoch [130][1800/3405] lr: 1.131e-03, eta: 5:05:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9855, loss: 0.9855 +2023-12-25 07:03:37,051 - pyskl - INFO - Epoch [130][1900/3405] lr: 1.128e-03, eta: 5:04:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9805, loss: 0.9805 +2023-12-25 07:04:02,470 - pyskl - INFO - Epoch [130][2000/3405] lr: 1.125e-03, eta: 5:04:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9824, loss: 0.9824 +2023-12-25 07:04:27,738 - pyskl - INFO - Epoch [130][2100/3405] lr: 1.122e-03, eta: 5:03:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.9933, loss: 0.9933 +2023-12-25 07:04:53,276 - pyskl - INFO - Epoch [130][2200/3405] lr: 1.119e-03, eta: 5:03:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9867, loss: 0.9867 +2023-12-25 07:05:18,770 - pyskl - INFO - Epoch [130][2300/3405] lr: 1.116e-03, eta: 5:02:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9910, loss: 0.9910 +2023-12-25 07:05:44,055 - pyskl - INFO - Epoch [130][2400/3405] lr: 1.112e-03, eta: 5:02:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.9975, loss: 0.9975 +2023-12-25 07:06:09,327 - pyskl - INFO - Epoch [130][2500/3405] lr: 1.109e-03, eta: 5:02:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.9909, loss: 0.9909 +2023-12-25 07:06:34,699 - pyskl - INFO - Epoch [130][2600/3405] lr: 1.106e-03, eta: 5:01:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.9998, loss: 0.9998 +2023-12-25 07:06:59,980 - pyskl - INFO - Epoch [130][2700/3405] lr: 1.103e-03, eta: 5:01:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.9994, loss: 0.9994 +2023-12-25 07:07:25,351 - pyskl - INFO - Epoch [130][2800/3405] lr: 1.100e-03, eta: 5:00:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.9938, loss: 0.9938 +2023-12-25 07:07:50,771 - pyskl - INFO - Epoch [130][2900/3405] lr: 1.097e-03, eta: 5:00:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9872, loss: 0.9872 +2023-12-25 07:08:16,206 - pyskl - INFO - Epoch [130][3000/3405] lr: 1.093e-03, eta: 4:59:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.9943, loss: 0.9943 +2023-12-25 07:08:41,481 - pyskl - INFO - Epoch [130][3100/3405] lr: 1.090e-03, eta: 4:59:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9891, loss: 0.9891 +2023-12-25 07:09:06,927 - pyskl - INFO - Epoch [130][3200/3405] lr: 1.087e-03, eta: 4:59:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9912, loss: 0.9912 +2023-12-25 07:09:32,463 - pyskl - INFO - Epoch [130][3300/3405] lr: 1.084e-03, eta: 4:58:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9836, loss: 0.9836 +2023-12-25 07:09:57,805 - pyskl - INFO - Epoch [130][3400/3405] lr: 1.081e-03, eta: 4:58:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9852, loss: 0.9852 +2023-12-25 07:09:59,890 - pyskl - INFO - Saving checkpoint at 130 epochs +2023-12-25 07:14:24,793 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 07:14:25,405 - pyskl - INFO - +top1_acc 0.8827 +top5_acc 0.9747 +2023-12-25 07:14:25,410 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_129.pth was removed +2023-12-25 07:14:25,623 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2023-12-25 07:14:25,625 - pyskl - INFO - Best top1_acc is 0.8827 at 130 epoch. +2023-12-25 07:14:25,654 - pyskl - INFO - Epoch(val) [130][3718] top1_acc: 0.8827, top5_acc: 0.9747 +2023-12-25 07:15:20,999 - pyskl - INFO - Epoch [131][100/3405] lr: 1.078e-03, eta: 4:57:45, time: 0.553, data_time: 0.298, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9827, loss: 0.9827 +2023-12-25 07:15:46,645 - pyskl - INFO - Epoch [131][200/3405] lr: 1.074e-03, eta: 4:57:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9780, loss: 0.9780 +2023-12-25 07:16:12,424 - pyskl - INFO - Epoch [131][300/3405] lr: 1.071e-03, eta: 4:56:53, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9813, loss: 0.9813 +2023-12-25 07:16:38,198 - pyskl - INFO - Epoch [131][400/3405] lr: 1.068e-03, eta: 4:56:26, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9843, loss: 0.9843 +2023-12-25 07:17:03,933 - pyskl - INFO - Epoch [131][500/3405] lr: 1.065e-03, eta: 4:56:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9814, loss: 0.9814 +2023-12-25 07:17:29,690 - pyskl - INFO - Epoch [131][600/3405] lr: 1.062e-03, eta: 4:55:34, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9821, loss: 0.9821 +2023-12-25 07:17:55,257 - pyskl - INFO - Epoch [131][700/3405] lr: 1.059e-03, eta: 4:55:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9844, loss: 0.9844 +2023-12-25 07:18:20,771 - pyskl - INFO - Epoch [131][800/3405] lr: 1.056e-03, eta: 4:54:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9840, loss: 0.9840 +2023-12-25 07:18:46,256 - pyskl - INFO - Epoch [131][900/3405] lr: 1.053e-03, eta: 4:54:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.9858, loss: 0.9858 +2023-12-25 07:19:11,846 - pyskl - INFO - Epoch [131][1000/3405] lr: 1.050e-03, eta: 4:53:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9893, loss: 0.9893 +2023-12-25 07:19:37,225 - pyskl - INFO - Epoch [131][1100/3405] lr: 1.047e-03, eta: 4:53:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9834, loss: 0.9834 +2023-12-25 07:20:02,695 - pyskl - INFO - Epoch [131][1200/3405] lr: 1.043e-03, eta: 4:52:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9865, loss: 0.9865 +2023-12-25 07:20:28,283 - pyskl - INFO - Epoch [131][1300/3405] lr: 1.040e-03, eta: 4:52:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9863, loss: 0.9863 +2023-12-25 07:20:53,727 - pyskl - INFO - Epoch [131][1400/3405] lr: 1.037e-03, eta: 4:52:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9816, loss: 0.9816 +2023-12-25 07:21:19,179 - pyskl - INFO - Epoch [131][1500/3405] lr: 1.034e-03, eta: 4:51:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9824, loss: 0.9824 +2023-12-25 07:21:44,671 - pyskl - INFO - Epoch [131][1600/3405] lr: 1.031e-03, eta: 4:51:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9822, loss: 0.9822 +2023-12-25 07:22:10,368 - pyskl - INFO - Epoch [131][1700/3405] lr: 1.028e-03, eta: 4:50:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9808, loss: 0.9808 +2023-12-25 07:22:35,952 - pyskl - INFO - Epoch [131][1800/3405] lr: 1.025e-03, eta: 4:50:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.9870, loss: 0.9870 +2023-12-25 07:23:01,591 - pyskl - INFO - Epoch [131][1900/3405] lr: 1.022e-03, eta: 4:49:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.9889, loss: 0.9889 +2023-12-25 07:23:27,274 - pyskl - INFO - Epoch [131][2000/3405] lr: 1.019e-03, eta: 4:49:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9894, loss: 0.9894 +2023-12-25 07:23:52,858 - pyskl - INFO - Epoch [131][2100/3405] lr: 1.016e-03, eta: 4:48:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9853, loss: 0.9853 +2023-12-25 07:24:18,228 - pyskl - INFO - Epoch [131][2200/3405] lr: 1.013e-03, eta: 4:48:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9847, loss: 0.9847 +2023-12-25 07:24:43,776 - pyskl - INFO - Epoch [131][2300/3405] lr: 1.010e-03, eta: 4:48:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9852, loss: 0.9852 +2023-12-25 07:25:08,974 - pyskl - INFO - Epoch [131][2400/3405] lr: 1.007e-03, eta: 4:47:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9838, loss: 0.9838 +2023-12-25 07:25:34,279 - pyskl - INFO - Epoch [131][2500/3405] lr: 1.004e-03, eta: 4:47:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9863, loss: 0.9863 +2023-12-25 07:25:59,755 - pyskl - INFO - Epoch [131][2600/3405] lr: 1.001e-03, eta: 4:46:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.9910, loss: 0.9910 +2023-12-25 07:26:25,059 - pyskl - INFO - Epoch [131][2700/3405] lr: 9.979e-04, eta: 4:46:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9905, loss: 0.9905 +2023-12-25 07:26:50,411 - pyskl - INFO - Epoch [131][2800/3405] lr: 9.948e-04, eta: 4:45:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9889, loss: 0.9889 +2023-12-25 07:27:16,358 - pyskl - INFO - Epoch [131][2900/3405] lr: 9.918e-04, eta: 4:45:27, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9848, loss: 0.9848 +2023-12-25 07:27:41,481 - pyskl - INFO - Epoch [131][3000/3405] lr: 9.888e-04, eta: 4:45:00, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9828, loss: 0.9828 +2023-12-25 07:28:06,883 - pyskl - INFO - Epoch [131][3100/3405] lr: 9.858e-04, eta: 4:44:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9877, loss: 0.9877 +2023-12-25 07:28:32,437 - pyskl - INFO - Epoch [131][3200/3405] lr: 9.829e-04, eta: 4:44:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9839, loss: 0.9839 +2023-12-25 07:28:57,822 - pyskl - INFO - Epoch [131][3300/3405] lr: 9.799e-04, eta: 4:43:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9861, loss: 0.9861 +2023-12-25 07:29:23,084 - pyskl - INFO - Epoch [131][3400/3405] lr: 9.769e-04, eta: 4:43:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9863, loss: 0.9863 +2023-12-25 07:29:25,153 - pyskl - INFO - Saving checkpoint at 131 epochs +2023-12-25 07:33:49,683 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 07:33:50,288 - pyskl - INFO - +top1_acc 0.8864 +top5_acc 0.9751 +2023-12-25 07:33:50,293 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_130.pth was removed +2023-12-25 07:33:50,504 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. +2023-12-25 07:33:50,505 - pyskl - INFO - Best top1_acc is 0.8864 at 131 epoch. +2023-12-25 07:33:50,530 - pyskl - INFO - Epoch(val) [131][3718] top1_acc: 0.8864, top5_acc: 0.9751 +2023-12-25 07:34:44,012 - pyskl - INFO - Epoch [132][100/3405] lr: 9.738e-04, eta: 4:42:51, time: 0.535, data_time: 0.282, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9809, loss: 0.9809 +2023-12-25 07:35:08,985 - pyskl - INFO - Epoch [132][200/3405] lr: 9.708e-04, eta: 4:42:24, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9827, loss: 0.9827 +2023-12-25 07:35:34,076 - pyskl - INFO - Epoch [132][300/3405] lr: 9.678e-04, eta: 4:41:58, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9774, loss: 0.9774 +2023-12-25 07:35:59,582 - pyskl - INFO - Epoch [132][400/3405] lr: 9.649e-04, eta: 4:41:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9825, loss: 0.9825 +2023-12-25 07:36:25,041 - pyskl - INFO - Epoch [132][500/3405] lr: 9.619e-04, eta: 4:41:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9795, loss: 0.9795 +2023-12-25 07:36:50,373 - pyskl - INFO - Epoch [132][600/3405] lr: 9.589e-04, eta: 4:40:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9825, loss: 0.9825 +2023-12-25 07:37:15,628 - pyskl - INFO - Epoch [132][700/3405] lr: 9.560e-04, eta: 4:40:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9796, loss: 0.9796 +2023-12-25 07:37:41,155 - pyskl - INFO - Epoch [132][800/3405] lr: 9.530e-04, eta: 4:39:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9800, loss: 0.9800 +2023-12-25 07:38:06,748 - pyskl - INFO - Epoch [132][900/3405] lr: 9.501e-04, eta: 4:39:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9831, loss: 0.9831 +2023-12-25 07:38:32,424 - pyskl - INFO - Epoch [132][1000/3405] lr: 9.472e-04, eta: 4:38:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9840, loss: 0.9840 +2023-12-25 07:38:57,819 - pyskl - INFO - Epoch [132][1100/3405] lr: 9.442e-04, eta: 4:38:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9837, loss: 0.9837 +2023-12-25 07:39:22,955 - pyskl - INFO - Epoch [132][1200/3405] lr: 9.413e-04, eta: 4:38:00, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.9833, loss: 0.9833 +2023-12-25 07:39:48,458 - pyskl - INFO - Epoch [132][1300/3405] lr: 9.384e-04, eta: 4:37:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9796, loss: 0.9796 +2023-12-25 07:40:14,308 - pyskl - INFO - Epoch [132][1400/3405] lr: 9.355e-04, eta: 4:37:08, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9783, loss: 0.9783 +2023-12-25 07:40:39,749 - pyskl - INFO - Epoch [132][1500/3405] lr: 9.325e-04, eta: 4:36:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9769, loss: 0.9769 +2023-12-25 07:41:04,848 - pyskl - INFO - Epoch [132][1600/3405] lr: 9.296e-04, eta: 4:36:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9837, loss: 0.9837 +2023-12-25 07:41:29,921 - pyskl - INFO - Epoch [132][1700/3405] lr: 9.267e-04, eta: 4:35:48, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9787, loss: 0.9787 +2023-12-25 07:41:55,029 - pyskl - INFO - Epoch [132][1800/3405] lr: 9.238e-04, eta: 4:35:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9835, loss: 0.9835 +2023-12-25 07:42:20,257 - pyskl - INFO - Epoch [132][1900/3405] lr: 9.209e-04, eta: 4:34:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9792, loss: 0.9792 +2023-12-25 07:42:45,708 - pyskl - INFO - Epoch [132][2000/3405] lr: 9.180e-04, eta: 4:34:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9770, loss: 0.9770 +2023-12-25 07:43:11,104 - pyskl - INFO - Epoch [132][2100/3405] lr: 9.151e-04, eta: 4:34:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9812, loss: 0.9812 +2023-12-25 07:43:36,271 - pyskl - INFO - Epoch [132][2200/3405] lr: 9.122e-04, eta: 4:33:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9799, loss: 0.9799 +2023-12-25 07:44:01,343 - pyskl - INFO - Epoch [132][2300/3405] lr: 9.094e-04, eta: 4:33:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9809, loss: 0.9809 +2023-12-25 07:44:26,430 - pyskl - INFO - Epoch [132][2400/3405] lr: 9.065e-04, eta: 4:32:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9800, loss: 0.9800 +2023-12-25 07:44:51,492 - pyskl - INFO - Epoch [132][2500/3405] lr: 9.036e-04, eta: 4:32:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9791, loss: 0.9791 +2023-12-25 07:45:16,833 - pyskl - INFO - Epoch [132][2600/3405] lr: 9.007e-04, eta: 4:31:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9795, loss: 0.9795 +2023-12-25 07:45:42,280 - pyskl - INFO - Epoch [132][2700/3405] lr: 8.979e-04, eta: 4:31:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9817, loss: 0.9817 +2023-12-25 07:46:07,753 - pyskl - INFO - Epoch [132][2800/3405] lr: 8.950e-04, eta: 4:30:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9791, loss: 0.9791 +2023-12-25 07:46:33,207 - pyskl - INFO - Epoch [132][2900/3405] lr: 8.922e-04, eta: 4:30:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9825, loss: 0.9825 +2023-12-25 07:46:58,647 - pyskl - INFO - Epoch [132][3000/3405] lr: 8.893e-04, eta: 4:30:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9822, loss: 0.9822 +2023-12-25 07:47:24,327 - pyskl - INFO - Epoch [132][3100/3405] lr: 8.865e-04, eta: 4:29:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9786, loss: 0.9786 +2023-12-25 07:47:49,714 - pyskl - INFO - Epoch [132][3200/3405] lr: 8.836e-04, eta: 4:29:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9846, loss: 0.9846 +2023-12-25 07:48:15,385 - pyskl - INFO - Epoch [132][3300/3405] lr: 8.808e-04, eta: 4:28:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9857, loss: 0.9857 +2023-12-25 07:48:40,922 - pyskl - INFO - Epoch [132][3400/3405] lr: 8.780e-04, eta: 4:28:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9842, loss: 0.9842 +2023-12-25 07:48:42,865 - pyskl - INFO - Saving checkpoint at 132 epochs +2023-12-25 07:53:07,367 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 07:53:07,989 - pyskl - INFO - +top1_acc 0.8882 +top5_acc 0.9753 +2023-12-25 07:53:07,994 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_131.pth was removed +2023-12-25 07:53:08,210 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. +2023-12-25 07:53:08,212 - pyskl - INFO - Best top1_acc is 0.8882 at 132 epoch. +2023-12-25 07:53:08,240 - pyskl - INFO - Epoch(val) [132][3718] top1_acc: 0.8882, top5_acc: 0.9753 +2023-12-25 07:54:01,408 - pyskl - INFO - Epoch [133][100/3405] lr: 8.750e-04, eta: 4:27:56, time: 0.532, data_time: 0.279, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9796, loss: 0.9796 +2023-12-25 07:54:26,793 - pyskl - INFO - Epoch [133][200/3405] lr: 8.722e-04, eta: 4:27:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9789, loss: 0.9789 +2023-12-25 07:54:52,415 - pyskl - INFO - Epoch [133][300/3405] lr: 8.694e-04, eta: 4:27:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9818, loss: 0.9818 +2023-12-25 07:55:18,134 - pyskl - INFO - Epoch [133][400/3405] lr: 8.665e-04, eta: 4:26:37, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9859, loss: 0.9859 +2023-12-25 07:55:43,781 - pyskl - INFO - Epoch [133][500/3405] lr: 8.637e-04, eta: 4:26:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9800, loss: 0.9800 +2023-12-25 07:56:09,564 - pyskl - INFO - Epoch [133][600/3405] lr: 8.609e-04, eta: 4:25:44, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9804, loss: 0.9804 +2023-12-25 07:56:35,192 - pyskl - INFO - Epoch [133][700/3405] lr: 8.581e-04, eta: 4:25:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9791, loss: 0.9791 +2023-12-25 07:57:00,780 - pyskl - INFO - Epoch [133][800/3405] lr: 8.553e-04, eta: 4:24:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9851, loss: 0.9851 +2023-12-25 07:57:26,460 - pyskl - INFO - Epoch [133][900/3405] lr: 8.525e-04, eta: 4:24:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9806, loss: 0.9806 +2023-12-25 07:57:52,064 - pyskl - INFO - Epoch [133][1000/3405] lr: 8.497e-04, eta: 4:23:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9757, loss: 0.9757 +2023-12-25 07:58:17,569 - pyskl - INFO - Epoch [133][1100/3405] lr: 8.470e-04, eta: 4:23:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9789, loss: 0.9789 +2023-12-25 07:58:43,077 - pyskl - INFO - Epoch [133][1200/3405] lr: 8.442e-04, eta: 4:23:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9769, loss: 0.9769 +2023-12-25 07:59:08,528 - pyskl - INFO - Epoch [133][1300/3405] lr: 8.414e-04, eta: 4:22:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9790, loss: 0.9790 +2023-12-25 07:59:34,230 - pyskl - INFO - Epoch [133][1400/3405] lr: 8.386e-04, eta: 4:22:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9808, loss: 0.9808 +2023-12-25 07:59:59,766 - pyskl - INFO - Epoch [133][1500/3405] lr: 8.359e-04, eta: 4:21:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9837, loss: 0.9837 +2023-12-25 08:00:25,543 - pyskl - INFO - Epoch [133][1600/3405] lr: 8.331e-04, eta: 4:21:20, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9767, loss: 0.9767 +2023-12-25 08:00:51,342 - pyskl - INFO - Epoch [133][1700/3405] lr: 8.303e-04, eta: 4:20:54, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9811, loss: 0.9811 +2023-12-25 08:01:16,848 - pyskl - INFO - Epoch [133][1800/3405] lr: 8.276e-04, eta: 4:20:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9787, loss: 0.9787 +2023-12-25 08:01:42,644 - pyskl - INFO - Epoch [133][1900/3405] lr: 8.248e-04, eta: 4:20:01, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9785, loss: 0.9785 +2023-12-25 08:02:08,432 - pyskl - INFO - Epoch [133][2000/3405] lr: 8.221e-04, eta: 4:19:35, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9784, loss: 0.9784 +2023-12-25 08:02:33,832 - pyskl - INFO - Epoch [133][2100/3405] lr: 8.194e-04, eta: 4:19:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9796, loss: 0.9796 +2023-12-25 08:02:59,127 - pyskl - INFO - Epoch [133][2200/3405] lr: 8.166e-04, eta: 4:18:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9749, loss: 0.9749 +2023-12-25 08:03:24,508 - pyskl - INFO - Epoch [133][2300/3405] lr: 8.139e-04, eta: 4:18:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9774, loss: 0.9774 +2023-12-25 08:03:49,727 - pyskl - INFO - Epoch [133][2400/3405] lr: 8.112e-04, eta: 4:17:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9769, loss: 0.9769 +2023-12-25 08:04:14,744 - pyskl - INFO - Epoch [133][2500/3405] lr: 8.084e-04, eta: 4:17:23, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9775, loss: 0.9775 +2023-12-25 08:04:39,853 - pyskl - INFO - Epoch [133][2600/3405] lr: 8.057e-04, eta: 4:16:56, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9767, loss: 0.9767 +2023-12-25 08:05:05,213 - pyskl - INFO - Epoch [133][2700/3405] lr: 8.030e-04, eta: 4:16:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9748, loss: 0.9748 +2023-12-25 08:05:30,940 - pyskl - INFO - Epoch [133][2800/3405] lr: 8.003e-04, eta: 4:16:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9771, loss: 0.9771 +2023-12-25 08:05:56,332 - pyskl - INFO - Epoch [133][2900/3405] lr: 7.976e-04, eta: 4:15:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9766, loss: 0.9766 +2023-12-25 08:06:21,801 - pyskl - INFO - Epoch [133][3000/3405] lr: 7.949e-04, eta: 4:15:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9817, loss: 0.9817 +2023-12-25 08:06:47,299 - pyskl - INFO - Epoch [133][3100/3405] lr: 7.922e-04, eta: 4:14:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9776, loss: 0.9776 +2023-12-25 08:07:12,729 - pyskl - INFO - Epoch [133][3200/3405] lr: 7.895e-04, eta: 4:14:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9802, loss: 0.9802 +2023-12-25 08:07:38,406 - pyskl - INFO - Epoch [133][3300/3405] lr: 7.868e-04, eta: 4:13:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9783, loss: 0.9783 +2023-12-25 08:08:03,797 - pyskl - INFO - Epoch [133][3400/3405] lr: 7.841e-04, eta: 4:13:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9818, loss: 0.9818 +2023-12-25 08:08:05,725 - pyskl - INFO - Saving checkpoint at 133 epochs +2023-12-25 08:12:30,621 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 08:12:31,224 - pyskl - INFO - +top1_acc 0.8900 +top5_acc 0.9768 +2023-12-25 08:12:31,230 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_132.pth was removed +2023-12-25 08:12:31,439 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. +2023-12-25 08:12:31,441 - pyskl - INFO - Best top1_acc is 0.8900 at 133 epoch. +2023-12-25 08:12:31,466 - pyskl - INFO - Epoch(val) [133][3718] top1_acc: 0.8900, top5_acc: 0.9768 +2023-12-25 08:13:24,792 - pyskl - INFO - Epoch [134][100/3405] lr: 7.813e-04, eta: 4:13:01, time: 0.533, data_time: 0.279, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9763, loss: 0.9763 +2023-12-25 08:13:50,478 - pyskl - INFO - Epoch [134][200/3405] lr: 7.787e-04, eta: 4:12:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9773, loss: 0.9773 +2023-12-25 08:14:16,125 - pyskl - INFO - Epoch [134][300/3405] lr: 7.760e-04, eta: 4:12:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9759, loss: 0.9759 +2023-12-25 08:14:41,911 - pyskl - INFO - Epoch [134][400/3405] lr: 7.733e-04, eta: 4:11:42, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9784, loss: 0.9784 +2023-12-25 08:15:07,842 - pyskl - INFO - Epoch [134][500/3405] lr: 7.707e-04, eta: 4:11:16, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9764, loss: 0.9764 +2023-12-25 08:15:33,663 - pyskl - INFO - Epoch [134][600/3405] lr: 7.680e-04, eta: 4:10:50, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9785, loss: 0.9785 +2023-12-25 08:15:59,429 - pyskl - INFO - Epoch [134][700/3405] lr: 7.653e-04, eta: 4:10:23, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9780, loss: 0.9780 +2023-12-25 08:16:24,997 - pyskl - INFO - Epoch [134][800/3405] lr: 7.627e-04, eta: 4:09:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9792, loss: 0.9792 +2023-12-25 08:16:50,815 - pyskl - INFO - Epoch [134][900/3405] lr: 7.601e-04, eta: 4:09:31, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9767, loss: 0.9767 +2023-12-25 08:17:16,369 - pyskl - INFO - Epoch [134][1000/3405] lr: 7.574e-04, eta: 4:09:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9785, loss: 0.9785 +2023-12-25 08:17:41,939 - pyskl - INFO - Epoch [134][1100/3405] lr: 7.548e-04, eta: 4:08:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9786, loss: 0.9786 +2023-12-25 08:18:06,994 - pyskl - INFO - Epoch [134][1200/3405] lr: 7.522e-04, eta: 4:08:11, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9768, loss: 0.9768 +2023-12-25 08:18:32,201 - pyskl - INFO - Epoch [134][1300/3405] lr: 7.495e-04, eta: 4:07:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9776, loss: 0.9776 +2023-12-25 08:18:57,742 - pyskl - INFO - Epoch [134][1400/3405] lr: 7.469e-04, eta: 4:07:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9807, loss: 0.9807 +2023-12-25 08:19:23,101 - pyskl - INFO - Epoch [134][1500/3405] lr: 7.443e-04, eta: 4:06:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9781, loss: 0.9781 +2023-12-25 08:19:48,438 - pyskl - INFO - Epoch [134][1600/3405] lr: 7.417e-04, eta: 4:06:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9763, loss: 0.9763 +2023-12-25 08:20:14,020 - pyskl - INFO - Epoch [134][1700/3405] lr: 7.391e-04, eta: 4:05:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9744, loss: 0.9744 +2023-12-25 08:20:39,515 - pyskl - INFO - Epoch [134][1800/3405] lr: 7.365e-04, eta: 4:05:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9751, loss: 0.9751 +2023-12-25 08:21:05,057 - pyskl - INFO - Epoch [134][1900/3405] lr: 7.339e-04, eta: 4:05:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9792, loss: 0.9792 +2023-12-25 08:21:30,608 - pyskl - INFO - Epoch [134][2000/3405] lr: 7.313e-04, eta: 4:04:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9755, loss: 0.9755 +2023-12-25 08:21:56,008 - pyskl - INFO - Epoch [134][2100/3405] lr: 7.287e-04, eta: 4:04:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9749, loss: 0.9749 +2023-12-25 08:22:21,534 - pyskl - INFO - Epoch [134][2200/3405] lr: 7.261e-04, eta: 4:03:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9759, loss: 0.9759 +2023-12-25 08:22:47,011 - pyskl - INFO - Epoch [134][2300/3405] lr: 7.235e-04, eta: 4:03:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9765, loss: 0.9765 +2023-12-25 08:23:12,405 - pyskl - INFO - Epoch [134][2400/3405] lr: 7.210e-04, eta: 4:02:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9766, loss: 0.9766 +2023-12-25 08:23:38,063 - pyskl - INFO - Epoch [134][2500/3405] lr: 7.184e-04, eta: 4:02:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9771, loss: 0.9771 +2023-12-25 08:24:03,384 - pyskl - INFO - Epoch [134][2600/3405] lr: 7.158e-04, eta: 4:02:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9773, loss: 0.9773 +2023-12-25 08:24:28,881 - pyskl - INFO - Epoch [134][2700/3405] lr: 7.133e-04, eta: 4:01:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9737, loss: 0.9737 +2023-12-25 08:24:54,372 - pyskl - INFO - Epoch [134][2800/3405] lr: 7.107e-04, eta: 4:01:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9807, loss: 0.9807 +2023-12-25 08:25:19,683 - pyskl - INFO - Epoch [134][2900/3405] lr: 7.081e-04, eta: 4:00:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9827, loss: 0.9827 +2023-12-25 08:25:45,077 - pyskl - INFO - Epoch [134][3000/3405] lr: 7.056e-04, eta: 4:00:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9750, loss: 0.9750 +2023-12-25 08:26:10,097 - pyskl - INFO - Epoch [134][3100/3405] lr: 7.031e-04, eta: 3:59:50, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9751, loss: 0.9751 +2023-12-25 08:26:35,089 - pyskl - INFO - Epoch [134][3200/3405] lr: 7.005e-04, eta: 3:59:24, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9761, loss: 0.9761 +2023-12-25 08:27:00,587 - pyskl - INFO - Epoch [134][3300/3405] lr: 6.980e-04, eta: 3:58:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9775, loss: 0.9775 +2023-12-25 08:27:25,842 - pyskl - INFO - Epoch [134][3400/3405] lr: 6.954e-04, eta: 3:58:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9782, loss: 0.9782 +2023-12-25 08:27:27,760 - pyskl - INFO - Saving checkpoint at 134 epochs +2023-12-25 08:31:52,636 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 08:31:53,253 - pyskl - INFO - +top1_acc 0.8884 +top5_acc 0.9758 +2023-12-25 08:31:53,278 - pyskl - INFO - Epoch(val) [134][3718] top1_acc: 0.8884, top5_acc: 0.9758 +2023-12-25 08:32:47,074 - pyskl - INFO - Epoch [135][100/3405] lr: 6.928e-04, eta: 3:58:07, time: 0.538, data_time: 0.282, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9757, loss: 0.9757 +2023-12-25 08:33:12,547 - pyskl - INFO - Epoch [135][200/3405] lr: 6.903e-04, eta: 3:57:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9743, loss: 0.9743 +2023-12-25 08:33:38,101 - pyskl - INFO - Epoch [135][300/3405] lr: 6.878e-04, eta: 3:57:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9753, loss: 0.9753 +2023-12-25 08:34:03,471 - pyskl - INFO - Epoch [135][400/3405] lr: 6.852e-04, eta: 3:56:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9767, loss: 0.9767 +2023-12-25 08:34:29,000 - pyskl - INFO - Epoch [135][500/3405] lr: 6.827e-04, eta: 3:56:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9742, loss: 0.9742 +2023-12-25 08:34:54,665 - pyskl - INFO - Epoch [135][600/3405] lr: 6.802e-04, eta: 3:55:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9780, loss: 0.9780 +2023-12-25 08:35:20,380 - pyskl - INFO - Epoch [135][700/3405] lr: 6.777e-04, eta: 3:55:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9744, loss: 0.9744 +2023-12-25 08:35:45,764 - pyskl - INFO - Epoch [135][800/3405] lr: 6.752e-04, eta: 3:55:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9738, loss: 0.9738 +2023-12-25 08:36:11,159 - pyskl - INFO - Epoch [135][900/3405] lr: 6.727e-04, eta: 3:54:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9756, loss: 0.9756 +2023-12-25 08:36:36,712 - pyskl - INFO - Epoch [135][1000/3405] lr: 6.703e-04, eta: 3:54:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9775, loss: 0.9775 +2023-12-25 08:37:02,557 - pyskl - INFO - Epoch [135][1100/3405] lr: 6.678e-04, eta: 3:53:43, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9756, loss: 0.9756 +2023-12-25 08:37:28,222 - pyskl - INFO - Epoch [135][1200/3405] lr: 6.653e-04, eta: 3:53:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9741, loss: 0.9741 +2023-12-25 08:37:53,843 - pyskl - INFO - Epoch [135][1300/3405] lr: 6.628e-04, eta: 3:52:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9771, loss: 0.9771 +2023-12-25 08:38:19,451 - pyskl - INFO - Epoch [135][1400/3405] lr: 6.604e-04, eta: 3:52:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9758, loss: 0.9758 +2023-12-25 08:38:45,026 - pyskl - INFO - Epoch [135][1500/3405] lr: 6.579e-04, eta: 3:51:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9751, loss: 0.9751 +2023-12-25 08:39:10,515 - pyskl - INFO - Epoch [135][1600/3405] lr: 6.554e-04, eta: 3:51:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9787, loss: 0.9787 +2023-12-25 08:39:35,934 - pyskl - INFO - Epoch [135][1700/3405] lr: 6.530e-04, eta: 3:51:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9767, loss: 0.9767 +2023-12-25 08:40:01,377 - pyskl - INFO - Epoch [135][1800/3405] lr: 6.505e-04, eta: 3:50:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9739, loss: 0.9739 +2023-12-25 08:40:26,830 - pyskl - INFO - Epoch [135][1900/3405] lr: 6.481e-04, eta: 3:50:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9802, loss: 0.9802 +2023-12-25 08:40:52,303 - pyskl - INFO - Epoch [135][2000/3405] lr: 6.456e-04, eta: 3:49:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9753, loss: 0.9753 +2023-12-25 08:41:17,817 - pyskl - INFO - Epoch [135][2100/3405] lr: 6.432e-04, eta: 3:49:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9756, loss: 0.9756 +2023-12-25 08:41:43,240 - pyskl - INFO - Epoch [135][2200/3405] lr: 6.408e-04, eta: 3:48:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9761, loss: 0.9761 +2023-12-25 08:42:08,550 - pyskl - INFO - Epoch [135][2300/3405] lr: 6.383e-04, eta: 3:48:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9733, loss: 0.9733 +2023-12-25 08:42:34,212 - pyskl - INFO - Epoch [135][2400/3405] lr: 6.359e-04, eta: 3:48:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9752, loss: 0.9752 +2023-12-25 08:42:59,734 - pyskl - INFO - Epoch [135][2500/3405] lr: 6.335e-04, eta: 3:47:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9765, loss: 0.9765 +2023-12-25 08:43:24,995 - pyskl - INFO - Epoch [135][2600/3405] lr: 6.311e-04, eta: 3:47:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9752, loss: 0.9752 +2023-12-25 08:43:50,428 - pyskl - INFO - Epoch [135][2700/3405] lr: 6.287e-04, eta: 3:46:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9749, loss: 0.9749 +2023-12-25 08:44:15,825 - pyskl - INFO - Epoch [135][2800/3405] lr: 6.263e-04, eta: 3:46:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9744, loss: 0.9744 +2023-12-25 08:44:41,217 - pyskl - INFO - Epoch [135][2900/3405] lr: 6.239e-04, eta: 3:45:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9747, loss: 0.9747 +2023-12-25 08:45:06,683 - pyskl - INFO - Epoch [135][3000/3405] lr: 6.215e-04, eta: 3:45:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9768, loss: 0.9768 +2023-12-25 08:45:31,911 - pyskl - INFO - Epoch [135][3100/3405] lr: 6.191e-04, eta: 3:44:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9742, loss: 0.9742 +2023-12-25 08:45:57,064 - pyskl - INFO - Epoch [135][3200/3405] lr: 6.167e-04, eta: 3:44:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9755, loss: 0.9755 +2023-12-25 08:46:22,587 - pyskl - INFO - Epoch [135][3300/3405] lr: 6.143e-04, eta: 3:44:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9782, loss: 0.9782 +2023-12-25 08:46:47,827 - pyskl - INFO - Epoch [135][3400/3405] lr: 6.119e-04, eta: 3:43:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9746, loss: 0.9746 +2023-12-25 08:46:49,860 - pyskl - INFO - Saving checkpoint at 135 epochs +2023-12-25 08:51:14,592 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 08:51:15,206 - pyskl - INFO - +top1_acc 0.8912 +top5_acc 0.9763 +2023-12-25 08:51:15,211 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_133.pth was removed +2023-12-25 08:51:15,423 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2023-12-25 08:51:15,424 - pyskl - INFO - Best top1_acc is 0.8912 at 135 epoch. +2023-12-25 08:51:15,449 - pyskl - INFO - Epoch(val) [135][3718] top1_acc: 0.8912, top5_acc: 0.9763 +2023-12-25 08:52:08,666 - pyskl - INFO - Epoch [136][100/3405] lr: 6.094e-04, eta: 3:43:12, time: 0.532, data_time: 0.278, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9719, loss: 0.9719 +2023-12-25 08:52:34,268 - pyskl - INFO - Epoch [136][200/3405] lr: 6.071e-04, eta: 3:42:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9723, loss: 0.9723 +2023-12-25 08:52:59,844 - pyskl - INFO - Epoch [136][300/3405] lr: 6.047e-04, eta: 3:42:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9742, loss: 0.9742 +2023-12-25 08:53:25,295 - pyskl - INFO - Epoch [136][400/3405] lr: 6.023e-04, eta: 3:41:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9731, loss: 0.9731 +2023-12-25 08:53:50,568 - pyskl - INFO - Epoch [136][500/3405] lr: 6.000e-04, eta: 3:41:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9761, loss: 0.9761 +2023-12-25 08:54:15,899 - pyskl - INFO - Epoch [136][600/3405] lr: 5.976e-04, eta: 3:41:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9767, loss: 0.9767 +2023-12-25 08:54:41,235 - pyskl - INFO - Epoch [136][700/3405] lr: 5.953e-04, eta: 3:40:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9758, loss: 0.9758 +2023-12-25 08:55:06,514 - pyskl - INFO - Epoch [136][800/3405] lr: 5.930e-04, eta: 3:40:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9757, loss: 0.9757 +2023-12-25 08:55:32,272 - pyskl - INFO - Epoch [136][900/3405] lr: 5.906e-04, eta: 3:39:41, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9733, loss: 0.9733 +2023-12-25 08:55:57,882 - pyskl - INFO - Epoch [136][1000/3405] lr: 5.883e-04, eta: 3:39:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9745, loss: 0.9745 +2023-12-25 08:56:23,423 - pyskl - INFO - Epoch [136][1100/3405] lr: 5.860e-04, eta: 3:38:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9744, loss: 0.9744 +2023-12-25 08:56:48,652 - pyskl - INFO - Epoch [136][1200/3405] lr: 5.836e-04, eta: 3:38:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9768, loss: 0.9768 +2023-12-25 08:57:13,769 - pyskl - INFO - Epoch [136][1300/3405] lr: 5.813e-04, eta: 3:37:56, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9751, loss: 0.9751 +2023-12-25 08:57:38,896 - pyskl - INFO - Epoch [136][1400/3405] lr: 5.790e-04, eta: 3:37:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9721, loss: 0.9721 +2023-12-25 08:58:03,985 - pyskl - INFO - Epoch [136][1500/3405] lr: 5.767e-04, eta: 3:37:03, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9755, loss: 0.9755 +2023-12-25 08:58:29,334 - pyskl - INFO - Epoch [136][1600/3405] lr: 5.744e-04, eta: 3:36:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9749, loss: 0.9749 +2023-12-25 08:58:54,826 - pyskl - INFO - Epoch [136][1700/3405] lr: 5.721e-04, eta: 3:36:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9742, loss: 0.9742 +2023-12-25 08:59:20,171 - pyskl - INFO - Epoch [136][1800/3405] lr: 5.698e-04, eta: 3:35:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9745, loss: 0.9745 +2023-12-25 08:59:45,936 - pyskl - INFO - Epoch [136][1900/3405] lr: 5.675e-04, eta: 3:35:17, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9726, loss: 0.9726 +2023-12-25 09:00:11,816 - pyskl - INFO - Epoch [136][2000/3405] lr: 5.652e-04, eta: 3:34:51, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9753, loss: 0.9753 +2023-12-25 09:00:37,474 - pyskl - INFO - Epoch [136][2100/3405] lr: 5.629e-04, eta: 3:34:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9776, loss: 0.9776 +2023-12-25 09:01:02,877 - pyskl - INFO - Epoch [136][2200/3405] lr: 5.606e-04, eta: 3:33:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9744, loss: 0.9744 +2023-12-25 09:01:28,370 - pyskl - INFO - Epoch [136][2300/3405] lr: 5.584e-04, eta: 3:33:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9750, loss: 0.9750 +2023-12-25 09:01:53,864 - pyskl - INFO - Epoch [136][2400/3405] lr: 5.561e-04, eta: 3:33:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9789, loss: 0.9789 +2023-12-25 09:02:19,370 - pyskl - INFO - Epoch [136][2500/3405] lr: 5.538e-04, eta: 3:32:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9728, loss: 0.9728 +2023-12-25 09:02:44,595 - pyskl - INFO - Epoch [136][2600/3405] lr: 5.516e-04, eta: 3:32:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9751, loss: 0.9751 +2023-12-25 09:03:10,104 - pyskl - INFO - Epoch [136][2700/3405] lr: 5.493e-04, eta: 3:31:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9785, loss: 0.9785 +2023-12-25 09:03:35,485 - pyskl - INFO - Epoch [136][2800/3405] lr: 5.471e-04, eta: 3:31:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9760, loss: 0.9760 +2023-12-25 09:04:00,865 - pyskl - INFO - Epoch [136][2900/3405] lr: 5.448e-04, eta: 3:30:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9732, loss: 0.9732 +2023-12-25 09:04:26,377 - pyskl - INFO - Epoch [136][3000/3405] lr: 5.426e-04, eta: 3:30:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9735, loss: 0.9735 +2023-12-25 09:04:51,733 - pyskl - INFO - Epoch [136][3100/3405] lr: 5.403e-04, eta: 3:30:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9738, loss: 0.9738 +2023-12-25 09:05:17,077 - pyskl - INFO - Epoch [136][3200/3405] lr: 5.381e-04, eta: 3:29:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9743, loss: 0.9743 +2023-12-25 09:05:42,409 - pyskl - INFO - Epoch [136][3300/3405] lr: 5.359e-04, eta: 3:29:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9748, loss: 0.9748 +2023-12-25 09:06:07,700 - pyskl - INFO - Epoch [136][3400/3405] lr: 5.336e-04, eta: 3:28:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9744, loss: 0.9744 +2023-12-25 09:06:09,832 - pyskl - INFO - Saving checkpoint at 136 epochs +2023-12-25 09:10:34,456 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 09:10:35,098 - pyskl - INFO - +top1_acc 0.8912 +top5_acc 0.9763 +2023-12-25 09:10:35,103 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_135.pth was removed +2023-12-25 09:10:35,326 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2023-12-25 09:10:35,327 - pyskl - INFO - Best top1_acc is 0.8912 at 136 epoch. +2023-12-25 09:10:35,368 - pyskl - INFO - Epoch(val) [136][3718] top1_acc: 0.8912, top5_acc: 0.9763 +2023-12-25 09:11:28,781 - pyskl - INFO - Epoch [137][100/3405] lr: 5.313e-04, eta: 3:28:17, time: 0.534, data_time: 0.278, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9735, loss: 0.9735 +2023-12-25 09:11:54,353 - pyskl - INFO - Epoch [137][200/3405] lr: 5.291e-04, eta: 3:27:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9739, loss: 0.9739 +2023-12-25 09:12:20,020 - pyskl - INFO - Epoch [137][300/3405] lr: 5.269e-04, eta: 3:27:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9741, loss: 0.9741 +2023-12-25 09:12:45,730 - pyskl - INFO - Epoch [137][400/3405] lr: 5.247e-04, eta: 3:26:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9733, loss: 0.9733 +2023-12-25 09:13:11,469 - pyskl - INFO - Epoch [137][500/3405] lr: 5.225e-04, eta: 3:26:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9743, loss: 0.9743 +2023-12-25 09:13:37,151 - pyskl - INFO - Epoch [137][600/3405] lr: 5.203e-04, eta: 3:26:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9735, loss: 0.9735 +2023-12-25 09:14:02,898 - pyskl - INFO - Epoch [137][700/3405] lr: 5.181e-04, eta: 3:25:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9718, loss: 0.9718 +2023-12-25 09:14:28,204 - pyskl - INFO - Epoch [137][800/3405] lr: 5.159e-04, eta: 3:25:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9730, loss: 0.9730 +2023-12-25 09:14:53,605 - pyskl - INFO - Epoch [137][900/3405] lr: 5.137e-04, eta: 3:24:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9719, loss: 0.9719 +2023-12-25 09:15:19,316 - pyskl - INFO - Epoch [137][1000/3405] lr: 5.115e-04, eta: 3:24:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9730, loss: 0.9730 +2023-12-25 09:15:44,968 - pyskl - INFO - Epoch [137][1100/3405] lr: 5.094e-04, eta: 3:23:54, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9735, loss: 0.9735 +2023-12-25 09:16:10,649 - pyskl - INFO - Epoch [137][1200/3405] lr: 5.072e-04, eta: 3:23:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9738, loss: 0.9738 +2023-12-25 09:16:36,543 - pyskl - INFO - Epoch [137][1300/3405] lr: 5.050e-04, eta: 3:23:01, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9759, loss: 0.9759 +2023-12-25 09:17:02,108 - pyskl - INFO - Epoch [137][1400/3405] lr: 5.029e-04, eta: 3:22:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9747, loss: 0.9747 +2023-12-25 09:17:27,634 - pyskl - INFO - Epoch [137][1500/3405] lr: 5.007e-04, eta: 3:22:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9742, loss: 0.9742 +2023-12-25 09:17:53,219 - pyskl - INFO - Epoch [137][1600/3405] lr: 4.986e-04, eta: 3:21:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9762, loss: 0.9762 +2023-12-25 09:18:18,681 - pyskl - INFO - Epoch [137][1700/3405] lr: 4.964e-04, eta: 3:21:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9751, loss: 0.9751 +2023-12-25 09:18:44,356 - pyskl - INFO - Epoch [137][1800/3405] lr: 4.943e-04, eta: 3:20:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9741, loss: 0.9741 +2023-12-25 09:19:10,255 - pyskl - INFO - Epoch [137][1900/3405] lr: 4.921e-04, eta: 3:20:23, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9737, loss: 0.9737 +2023-12-25 09:19:35,946 - pyskl - INFO - Epoch [137][2000/3405] lr: 4.900e-04, eta: 3:19:57, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9742, loss: 0.9742 +2023-12-25 09:20:01,417 - pyskl - INFO - Epoch [137][2100/3405] lr: 4.879e-04, eta: 3:19:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9723, loss: 0.9723 +2023-12-25 09:20:26,885 - pyskl - INFO - Epoch [137][2200/3405] lr: 4.857e-04, eta: 3:19:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9728, loss: 0.9728 +2023-12-25 09:20:52,277 - pyskl - INFO - Epoch [137][2300/3405] lr: 4.836e-04, eta: 3:18:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9734, loss: 0.9734 +2023-12-25 09:21:17,666 - pyskl - INFO - Epoch [137][2400/3405] lr: 4.815e-04, eta: 3:18:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9764, loss: 0.9764 +2023-12-25 09:21:42,943 - pyskl - INFO - Epoch [137][2500/3405] lr: 4.794e-04, eta: 3:17:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9750, loss: 0.9750 +2023-12-25 09:22:08,417 - pyskl - INFO - Epoch [137][2600/3405] lr: 4.773e-04, eta: 3:17:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9742, loss: 0.9742 +2023-12-25 09:22:33,928 - pyskl - INFO - Epoch [137][2700/3405] lr: 4.752e-04, eta: 3:16:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9740, loss: 0.9740 +2023-12-25 09:22:59,467 - pyskl - INFO - Epoch [137][2800/3405] lr: 4.731e-04, eta: 3:16:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9726, loss: 0.9726 +2023-12-25 09:23:24,893 - pyskl - INFO - Epoch [137][2900/3405] lr: 4.710e-04, eta: 3:16:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9742, loss: 0.9742 +2023-12-25 09:23:50,161 - pyskl - INFO - Epoch [137][3000/3405] lr: 4.689e-04, eta: 3:15:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9728, loss: 0.9728 +2023-12-25 09:24:15,632 - pyskl - INFO - Epoch [137][3100/3405] lr: 4.668e-04, eta: 3:15:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9733, loss: 0.9733 +2023-12-25 09:24:40,892 - pyskl - INFO - Epoch [137][3200/3405] lr: 4.647e-04, eta: 3:14:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9729, loss: 0.9729 +2023-12-25 09:25:06,251 - pyskl - INFO - Epoch [137][3300/3405] lr: 4.627e-04, eta: 3:14:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9728, loss: 0.9728 +2023-12-25 09:25:31,655 - pyskl - INFO - Epoch [137][3400/3405] lr: 4.606e-04, eta: 3:13:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9756, loss: 0.9756 +2023-12-25 09:25:33,579 - pyskl - INFO - Saving checkpoint at 137 epochs +2023-12-25 09:29:58,578 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 09:29:59,186 - pyskl - INFO - +top1_acc 0.8921 +top5_acc 0.9767 +2023-12-25 09:29:59,195 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_136.pth was removed +2023-12-25 09:29:59,402 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2023-12-25 09:29:59,403 - pyskl - INFO - Best top1_acc is 0.8921 at 137 epoch. +2023-12-25 09:29:59,430 - pyskl - INFO - Epoch(val) [137][3718] top1_acc: 0.8921, top5_acc: 0.9767 +2023-12-25 09:30:52,941 - pyskl - INFO - Epoch [138][100/3405] lr: 4.584e-04, eta: 3:13:23, time: 0.535, data_time: 0.278, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9742, loss: 0.9742 +2023-12-25 09:31:18,441 - pyskl - INFO - Epoch [138][200/3405] lr: 4.564e-04, eta: 3:12:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9718, loss: 0.9718 +2023-12-25 09:31:43,755 - pyskl - INFO - Epoch [138][300/3405] lr: 4.543e-04, eta: 3:12:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9712, loss: 0.9712 +2023-12-25 09:32:09,578 - pyskl - INFO - Epoch [138][400/3405] lr: 4.523e-04, eta: 3:12:04, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9723, loss: 0.9723 +2023-12-25 09:32:35,583 - pyskl - INFO - Epoch [138][500/3405] lr: 4.502e-04, eta: 3:11:37, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9739, loss: 0.9739 +2023-12-25 09:33:01,338 - pyskl - INFO - Epoch [138][600/3405] lr: 4.482e-04, eta: 3:11:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9733, loss: 0.9733 +2023-12-25 09:33:27,069 - pyskl - INFO - Epoch [138][700/3405] lr: 4.461e-04, eta: 3:10:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9732, loss: 0.9732 +2023-12-25 09:33:52,503 - pyskl - INFO - Epoch [138][800/3405] lr: 4.441e-04, eta: 3:10:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9749, loss: 0.9749 +2023-12-25 09:34:18,295 - pyskl - INFO - Epoch [138][900/3405] lr: 4.421e-04, eta: 3:09:52, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9732, loss: 0.9732 +2023-12-25 09:34:43,942 - pyskl - INFO - Epoch [138][1000/3405] lr: 4.400e-04, eta: 3:09:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9743, loss: 0.9743 +2023-12-25 09:35:10,141 - pyskl - INFO - Epoch [138][1100/3405] lr: 4.380e-04, eta: 3:09:00, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-25 09:35:35,634 - pyskl - INFO - Epoch [138][1200/3405] lr: 4.360e-04, eta: 3:08:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9726, loss: 0.9726 +2023-12-25 09:36:00,803 - pyskl - INFO - Epoch [138][1300/3405] lr: 4.340e-04, eta: 3:08:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9744, loss: 0.9744 +2023-12-25 09:36:26,239 - pyskl - INFO - Epoch [138][1400/3405] lr: 4.320e-04, eta: 3:07:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9748, loss: 0.9748 +2023-12-25 09:36:51,810 - pyskl - INFO - Epoch [138][1500/3405] lr: 4.300e-04, eta: 3:07:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9736, loss: 0.9736 +2023-12-25 09:37:17,183 - pyskl - INFO - Epoch [138][1600/3405] lr: 4.280e-04, eta: 3:06:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9749, loss: 0.9749 +2023-12-25 09:37:42,451 - pyskl - INFO - Epoch [138][1700/3405] lr: 4.260e-04, eta: 3:06:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9733, loss: 0.9733 +2023-12-25 09:38:07,543 - pyskl - INFO - Epoch [138][1800/3405] lr: 4.240e-04, eta: 3:05:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9744, loss: 0.9744 +2023-12-25 09:38:32,860 - pyskl - INFO - Epoch [138][1900/3405] lr: 4.220e-04, eta: 3:05:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9723, loss: 0.9723 +2023-12-25 09:38:58,106 - pyskl - INFO - Epoch [138][2000/3405] lr: 4.200e-04, eta: 3:05:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9746, loss: 0.9746 +2023-12-25 09:39:23,872 - pyskl - INFO - Epoch [138][2100/3405] lr: 4.181e-04, eta: 3:04:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9729, loss: 0.9729 +2023-12-25 09:39:49,315 - pyskl - INFO - Epoch [138][2200/3405] lr: 4.161e-04, eta: 3:04:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9755, loss: 0.9755 +2023-12-25 09:40:14,837 - pyskl - INFO - Epoch [138][2300/3405] lr: 4.141e-04, eta: 3:03:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9708, loss: 0.9708 +2023-12-25 09:40:40,219 - pyskl - INFO - Epoch [138][2400/3405] lr: 4.122e-04, eta: 3:03:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9741, loss: 0.9741 +2023-12-25 09:41:05,719 - pyskl - INFO - Epoch [138][2500/3405] lr: 4.102e-04, eta: 3:02:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9760, loss: 0.9760 +2023-12-25 09:41:31,260 - pyskl - INFO - Epoch [138][2600/3405] lr: 4.083e-04, eta: 3:02:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9713, loss: 0.9713 +2023-12-25 09:41:56,675 - pyskl - INFO - Epoch [138][2700/3405] lr: 4.063e-04, eta: 3:01:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9752, loss: 0.9752 +2023-12-25 09:42:22,229 - pyskl - INFO - Epoch [138][2800/3405] lr: 4.044e-04, eta: 3:01:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9773, loss: 0.9773 +2023-12-25 09:42:47,771 - pyskl - INFO - Epoch [138][2900/3405] lr: 4.024e-04, eta: 3:01:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9746, loss: 0.9746 +2023-12-25 09:43:13,158 - pyskl - INFO - Epoch [138][3000/3405] lr: 4.005e-04, eta: 3:00:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9771, loss: 0.9771 +2023-12-25 09:43:38,357 - pyskl - INFO - Epoch [138][3100/3405] lr: 3.986e-04, eta: 3:00:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9714, loss: 0.9714 +2023-12-25 09:44:03,718 - pyskl - INFO - Epoch [138][3200/3405] lr: 3.967e-04, eta: 2:59:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9723, loss: 0.9723 +2023-12-25 09:44:29,037 - pyskl - INFO - Epoch [138][3300/3405] lr: 3.947e-04, eta: 2:59:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9743, loss: 0.9743 +2023-12-25 09:44:54,515 - pyskl - INFO - Epoch [138][3400/3405] lr: 3.928e-04, eta: 2:58:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9759, loss: 0.9759 +2023-12-25 09:44:56,711 - pyskl - INFO - Saving checkpoint at 138 epochs +2023-12-25 09:49:21,117 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 09:49:21,764 - pyskl - INFO - +top1_acc 0.8907 +top5_acc 0.9766 +2023-12-25 09:49:21,801 - pyskl - INFO - Epoch(val) [138][3718] top1_acc: 0.8907, top5_acc: 0.9766 +2023-12-25 09:50:15,617 - pyskl - INFO - Epoch [139][100/3405] lr: 3.908e-04, eta: 2:58:28, time: 0.538, data_time: 0.284, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9724, loss: 0.9724 +2023-12-25 09:50:40,924 - pyskl - INFO - Epoch [139][200/3405] lr: 3.889e-04, eta: 2:58:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9715, loss: 0.9715 +2023-12-25 09:51:06,355 - pyskl - INFO - Epoch [139][300/3405] lr: 3.870e-04, eta: 2:57:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9709, loss: 0.9709 +2023-12-25 09:51:31,865 - pyskl - INFO - Epoch [139][400/3405] lr: 3.851e-04, eta: 2:57:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9721, loss: 0.9721 +2023-12-25 09:51:57,167 - pyskl - INFO - Epoch [139][500/3405] lr: 3.832e-04, eta: 2:56:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-25 09:52:22,464 - pyskl - INFO - Epoch [139][600/3405] lr: 3.813e-04, eta: 2:56:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9705, loss: 0.9705 +2023-12-25 09:52:47,965 - pyskl - INFO - Epoch [139][700/3405] lr: 3.795e-04, eta: 2:55:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9717, loss: 0.9717 +2023-12-25 09:53:13,176 - pyskl - INFO - Epoch [139][800/3405] lr: 3.776e-04, eta: 2:55:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9729, loss: 0.9729 +2023-12-25 09:53:38,781 - pyskl - INFO - Epoch [139][900/3405] lr: 3.757e-04, eta: 2:54:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9721, loss: 0.9721 +2023-12-25 09:54:04,337 - pyskl - INFO - Epoch [139][1000/3405] lr: 3.738e-04, eta: 2:54:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-25 09:54:29,848 - pyskl - INFO - Epoch [139][1100/3405] lr: 3.720e-04, eta: 2:54:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9721, loss: 0.9721 +2023-12-25 09:54:55,353 - pyskl - INFO - Epoch [139][1200/3405] lr: 3.701e-04, eta: 2:53:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9753, loss: 0.9753 +2023-12-25 09:55:20,966 - pyskl - INFO - Epoch [139][1300/3405] lr: 3.683e-04, eta: 2:53:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9728, loss: 0.9728 +2023-12-25 09:55:46,738 - pyskl - INFO - Epoch [139][1400/3405] lr: 3.664e-04, eta: 2:52:46, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9746, loss: 0.9746 +2023-12-25 09:56:12,321 - pyskl - INFO - Epoch [139][1500/3405] lr: 3.646e-04, eta: 2:52:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9703, loss: 0.9703 +2023-12-25 09:56:37,832 - pyskl - INFO - Epoch [139][1600/3405] lr: 3.627e-04, eta: 2:51:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9712, loss: 0.9712 +2023-12-25 09:57:03,557 - pyskl - INFO - Epoch [139][1700/3405] lr: 3.609e-04, eta: 2:51:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9732, loss: 0.9732 +2023-12-25 09:57:29,211 - pyskl - INFO - Epoch [139][1800/3405] lr: 3.591e-04, eta: 2:51:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9730, loss: 0.9730 +2023-12-25 09:57:54,507 - pyskl - INFO - Epoch [139][1900/3405] lr: 3.572e-04, eta: 2:50:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9715, loss: 0.9715 +2023-12-25 09:58:19,605 - pyskl - INFO - Epoch [139][2000/3405] lr: 3.554e-04, eta: 2:50:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9734, loss: 0.9734 +2023-12-25 09:58:45,291 - pyskl - INFO - Epoch [139][2100/3405] lr: 3.536e-04, eta: 2:49:42, time: 0.257, data_time: 0.001, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9718, loss: 0.9718 +2023-12-25 09:59:10,663 - pyskl - INFO - Epoch [139][2200/3405] lr: 3.518e-04, eta: 2:49:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9741, loss: 0.9741 +2023-12-25 09:59:36,101 - pyskl - INFO - Epoch [139][2300/3405] lr: 3.500e-04, eta: 2:48:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9737, loss: 0.9737 +2023-12-25 10:00:01,785 - pyskl - INFO - Epoch [139][2400/3405] lr: 3.482e-04, eta: 2:48:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9716, loss: 0.9716 +2023-12-25 10:00:27,450 - pyskl - INFO - Epoch [139][2500/3405] lr: 3.464e-04, eta: 2:47:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9709, loss: 0.9709 +2023-12-25 10:00:52,786 - pyskl - INFO - Epoch [139][2600/3405] lr: 3.446e-04, eta: 2:47:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9742, loss: 0.9742 +2023-12-25 10:01:18,080 - pyskl - INFO - Epoch [139][2700/3405] lr: 3.428e-04, eta: 2:47:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9741, loss: 0.9741 +2023-12-25 10:01:43,811 - pyskl - INFO - Epoch [139][2800/3405] lr: 3.410e-04, eta: 2:46:37, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9719, loss: 0.9719 +2023-12-25 10:02:09,550 - pyskl - INFO - Epoch [139][2900/3405] lr: 3.392e-04, eta: 2:46:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9716, loss: 0.9716 +2023-12-25 10:02:35,251 - pyskl - INFO - Epoch [139][3000/3405] lr: 3.374e-04, eta: 2:45:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9760, loss: 0.9760 +2023-12-25 10:03:00,591 - pyskl - INFO - Epoch [139][3100/3405] lr: 3.357e-04, eta: 2:45:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9753, loss: 0.9753 +2023-12-25 10:03:25,632 - pyskl - INFO - Epoch [139][3200/3405] lr: 3.339e-04, eta: 2:44:52, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9728, loss: 0.9728 +2023-12-25 10:03:50,678 - pyskl - INFO - Epoch [139][3300/3405] lr: 3.321e-04, eta: 2:44:26, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9756, loss: 0.9756 +2023-12-25 10:04:16,425 - pyskl - INFO - Epoch [139][3400/3405] lr: 3.304e-04, eta: 2:43:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9756, loss: 0.9756 +2023-12-25 10:04:18,367 - pyskl - INFO - Saving checkpoint at 139 epochs +2023-12-25 10:08:43,030 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 10:08:43,668 - pyskl - INFO - +top1_acc 0.8904 +top5_acc 0.9767 +2023-12-25 10:08:43,694 - pyskl - INFO - Epoch(val) [139][3718] top1_acc: 0.8904, top5_acc: 0.9767 +2023-12-25 10:09:37,089 - pyskl - INFO - Epoch [140][100/3405] lr: 3.285e-04, eta: 2:43:34, time: 0.534, data_time: 0.279, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9740, loss: 0.9740 +2023-12-25 10:10:02,379 - pyskl - INFO - Epoch [140][200/3405] lr: 3.268e-04, eta: 2:43:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9739, loss: 0.9739 +2023-12-25 10:10:28,013 - pyskl - INFO - Epoch [140][300/3405] lr: 3.250e-04, eta: 2:42:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9726, loss: 0.9726 +2023-12-25 10:10:54,047 - pyskl - INFO - Epoch [140][400/3405] lr: 3.233e-04, eta: 2:42:15, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9709, loss: 0.9709 +2023-12-25 10:11:19,920 - pyskl - INFO - Epoch [140][500/3405] lr: 3.216e-04, eta: 2:41:48, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9712, loss: 0.9712 +2023-12-25 10:11:45,518 - pyskl - INFO - Epoch [140][600/3405] lr: 3.198e-04, eta: 2:41:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9720, loss: 0.9720 +2023-12-25 10:12:11,010 - pyskl - INFO - Epoch [140][700/3405] lr: 3.181e-04, eta: 2:40:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9735, loss: 0.9735 +2023-12-25 10:12:36,735 - pyskl - INFO - Epoch [140][800/3405] lr: 3.164e-04, eta: 2:40:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9741, loss: 0.9741 +2023-12-25 10:13:02,417 - pyskl - INFO - Epoch [140][900/3405] lr: 3.147e-04, eta: 2:40:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-25 10:13:28,017 - pyskl - INFO - Epoch [140][1000/3405] lr: 3.130e-04, eta: 2:39:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9724, loss: 0.9724 +2023-12-25 10:13:53,871 - pyskl - INFO - Epoch [140][1100/3405] lr: 3.112e-04, eta: 2:39:10, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9698, loss: 0.9698 +2023-12-25 10:14:19,253 - pyskl - INFO - Epoch [140][1200/3405] lr: 3.095e-04, eta: 2:38:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9729, loss: 0.9729 +2023-12-25 10:14:44,476 - pyskl - INFO - Epoch [140][1300/3405] lr: 3.078e-04, eta: 2:38:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9724, loss: 0.9724 +2023-12-25 10:15:09,641 - pyskl - INFO - Epoch [140][1400/3405] lr: 3.062e-04, eta: 2:37:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9717, loss: 0.9717 +2023-12-25 10:15:34,827 - pyskl - INFO - Epoch [140][1500/3405] lr: 3.045e-04, eta: 2:37:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9739, loss: 0.9739 +2023-12-25 10:16:00,051 - pyskl - INFO - Epoch [140][1600/3405] lr: 3.028e-04, eta: 2:36:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9748, loss: 0.9748 +2023-12-25 10:16:25,696 - pyskl - INFO - Epoch [140][1700/3405] lr: 3.011e-04, eta: 2:36:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9780, loss: 0.9780 +2023-12-25 10:16:51,255 - pyskl - INFO - Epoch [140][1800/3405] lr: 2.994e-04, eta: 2:36:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9720, loss: 0.9720 +2023-12-25 10:17:16,818 - pyskl - INFO - Epoch [140][1900/3405] lr: 2.978e-04, eta: 2:35:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9723, loss: 0.9723 +2023-12-25 10:17:42,289 - pyskl - INFO - Epoch [140][2000/3405] lr: 2.961e-04, eta: 2:35:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9719, loss: 0.9719 +2023-12-25 10:18:07,942 - pyskl - INFO - Epoch [140][2100/3405] lr: 2.944e-04, eta: 2:34:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9717, loss: 0.9717 +2023-12-25 10:18:33,461 - pyskl - INFO - Epoch [140][2200/3405] lr: 2.928e-04, eta: 2:34:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9728, loss: 0.9728 +2023-12-25 10:18:59,015 - pyskl - INFO - Epoch [140][2300/3405] lr: 2.911e-04, eta: 2:33:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9743, loss: 0.9743 +2023-12-25 10:19:24,487 - pyskl - INFO - Epoch [140][2400/3405] lr: 2.895e-04, eta: 2:33:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9744, loss: 0.9744 +2023-12-25 10:19:50,036 - pyskl - INFO - Epoch [140][2500/3405] lr: 2.878e-04, eta: 2:33:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9719, loss: 0.9719 +2023-12-25 10:20:15,302 - pyskl - INFO - Epoch [140][2600/3405] lr: 2.862e-04, eta: 2:32:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9740, loss: 0.9740 +2023-12-25 10:20:40,723 - pyskl - INFO - Epoch [140][2700/3405] lr: 2.846e-04, eta: 2:32:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9727, loss: 0.9727 +2023-12-25 10:21:06,152 - pyskl - INFO - Epoch [140][2800/3405] lr: 2.829e-04, eta: 2:31:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9730, loss: 0.9730 +2023-12-25 10:21:31,432 - pyskl - INFO - Epoch [140][2900/3405] lr: 2.813e-04, eta: 2:31:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9730, loss: 0.9730 +2023-12-25 10:21:56,487 - pyskl - INFO - Epoch [140][3000/3405] lr: 2.797e-04, eta: 2:30:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9720, loss: 0.9720 +2023-12-25 10:22:21,557 - pyskl - INFO - Epoch [140][3100/3405] lr: 2.781e-04, eta: 2:30:24, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9750, loss: 0.9750 +2023-12-25 10:22:47,172 - pyskl - INFO - Epoch [140][3200/3405] lr: 2.765e-04, eta: 2:29:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9730, loss: 0.9730 +2023-12-25 10:23:12,547 - pyskl - INFO - Epoch [140][3300/3405] lr: 2.749e-04, eta: 2:29:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9712, loss: 0.9712 +2023-12-25 10:23:37,758 - pyskl - INFO - Epoch [140][3400/3405] lr: 2.733e-04, eta: 2:29:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9743, loss: 0.9743 +2023-12-25 10:23:39,922 - pyskl - INFO - Saving checkpoint at 140 epochs +2023-12-25 10:28:04,695 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 10:28:05,314 - pyskl - INFO - +top1_acc 0.8928 +top5_acc 0.9768 +2023-12-25 10:28:05,319 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_137.pth was removed +2023-12-25 10:28:05,530 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2023-12-25 10:28:05,531 - pyskl - INFO - Best top1_acc is 0.8928 at 140 epoch. +2023-12-25 10:28:05,556 - pyskl - INFO - Epoch(val) [140][3718] top1_acc: 0.8928, top5_acc: 0.9768 +2023-12-25 10:28:59,993 - pyskl - INFO - Epoch [141][100/3405] lr: 2.716e-04, eta: 2:28:39, time: 0.544, data_time: 0.288, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9724, loss: 0.9724 +2023-12-25 10:29:25,742 - pyskl - INFO - Epoch [141][200/3405] lr: 2.700e-04, eta: 2:28:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9716, loss: 0.9716 +2023-12-25 10:29:51,198 - pyskl - INFO - Epoch [141][300/3405] lr: 2.684e-04, eta: 2:27:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9730, loss: 0.9730 +2023-12-25 10:30:16,864 - pyskl - INFO - Epoch [141][400/3405] lr: 2.668e-04, eta: 2:27:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9725, loss: 0.9725 +2023-12-25 10:30:42,267 - pyskl - INFO - Epoch [141][500/3405] lr: 2.652e-04, eta: 2:26:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9751, loss: 0.9751 +2023-12-25 10:31:07,793 - pyskl - INFO - Epoch [141][600/3405] lr: 2.637e-04, eta: 2:26:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9727, loss: 0.9727 +2023-12-25 10:31:33,399 - pyskl - INFO - Epoch [141][700/3405] lr: 2.621e-04, eta: 2:26:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-25 10:31:59,114 - pyskl - INFO - Epoch [141][800/3405] lr: 2.605e-04, eta: 2:25:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9714, loss: 0.9714 +2023-12-25 10:32:24,940 - pyskl - INFO - Epoch [141][900/3405] lr: 2.590e-04, eta: 2:25:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9732, loss: 0.9732 +2023-12-25 10:32:50,826 - pyskl - INFO - Epoch [141][1000/3405] lr: 2.574e-04, eta: 2:24:42, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9713, loss: 0.9713 +2023-12-25 10:33:16,927 - pyskl - INFO - Epoch [141][1100/3405] lr: 2.559e-04, eta: 2:24:16, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9721, loss: 0.9721 +2023-12-25 10:33:42,586 - pyskl - INFO - Epoch [141][1200/3405] lr: 2.543e-04, eta: 2:23:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9730, loss: 0.9730 +2023-12-25 10:34:08,153 - pyskl - INFO - Epoch [141][1300/3405] lr: 2.528e-04, eta: 2:23:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9724, loss: 0.9724 +2023-12-25 10:34:33,689 - pyskl - INFO - Epoch [141][1400/3405] lr: 2.512e-04, eta: 2:22:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9705, loss: 0.9705 +2023-12-25 10:34:59,229 - pyskl - INFO - Epoch [141][1500/3405] lr: 2.497e-04, eta: 2:22:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9720, loss: 0.9720 +2023-12-25 10:35:24,706 - pyskl - INFO - Epoch [141][1600/3405] lr: 2.482e-04, eta: 2:22:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9723, loss: 0.9723 +2023-12-25 10:35:50,177 - pyskl - INFO - Epoch [141][1700/3405] lr: 2.467e-04, eta: 2:21:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9719, loss: 0.9719 +2023-12-25 10:36:15,975 - pyskl - INFO - Epoch [141][1800/3405] lr: 2.451e-04, eta: 2:21:12, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9723, loss: 0.9723 +2023-12-25 10:36:41,558 - pyskl - INFO - Epoch [141][1900/3405] lr: 2.436e-04, eta: 2:20:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9724, loss: 0.9724 +2023-12-25 10:37:07,244 - pyskl - INFO - Epoch [141][2000/3405] lr: 2.421e-04, eta: 2:20:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-25 10:37:32,789 - pyskl - INFO - Epoch [141][2100/3405] lr: 2.406e-04, eta: 2:19:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9709, loss: 0.9709 +2023-12-25 10:37:58,225 - pyskl - INFO - Epoch [141][2200/3405] lr: 2.391e-04, eta: 2:19:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9719, loss: 0.9719 +2023-12-25 10:38:23,639 - pyskl - INFO - Epoch [141][2300/3405] lr: 2.376e-04, eta: 2:19:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9728, loss: 0.9728 +2023-12-25 10:38:49,051 - pyskl - INFO - Epoch [141][2400/3405] lr: 2.361e-04, eta: 2:18:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-25 10:39:14,543 - pyskl - INFO - Epoch [141][2500/3405] lr: 2.347e-04, eta: 2:18:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9723, loss: 0.9723 +2023-12-25 10:39:39,956 - pyskl - INFO - Epoch [141][2600/3405] lr: 2.332e-04, eta: 2:17:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9751, loss: 0.9751 +2023-12-25 10:40:05,256 - pyskl - INFO - Epoch [141][2700/3405] lr: 2.317e-04, eta: 2:17:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9753, loss: 0.9753 +2023-12-25 10:40:30,704 - pyskl - INFO - Epoch [141][2800/3405] lr: 2.302e-04, eta: 2:16:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9711, loss: 0.9711 +2023-12-25 10:40:56,095 - pyskl - INFO - Epoch [141][2900/3405] lr: 2.288e-04, eta: 2:16:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9721, loss: 0.9721 +2023-12-25 10:41:21,765 - pyskl - INFO - Epoch [141][3000/3405] lr: 2.273e-04, eta: 2:15:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9729, loss: 0.9729 +2023-12-25 10:41:46,994 - pyskl - INFO - Epoch [141][3100/3405] lr: 2.258e-04, eta: 2:15:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9737, loss: 0.9737 +2023-12-25 10:42:12,047 - pyskl - INFO - Epoch [141][3200/3405] lr: 2.244e-04, eta: 2:15:03, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9706, loss: 0.9706 +2023-12-25 10:42:37,123 - pyskl - INFO - Epoch [141][3300/3405] lr: 2.229e-04, eta: 2:14:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9721, loss: 0.9721 +2023-12-25 10:43:02,166 - pyskl - INFO - Epoch [141][3400/3405] lr: 2.215e-04, eta: 2:14:11, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9713, loss: 0.9713 +2023-12-25 10:43:04,161 - pyskl - INFO - Saving checkpoint at 141 epochs +2023-12-25 10:47:28,826 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 10:47:29,513 - pyskl - INFO - +top1_acc 0.8940 +top5_acc 0.9768 +2023-12-25 10:47:29,519 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_140.pth was removed +2023-12-25 10:47:29,733 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. +2023-12-25 10:47:29,735 - pyskl - INFO - Best top1_acc is 0.8940 at 141 epoch. +2023-12-25 10:47:29,759 - pyskl - INFO - Epoch(val) [141][3718] top1_acc: 0.8940, top5_acc: 0.9768 +2023-12-25 10:48:23,989 - pyskl - INFO - Epoch [142][100/3405] lr: 2.200e-04, eta: 2:13:45, time: 0.542, data_time: 0.288, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9754, loss: 0.9754 +2023-12-25 10:48:49,460 - pyskl - INFO - Epoch [142][200/3405] lr: 2.186e-04, eta: 2:13:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9715, loss: 0.9715 +2023-12-25 10:49:14,873 - pyskl - INFO - Epoch [142][300/3405] lr: 2.171e-04, eta: 2:12:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9719, loss: 0.9719 +2023-12-25 10:49:40,637 - pyskl - INFO - Epoch [142][400/3405] lr: 2.157e-04, eta: 2:12:26, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9707, loss: 0.9707 +2023-12-25 10:50:06,041 - pyskl - INFO - Epoch [142][500/3405] lr: 2.143e-04, eta: 2:11:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9772, loss: 0.9772 +2023-12-25 10:50:31,247 - pyskl - INFO - Epoch [142][600/3405] lr: 2.129e-04, eta: 2:11:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9719, loss: 0.9719 +2023-12-25 10:50:56,707 - pyskl - INFO - Epoch [142][700/3405] lr: 2.115e-04, eta: 2:11:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9728, loss: 0.9728 +2023-12-25 10:51:22,461 - pyskl - INFO - Epoch [142][800/3405] lr: 2.100e-04, eta: 2:10:40, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9717, loss: 0.9717 +2023-12-25 10:51:48,076 - pyskl - INFO - Epoch [142][900/3405] lr: 2.086e-04, eta: 2:10:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9734, loss: 0.9734 +2023-12-25 10:52:13,831 - pyskl - INFO - Epoch [142][1000/3405] lr: 2.072e-04, eta: 2:09:48, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9714, loss: 0.9714 +2023-12-25 10:52:39,236 - pyskl - INFO - Epoch [142][1100/3405] lr: 2.059e-04, eta: 2:09:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9716, loss: 0.9716 +2023-12-25 10:53:04,714 - pyskl - INFO - Epoch [142][1200/3405] lr: 2.045e-04, eta: 2:08:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9728, loss: 0.9728 +2023-12-25 10:53:30,188 - pyskl - INFO - Epoch [142][1300/3405] lr: 2.031e-04, eta: 2:08:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-25 10:53:56,014 - pyskl - INFO - Epoch [142][1400/3405] lr: 2.017e-04, eta: 2:08:02, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9715, loss: 0.9715 +2023-12-25 10:54:21,794 - pyskl - INFO - Epoch [142][1500/3405] lr: 2.003e-04, eta: 2:07:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9706, loss: 0.9706 +2023-12-25 10:54:47,285 - pyskl - INFO - Epoch [142][1600/3405] lr: 1.990e-04, eta: 2:07:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9721, loss: 0.9721 +2023-12-25 10:55:12,823 - pyskl - INFO - Epoch [142][1700/3405] lr: 1.976e-04, eta: 2:06:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9733, loss: 0.9733 +2023-12-25 10:55:38,528 - pyskl - INFO - Epoch [142][1800/3405] lr: 1.962e-04, eta: 2:06:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9712, loss: 0.9712 +2023-12-25 10:56:04,338 - pyskl - INFO - Epoch [142][1900/3405] lr: 1.949e-04, eta: 2:05:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9714, loss: 0.9714 +2023-12-25 10:56:29,916 - pyskl - INFO - Epoch [142][2000/3405] lr: 1.935e-04, eta: 2:05:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9702, loss: 0.9702 +2023-12-25 10:56:55,644 - pyskl - INFO - Epoch [142][2100/3405] lr: 1.922e-04, eta: 2:04:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9725, loss: 0.9725 +2023-12-25 10:57:21,361 - pyskl - INFO - Epoch [142][2200/3405] lr: 1.909e-04, eta: 2:04:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9718, loss: 0.9718 +2023-12-25 10:57:46,947 - pyskl - INFO - Epoch [142][2300/3405] lr: 1.895e-04, eta: 2:04:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9724, loss: 0.9724 +2023-12-25 10:58:12,680 - pyskl - INFO - Epoch [142][2400/3405] lr: 1.882e-04, eta: 2:03:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9726, loss: 0.9726 +2023-12-25 10:58:38,615 - pyskl - INFO - Epoch [142][2500/3405] lr: 1.869e-04, eta: 2:03:13, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9706, loss: 0.9706 +2023-12-25 10:59:04,219 - pyskl - INFO - Epoch [142][2600/3405] lr: 1.855e-04, eta: 2:02:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9706, loss: 0.9706 +2023-12-25 10:59:30,044 - pyskl - INFO - Epoch [142][2700/3405] lr: 1.842e-04, eta: 2:02:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9699, loss: 0.9699 +2023-12-25 10:59:55,432 - pyskl - INFO - Epoch [142][2800/3405] lr: 1.829e-04, eta: 2:01:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9715, loss: 0.9715 +2023-12-25 11:00:21,045 - pyskl - INFO - Epoch [142][2900/3405] lr: 1.816e-04, eta: 2:01:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9710, loss: 0.9710 +2023-12-25 11:00:46,664 - pyskl - INFO - Epoch [142][3000/3405] lr: 1.803e-04, eta: 2:01:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9711, loss: 0.9711 +2023-12-25 11:01:12,119 - pyskl - INFO - Epoch [142][3100/3405] lr: 1.790e-04, eta: 2:00:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9725, loss: 0.9725 +2023-12-25 11:01:37,689 - pyskl - INFO - Epoch [142][3200/3405] lr: 1.777e-04, eta: 2:00:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9707, loss: 0.9707 +2023-12-25 11:02:03,074 - pyskl - INFO - Epoch [142][3300/3405] lr: 1.764e-04, eta: 1:59:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9728, loss: 0.9728 +2023-12-25 11:02:28,921 - pyskl - INFO - Epoch [142][3400/3405] lr: 1.751e-04, eta: 1:59:16, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9717, loss: 0.9717 +2023-12-25 11:02:31,020 - pyskl - INFO - Saving checkpoint at 142 epochs +2023-12-25 11:06:59,528 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 11:07:00,139 - pyskl - INFO - +top1_acc 0.8925 +top5_acc 0.9765 +2023-12-25 11:07:00,164 - pyskl - INFO - Epoch(val) [142][3718] top1_acc: 0.8925, top5_acc: 0.9765 +2023-12-25 11:07:54,858 - pyskl - INFO - Epoch [143][100/3405] lr: 1.738e-04, eta: 1:58:50, time: 0.547, data_time: 0.293, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9721, loss: 0.9721 +2023-12-25 11:08:20,472 - pyskl - INFO - Epoch [143][200/3405] lr: 1.725e-04, eta: 1:58:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9719, loss: 0.9719 +2023-12-25 11:08:45,983 - pyskl - INFO - Epoch [143][300/3405] lr: 1.712e-04, eta: 1:57:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9728, loss: 0.9728 +2023-12-25 11:09:11,488 - pyskl - INFO - Epoch [143][400/3405] lr: 1.700e-04, eta: 1:57:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9710, loss: 0.9710 +2023-12-25 11:09:37,313 - pyskl - INFO - Epoch [143][500/3405] lr: 1.687e-04, eta: 1:57:05, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9707, loss: 0.9707 +2023-12-25 11:10:03,239 - pyskl - INFO - Epoch [143][600/3405] lr: 1.675e-04, eta: 1:56:39, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9718, loss: 0.9718 +2023-12-25 11:10:28,858 - pyskl - INFO - Epoch [143][700/3405] lr: 1.662e-04, eta: 1:56:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9703, loss: 0.9703 +2023-12-25 11:10:54,334 - pyskl - INFO - Epoch [143][800/3405] lr: 1.650e-04, eta: 1:55:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9716, loss: 0.9716 +2023-12-25 11:11:19,913 - pyskl - INFO - Epoch [143][900/3405] lr: 1.637e-04, eta: 1:55:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9707, loss: 0.9707 +2023-12-25 11:11:45,310 - pyskl - INFO - Epoch [143][1000/3405] lr: 1.625e-04, eta: 1:54:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9702, loss: 0.9702 +2023-12-25 11:12:11,039 - pyskl - INFO - Epoch [143][1100/3405] lr: 1.612e-04, eta: 1:54:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9724, loss: 0.9724 +2023-12-25 11:12:36,078 - pyskl - INFO - Epoch [143][1200/3405] lr: 1.600e-04, eta: 1:54:01, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9730, loss: 0.9730 +2023-12-25 11:13:01,134 - pyskl - INFO - Epoch [143][1300/3405] lr: 1.588e-04, eta: 1:53:35, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9727, loss: 0.9727 +2023-12-25 11:13:26,217 - pyskl - INFO - Epoch [143][1400/3405] lr: 1.576e-04, eta: 1:53:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9710, loss: 0.9710 +2023-12-25 11:13:51,304 - pyskl - INFO - Epoch [143][1500/3405] lr: 1.564e-04, eta: 1:52:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9729, loss: 0.9729 +2023-12-25 11:14:16,348 - pyskl - INFO - Epoch [143][1600/3405] lr: 1.551e-04, eta: 1:52:16, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9706, loss: 0.9706 +2023-12-25 11:14:41,362 - pyskl - INFO - Epoch [143][1700/3405] lr: 1.539e-04, eta: 1:51:49, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9700, loss: 0.9700 +2023-12-25 11:15:06,345 - pyskl - INFO - Epoch [143][1800/3405] lr: 1.527e-04, eta: 1:51:23, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9721, loss: 0.9721 +2023-12-25 11:15:31,336 - pyskl - INFO - Epoch [143][1900/3405] lr: 1.515e-04, eta: 1:50:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9707, loss: 0.9707 +2023-12-25 11:15:56,413 - pyskl - INFO - Epoch [143][2000/3405] lr: 1.504e-04, eta: 1:50:30, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9711, loss: 0.9711 +2023-12-25 11:16:22,083 - pyskl - INFO - Epoch [143][2100/3405] lr: 1.492e-04, eta: 1:50:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9717, loss: 0.9717 +2023-12-25 11:16:47,557 - pyskl - INFO - Epoch [143][2200/3405] lr: 1.480e-04, eta: 1:49:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9721, loss: 0.9721 +2023-12-25 11:17:12,742 - pyskl - INFO - Epoch [143][2300/3405] lr: 1.468e-04, eta: 1:49:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9713, loss: 0.9713 +2023-12-25 11:17:37,701 - pyskl - INFO - Epoch [143][2400/3405] lr: 1.456e-04, eta: 1:48:45, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9704, loss: 0.9704 +2023-12-25 11:18:02,694 - pyskl - INFO - Epoch [143][2500/3405] lr: 1.445e-04, eta: 1:48:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9716, loss: 0.9716 +2023-12-25 11:18:27,697 - pyskl - INFO - Epoch [143][2600/3405] lr: 1.433e-04, eta: 1:47:52, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9698, loss: 0.9698 +2023-12-25 11:18:52,667 - pyskl - INFO - Epoch [143][2700/3405] lr: 1.421e-04, eta: 1:47:26, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9709, loss: 0.9709 +2023-12-25 11:19:17,641 - pyskl - INFO - Epoch [143][2800/3405] lr: 1.410e-04, eta: 1:47:00, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9729, loss: 0.9729 +2023-12-25 11:19:42,601 - pyskl - INFO - Epoch [143][2900/3405] lr: 1.398e-04, eta: 1:46:33, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9741, loss: 0.9741 +2023-12-25 11:20:07,876 - pyskl - INFO - Epoch [143][3000/3405] lr: 1.387e-04, eta: 1:46:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9710, loss: 0.9710 +2023-12-25 11:20:34,236 - pyskl - INFO - Epoch [143][3100/3405] lr: 1.376e-04, eta: 1:45:41, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9720, loss: 0.9720 +2023-12-25 11:20:59,766 - pyskl - INFO - Epoch [143][3200/3405] lr: 1.364e-04, eta: 1:45:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9708, loss: 0.9708 +2023-12-25 11:21:25,085 - pyskl - INFO - Epoch [143][3300/3405] lr: 1.353e-04, eta: 1:44:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9704, loss: 0.9704 +2023-12-25 11:21:50,408 - pyskl - INFO - Epoch [143][3400/3405] lr: 1.342e-04, eta: 1:44:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9720, loss: 0.9720 +2023-12-25 11:21:52,464 - pyskl - INFO - Saving checkpoint at 143 epochs +2023-12-25 11:26:18,442 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 11:26:19,075 - pyskl - INFO - +top1_acc 0.8932 +top5_acc 0.9773 +2023-12-25 11:26:19,103 - pyskl - INFO - Epoch(val) [143][3718] top1_acc: 0.8932, top5_acc: 0.9773 +2023-12-25 11:27:17,269 - pyskl - INFO - Epoch [144][100/3405] lr: 1.330e-04, eta: 1:43:56, time: 0.582, data_time: 0.317, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9709, loss: 0.9709 +2023-12-25 11:27:43,062 - pyskl - INFO - Epoch [144][200/3405] lr: 1.319e-04, eta: 1:43:29, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-25 11:28:08,735 - pyskl - INFO - Epoch [144][300/3405] lr: 1.308e-04, eta: 1:43:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9704, loss: 0.9704 +2023-12-25 11:28:34,223 - pyskl - INFO - Epoch [144][400/3405] lr: 1.297e-04, eta: 1:42:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9732, loss: 0.9732 +2023-12-25 11:28:59,853 - pyskl - INFO - Epoch [144][500/3405] lr: 1.285e-04, eta: 1:42:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9709, loss: 0.9709 +2023-12-25 11:29:25,442 - pyskl - INFO - Epoch [144][600/3405] lr: 1.275e-04, eta: 1:41:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9703, loss: 0.9703 +2023-12-25 11:29:50,930 - pyskl - INFO - Epoch [144][700/3405] lr: 1.264e-04, eta: 1:41:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9720, loss: 0.9720 +2023-12-25 11:30:16,550 - pyskl - INFO - Epoch [144][800/3405] lr: 1.253e-04, eta: 1:40:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9738, loss: 0.9738 +2023-12-25 11:30:42,099 - pyskl - INFO - Epoch [144][900/3405] lr: 1.242e-04, eta: 1:40:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9698, loss: 0.9698 +2023-12-25 11:31:07,702 - pyskl - INFO - Epoch [144][1000/3405] lr: 1.231e-04, eta: 1:39:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9698, loss: 0.9698 +2023-12-25 11:31:33,284 - pyskl - INFO - Epoch [144][1100/3405] lr: 1.220e-04, eta: 1:39:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9699, loss: 0.9699 +2023-12-25 11:31:58,778 - pyskl - INFO - Epoch [144][1200/3405] lr: 1.210e-04, eta: 1:39:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9718, loss: 0.9718 +2023-12-25 11:32:24,584 - pyskl - INFO - Epoch [144][1300/3405] lr: 1.199e-04, eta: 1:38:40, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9714, loss: 0.9714 +2023-12-25 11:32:50,320 - pyskl - INFO - Epoch [144][1400/3405] lr: 1.188e-04, eta: 1:38:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9717, loss: 0.9717 +2023-12-25 11:33:16,077 - pyskl - INFO - Epoch [144][1500/3405] lr: 1.178e-04, eta: 1:37:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9708, loss: 0.9708 +2023-12-25 11:33:41,534 - pyskl - INFO - Epoch [144][1600/3405] lr: 1.167e-04, eta: 1:37:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9714, loss: 0.9714 +2023-12-25 11:34:07,141 - pyskl - INFO - Epoch [144][1700/3405] lr: 1.157e-04, eta: 1:36:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9715, loss: 0.9715 +2023-12-25 11:34:32,653 - pyskl - INFO - Epoch [144][1800/3405] lr: 1.146e-04, eta: 1:36:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9703, loss: 0.9703 +2023-12-25 11:34:58,072 - pyskl - INFO - Epoch [144][1900/3405] lr: 1.136e-04, eta: 1:36:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9727, loss: 0.9727 +2023-12-25 11:35:23,557 - pyskl - INFO - Epoch [144][2000/3405] lr: 1.126e-04, eta: 1:35:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9732, loss: 0.9732 +2023-12-25 11:35:49,054 - pyskl - INFO - Epoch [144][2100/3405] lr: 1.116e-04, eta: 1:35:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9730, loss: 0.9730 +2023-12-25 11:36:14,772 - pyskl - INFO - Epoch [144][2200/3405] lr: 1.105e-04, eta: 1:34:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9692, loss: 0.9692 +2023-12-25 11:36:40,313 - pyskl - INFO - Epoch [144][2300/3405] lr: 1.095e-04, eta: 1:34:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9707, loss: 0.9707 +2023-12-25 11:37:05,621 - pyskl - INFO - Epoch [144][2400/3405] lr: 1.085e-04, eta: 1:33:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9700, loss: 0.9700 +2023-12-25 11:37:31,014 - pyskl - INFO - Epoch [144][2500/3405] lr: 1.075e-04, eta: 1:33:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9721, loss: 0.9721 +2023-12-25 11:37:56,456 - pyskl - INFO - Epoch [144][2600/3405] lr: 1.065e-04, eta: 1:32:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9730, loss: 0.9730 +2023-12-25 11:38:21,850 - pyskl - INFO - Epoch [144][2700/3405] lr: 1.055e-04, eta: 1:32:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9699, loss: 0.9699 +2023-12-25 11:38:47,190 - pyskl - INFO - Epoch [144][2800/3405] lr: 1.045e-04, eta: 1:32:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9713, loss: 0.9713 +2023-12-25 11:39:12,834 - pyskl - INFO - Epoch [144][2900/3405] lr: 1.035e-04, eta: 1:31:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9726, loss: 0.9726 +2023-12-25 11:39:38,627 - pyskl - INFO - Epoch [144][3000/3405] lr: 1.025e-04, eta: 1:31:13, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9710, loss: 0.9710 +2023-12-25 11:40:04,114 - pyskl - INFO - Epoch [144][3100/3405] lr: 1.015e-04, eta: 1:30:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9704, loss: 0.9704 +2023-12-25 11:40:29,565 - pyskl - INFO - Epoch [144][3200/3405] lr: 1.006e-04, eta: 1:30:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9717, loss: 0.9717 +2023-12-25 11:40:54,964 - pyskl - INFO - Epoch [144][3300/3405] lr: 9.959e-05, eta: 1:29:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9713, loss: 0.9713 +2023-12-25 11:41:20,262 - pyskl - INFO - Epoch [144][3400/3405] lr: 9.862e-05, eta: 1:29:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9729, loss: 0.9729 +2023-12-25 11:41:22,437 - pyskl - INFO - Saving checkpoint at 144 epochs +2023-12-25 11:45:46,782 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 11:45:47,374 - pyskl - INFO - +top1_acc 0.8936 +top5_acc 0.9769 +2023-12-25 11:45:47,399 - pyskl - INFO - Epoch(val) [144][3718] top1_acc: 0.8936, top5_acc: 0.9769 +2023-12-25 11:46:41,011 - pyskl - INFO - Epoch [145][100/3405] lr: 9.761e-05, eta: 1:29:01, time: 0.536, data_time: 0.280, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9698, loss: 0.9698 +2023-12-25 11:47:06,478 - pyskl - INFO - Epoch [145][200/3405] lr: 9.666e-05, eta: 1:28:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9695, loss: 0.9695 +2023-12-25 11:47:31,963 - pyskl - INFO - Epoch [145][300/3405] lr: 9.571e-05, eta: 1:28:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9695, loss: 0.9695 +2023-12-25 11:47:57,492 - pyskl - INFO - Epoch [145][400/3405] lr: 9.476e-05, eta: 1:27:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9712, loss: 0.9712 +2023-12-25 11:48:23,391 - pyskl - INFO - Epoch [145][500/3405] lr: 9.382e-05, eta: 1:27:16, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9716, loss: 0.9716 +2023-12-25 11:48:49,072 - pyskl - INFO - Epoch [145][600/3405] lr: 9.288e-05, eta: 1:26:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9706, loss: 0.9706 +2023-12-25 11:49:14,695 - pyskl - INFO - Epoch [145][700/3405] lr: 9.194e-05, eta: 1:26:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9724, loss: 0.9724 +2023-12-25 11:49:40,427 - pyskl - INFO - Epoch [145][800/3405] lr: 9.102e-05, eta: 1:25:57, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9704, loss: 0.9704 +2023-12-25 11:50:06,122 - pyskl - INFO - Epoch [145][900/3405] lr: 9.009e-05, eta: 1:25:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-25 11:50:32,151 - pyskl - INFO - Epoch [145][1000/3405] lr: 8.917e-05, eta: 1:25:04, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9715, loss: 0.9715 +2023-12-25 11:50:57,884 - pyskl - INFO - Epoch [145][1100/3405] lr: 8.826e-05, eta: 1:24:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9705, loss: 0.9705 +2023-12-25 11:51:23,476 - pyskl - INFO - Epoch [145][1200/3405] lr: 8.735e-05, eta: 1:24:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9705, loss: 0.9705 +2023-12-25 11:51:48,976 - pyskl - INFO - Epoch [145][1300/3405] lr: 8.644e-05, eta: 1:23:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9714, loss: 0.9714 +2023-12-25 11:52:14,440 - pyskl - INFO - Epoch [145][1400/3405] lr: 8.554e-05, eta: 1:23:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9709, loss: 0.9709 +2023-12-25 11:52:40,178 - pyskl - INFO - Epoch [145][1500/3405] lr: 8.465e-05, eta: 1:22:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9700, loss: 0.9700 +2023-12-25 11:53:05,579 - pyskl - INFO - Epoch [145][1600/3405] lr: 8.376e-05, eta: 1:22:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9721, loss: 0.9721 +2023-12-25 11:53:31,020 - pyskl - INFO - Epoch [145][1700/3405] lr: 8.287e-05, eta: 1:22:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9725, loss: 0.9725 +2023-12-25 11:53:56,538 - pyskl - INFO - Epoch [145][1800/3405] lr: 8.199e-05, eta: 1:21:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9719, loss: 0.9719 +2023-12-25 11:54:21,610 - pyskl - INFO - Epoch [145][1900/3405] lr: 8.111e-05, eta: 1:21:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9699, loss: 0.9699 +2023-12-25 11:54:47,251 - pyskl - INFO - Epoch [145][2000/3405] lr: 8.024e-05, eta: 1:20:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9715, loss: 0.9715 +2023-12-25 11:55:12,646 - pyskl - INFO - Epoch [145][2100/3405] lr: 7.937e-05, eta: 1:20:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9721, loss: 0.9721 +2023-12-25 11:55:38,194 - pyskl - INFO - Epoch [145][2200/3405] lr: 7.851e-05, eta: 1:19:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9696, loss: 0.9696 +2023-12-25 11:56:03,374 - pyskl - INFO - Epoch [145][2300/3405] lr: 7.765e-05, eta: 1:19:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9716, loss: 0.9716 +2023-12-25 11:56:28,524 - pyskl - INFO - Epoch [145][2400/3405] lr: 7.680e-05, eta: 1:18:56, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9727, loss: 0.9727 +2023-12-25 11:56:53,834 - pyskl - INFO - Epoch [145][2500/3405] lr: 7.595e-05, eta: 1:18:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9714, loss: 0.9714 +2023-12-25 11:57:19,198 - pyskl - INFO - Epoch [145][2600/3405] lr: 7.511e-05, eta: 1:18:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9720, loss: 0.9720 +2023-12-25 11:57:44,268 - pyskl - INFO - Epoch [145][2700/3405] lr: 7.427e-05, eta: 1:17:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9700, loss: 0.9700 +2023-12-25 11:58:09,302 - pyskl - INFO - Epoch [145][2800/3405] lr: 7.343e-05, eta: 1:17:11, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-25 11:58:34,321 - pyskl - INFO - Epoch [145][2900/3405] lr: 7.260e-05, eta: 1:16:45, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9708, loss: 0.9708 +2023-12-25 11:58:59,327 - pyskl - INFO - Epoch [145][3000/3405] lr: 7.178e-05, eta: 1:16:18, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9705, loss: 0.9705 +2023-12-25 11:59:24,498 - pyskl - INFO - Epoch [145][3100/3405] lr: 7.096e-05, eta: 1:15:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9700, loss: 0.9700 +2023-12-25 11:59:50,014 - pyskl - INFO - Epoch [145][3200/3405] lr: 7.014e-05, eta: 1:15:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9712, loss: 0.9712 +2023-12-25 12:00:15,416 - pyskl - INFO - Epoch [145][3300/3405] lr: 6.933e-05, eta: 1:14:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9695, loss: 0.9695 +2023-12-25 12:00:40,752 - pyskl - INFO - Epoch [145][3400/3405] lr: 6.852e-05, eta: 1:14:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9701, loss: 0.9701 +2023-12-25 12:00:42,735 - pyskl - INFO - Saving checkpoint at 145 epochs +2023-12-25 12:05:06,974 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 12:05:07,591 - pyskl - INFO - +top1_acc 0.8942 +top5_acc 0.9769 +2023-12-25 12:05:07,596 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_141.pth was removed +2023-12-25 12:05:07,869 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_145.pth. +2023-12-25 12:05:07,870 - pyskl - INFO - Best top1_acc is 0.8942 at 145 epoch. +2023-12-25 12:05:07,896 - pyskl - INFO - Epoch(val) [145][3718] top1_acc: 0.8942, top5_acc: 0.9769 +2023-12-25 12:06:00,939 - pyskl - INFO - Epoch [146][100/3405] lr: 6.768e-05, eta: 1:14:06, time: 0.530, data_time: 0.277, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9717, loss: 0.9717 +2023-12-25 12:06:26,341 - pyskl - INFO - Epoch [146][200/3405] lr: 6.689e-05, eta: 1:13:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9713, loss: 0.9713 +2023-12-25 12:06:52,071 - pyskl - INFO - Epoch [146][300/3405] lr: 6.609e-05, eta: 1:13:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-25 12:07:17,886 - pyskl - INFO - Epoch [146][400/3405] lr: 6.531e-05, eta: 1:12:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9727, loss: 0.9727 +2023-12-25 12:07:43,503 - pyskl - INFO - Epoch [146][500/3405] lr: 6.452e-05, eta: 1:12:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9715, loss: 0.9715 +2023-12-25 12:08:08,866 - pyskl - INFO - Epoch [146][600/3405] lr: 6.375e-05, eta: 1:11:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9699, loss: 0.9699 +2023-12-25 12:08:34,210 - pyskl - INFO - Epoch [146][700/3405] lr: 6.297e-05, eta: 1:11:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9717, loss: 0.9717 +2023-12-25 12:08:59,792 - pyskl - INFO - Epoch [146][800/3405] lr: 6.221e-05, eta: 1:11:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9745, loss: 0.9745 +2023-12-25 12:09:25,251 - pyskl - INFO - Epoch [146][900/3405] lr: 6.144e-05, eta: 1:10:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9714, loss: 0.9714 +2023-12-25 12:09:50,994 - pyskl - INFO - Epoch [146][1000/3405] lr: 6.068e-05, eta: 1:10:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9731, loss: 0.9731 +2023-12-25 12:10:16,670 - pyskl - INFO - Epoch [146][1100/3405] lr: 5.993e-05, eta: 1:09:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9706, loss: 0.9706 +2023-12-25 12:10:42,167 - pyskl - INFO - Epoch [146][1200/3405] lr: 5.918e-05, eta: 1:09:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9716, loss: 0.9716 +2023-12-25 12:11:07,679 - pyskl - INFO - Epoch [146][1300/3405] lr: 5.843e-05, eta: 1:08:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9712, loss: 0.9712 +2023-12-25 12:11:33,366 - pyskl - INFO - Epoch [146][1400/3405] lr: 5.769e-05, eta: 1:08:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9706, loss: 0.9706 +2023-12-25 12:11:59,006 - pyskl - INFO - Epoch [146][1500/3405] lr: 5.696e-05, eta: 1:07:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9711, loss: 0.9711 +2023-12-25 12:12:24,453 - pyskl - INFO - Epoch [146][1600/3405] lr: 5.623e-05, eta: 1:07:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9687, loss: 0.9687 +2023-12-25 12:12:50,001 - pyskl - INFO - Epoch [146][1700/3405] lr: 5.550e-05, eta: 1:07:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9718, loss: 0.9718 +2023-12-25 12:13:15,413 - pyskl - INFO - Epoch [146][1800/3405] lr: 5.478e-05, eta: 1:06:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9703, loss: 0.9703 +2023-12-25 12:13:40,720 - pyskl - INFO - Epoch [146][1900/3405] lr: 5.406e-05, eta: 1:06:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9712, loss: 0.9712 +2023-12-25 12:14:06,182 - pyskl - INFO - Epoch [146][2000/3405] lr: 5.335e-05, eta: 1:05:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9709, loss: 0.9709 +2023-12-25 12:14:31,725 - pyskl - INFO - Epoch [146][2100/3405] lr: 5.264e-05, eta: 1:05:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9734, loss: 0.9734 +2023-12-25 12:14:57,156 - pyskl - INFO - Epoch [146][2200/3405] lr: 5.194e-05, eta: 1:04:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9695, loss: 0.9695 +2023-12-25 12:15:22,604 - pyskl - INFO - Epoch [146][2300/3405] lr: 5.124e-05, eta: 1:04:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9718, loss: 0.9718 +2023-12-25 12:15:47,851 - pyskl - INFO - Epoch [146][2400/3405] lr: 5.055e-05, eta: 1:04:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9706, loss: 0.9706 +2023-12-25 12:16:13,198 - pyskl - INFO - Epoch [146][2500/3405] lr: 4.986e-05, eta: 1:03:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9709, loss: 0.9709 +2023-12-25 12:16:38,416 - pyskl - INFO - Epoch [146][2600/3405] lr: 4.918e-05, eta: 1:03:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9724, loss: 0.9724 +2023-12-25 12:17:03,480 - pyskl - INFO - Epoch [146][2700/3405] lr: 4.850e-05, eta: 1:02:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9715, loss: 0.9715 +2023-12-25 12:17:28,476 - pyskl - INFO - Epoch [146][2800/3405] lr: 4.782e-05, eta: 1:02:16, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9694, loss: 0.9694 +2023-12-25 12:17:53,471 - pyskl - INFO - Epoch [146][2900/3405] lr: 4.716e-05, eta: 1:01:50, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9711, loss: 0.9711 +2023-12-25 12:18:18,423 - pyskl - INFO - Epoch [146][3000/3405] lr: 4.649e-05, eta: 1:01:24, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9704, loss: 0.9704 +2023-12-25 12:18:43,401 - pyskl - INFO - Epoch [146][3100/3405] lr: 4.583e-05, eta: 1:00:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9719, loss: 0.9719 +2023-12-25 12:19:08,376 - pyskl - INFO - Epoch [146][3200/3405] lr: 4.517e-05, eta: 1:00:31, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9711, loss: 0.9711 +2023-12-25 12:19:33,378 - pyskl - INFO - Epoch [146][3300/3405] lr: 4.452e-05, eta: 1:00:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9708, loss: 0.9708 +2023-12-25 12:19:58,405 - pyskl - INFO - Epoch [146][3400/3405] lr: 4.388e-05, eta: 0:59:39, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-25 12:20:00,283 - pyskl - INFO - Saving checkpoint at 146 epochs +2023-12-25 12:24:24,488 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 12:24:25,090 - pyskl - INFO - +top1_acc 0.8941 +top5_acc 0.9778 +2023-12-25 12:24:25,116 - pyskl - INFO - Epoch(val) [146][3718] top1_acc: 0.8941, top5_acc: 0.9778 +2023-12-25 12:25:18,252 - pyskl - INFO - Epoch [147][100/3405] lr: 4.320e-05, eta: 0:59:12, time: 0.531, data_time: 0.278, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9699, loss: 0.9699 +2023-12-25 12:25:43,713 - pyskl - INFO - Epoch [147][200/3405] lr: 4.257e-05, eta: 0:58:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9705, loss: 0.9705 +2023-12-25 12:26:09,219 - pyskl - INFO - Epoch [147][300/3405] lr: 4.194e-05, eta: 0:58:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9703, loss: 0.9703 +2023-12-25 12:26:34,853 - pyskl - INFO - Epoch [147][400/3405] lr: 4.131e-05, eta: 0:57:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9714, loss: 0.9714 +2023-12-25 12:27:00,523 - pyskl - INFO - Epoch [147][500/3405] lr: 4.069e-05, eta: 0:57:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9703, loss: 0.9703 +2023-12-25 12:27:25,991 - pyskl - INFO - Epoch [147][600/3405] lr: 4.007e-05, eta: 0:57:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9706, loss: 0.9706 +2023-12-25 12:27:51,582 - pyskl - INFO - Epoch [147][700/3405] lr: 3.946e-05, eta: 0:56:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9703, loss: 0.9703 +2023-12-25 12:28:17,181 - pyskl - INFO - Epoch [147][800/3405] lr: 3.885e-05, eta: 0:56:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9705, loss: 0.9705 +2023-12-25 12:28:42,841 - pyskl - INFO - Epoch [147][900/3405] lr: 3.825e-05, eta: 0:55:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9698, loss: 0.9698 +2023-12-25 12:29:08,461 - pyskl - INFO - Epoch [147][1000/3405] lr: 3.765e-05, eta: 0:55:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9716, loss: 0.9716 +2023-12-25 12:29:34,120 - pyskl - INFO - Epoch [147][1100/3405] lr: 3.705e-05, eta: 0:54:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9719, loss: 0.9719 +2023-12-25 12:29:59,581 - pyskl - INFO - Epoch [147][1200/3405] lr: 3.646e-05, eta: 0:54:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9701, loss: 0.9701 +2023-12-25 12:30:25,078 - pyskl - INFO - Epoch [147][1300/3405] lr: 3.588e-05, eta: 0:53:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9709, loss: 0.9709 +2023-12-25 12:30:50,700 - pyskl - INFO - Epoch [147][1400/3405] lr: 3.530e-05, eta: 0:53:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9713, loss: 0.9713 +2023-12-25 12:31:15,824 - pyskl - INFO - Epoch [147][1500/3405] lr: 3.472e-05, eta: 0:53:04, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9724, loss: 0.9724 +2023-12-25 12:31:40,918 - pyskl - INFO - Epoch [147][1600/3405] lr: 3.415e-05, eta: 0:52:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9715, loss: 0.9715 +2023-12-25 12:32:06,107 - pyskl - INFO - Epoch [147][1700/3405] lr: 3.359e-05, eta: 0:52:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9711, loss: 0.9711 +2023-12-25 12:32:31,431 - pyskl - INFO - Epoch [147][1800/3405] lr: 3.303e-05, eta: 0:51:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9698, loss: 0.9698 +2023-12-25 12:32:57,014 - pyskl - INFO - Epoch [147][1900/3405] lr: 3.247e-05, eta: 0:51:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9741, loss: 0.9741 +2023-12-25 12:33:22,687 - pyskl - INFO - Epoch [147][2000/3405] lr: 3.192e-05, eta: 0:50:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9684, loss: 0.9684 +2023-12-25 12:33:48,089 - pyskl - INFO - Epoch [147][2100/3405] lr: 3.137e-05, eta: 0:50:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9705, loss: 0.9705 +2023-12-25 12:34:13,528 - pyskl - INFO - Epoch [147][2200/3405] lr: 3.083e-05, eta: 0:50:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9701, loss: 0.9701 +2023-12-25 12:34:38,915 - pyskl - INFO - Epoch [147][2300/3405] lr: 3.029e-05, eta: 0:49:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9718, loss: 0.9718 +2023-12-25 12:35:04,341 - pyskl - INFO - Epoch [147][2400/3405] lr: 2.976e-05, eta: 0:49:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9725, loss: 0.9725 +2023-12-25 12:35:29,726 - pyskl - INFO - Epoch [147][2500/3405] lr: 2.923e-05, eta: 0:48:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9727, loss: 0.9727 +2023-12-25 12:35:54,706 - pyskl - INFO - Epoch [147][2600/3405] lr: 2.871e-05, eta: 0:48:14, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9721, loss: 0.9721 +2023-12-25 12:36:19,711 - pyskl - INFO - Epoch [147][2700/3405] lr: 2.819e-05, eta: 0:47:48, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9701, loss: 0.9701 +2023-12-25 12:36:44,672 - pyskl - INFO - Epoch [147][2800/3405] lr: 2.768e-05, eta: 0:47:22, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9702, loss: 0.9702 +2023-12-25 12:37:09,633 - pyskl - INFO - Epoch [147][2900/3405] lr: 2.717e-05, eta: 0:46:55, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9725, loss: 0.9725 +2023-12-25 12:37:34,596 - pyskl - INFO - Epoch [147][3000/3405] lr: 2.666e-05, eta: 0:46:29, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9732, loss: 0.9732 +2023-12-25 12:37:59,550 - pyskl - INFO - Epoch [147][3100/3405] lr: 2.617e-05, eta: 0:46:03, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9711, loss: 0.9711 +2023-12-25 12:38:24,518 - pyskl - INFO - Epoch [147][3200/3405] lr: 2.567e-05, eta: 0:45:37, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9716, loss: 0.9716 +2023-12-25 12:38:49,532 - pyskl - INFO - Epoch [147][3300/3405] lr: 2.518e-05, eta: 0:45:10, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9712, loss: 0.9712 +2023-12-25 12:39:14,590 - pyskl - INFO - Epoch [147][3400/3405] lr: 2.469e-05, eta: 0:44:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9695, loss: 0.9695 +2023-12-25 12:39:16,623 - pyskl - INFO - Saving checkpoint at 147 epochs +2023-12-25 12:43:40,988 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 12:43:41,592 - pyskl - INFO - +top1_acc 0.8946 +top5_acc 0.9766 +2023-12-25 12:43:41,597 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_145.pth was removed +2023-12-25 12:43:41,803 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_147.pth. +2023-12-25 12:43:41,805 - pyskl - INFO - Best top1_acc is 0.8946 at 147 epoch. +2023-12-25 12:43:41,830 - pyskl - INFO - Epoch(val) [147][3718] top1_acc: 0.8946, top5_acc: 0.9766 +2023-12-25 12:44:35,428 - pyskl - INFO - Epoch [148][100/3405] lr: 2.419e-05, eta: 0:44:17, time: 0.536, data_time: 0.281, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-25 12:45:00,460 - pyskl - INFO - Epoch [148][200/3405] lr: 2.371e-05, eta: 0:43:51, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9720, loss: 0.9720 +2023-12-25 12:45:26,055 - pyskl - INFO - Epoch [148][300/3405] lr: 2.324e-05, eta: 0:43:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9724, loss: 0.9724 +2023-12-25 12:45:51,754 - pyskl - INFO - Epoch [148][400/3405] lr: 2.278e-05, eta: 0:42:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9717, loss: 0.9717 +2023-12-25 12:46:17,428 - pyskl - INFO - Epoch [148][500/3405] lr: 2.232e-05, eta: 0:42:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9723, loss: 0.9723 +2023-12-25 12:46:42,949 - pyskl - INFO - Epoch [148][600/3405] lr: 2.186e-05, eta: 0:42:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-25 12:47:08,215 - pyskl - INFO - Epoch [148][700/3405] lr: 2.141e-05, eta: 0:41:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9707, loss: 0.9707 +2023-12-25 12:47:33,397 - pyskl - INFO - Epoch [148][800/3405] lr: 2.096e-05, eta: 0:41:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9693, loss: 0.9693 +2023-12-25 12:47:58,464 - pyskl - INFO - Epoch [148][900/3405] lr: 2.052e-05, eta: 0:40:47, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9707, loss: 0.9707 +2023-12-25 12:48:24,094 - pyskl - INFO - Epoch [148][1000/3405] lr: 2.008e-05, eta: 0:40:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9697, loss: 0.9697 +2023-12-25 12:48:49,915 - pyskl - INFO - Epoch [148][1100/3405] lr: 1.965e-05, eta: 0:39:54, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9712, loss: 0.9712 +2023-12-25 12:49:15,425 - pyskl - INFO - Epoch [148][1200/3405] lr: 1.922e-05, eta: 0:39:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9733, loss: 0.9733 +2023-12-25 12:49:40,995 - pyskl - INFO - Epoch [148][1300/3405] lr: 1.879e-05, eta: 0:39:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9709, loss: 0.9709 +2023-12-25 12:50:06,107 - pyskl - INFO - Epoch [148][1400/3405] lr: 1.837e-05, eta: 0:38:35, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9714, loss: 0.9714 +2023-12-25 12:50:31,232 - pyskl - INFO - Epoch [148][1500/3405] lr: 1.796e-05, eta: 0:38:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9703, loss: 0.9703 +2023-12-25 12:50:56,359 - pyskl - INFO - Epoch [148][1600/3405] lr: 1.755e-05, eta: 0:37:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9701, loss: 0.9701 +2023-12-25 12:51:21,489 - pyskl - INFO - Epoch [148][1700/3405] lr: 1.714e-05, eta: 0:37:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9694, loss: 0.9694 +2023-12-25 12:51:46,541 - pyskl - INFO - Epoch [148][1800/3405] lr: 1.674e-05, eta: 0:36:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9718, loss: 0.9718 +2023-12-25 12:52:11,584 - pyskl - INFO - Epoch [148][1900/3405] lr: 1.635e-05, eta: 0:36:24, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9711, loss: 0.9711 +2023-12-25 12:52:37,107 - pyskl - INFO - Epoch [148][2000/3405] lr: 1.596e-05, eta: 0:35:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9700, loss: 0.9700 +2023-12-25 12:53:02,598 - pyskl - INFO - Epoch [148][2100/3405] lr: 1.557e-05, eta: 0:35:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9707, loss: 0.9707 +2023-12-25 12:53:28,123 - pyskl - INFO - Epoch [148][2200/3405] lr: 1.519e-05, eta: 0:35:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9703, loss: 0.9703 +2023-12-25 12:53:53,690 - pyskl - INFO - Epoch [148][2300/3405] lr: 1.481e-05, eta: 0:34:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9692, loss: 0.9692 +2023-12-25 12:54:19,063 - pyskl - INFO - Epoch [148][2400/3405] lr: 1.444e-05, eta: 0:34:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9721, loss: 0.9721 +2023-12-25 12:54:44,264 - pyskl - INFO - Epoch [148][2500/3405] lr: 1.408e-05, eta: 0:33:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9703, loss: 0.9703 +2023-12-25 12:55:09,568 - pyskl - INFO - Epoch [148][2600/3405] lr: 1.371e-05, eta: 0:33:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9711, loss: 0.9711 +2023-12-25 12:55:34,878 - pyskl - INFO - Epoch [148][2700/3405] lr: 1.336e-05, eta: 0:32:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9707, loss: 0.9707 +2023-12-25 12:56:00,149 - pyskl - INFO - Epoch [148][2800/3405] lr: 1.300e-05, eta: 0:32:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9709, loss: 0.9709 +2023-12-25 12:56:25,360 - pyskl - INFO - Epoch [148][2900/3405] lr: 1.265e-05, eta: 0:32:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9700, loss: 0.9700 +2023-12-25 12:56:50,551 - pyskl - INFO - Epoch [148][3000/3405] lr: 1.231e-05, eta: 0:31:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9730, loss: 0.9730 +2023-12-25 12:57:15,837 - pyskl - INFO - Epoch [148][3100/3405] lr: 1.197e-05, eta: 0:31:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9711, loss: 0.9711 +2023-12-25 12:57:41,006 - pyskl - INFO - Epoch [148][3200/3405] lr: 1.164e-05, eta: 0:30:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9721, loss: 0.9721 +2023-12-25 12:58:06,325 - pyskl - INFO - Epoch [148][3300/3405] lr: 1.131e-05, eta: 0:30:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9713, loss: 0.9713 +2023-12-25 12:58:31,689 - pyskl - INFO - Epoch [148][3400/3405] lr: 1.098e-05, eta: 0:29:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9705, loss: 0.9705 +2023-12-25 12:58:33,795 - pyskl - INFO - Saving checkpoint at 148 epochs +2023-12-25 13:02:59,457 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 13:03:00,063 - pyskl - INFO - +top1_acc 0.8936 +top5_acc 0.9770 +2023-12-25 13:03:00,089 - pyskl - INFO - Epoch(val) [148][3718] top1_acc: 0.8936, top5_acc: 0.9770 +2023-12-25 13:03:53,325 - pyskl - INFO - Epoch [149][100/3405] lr: 1.065e-05, eta: 0:29:22, time: 0.532, data_time: 0.278, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9714, loss: 0.9714 +2023-12-25 13:04:18,829 - pyskl - INFO - Epoch [149][200/3405] lr: 1.033e-05, eta: 0:28:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9706, loss: 0.9706 +2023-12-25 13:04:44,416 - pyskl - INFO - Epoch [149][300/3405] lr: 1.002e-05, eta: 0:28:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9721, loss: 0.9721 +2023-12-25 13:05:09,927 - pyskl - INFO - Epoch [149][400/3405] lr: 9.718e-06, eta: 0:28:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9717, loss: 0.9717 +2023-12-25 13:05:35,540 - pyskl - INFO - Epoch [149][500/3405] lr: 9.417e-06, eta: 0:27:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9705, loss: 0.9705 +2023-12-25 13:06:01,033 - pyskl - INFO - Epoch [149][600/3405] lr: 9.121e-06, eta: 0:27:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9701, loss: 0.9701 +2023-12-25 13:06:26,520 - pyskl - INFO - Epoch [149][700/3405] lr: 8.830e-06, eta: 0:26:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9717, loss: 0.9717 +2023-12-25 13:06:52,085 - pyskl - INFO - Epoch [149][800/3405] lr: 8.543e-06, eta: 0:26:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9700, loss: 0.9700 +2023-12-25 13:07:17,463 - pyskl - INFO - Epoch [149][900/3405] lr: 8.261e-06, eta: 0:25:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9708, loss: 0.9708 +2023-12-25 13:07:42,964 - pyskl - INFO - Epoch [149][1000/3405] lr: 7.984e-06, eta: 0:25:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9700, loss: 0.9700 +2023-12-25 13:08:08,688 - pyskl - INFO - Epoch [149][1100/3405] lr: 7.712e-06, eta: 0:25:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9716, loss: 0.9716 +2023-12-25 13:08:34,176 - pyskl - INFO - Epoch [149][1200/3405] lr: 7.444e-06, eta: 0:24:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9687, loss: 0.9687 +2023-12-25 13:08:59,779 - pyskl - INFO - Epoch [149][1300/3405] lr: 7.181e-06, eta: 0:24:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9702, loss: 0.9702 +2023-12-25 13:09:25,152 - pyskl - INFO - Epoch [149][1400/3405] lr: 6.923e-06, eta: 0:23:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9696, loss: 0.9696 +2023-12-25 13:09:50,821 - pyskl - INFO - Epoch [149][1500/3405] lr: 6.669e-06, eta: 0:23:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-25 13:10:16,441 - pyskl - INFO - Epoch [149][1600/3405] lr: 6.420e-06, eta: 0:22:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9712, loss: 0.9712 +2023-12-25 13:10:41,927 - pyskl - INFO - Epoch [149][1700/3405] lr: 6.176e-06, eta: 0:22:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9704, loss: 0.9704 +2023-12-25 13:11:07,382 - pyskl - INFO - Epoch [149][1800/3405] lr: 5.937e-06, eta: 0:21:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9731, loss: 0.9731 +2023-12-25 13:11:32,755 - pyskl - INFO - Epoch [149][1900/3405] lr: 5.703e-06, eta: 0:21:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9692, loss: 0.9692 +2023-12-25 13:11:58,171 - pyskl - INFO - Epoch [149][2000/3405] lr: 5.473e-06, eta: 0:21:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-25 13:12:23,614 - pyskl - INFO - Epoch [149][2100/3405] lr: 5.248e-06, eta: 0:20:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9726, loss: 0.9726 +2023-12-25 13:12:49,085 - pyskl - INFO - Epoch [149][2200/3405] lr: 5.027e-06, eta: 0:20:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9696, loss: 0.9696 +2023-12-25 13:13:14,313 - pyskl - INFO - Epoch [149][2300/3405] lr: 4.812e-06, eta: 0:19:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9725, loss: 0.9725 +2023-12-25 13:13:39,306 - pyskl - INFO - Epoch [149][2400/3405] lr: 4.601e-06, eta: 0:19:18, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9717, loss: 0.9717 +2023-12-25 13:14:04,275 - pyskl - INFO - Epoch [149][2500/3405] lr: 4.394e-06, eta: 0:18:52, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9719, loss: 0.9719 +2023-12-25 13:14:29,251 - pyskl - INFO - Epoch [149][2600/3405] lr: 4.193e-06, eta: 0:18:25, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9726, loss: 0.9726 +2023-12-25 13:14:54,273 - pyskl - INFO - Epoch [149][2700/3405] lr: 3.996e-06, eta: 0:17:59, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-25 13:15:19,298 - pyskl - INFO - Epoch [149][2800/3405] lr: 3.804e-06, eta: 0:17:33, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9721, loss: 0.9721 +2023-12-25 13:15:44,314 - pyskl - INFO - Epoch [149][2900/3405] lr: 3.617e-06, eta: 0:17:07, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9702, loss: 0.9702 +2023-12-25 13:16:09,304 - pyskl - INFO - Epoch [149][3000/3405] lr: 3.434e-06, eta: 0:16:40, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9698, loss: 0.9698 +2023-12-25 13:16:34,297 - pyskl - INFO - Epoch [149][3100/3405] lr: 3.256e-06, eta: 0:16:14, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9704, loss: 0.9704 +2023-12-25 13:16:59,279 - pyskl - INFO - Epoch [149][3200/3405] lr: 3.083e-06, eta: 0:15:48, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9731, loss: 0.9731 +2023-12-25 13:17:24,464 - pyskl - INFO - Epoch [149][3300/3405] lr: 2.915e-06, eta: 0:15:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9689, loss: 0.9689 +2023-12-25 13:17:49,811 - pyskl - INFO - Epoch [149][3400/3405] lr: 2.751e-06, eta: 0:14:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9710, loss: 0.9710 +2023-12-25 13:17:51,750 - pyskl - INFO - Saving checkpoint at 149 epochs +2023-12-25 13:22:16,154 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 13:22:16,775 - pyskl - INFO - +top1_acc 0.8941 +top5_acc 0.9769 +2023-12-25 13:22:16,800 - pyskl - INFO - Epoch(val) [149][3718] top1_acc: 0.8941, top5_acc: 0.9769 +2023-12-25 13:23:09,658 - pyskl - INFO - Epoch [150][100/3405] lr: 2.584e-06, eta: 0:14:28, time: 0.528, data_time: 0.274, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9702, loss: 0.9702 +2023-12-25 13:23:34,910 - pyskl - INFO - Epoch [150][200/3405] lr: 2.430e-06, eta: 0:14:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9704, loss: 0.9704 +2023-12-25 13:24:00,468 - pyskl - INFO - Epoch [150][300/3405] lr: 2.281e-06, eta: 0:13:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9706, loss: 0.9706 +2023-12-25 13:24:26,168 - pyskl - INFO - Epoch [150][400/3405] lr: 2.137e-06, eta: 0:13:09, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9700, loss: 0.9700 +2023-12-25 13:24:51,857 - pyskl - INFO - Epoch [150][500/3405] lr: 1.997e-06, eta: 0:12:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9720, loss: 0.9720 +2023-12-25 13:25:17,401 - pyskl - INFO - Epoch [150][600/3405] lr: 1.862e-06, eta: 0:12:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9698, loss: 0.9698 +2023-12-25 13:25:42,936 - pyskl - INFO - Epoch [150][700/3405] lr: 1.731e-06, eta: 0:11:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9709, loss: 0.9709 +2023-12-25 13:26:08,265 - pyskl - INFO - Epoch [150][800/3405] lr: 1.606e-06, eta: 0:11:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9713, loss: 0.9713 +2023-12-25 13:26:33,666 - pyskl - INFO - Epoch [150][900/3405] lr: 1.485e-06, eta: 0:10:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9708, loss: 0.9708 +2023-12-25 13:26:59,130 - pyskl - INFO - Epoch [150][1000/3405] lr: 1.369e-06, eta: 0:10:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9711, loss: 0.9711 +2023-12-25 13:27:24,852 - pyskl - INFO - Epoch [150][1100/3405] lr: 1.257e-06, eta: 0:10:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9718, loss: 0.9718 +2023-12-25 13:27:50,370 - pyskl - INFO - Epoch [150][1200/3405] lr: 1.151e-06, eta: 0:09:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9704, loss: 0.9704 +2023-12-25 13:28:15,696 - pyskl - INFO - Epoch [150][1300/3405] lr: 1.049e-06, eta: 0:09:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9720, loss: 0.9720 +2023-12-25 13:28:40,761 - pyskl - INFO - Epoch [150][1400/3405] lr: 9.515e-07, eta: 0:08:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9699, loss: 0.9699 +2023-12-25 13:29:06,132 - pyskl - INFO - Epoch [150][1500/3405] lr: 8.590e-07, eta: 0:08:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9706, loss: 0.9706 +2023-12-25 13:29:31,561 - pyskl - INFO - Epoch [150][1600/3405] lr: 7.712e-07, eta: 0:07:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9696, loss: 0.9696 +2023-12-25 13:29:57,038 - pyskl - INFO - Epoch [150][1700/3405] lr: 6.882e-07, eta: 0:07:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9707, loss: 0.9707 +2023-12-25 13:30:22,459 - pyskl - INFO - Epoch [150][1800/3405] lr: 6.099e-07, eta: 0:07:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-25 13:30:47,882 - pyskl - INFO - Epoch [150][1900/3405] lr: 5.363e-07, eta: 0:06:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9704, loss: 0.9704 +2023-12-25 13:31:13,219 - pyskl - INFO - Epoch [150][2000/3405] lr: 4.674e-07, eta: 0:06:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9702, loss: 0.9702 +2023-12-25 13:31:38,748 - pyskl - INFO - Epoch [150][2100/3405] lr: 4.033e-07, eta: 0:05:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9704, loss: 0.9704 +2023-12-25 13:32:04,399 - pyskl - INFO - Epoch [150][2200/3405] lr: 3.439e-07, eta: 0:05:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9718, loss: 0.9718 +2023-12-25 13:32:29,940 - pyskl - INFO - Epoch [150][2300/3405] lr: 2.892e-07, eta: 0:04:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9718, loss: 0.9718 +2023-12-25 13:32:55,147 - pyskl - INFO - Epoch [150][2400/3405] lr: 2.393e-07, eta: 0:04:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9691, loss: 0.9691 +2023-12-25 13:33:20,443 - pyskl - INFO - Epoch [150][2500/3405] lr: 1.941e-07, eta: 0:03:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9714, loss: 0.9714 +2023-12-25 13:33:45,797 - pyskl - INFO - Epoch [150][2600/3405] lr: 1.536e-07, eta: 0:03:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9711, loss: 0.9711 +2023-12-25 13:34:11,014 - pyskl - INFO - Epoch [150][2700/3405] lr: 1.179e-07, eta: 0:03:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9710, loss: 0.9710 +2023-12-25 13:34:36,329 - pyskl - INFO - Epoch [150][2800/3405] lr: 8.684e-08, eta: 0:02:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9708, loss: 0.9708 +2023-12-25 13:35:01,583 - pyskl - INFO - Epoch [150][2900/3405] lr: 6.054e-08, eta: 0:02:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9724, loss: 0.9724 +2023-12-25 13:35:26,943 - pyskl - INFO - Epoch [150][3000/3405] lr: 3.898e-08, eta: 0:01:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9724, loss: 0.9724 +2023-12-25 13:35:52,441 - pyskl - INFO - Epoch [150][3100/3405] lr: 2.214e-08, eta: 0:01:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9698, loss: 0.9698 +2023-12-25 13:36:17,798 - pyskl - INFO - Epoch [150][3200/3405] lr: 1.003e-08, eta: 0:00:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9699, loss: 0.9699 +2023-12-25 13:36:42,873 - pyskl - INFO - Epoch [150][3300/3405] lr: 2.657e-09, eta: 0:00:27, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9705, loss: 0.9705 +2023-12-25 13:37:07,933 - pyskl - INFO - Epoch [150][3400/3405] lr: 8.513e-12, eta: 0:00:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9719, loss: 0.9719 +2023-12-25 13:37:09,844 - pyskl - INFO - Saving checkpoint at 150 epochs +2023-12-25 13:41:34,058 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 13:41:34,662 - pyskl - INFO - +top1_acc 0.8921 +top5_acc 0.9766 +2023-12-25 13:41:34,687 - pyskl - INFO - Epoch(val) [150][3718] top1_acc: 0.8921, top5_acc: 0.9766 +2023-12-25 13:41:49,314 - pyskl - INFO - 59477 videos remain after valid thresholding +2023-12-25 14:22:33,991 - pyskl - INFO - Testing results of the last checkpoint +2023-12-25 14:22:33,991 - pyskl - INFO - top1_acc: 0.8950 +2023-12-25 14:22:33,991 - pyskl - INFO - top5_acc: 0.9773 +2023-12-25 14:22:33,992 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/ntu120_xset/k_1/best_top1_acc_epoch_147.pth +2023-12-25 15:03:30,726 - pyskl - INFO - Testing results of the best checkpoint +2023-12-25 15:03:30,726 - pyskl - INFO - top1_acc: 0.8965 +2023-12-25 15:03:30,726 - pyskl - INFO - top5_acc: 0.9777